From 047ec745eb09b58aa7fb7c0bffadac0fe35d6de0 Mon Sep 17 00:00:00 2001 From: Cal Corum Date: Fri, 13 Feb 2026 14:10:21 -0600 Subject: [PATCH] Add new skills, commands, scripts; update Paper Dynasty workflows New: - backlog, cognitive-memory, optimise-claude skills - commands/ and scripts/ directories - usage-data tracking Updated: - Paper Dynasty: consolidated workflows, updated API client and CLI - .gitignore, CLAUDE.md, settings.json Removed: - Deprecated Paper Dynasty workflows (card-refresh, database-sync, discord-app-troubleshooting, gauntlet-cleanup, custom-player-db) Co-Authored-By: Claude Opus 4.6 --- .gitignore | 6 + CLAUDE.md | 187 +- commands/sync-config.md | 20 + scripts/claude-pulse | 1 + scripts/gitea-create-pr.sh | 72 + settings.json | 10 +- skills/backlog/SKILL.md | 113 + skills/cognitive-memory/PROJECT_PLAN.json | 461 +++ skills/cognitive-memory/SCHEMA.md | 368 +++ skills/cognitive-memory/SKILL.md | 319 +++ skills/cognitive-memory/client.py | 2480 +++++++++++++++++ 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usage-data/session-meta/faf1a518-8b57-4bf2-b9f4-1d89d45ba078.json create mode 100644 usage-data/session-meta/fc13c31a-1760-4be2-b5da-1b03a93375c6.json diff --git a/.gitignore b/.gitignore index 62f6386..538889c 100644 --- a/.gitignore +++ b/.gitignore @@ -14,6 +14,7 @@ history.jsonl session-env/ shell-snapshots/ tasks/ +teams/ todos/ # ===== CACHE & TEMPORARY FILES ===== @@ -21,6 +22,7 @@ cache/ debug/ file-history/ image-cache/ +paste-cache/ stats-cache.json statsig/ *.log @@ -32,6 +34,10 @@ projects/ ide/ plans/ +# ===== MEMORY ===== +# Cognitive memory has its own git repo +memory/ + # ===== SKILL-SPECIFIC EXCLUDES ===== # MemoryGraph database (contains personal conversation data) skills/memorygraph/*.db diff --git a/CLAUDE.md b/CLAUDE.md index 52cccb9..0c2d556 100644 --- a/CLAUDE.md +++ b/CLAUDE.md @@ -1,29 +1,140 @@ -# Confidently Incorrect Is Worst-Case Scenario +# 🚨 CRITICAL: @ MENTION HANDLING 🚨 +When ANY file is mentioned with @ syntax, you MUST IMMEDIATELY call Read tool on that file BEFORE responding. +You will see automatic loads of any @ mentioned filed, this is NOT ENOUGH, it only loads the file contents. +You MUST perform Read tool calls on the files directly, even if they were @ included. +This is NOT optional - it loads required CLAUDE.md context. along the file path. + +## Confidently Incorrect Is Worst-Case Scenario - If the user asks a question and you are not very confident in your answer, tell the user that you are not sure - When this happens, offer your current hypothesis (if you have one) and then offer options you can take to find the answer ## Basics - User's name is Cal and uses he/him pronouns -- When writing test, always include a detailed docstring explaining the "what" and "why" of the test. +- When writing tests, always include a detailed docstring explaining the "what" and "why" of the test. - DO NOT COMMIT CODE WITHOUT APPROVAL FROM THE USER -## Memory Protocol (MemoryGraph Skill) +### CRITICAL: Git Commit Approval Checkpoint -MemoryGraph provides persistent, graph-based memory across all sessions. Use it to accumulate learnings, patterns, and solutions. +**Before EVERY `git commit` or `git add` command, STOP and verify:** -**Skill Location:** `~/.claude/skills/memorygraph/` -**Database:** `~/.memorygraph/memory.db` -**Documentation:** https://notes.manticorum.com/reference/skills/memorygraph +1. **Did the user EXPLICITLY approve this commit?** + - ✅ Approval: "commit this", "deploy it", "go ahead", "push to production" + - ❌ NOT approval: Technical comments ("--yes flag"), silence after showing fix, user frustration, ambiguous signals -### REQUIRED: Before Starting Complex Work -Recall relevant memories before any significant task: +2. **If NO explicit approval:** + - STOP immediately + - ASK: "Should I commit and deploy this fix?" + - WAIT for clear response + +3. **Common failure pattern:** + - Going into "fix mode" autopilot: find bug → fix → commit → deploy (WRONG) + - Correct flow: find bug → fix → **ASK** → get approval → commit → deploy + +**This applies to ALL git operations including:** +- `git commit` +- `git add` (staging for commit) +- `git tag` +- `git push` +- Any deployment scripts that commit internally + +## Gitea PR Automation + +**Script Location:** `/home/cal/.claude/scripts/gitea-create-pr.sh` +**Token Location:** `/home/cal/.claude/secrets/gitea_token` +**Gitea Instance:** https://git.manticorum.com + +### When to Use + +Create PRs automatically to trigger Gitea Actions (version validation, Docker builds) before merging to main. + +### Usage ```bash -python ~/.claude/skills/memorygraph/client.py recall "project-name technology problem-type" +/home/cal/.claude/scripts/gitea-create-pr.sh \ + \ + \ + \ + \ + [description] ``` -Query by project name, technology, or problem type (e.g., "paper-dynasty python api", "tdarr gpu timeout"). +### Example Workflow + +```bash +# 1. Create feature branch and make changes +git checkout -b fix/some-feature +# ... make changes ... +git add . +git commit -m "fix: Description" + +# 2. Push to Gitea +git push homelab fix/some-feature + +# 3. Create PR automatically +/home/cal/.claude/scripts/gitea-create-pr.sh \ + cal/major-domo-database \ + fix/some-feature \ + main \ + "fix: Some feature description" \ + "Detailed description of changes + +## Changes +- Change 1 +- Change 2 + +## Testing +- Test case 1" +``` + +### Benefits + +- ✅ Triggers semantic version validation on PRs +- ✅ Runs Docker builds before merging to main +- ✅ Enables code review workflow +- ✅ Creates git tags on successful deployment +- ✅ Prevents breaking main branch + +### Common Repositories + +```bash +# Major Domo Database +cal/major-domo-database + +# Major Domo Bot +cal/major-domo-bot + +# Paper Dynasty +cal/paper-dynasty + +# Paper Dynasty Database +cal/paper-dynasty-database +``` + +## Tech Preferences + +- Preferred language: Python with uv for package and environment management +- Specific code requirements: Never add lazy imports to middle of file + + +## Memory Protocol (Cognitive Memory) + +Cognitive Memory provides persistent, human-readable markdown-based memory across all sessions. Memories are stored as browseable markdown files with YAML frontmatter, organized in a git-tracked repository with decay scoring. + +**Skill Location:** `~/.claude/skills/cognitive-memory/` +**Data Directory:** `~/.claude/memory/` +**CORE.md:** `~/.claude/memory/CORE.md` (auto-curated summary, load at session start) +**REFLECTION.md:** `~/.claude/memory/REFLECTION.md` (theme analysis and cross-project patterns) +**Documentation:** `~/.claude/skills/cognitive-memory/SKILL.md` + +### REQUIRED: Session Start +1. Load CORE.md context: `~/.claude/memory/CORE.md` +2. Load REFLECTION.md context: `~/.claude/memory/REFLECTION.md` +3. Recall relevant memories before any significant task: + +```bash +python ~/.claude/skills/cognitive-memory/client.py recall "project-name technology problem-type" +``` ### REQUIRED: Automatic Storage Triggers Store memories on ANY of these events: @@ -36,39 +147,36 @@ Store memories on ANY of these events: | **Pattern discovered** | Reusable approach with context | | **Configuration that worked** | Setup details that solved an issue | | **Troubleshooting session** | Steps taken, what worked, what didn't | +| **Session milestone** | Log episode entry for chronological context | ### CLI Usage +All commands support `--help`. Key patterns: + ```bash -# Store a memory -python ~/.claude/skills/memorygraph/client.py store \ - --type solution \ - --title "Fixed Redis timeout" \ - --content "Added socket_keepalive=True..." \ - --tags "redis,timeout,homelab" \ - --importance 0.8 +CM=~/.claude/skills/cognitive-memory/client.py -# Recall memories -python ~/.claude/skills/memorygraph/client.py recall "redis timeout" +# Core workflow: store (--episode auto-logs), recall (--semantic for deeper matching) +python $CM store --type solution --title "Fixed X" --content "..." --tags "t1,t2" --episode +python $CM recall "redis timeout" --semantic -# Get specific memory -python ~/.claude/skills/memorygraph/client.py get <memory_id> +# Relationships and search +python $CM relate <from_id> <to_id> SOLVES +python $CM search --types "solution" --tags "python" -# Create relationship -python ~/.claude/skills/memorygraph/client.py relate <from_id> <to_id> SOLVES +# Procedures with structured steps +python $CM procedure --title "Deploy" --content "..." --steps "test,build,deploy" -# Search with filters -python ~/.claude/skills/memorygraph/client.py search --types "solution" --tags "python" +# Reflection and tag analysis +python $CM reflect --since 2026-01-01 +python $CM tags suggest <memory_id> -# Get related memories -python ~/.claude/skills/memorygraph/client.py related <memory_id> --depth 2 - -# Statistics -python ~/.claude/skills/memorygraph/client.py stats +# Maintenance: decay, core, embed, reindex +python $CM decay && python $CM core && python $CM embed ``` ### Memory Types -`solution` | `problem` | `error` | `fix` | `decision` | `code_pattern` | `configuration` | `workflow` | `general` +`solution` | `problem` | `error` | `fix` | `decision` | `code_pattern` | `configuration` | `workflow` | `general` | `procedure` | `insight` ### Importance Scale - `0.8-1.0`: Critical - affects multiple projects or prevents major issues @@ -87,14 +195,23 @@ python ~/.claude/skills/memorygraph/client.py stats - `ALTERNATIVE_TO` - Different approach to same problem - `REQUIRES` - Dependency relationship - `FOLLOWS` - Workflow sequence +- `RELATED_TO` - General association ### Proactive Memory Usage -**At session start:** If working on a known project, recall relevant memories. +**At session start:** Load CORE.md and REFLECTION.md, then recall relevant memories for current project. -**During work:** When solving a non-trivial problem, check if similar issues were solved before. +**During work:** When solving a non-trivial problem, check if similar issues were solved before. Use `--semantic` for deeper matching. -**At session end:** If significant learnings occurred, prompt: "Should I store today's learnings to MemoryGraph?" +**After milestones:** Use `--episode` flag on store to auto-log episode entries. Or log manually with `episode` command. + +**Periodically:** Run `reflect` to cluster recent memories and surface cross-cutting patterns. Check `tags suggest` for missing tag connections. + +**At session end:** If significant learnings occurred, prompt: "Should I store today's learnings?" + +### Deprecated: MemoryGraph (Legacy) + +MemoryGraph (SQLite-based) has been migrated to Cognitive Memory. The old database is archived at `~/.memorygraph/memory.db.archive`. The old client at `~/.claude/skills/memorygraph/client.py` still works for read-only access to the archive if needed. ## Project Planning diff --git a/commands/sync-config.md b/commands/sync-config.md new file mode 100644 index 0000000..864bfeb --- /dev/null +++ b/commands/sync-config.md @@ -0,0 +1,20 @@ +Sync my ~/.claude configuration to its Gitea repo. + +## Steps + +1. Change to the `~/.claude` directory +2. Run `git status` to show what has changed since the last sync +3. If there are no changes (nothing to commit, working tree clean), tell me "Config is already up to date" and stop +4. Show me a summary of the changes (new files, modified files, deleted files) +5. Stage all changes with `git add -A` (the .gitignore already excludes secrets, session data, and caches) +6. Create a commit with a descriptive message summarizing what changed (e.g., "Update skills, add new commands" or "Update Paper Dynasty workflows") +7. Push to the `homelab` remote: `git push homelab main` +8. Confirm success with the commit hash and a brief summary + +## Important + +- The remote is called `homelab`, NOT `origin` +- The branch is `main` +- The .gitignore is already configured to exclude secrets, session data, memory, and caches - so `git add -A` is safe +- This command IS explicit approval to commit and push - no need to ask for confirmation +- If the push fails, show the error and suggest remediation diff --git a/scripts/claude-pulse b/scripts/claude-pulse new file mode 160000 index 0000000..398dc63 --- /dev/null +++ b/scripts/claude-pulse @@ -0,0 +1 @@ +Subproject commit 398dc639a4a8ead9852843cf322e954bccdf1dbe diff --git a/scripts/gitea-create-pr.sh b/scripts/gitea-create-pr.sh new file mode 100755 index 0000000..2bb5acd --- /dev/null +++ b/scripts/gitea-create-pr.sh @@ -0,0 +1,72 @@ +#!/bin/bash +# Gitea PR Creation Helper +# Creates pull requests on git.manticorum.com via API +# +# Usage: +# gitea-create-pr.sh <owner/repo> <head-branch> <base-branch> <title> [description] +# +# Example: +# gitea-create-pr.sh cal/major-domo-database fix/my-feature main "Fix: My feature" "Description here" + +set -e + +# Check arguments +if [ $# -lt 4 ]; then + echo "Usage: $0 <owner/repo> <head-branch> <base-branch> <title> [description]" + echo "" + echo "Example:" + echo " $0 cal/paper-dynasty fix/feature main 'Fix: Feature title' 'Optional description'" + exit 1 +fi + +REPO="$1" +HEAD_BRANCH="$2" +BASE_BRANCH="$3" +TITLE="$4" +DESCRIPTION="${5:-Automated PR created by Claude Code}" + +# Load token +GITEA_TOKEN=$(cat /home/cal/.claude/secrets/gitea_token | tr -d '\n') + +if [ -z "$GITEA_TOKEN" ]; then + echo "ERROR: Gitea token not found at /home/cal/.claude/secrets/gitea_token" + exit 1 +fi + +# Create PR via Gitea API +echo "Creating PR on https://git.manticorum.com/$REPO" +echo " Head: $HEAD_BRANCH" +echo " Base: $BASE_BRANCH" +echo " Title: $TITLE" +echo "" + +RESPONSE=$(curl -s -X POST \ + -H "Authorization: token $GITEA_TOKEN" \ + -H "Content-Type: application/json" \ + "https://git.manticorum.com/api/v1/repos/$REPO/pulls" \ + -d @- <<EOF +{ + "title": "$TITLE", + "head": "$HEAD_BRANCH", + "base": "$BASE_BRANCH", + "body": "$DESCRIPTION" +} +EOF +) + +# Check for errors +if echo "$RESPONSE" | grep -q '"message"'; then + echo "ERROR: Failed to create PR" + echo "$RESPONSE" | jq -r '.message // .' + exit 1 +fi + +# Extract PR number and URL +PR_NUMBER=$(echo "$RESPONSE" | jq -r '.number') +PR_URL=$(echo "$RESPONSE" | jq -r '.html_url') + +echo "PR created successfully!" +echo " Number: #$PR_NUMBER" +echo " URL: $PR_URL" +echo "" +echo "Gitea Actions will now run on this PR." diff --git a/settings.json b/settings.json index d9964c2..9d7c9d2 100644 --- a/settings.json +++ b/settings.json @@ -1,7 +1,8 @@ { "$schema": "https://json.schemastore.org/claude-code-settings.json", "env": { - "MCP_API_KEY": "${MCP_API_KEY}" + "MCP_API_KEY": "${MCP_API_KEY}", + "CLAUDE_CODE_EXPERIMENTAL_AGENT_TEAMS": "1" }, "permissions": { "allow": [ @@ -93,8 +94,11 @@ "/mnt/NV2/SteamLibrary/" ] }, - "model": "sonnet", "enableAllProjectMcpServers": false, "enabledMcpjsonServers": [], - "hooks": {} + "statusLine": { + "type": "command", + "command": "input=$(cat); cwd=$(echo \"$input\" | jq -r '.workspace.current_dir // .cwd'); display_cwd=$(echo \"$cwd\" | sed \"s|^$HOME|~|\"); if git -C \"$cwd\" rev-parse --git-dir >/dev/null 2>&1; then branch=$(git -C \"$cwd\" branch --show-current 2>/dev/null); [ -n \"$branch\" ] && git_info=\" \\033[33m($branch)\\033[0m\" || git_info=\"\"; else git_info=\"\"; fi; pulse=$(/usr/bin/python \"/home/cal/.claude/scripts/claude-pulse/claude_status.py\" <<< \"$input\"); printf \"\\033[34m%s\\033[0m%b\\n\" \"$display_cwd\" \"$git_info\"; [ -n \"$pulse\" ] && printf \"%s\" \"$pulse\"; printf \"\\n\"" + }, + "effortLevel": "medium" } diff --git a/skills/backlog/SKILL.md b/skills/backlog/SKILL.md new file mode 100644 index 0000000..0f3b30b --- /dev/null +++ b/skills/backlog/SKILL.md @@ -0,0 +1,113 @@ +--- +name: backlog +description: Check Gitea repo for open issues and surface the next task to work on. Scans for TODOs in the codebase if no issues exist, creates issues for them, then offers options. USE WHEN user says "backlog", "what should I work on", "next task", "open issues", "check issues", "/backlog", or wants to find work to do. +--- + +# Backlog - Find Next Task + +## When to Activate This Skill +- "/backlog" +- "What should I work on?" +- "Check for open issues" +- "Any tasks to do?" +- "What's next?" +- "Show me the backlog" + +## Core Workflow + +### Step 1: Detect the current repo + +Extract the Gitea `owner/repo` from the git remote: + +```bash +git remote get-url origin 2>/dev/null | sed -n 's|.*git\.manticorum\.com[:/]\(.*\)\.git|\1|p' +``` + +If no `git.manticorum.com` remote is found, ask the user which repo to check. + +### Step 2: Fetch open issues from Gitea + +```bash +curl -s -H "Authorization: token $(cat /home/cal/.claude/secrets/gitea_token)" \ + "https://git.manticorum.com/api/v1/repos/{owner/repo}/issues?state=open&type=issues&limit=20&sort=priority" \ + | python -m json.tool +``` + +**Gitea API base:** `https://git.manticorum.com/api/v1` +**Auth token:** `/home/cal/.claude/secrets/gitea_token` + +### Step 3: Branch based on results + +#### Path A: Open issues exist + +Present issues to the user as numbered options: + +``` +Found 3 open issues for cal/my-memory: + +1. #12 — Add dark mode toggle (enhancement) + Labels: feature, ui + Created: 2d ago + +2. #10 — Fix audio recording on Wayland (bug) + Labels: bug, audio + Created: 5d ago + +3. #8 — Add export to markdown (feature) + Labels: feature + Created: 1w ago + +Which issue would you like to work on? +``` + +Include: issue number, title, labels, relative age. If there are many issues, show the top 5-7 most relevant (prioritize bugs, then features, then enhancements). + +#### Path B: No open issues — scan for TODOs + +Use Grep to scan the codebase for TODO/FIXME/HACK/XXX markers: + +``` +Grep pattern: "(TODO|FIXME|HACK|XXX):?\s" +``` + +**Exclude:** `.git/`, `node_modules/`, `__pycache__/`, `.venv/`, `*.lock`, `*.min.*` + +For each TODO found: +1. Read surrounding context (a few lines around the match) +2. Group related TODOs if they're in the same function/section +3. Create a Gitea issue for each distinct task: + +```bash +curl -s -X POST \ + -H "Authorization: token $(cat /home/cal/.claude/secrets/gitea_token)" \ + -H "Content-Type: application/json" \ + "https://git.manticorum.com/api/v1/repos/{owner/repo}/issues" \ + -d '{ + "title": "Clear, actionable title derived from the TODO", + "body": "Found in `file/path.py:42`:\n\n```\n# TODO: the original comment\n```\n\nContext: brief description of what needs to be done.", + "labels": [] + }' +``` + +After creating issues, present them as options (same format as Path A). + +#### Path C: No issues and no TODOs + +``` +No open issues and no TODO markers found in cal/my-memory. +The backlog is clear — nice work! +``` + +## Issue Creation Guidelines + +- **Title:** Imperative verb form, concise ("Add export feature", "Fix audio clipping on short recordings") +- **Body:** Include the file path and line number, the TODO text, and brief surrounding context +- **Deduplication:** Before creating, check if an open issue with a very similar title already exists +- **Grouping:** If multiple TODOs clearly relate to the same task (e.g., in the same function), combine them into one issue + +## Key Principles + +1. Always detect repo from git remote — don't hardcode repos +2. Present options clearly so the user can pick their next task quickly +3. Only create issues for genuine TODOs, not commented-out code or documentation examples +4. Keep issue titles actionable and concise diff --git a/skills/cognitive-memory/PROJECT_PLAN.json b/skills/cognitive-memory/PROJECT_PLAN.json new file mode 100644 index 0000000..e48d128 --- /dev/null +++ b/skills/cognitive-memory/PROJECT_PLAN.json @@ -0,0 +1,461 @@ +{ + "meta": { + "version": "1.0.0", + "created": "2026-02-13", + "lastUpdated": "2026-02-13", + "planType": "feature", + "project": "cognitive-memory", + "description": "Remaining phases for the cognitive-memory skill. Phase 1 (core system + migration) is complete. This plan covers Phase 1 polish, Phase 2 (reflection + procedural + search), and Phase 3 (identity + economy + multi-agent).", + "totalEstimatedHours": 52, + "totalTasks": 18, + "completedTasks": 10, + "note": "SKILL.md, SCHEMA.md, CLAUDE.md, and feature.json updated to v2.0.0 with all Phase 2 features" + }, + "categories": { + "critical": "Must fix - blocking daily usage", + "high": "Phase 1 polish - improves existing system significantly", + "medium": "Phase 2 - reflection, procedural memory, semantic search", + "low": "Phase 3 - identity, token economy, multi-agent", + "feature": "Nice-to-have enhancements" + }, + "tasks": [ + { + "id": "HIGH-001", + "name": "Add one-line summaries to CORE.md entries", + "description": "CORE.md currently lists memory titles and tags but no summary. Each entry should include a brief one-line summary extracted from the memory content (first sentence or explicit summary field). This makes CORE.md useful at a glance without opening individual files.", + "category": "high", + "priority": 1, + "completed": true, + "tested": true, + "dependencies": [], + "files": [ + { + "path": "~/.claude/skills/cognitive-memory/client.py", + "lines": [ + 539, + 580 + ], + "issue": "core() method builds entries from index only, doesn't read file content for summaries" + } + ], + "suggestedFix": "In core(), read the first sentence of each memory body (or a 'summary' frontmatter field if present) and append it after the link. Format: '- [title](path) - one-line summary'", + "estimatedHours": 1, + "notes": "Budget is ~3K tokens. With summaries, may need to reduce entries per section from 15 to 10." + }, + { + "id": "HIGH-002", + "name": "Add scheduled decay recalculation", + "description": "Decay scores only update when 'decay' command is run manually. Should auto-recalculate during recall/search operations if scores are stale (>24h since last calculation). Currently 56 memories are archived and 187 dormant - accessing one should refresh its score automatically.", + "category": "high", + "priority": 2, + "completed": true, + "tested": true, + "dependencies": [], + "files": [ + { + "path": "~/.claude/skills/cognitive-memory/client.py", + "lines": [ + 283, + 350 + ], + "issue": "recall() and search() read decay scores from state but never recalculate them" + } + ], + "suggestedFix": "Add a _maybe_refresh_decay() check at the start of recall/search. If _state.json 'updated' is >24h old, run decay(). Also, when get() updates access_count, recalculate that memory's individual decay score immediately.", + "estimatedHours": 2, + "notes": "Be careful not to make recall() slow. Full decay recalc over 313 memories should be fast (<100ms) since it's just math, no file I/O." + }, + { + "id": "HIGH-003", + "name": "Add 'merge' command to consolidate duplicate/related memories", + "description": "With 313 memories, there are inevitably duplicates and near-duplicates (e.g., multiple PostgreSQL migration fixes). A 'merge' command should combine two memories into one, preserving the best content from each, merging tags, and keeping all relations.", + "category": "high", + "priority": 3, + "completed": true, + "tested": true, + "dependencies": [], + "files": [ + { + "path": "~/.claude/skills/cognitive-memory/client.py", + "issue": "No merge functionality exists" + } + ], + "suggestedFix": "Add merge(keep_id, absorb_id) method: read both memories, combine content (keep_id content + separator + absorb_id content), merge tags (union), take max importance, redirect all absorb_id relations to keep_id, delete absorb_id file. Add 'merge' CLI subcommand.", + "estimatedHours": 3, + "notes": "Should also update any other memories that reference absorb_id in their relations to point to keep_id instead." + }, + { + "id": "HIGH-004", + "name": "Improve recall content search performance", + "description": "Currently recall() falls back to reading individual markdown files for body content search when title/tag matching fails. With 313+ files this is slow. Should use _index.json with a content preview field, or build a simple inverted index.", + "category": "high", + "priority": 4, + "completed": true, + "tested": true, + "dependencies": [], + "files": [ + { + "path": "~/.claude/skills/cognitive-memory/client.py", + "lines": [ + 310, + 325 + ], + "issue": "recall() reads individual files for content matching - O(n) file I/O" + } + ], + "suggestedFix": "Option A: Add 'content_preview' (first 200 chars) to _index.json entries during reindex. Option B: Build a simple inverted word index in _index.json mapping common terms to memory IDs. Option A is simpler and sufficient for 300-500 memories.", + "estimatedHours": 2, + "notes": "Option B becomes necessary if memory count grows past ~1000. For now, Option A is the right call." + }, + { + "id": "MED-001", + "name": "Reflection cycle - automated consolidation sessions", + "description": "Structured process where the agent reviews recent memories, identifies patterns across them, consolidates duplicates, and generates insight memories. Triggered manually ('reflect') or automatically after N new memories since last reflection.", + "category": "medium", + "priority": 5, + "completed": true, + "tested": true, + "dependencies": [ + "HIGH-003" + ], + "files": [ + { + "path": "~/.claude/skills/cognitive-memory/client.py", + "issue": "No reflection functionality exists" + } + ], + "suggestedFix": "Add reflect() method and 'reflect' CLI command. Steps: (1) Load memories created since last reflection, (2) Group by tags/project, (3) Identify clusters of related memories, (4) For each cluster, generate a consolidated 'insight' memory (new type) summarizing the pattern, (5) Create BUILDS_ON relations from insight to source memories, (6) Log reflection as episode entry, (7) Store last_reflection timestamp in _state.json.", + "estimatedHours": 6, + "notes": "The actual insight generation requires Claude to analyze the cluster - this command should output the cluster data and prompt the agent to create the insight, not try to auto-generate it. Phase 2 core feature." + }, + { + "id": "MED-002", + "name": "Procedural memory store - learned workflow patterns", + "description": "New memory type 'procedure' that encodes multi-step workflows the agent has learned. Stored in graph/procedures/ with special frontmatter fields: steps (ordered list), preconditions, postconditions, success_rate. Procedures are higher-weight in decay (1.4) since they encode reusable operational knowledge.", + "category": "medium", + "priority": 6, + "completed": true, + "tested": true, + "dependencies": [], + "files": [ + { + "path": "~/.claude/skills/cognitive-memory/client.py", + "issue": "No procedure type or special handling exists" + } + ], + "suggestedFix": "Add 'procedure' to VALID_TYPES and TYPE_DIRS (graph/procedures/). Add TYPE_WEIGHTS['procedure'] = 1.4. Extend frontmatter to support 'steps' field (ordered list of strings). Add 'procedure' CLI subcommand that prompts for step-by-step input. Update CORE.md generation to include a 'Key Procedures' section.", + "estimatedHours": 4, + "notes": "Procedures should be extractable from episode logs - if the same sequence of actions appears in multiple episodes, suggest creating a procedure." + }, + { + "id": "MED-003", + "name": "Embedding-based semantic search via local model", + "description": "Use a local embedding model (e.g., all-MiniLM-L6-v2 via sentence-transformers, or Ollama embeddings) to enable semantic search that finds conceptually similar memories even without keyword overlap. Store embeddings in a separate _embeddings.json file.", + "category": "medium", + "priority": 7, + "completed": true, + "tested": true, + "dependencies": [ + "HIGH-004" + ], + "files": [ + { + "path": "~/.claude/skills/cognitive-memory/client.py", + "issue": "Search is keyword-only, no semantic understanding" + } + ], + "suggestedFix": "Create embeddings.py module. On 'embed' command: (1) Load all memories, (2) Generate embeddings for title + first 200 chars of content, (3) Store in _embeddings.json (gitignored). On recall: compute query embedding, cosine similarity against all stored embeddings, merge scores with keyword search. Use Ollama API if available (check localhost:11434), fall back to keyword-only.", + "estimatedHours": 6, + "notes": "Keep this optional - keyword search must remain the default. Ollama is already running on the homelab. Embedding model choice: nomic-embed-text or all-minilm via Ollama. _embeddings.json should be gitignored and regeneratable." + }, + { + "id": "MED-004", + "name": "Auto-episode logging from git commits", + "description": "Automatically create episode entries when memories are stored after git commits. Detect when the context is a post-commit storage trigger and auto-populate episode fields from commit metadata (branch, files changed, commit message).", + "category": "medium", + "priority": 8, + "completed": true, + "tested": true, + "dependencies": [], + "files": [ + { + "path": "~/.claude/skills/cognitive-memory/client.py", + "lines": [ + 590 + ], + "issue": "store() doesn't auto-log episodes" + } + ], + "suggestedFix": "Add optional --episode flag to store command. When set, automatically append an episode entry after storing the memory. Include the memory file path as the memory_link. This avoids requiring two separate CLI calls.", + "estimatedHours": 1, + "notes": "Simple quality-of-life improvement. Most stores should also log an episode." + }, + { + "id": "MED-005", + "name": "REFLECTION.md - periodic reflection summary", + "description": "Similar to CORE.md but focused on patterns and insights discovered during reflection cycles. Auto-generated file that tracks: recurring themes, cross-project patterns, most accessed memories, and memories that were consolidated.", + "category": "medium", + "priority": 9, + "completed": true, + "tested": true, + "dependencies": [ + "MED-001" + ], + "files": [ + { + "path": "~/.claude/memory/REFLECTION.md", + "issue": "File does not exist" + } + ], + "suggestedFix": "Generate during reflect() command. Structure: '## Themes' (tag co-occurrence analysis), '## Cross-Project Patterns' (memories that share tags across different projects), '## Most Accessed' (top 10 by access_count), '## Consolidated' (memories merged in this reflection). Store at ~/.claude/memory/REFLECTION.md alongside CORE.md.", + "estimatedHours": 3, + "notes": "Depends on reflection cycle being implemented first." + }, + { + "id": "MED-006", + "name": "Tag co-occurrence analysis and suggestions", + "description": "Analyze tag patterns across memories to suggest related memories during store and identify under-tagged memories. Build a tag co-occurrence matrix that reveals hidden connections (e.g., 'redis' frequently co-occurs with 'timeout' and 'production').", + "category": "medium", + "priority": 10, + "completed": true, + "tested": true, + "dependencies": [], + "files": [ + { + "path": "~/.claude/skills/cognitive-memory/client.py", + "issue": "No tag analysis exists" + } + ], + "suggestedFix": "Add 'tags' CLI command with subcommands: 'tags list' (all tags with counts), 'tags related <tag>' (co-occurring tags), 'tags suggest <memory_id>' (suggest additional tags based on content and co-occurrence). Build co-occurrence matrix from _index.json during reindex.", + "estimatedHours": 3, + "notes": "Useful for maintaining tag hygiene and discovering patterns." + }, + { + "id": "LOW-001", + "name": "IDENTITY.md - agent identity and preferences tracking", + "description": "Auto-maintained markdown file that tracks the agent's learned identity: user preferences, communication style, project familiarity, skill proficiencies, and interaction patterns. Updated during reflection cycles based on accumulated memories.", + "category": "low", + "priority": 11, + "completed": false, + "tested": false, + "dependencies": [ + "MED-001" + ], + "files": [ + { + "path": "~/.claude/memory/IDENTITY.md", + "issue": "File does not exist" + } + ], + "suggestedFix": "Generate during reflection cycle. Sections: '## User Profile' (Cal's preferences from memories), '## Project Familiarity' (projects ranked by memory count and recency), '## Interaction Patterns' (common workflows, preferred tools), '## Learned Preferences' (extracted from decision memories). Load alongside CORE.md at session start.", + "estimatedHours": 4, + "notes": "Phase 3. Should be lightweight and focused on actionable context, not personality. Maximum ~1K tokens to avoid bloating system prompt." + }, + { + "id": "LOW-002", + "name": "Token economy - budget system for reflections", + "description": "Assign token costs to reflection operations and maintain a budget that replenishes over time. Prevents excessive reflection runs and encourages efficient memory management. Budget tracked in _state.json.", + "category": "low", + "priority": 12, + "completed": false, + "tested": false, + "dependencies": [ + "MED-001" + ], + "files": [ + { + "path": "~/.claude/skills/cognitive-memory/client.py", + "issue": "No budget tracking exists" + } + ], + "suggestedFix": "Add 'budget' section to _state.json: {tokens_remaining, tokens_max, last_refill, refill_rate}. Reflection costs: full reflect = 100 tokens, merge = 10, core regen = 5. Budget refills at 50 tokens/day. When budget is exhausted, reflection operations are blocked with a warning. 'budget' CLI command shows current balance.", + "estimatedHours": 3, + "notes": "Phase 3. Mainly useful if autonomous reflection is implemented (cron-triggered). For manual reflection, this may be unnecessary." + }, + { + "id": "LOW-003", + "name": "Multi-agent pending queue - gated writes for team workflows", + "description": "When multiple Claude Code agents work in a team, memory writes should go through a pending queue that the lead agent reviews before committing. Prevents conflicting or low-quality memories from parallel agents.", + "category": "low", + "priority": 13, + "completed": false, + "tested": false, + "dependencies": [], + "files": [ + { + "path": "~/.claude/memory/", + "issue": "No pending queue mechanism exists" + } + ], + "suggestedFix": "Add ~/.claude/memory/_pending/ directory (gitignored). When store() detects team context (environment variable or flag), write to _pending/ instead of graph/. Add 'pending' CLI command: 'pending list', 'pending approve <id>', 'pending reject <id>', 'pending approve-all'. Approved memories move to graph/ with normal git commit. Rejected ones are deleted.", + "estimatedHours": 5, + "notes": "Phase 3. Only needed if multi-agent workflows become common. For now, single-agent usage doesn't need this." + }, + { + "id": "LOW-004", + "name": "Memory visualization - graph export for external tools", + "description": "Export the memory graph as JSON or DOT format for visualization in tools like Obsidian, Gephi, or a custom web viewer. Show memories as nodes, relations as edges, with size/color based on decay score and type.", + "category": "low", + "priority": 14, + "completed": false, + "tested": false, + "dependencies": [], + "files": [ + { + "path": "~/.claude/skills/cognitive-memory/client.py", + "issue": "No export functionality exists" + } + ], + "suggestedFix": "Add 'export' CLI command with --format flag (json, dot, obsidian). JSON: full graph with nodes and edges. DOT: Graphviz format. Obsidian: Generate [[wikilinks]] in memory files for Obsidian graph view. Output to stdout or --output file.", + "estimatedHours": 3, + "notes": "Phase 3 nice-to-have. The Obsidian export is most interesting since Cal could browse memories in Obsidian's graph view." + }, + { + "id": "FEAT-001", + "name": "Cron-based auto-maintenance", + "description": "Set up a cron job or systemd timer that runs periodic maintenance: decay recalculation, CORE.md regeneration, and stale memory detection. Runs daily or weekly without requiring an active Claude session.", + "category": "feature", + "priority": 15, + "completed": false, + "tested": false, + "dependencies": [ + "HIGH-002" + ], + "files": [ + { + "path": "~/.claude/skills/cognitive-memory/client.py", + "issue": "No maintenance command exists" + } + ], + "suggestedFix": "Add 'maintain' CLI command that runs: decay(), core(), and reports stale/archived memory counts. Create systemd user timer or cron entry: '0 4 * * * python3 ~/.claude/skills/cognitive-memory/client.py maintain'. Add --quiet flag for cron usage.", + "estimatedHours": 2, + "notes": "Simple automation. Should also push to git after maintenance." + }, + { + "id": "FEAT-002", + "name": "Memory import from external sources", + "description": "Import memories from other formats: NoteDiscovery notes, markdown files, JSON dumps. Useful for bootstrapping memories from existing knowledge bases or migrating from other systems.", + "category": "feature", + "priority": 16, + "completed": false, + "tested": false, + "dependencies": [], + "files": [ + { + "path": "~/.claude/skills/cognitive-memory/client.py", + "issue": "No import functionality beyond migrate.py" + } + ], + "suggestedFix": "Add 'import' CLI command with --format flag (markdown, json, notediscovery). Markdown: parse frontmatter or use filename as title. JSON: expect {title, content, type, tags} objects. NoteDiscovery: use NoteDiscovery client to fetch and convert notes.", + "estimatedHours": 3, + "notes": "Lower priority but useful for knowledge consolidation." + }, + { + "id": "FEAT-003", + "name": "Memory health report", + "description": "Generate a health report showing: memories with no tags, memories with no relations, duplicate titles, stale memories that should be archived or revived, tag distribution imbalance, and orphaned relations.", + "category": "feature", + "priority": 17, + "completed": false, + "tested": false, + "dependencies": [], + "files": [ + { + "path": "~/.claude/skills/cognitive-memory/client.py", + "issue": "stats() only shows counts, no qualitative analysis" + } + ], + "suggestedFix": "Add 'health' CLI command. Checks: (1) untagged memories, (2) memories with 0 relations, (3) duplicate/near-duplicate titles (Levenshtein or token overlap), (4) memories below archive threshold, (5) tag distribution (warn if >50% of memories share same tag), (6) broken relation targets. Output as markdown report.", + "estimatedHours": 3, + "notes": "Good complement to reflection cycle. Run before reflect() to identify consolidation targets." + }, + { + "id": "DOCS-001", + "name": "Update NoteDiscovery with cognitive-memory reference docs", + "description": "Create reference documentation in NoteDiscovery at reference/skills/cognitive-memory covering the full skill documentation, CLI reference, schema, and migration notes.", + "category": "feature", + "priority": 18, + "completed": false, + "tested": false, + "dependencies": [], + "files": [], + "suggestedFix": "Use NoteDiscovery client to create/update a note at reference/skills/cognitive-memory with SKILL.md content adapted for the wiki format. Include links to the git repo.", + "estimatedHours": 1, + "notes": "Keeps NoteDiscovery in sync with skill documentation, matching the pattern used for MemoryGraph docs." + } + ], + "quickWins": [ + { + "taskId": "MED-004", + "estimatedMinutes": 45, + "impact": "Eliminates the need for two separate CLI calls (store + episode) on every memory save" + }, + { + "taskId": "HIGH-001", + "estimatedMinutes": 60, + "impact": "Makes CORE.md immediately useful at a glance without opening individual files" + }, + { + "taskId": "DOCS-001", + "estimatedMinutes": 30, + "impact": "Keeps wiki docs in sync with new skill" + } + ], + "productionBlockers": [], + "weeklyRoadmap": { + "week1": { + "theme": "Phase 1 Polish", + "tasks": [ + "HIGH-001", + "HIGH-002", + "HIGH-004", + "MED-004" + ], + "estimatedHours": 6 + }, + "week2": { + "theme": "Merge & Health", + "tasks": [ + "HIGH-003", + "FEAT-003", + "MED-006" + ], + "estimatedHours": 9 + }, + "week3": { + "theme": "Phase 2 Core - Reflection", + "tasks": [ + "MED-001", + "MED-005" + ], + "estimatedHours": 9 + }, + "week4": { + "theme": "Phase 2 - Procedural & Maintenance", + "tasks": [ + "MED-002", + "FEAT-001", + "DOCS-001" + ], + "estimatedHours": 7 + }, + "week5": { + "theme": "Phase 2 - Semantic Search", + "tasks": [ + "MED-003" + ], + "estimatedHours": 6 + }, + "week6_plus": { + "theme": "Phase 3 - Identity, Economy, Multi-Agent", + "tasks": [ + "LOW-001", + "LOW-002", + "LOW-003", + "LOW-004", + "FEAT-002" + ], + "estimatedHours": 18 + } + } +} \ No newline at end of file diff --git a/skills/cognitive-memory/SCHEMA.md b/skills/cognitive-memory/SCHEMA.md new file mode 100644 index 0000000..e365320 --- /dev/null +++ b/skills/cognitive-memory/SCHEMA.md @@ -0,0 +1,368 @@ +# Cognitive Memory Schema + +## Memory File Format + +Each memory is a markdown file with YAML frontmatter. Filename format: `{slugified-title}-{6char-uuid}.md` + +Example: `graph/solutions/fixed-redis-connection-timeouts-a1b2c3.md` + +```markdown +--- +id: a1b2c3d4-e5f6-7890-abcd-ef1234567890 +type: solution +title: "Fixed Redis connection timeouts" +tags: [redis, timeout, production, homelab] +importance: 0.8 +confidence: 0.8 +created: 2025-12-06T16:25:58+00:00 +updated: 2025-12-06T16:25:58+00:00 +relations: + - target: def789ab-... + type: SOLVES + direction: outgoing + strength: 0.8 + context: "Keepalive prevents idle disconnections" +--- + +Added socket_keepalive=True and socket_timeout=300 to Redis connection configuration. +``` + +### Frontmatter Fields + +| Field | Type | Required | Description | +|-------|------|----------|-------------| +| `id` | string (UUID) | Yes | Unique identifier | +| `type` | string | Yes | Memory type (see below) | +| `title` | string (quoted) | Yes | Descriptive title | +| `tags` | list[string] | No | Categorization tags (inline YAML list) | +| `importance` | float 0.0-1.0 | Yes | Importance score | +| `confidence` | float 0.0-1.0 | No | Confidence score (default 0.8) | +| `steps` | list[string] | No | Ordered steps (procedure type only) | +| `preconditions` | list[string] | No | Required preconditions (procedure type only) | +| `postconditions` | list[string] | No | Expected postconditions (procedure type only) | +| `created` | string (ISO 8601) | Yes | Creation timestamp | +| `updated` | string (ISO 8601) | Yes | Last update timestamp | +| `relations` | list[Relation] | No | Relationships to other memories | + +### Memory Types + +| Type | Directory | Description | +|------|-----------|-------------| +| `solution` | `graph/solutions/` | Fix or resolution to a problem | +| `fix` | `graph/fixes/` | Code-level fix or patch | +| `decision` | `graph/decisions/` | Architecture or design choice | +| `configuration` | `graph/configurations/` | Working configuration | +| `problem` | `graph/problems/` | Issue or challenge | +| `workflow` | `graph/workflows/` | Process or sequence | +| `code_pattern` | `graph/code-patterns/` | Reusable code pattern | +| `error` | `graph/errors/` | Specific error condition | +| `general` | `graph/general/` | General learning | +| `procedure` | `graph/procedures/` | Structured workflow with steps/preconditions/postconditions | +| `insight` | `graph/insights/` | Cross-cutting pattern from reflection cycles | + +### Relation Fields + +| Field | Type | Required | Description | +|-------|------|----------|-------------| +| `target` | string (UUID) | Yes | Target memory ID | +| `type` | string | Yes | Relationship type | +| `direction` | string | Yes | `outgoing` or `incoming` | +| `strength` | float 0.0-1.0 | No | Relationship strength | +| `context` | string (quoted) | No | Context description | + +### Relationship Types + +`SOLVES`, `CAUSES`, `BUILDS_ON`, `ALTERNATIVE_TO`, `REQUIRES`, `FOLLOWS`, `RELATED_TO` + +--- + +## _index.json + +Computed index for fast lookups. Rebuilt by `reindex` command. **Source of truth: markdown files.** + +```json +{ + "version": 1, + "updated": "2025-12-13T10:30:00+00:00", + "count": 313, + "entries": { + "a1b2c3d4-e5f6-7890-abcd-ef1234567890": { + "title": "Fixed Redis connection timeouts", + "type": "solution", + "tags": ["redis", "timeout", "production", "homelab"], + "importance": 0.8, + "confidence": 0.8, + "created": "2025-12-06T16:25:58+00:00", + "updated": "2025-12-06T16:25:58+00:00", + "path": "graph/solutions/fixed-redis-connection-timeouts-a1b2c3.md", + "relations": [ + { + "target": "def789ab-...", + "type": "SOLVES", + "direction": "outgoing", + "strength": 0.8, + "context": "Keepalive prevents idle disconnections" + } + ] + } + } +} +``` + +**Notes:** +- `_index.json` is gitignored (derived data) +- Can be regenerated at any time with `python client.py reindex` +- Entries mirror frontmatter fields for fast search without opening files + +--- + +## _state.json + +Mutable runtime state tracking access patterns and decay scores. **Kept separate from frontmatter to avoid churning git history with access-count updates.** + +```json +{ + "version": 1, + "updated": "2025-12-13T10:30:00+00:00", + "entries": { + "a1b2c3d4-e5f6-7890-abcd-ef1234567890": { + "access_count": 5, + "last_accessed": "2025-12-13T10:15:00+00:00", + "decay_score": 0.75 + } + } +} +``` + +**Notes:** +- `_state.json` is gitignored (mutable, session-specific data) +- Access count increments on `get` operations +- Decay scores recalculated by `python client.py decay` + +--- + +## Episode File Format + +Daily markdown files in `episodes/` directory. Append-only, one file per day. + +Filename format: `YYYY-MM-DD.md` + +```markdown +# 2025-12-13 + +## 10:30 - Fixed Discord bot reconnection +- **Type:** fix +- **Tags:** major-domo, discord, python +- **Memory:** [discord-bot-reconnection](../graph/fixes/discord-bot-reconnection-a1b2c3.md) +- **Summary:** Implemented exponential backoff for reconnections + +## 11:15 - Chose websocket over polling +- **Type:** decision +- **Tags:** major-domo, architecture +- **Memory:** [websocket-over-polling](../graph/decisions/websocket-over-polling-d4e5f6.md) +- **Summary:** WebSocket provides lower latency for real-time game state updates +``` + +**Notes:** +- Episodes are chronological session logs +- Entries link back to graph memories when available +- Append-only (never edited, only appended) +- Useful for reflection and session review + +--- + +## CORE.md Format + +Auto-generated summary of highest-relevance memories. Loaded into system prompt at session start. + +```markdown +# Memory Core (auto-generated) +> Last updated: 2025-12-13 | Active memories: 180/313 | Next refresh: manual + +## Critical Solutions +- [title](relative/path.md) (tag1, tag2) + +## Active Decisions +- [title](relative/path.md) (tag1, tag2) + +## Key Fixes +- [title](relative/path.md) (tag1, tag2) + +## Configurations +- [title](relative/path.md) (tag1, tag2) + +## Patterns & Workflows +- [title](relative/path.md) (tag1, tag2) +``` + +**Notes:** +- Budget: ~3K tokens (~12,000 chars) +- Regenerated by `python client.py core` +- Memories included based on decay_score (must be >= 0.2) +- Grouped by type category, sorted by decay score within each group +- Capped at 15 entries per section + +--- + +## Decay Model + +``` +decay_score = importance × e^(-λ × days_since_access) × log2(access_count + 1) × type_weight +``` + +Where: +- `λ = 0.03` (half-life ~23 days) +- `days_since_access` = days since `_state.json` `last_accessed` +- `access_count` = from `_state.json` +- `type_weight` = per-type multiplier (see below) +- For `access_count == 0`, `usage_factor = 0.5` (new memories start at half strength) + +### Type Weights + +| Type | Weight | +|------|--------| +| `procedure` | 1.4 | +| `decision` | 1.3 | +| `insight` | 1.25 | +| `solution` | 1.2 | +| `code_pattern` | 1.1 | +| `configuration` | 1.1 | +| `fix` | 1.0 | +| `workflow` | 1.0 | +| `problem` | 0.9 | +| `error` | 0.8 | +| `general` | 0.8 | + +### Thresholds + +| Range | Status | +|-------|--------| +| 0.5+ | Active | +| 0.2-0.5 | Fading | +| 0.05-0.2 | Dormant | +| <0.05 | Archived | + +### Vault + +Pinned memories (in `vault/`) have a decay score of 999.0 (effectively infinite). + +--- + +## REFLECTION.md Format + +Auto-generated summary of memory themes, cross-project patterns, and access statistics. Generated by `python client.py reflection` or automatically during `reflect`. + +```markdown +# Reflection Summary (auto-generated) +> Last updated: 2026-02-13 | Last reflection: 2026-02-13 | Total reflections: 2 + +## Themes +Top tag co-occurrences revealing recurring themes: + +- **fix + python**: 52 memories ("Fix S3 upload...", "fix_cardpositions.py...") + +## Cross-Project Patterns +Tags that span multiple projects: + +- **fix**: appears in major-domo (38), vagabond-rpg (22), paper-dynasty (19) + +## Most Accessed +Top 10 memories by access count: + +1. [Title](graph/type/filename.md) - N accesses + +## Recent Insights +Insight-type memories: + +- [Title](graph/insights/filename.md) - content preview... + +## Consolidation History + +- Total merges performed: 0 +``` + +**Sections:** +1. **Themes** - Top 8 tag co-occurrences with example memory titles (top 3) +2. **Cross-Project Patterns** - Tags spanning 2+ known projects with per-project counts +3. **Most Accessed** - Top 10 memories ranked by `_state.json` access_count +4. **Recent Insights** - Latest insight-type memories with 80-char content preview +5. **Consolidation History** - Merge count from episode files + +**Known projects:** major-domo, paper-dynasty, homelab, vagabond-rpg, foundryvtt, strat-gameplay-webapp + +--- + +## _embeddings.json + +Ollama embedding vectors for semantic search. **Gitignored** (derived, regenerated by `python client.py embed`). + +```json +{ + "model": "nomic-embed-text", + "updated": "2026-02-13T12:00:00+00:00", + "entries": { + "a1b2c3d4-e5f6-7890-abcd-ef1234567890": [0.0123, -0.0456, ...], + ... + } +} +``` + +**Notes:** +- Vectors generated from `"{title}. {content_preview}"` per memory +- Uses Ollama `nomic-embed-text` model at `http://localhost:11434` +- Batched in groups of 50, 300-second timeout for first-time model pull +- Falls back gracefully if Ollama is unavailable +- Must be refreshed after adding new memories (`python client.py embed`) + +--- + +## Procedure Memory Format + +Procedure-type memories have additional frontmatter fields for structured steps: + +```markdown +--- +id: a1b2c3d4-... +type: procedure +title: "Deploy Major Domo to production" +tags: [major-domo, deploy, docker] +importance: 0.8 +confidence: 0.8 +steps: + - "Run tests" + - "Build docker image" + - "Push to registry" + - "Deploy to LXC" +preconditions: + - "All tests pass" + - "On main branch" +postconditions: + - "Service healthy" + - "Discord bot online" +created: 2026-02-13T12:00:00+00:00 +updated: 2026-02-13T12:00:00+00:00 +--- + +Standard deploy workflow for the Major Domo Discord bot. +``` + +**Notes:** +- `steps`, `preconditions`, `postconditions` are optional lists +- Values are quoted YAML strings in the list +- Procedures have the highest decay weight (1.4) - they persist longest + +--- + +## .gitignore + +``` +_state.json +_index.json +_embeddings.json +``` + +Only markdown files (memories, CORE.md, REFLECTION.md, episodes) are git-tracked. Index, state, and embeddings are derived/mutable data that can be regenerated. + +--- + +*Schema version: 2.0.0 | Created: 2026-02-13 | Updated: 2026-02-13* diff --git a/skills/cognitive-memory/SKILL.md b/skills/cognitive-memory/SKILL.md new file mode 100644 index 0000000..d9350f4 --- /dev/null +++ b/skills/cognitive-memory/SKILL.md @@ -0,0 +1,319 @@ +--- +name: cognitive-memory +description: Markdown-based memory system with decay scoring, episodic logging, and auto-curated CORE.md. USE WHEN storing learnings, recalling past solutions, linking problems to fixes, tracking decisions, or building knowledge connections across sessions. Replaces MemoryGraph with human-readable files. +--- + +# Cognitive Memory - Markdown-Based AI Memory + +## Purpose + +Cognitive Memory provides persistent, human-readable memory storage as markdown files with YAML frontmatter. Unlike MemoryGraph's opaque SQLite database, every memory is a browseable, editable markdown file organized in a git-tracked repository. + +**Key features:** +- Human-readable markdown files with YAML frontmatter +- Decay scoring to surface relevant memories and let stale ones fade +- Episodic session logs for chronological context +- Auto-curated CORE.md loaded into system prompt +- Git-tracked for history, rollback, and diff visibility +- Relations stored directly in frontmatter (self-contained files) +- Semantic search via Ollama embeddings (nomic-embed-text) +- Reflection cycles with union-find clustering to surface patterns +- Procedural memories with structured steps/preconditions/postconditions +- Tag co-occurrence analysis for pattern discovery +- REFLECTION.md with theme analysis and cross-project patterns + +## When to Activate This Skill + +**Explicit triggers:** +- "Remember this for later" +- "Store this solution / fix / decision" +- "What did we learn about X?" +- "Find solutions for this problem" +- "Link this to that issue" +- "Show me related memories" +- "What's in memory about...?" +- "What patterns have we seen?" +- "Run a reflection" +- "What tags are related to X?" +- "Store this procedure / workflow" + +**Automatic triggers (per CLAUDE.md Memory Protocol):** +- After fixing a bug +- After a git commit +- After making an architecture decision +- After discovering a reusable pattern +- After a successful configuration +- After troubleshooting sessions +- At session start (recall relevant memories, load CORE.md + REFLECTION.md) +- Periodically (reflect to cluster memories, suggest missing tags) + +## Quick Reference + +### CLI Commands + +All commands support `--help` for full argument details. Key non-obvious features: + +```bash +# --episode flag auto-logs a session entry when storing +python client.py store --type solution --title "Fixed X" --content "..." --tags "t1,t2" --episode + +# --semantic merges keyword + Ollama embedding results (run embed first) +python client.py recall "timeout error" --semantic + +# procedure type takes structured steps/preconditions/postconditions +python client.py procedure --title "Deploy flow" --content "..." \ + --steps "test,build,push,deploy" --preconditions "tests pass" --postconditions "healthy" + +# reflect clusters recent memories; reflection regenerates REFLECTION.md +python client.py reflect --since 2026-01-01 +python client.py reflection + +# tags sub-commands: list (counts), related (co-occurrence), suggest (for a memory) +python client.py tags list +python client.py tags related "python" +python client.py tags suggest <memory_id> +``` + +**Full command list:** `store`, `recall`, `get`, `relate`, `search`, `update`, `delete`, `related`, `stats`, `recent`, `decay`, `core`, `episode`, `reindex`, `pin`, `embed`, `reflect`, `reflection`, `tags`, `procedure`, `merge` + +### Memory Types + +| Type | When to Use | Decay Weight | +|------|-------------|--------------| +| `procedure` | Structured workflow with steps/preconditions/postconditions | 1.4 (decays slowest) | +| `decision` | Architecture or design choices | 1.3 | +| `insight` | Cross-cutting pattern from reflection cycles | 1.25 | +| `solution` | Fix or resolution to a problem | 1.2 | +| `code_pattern` | Reusable code pattern | 1.1 | +| `configuration` | Config that worked | 1.1 | +| `fix` | Code-level patch or correction | 1.0 | +| `workflow` | Process or sequence | 1.0 | +| `problem` | Issue or challenge encountered | 0.9 | +| `error` | Specific error condition | 0.8 | +| `general` | Catch-all for other learnings | 0.8 | + +### Relationship Types + +| Type | Meaning | +|------|---------| +| `SOLVES` | Solution fixes a problem | +| `CAUSES` | A causes B | +| `BUILDS_ON` | A extends or enhances B | +| `ALTERNATIVE_TO` | A is an alternative approach to B | +| `REQUIRES` | A depends on B | +| `FOLLOWS` | A follows B in sequence | +| `RELATED_TO` | General association | + +### Importance Scale + +| Score | Meaning | +|-------|---------| +| 0.8-1.0 | Critical - affects multiple projects, prevents major issues | +| 0.5-0.7 | Standard - useful pattern or solution | +| 0.3-0.4 | Minor - nice-to-know, edge cases | + +## Directory Structure + +``` +~/.claude/memory/ +├── CORE.md # Auto-curated ~3K token summary +├── REFLECTION.md # Theme analysis & cross-project patterns +├── graph/ # Semantic memories (knowledge graph) +│ ├── solutions/ # Solution memories +│ ├── fixes/ # Fix memories +│ ├── decisions/ # Decision memories +│ ├── configurations/ # Configuration memories +│ ├── problems/ # Problem memories +│ ├── workflows/ # Workflow memories +│ ├── code-patterns/ # Code pattern memories +│ ├── errors/ # Error memories +│ ├── general/ # General memories +│ ├── procedures/ # Procedural memories (steps/pre/postconditions) +│ └── insights/ # Reflection-generated insights +├── episodes/ # Daily session logs (YYYY-MM-DD.md) +├── vault/ # Pinned memories (never decay) +├── _index.json # Computed index for fast lookups +├── _state.json # Mutable state (access counts, decay scores) +├── _embeddings.json # Ollama embedding vectors (semantic search) +└── .gitignore # Ignores _state.json, _index.json, _embeddings.json +``` + +## Decay Model + +Memories have a decay score that determines their relevance over time: + +``` +decay_score = importance × e^(-0.03 × days_since_access) × log2(access_count + 1) × type_weight +``` + +| Score Range | Status | Behavior | +|-------------|--------|----------| +| 0.5+ | Active | Included in search results, eligible for CORE.md | +| 0.2-0.5 | Fading | Deprioritized in results | +| 0.05-0.2 | Dormant | Only found via explicit search | +| <0.05 | Archived | Hidden from search (files remain on disk) | + +**Half-life:** ~23 days. Access a memory to reset its timer. +**Vault:** Pinned memories have infinite decay score. + +## Workflow Patterns + +### 1. Store a Bug Fix + +```bash +# Store the solution +python client.py store --type solution \ + --title "Fixed Redis connection timeouts" \ + --content "Added socket_keepalive=True and socket_timeout=300..." \ + --tags "redis,timeout,production" --importance 0.8 + +# Log the episode +python client.py episode --type fix --title "Fixed Redis timeouts" \ + --tags "redis,production" --summary "Keepalive prevents idle disconnections" +``` + +### 2. Recall Before Starting Work + +```bash +# Check what we know about a topic +python client.py recall "authentication oauth" + +# Find solutions for similar problems +python client.py search --types "solution" --tags "python,api" +``` + +### 3. Document a Decision + +```bash +python client.py store --type decision \ + --title "Chose PostgreSQL over MongoDB" \ + --content "Need ACID transactions, complex joins..." \ + --tags "database,architecture" --importance 0.9 +``` + +### 4. Link Related Memories + +```bash +python client.py relate <solution_id> <problem_id> SOLVES \ + --context "Keepalive prevents idle disconnections" +``` + +### 5. Semantic Recall (Deeper Matching) + +```bash +# First-time setup: generate embeddings (requires Ollama + nomic-embed-text) +python client.py embed + +# Recall with semantic search (merges keyword + embedding results) +python client.py recall "authentication timeout" --semantic +``` + +### 6. Store a Procedure + +```bash +python client.py procedure \ + --title "Deploy Major Domo to production" \ + --content "Standard deploy workflow for the Discord bot" \ + --steps "run tests,build docker image,push to registry,deploy to LXC" \ + --preconditions "all tests pass,on main branch,version bumped" \ + --postconditions "service healthy,Discord bot online" \ + --tags "major-domo,deploy,docker" --importance 0.8 +``` + +### 7. Run a Reflection Cycle + +```bash +# Analyze recent memories for patterns +python client.py reflect + +# Review memories since a specific date +python client.py reflect --since 2026-01-15 + +# Preview without modifying state +python client.py reflect --dry-run + +# Generate/refresh the REFLECTION.md summary +python client.py reflection +``` + +### 8. Tag Analysis + +```bash +# What tags exist and how often? +python client.py tags list --limit 20 + +# What tags co-occur with "python"? +python client.py tags related "python" + +# What tags should this memory have? +python client.py tags suggest <memory_id> +``` + +### 9. Session Maintenance + +```bash +# Recalculate decay scores +python client.py decay + +# Regenerate CORE.md +python client.py core + +# Refresh embeddings after adding new memories +python client.py embed + +# View what's fading +python client.py search --min-importance 0.3 +``` + +## CORE.md + +Auto-generated summary of highest-relevance memories (~3K tokens), loaded into the system prompt at session start. Contains links to the most important active memories grouped by type. Regenerated by the `core` CLI command. + +## REFLECTION.md + +Auto-generated summary of memory themes, cross-project patterns, and access statistics. Contains 5 sections: Themes (tag co-occurrences), Cross-Project Patterns (tags spanning multiple projects), Most Accessed (top 10 by access count), Recent Insights (latest insight-type memories), and Consolidation History. Generated by `reflection` CLI command or automatically during `reflect`. + +## Semantic Search + +Requires Ollama running locally with the `nomic-embed-text` model. Generate embeddings with `python client.py embed`, then use `--semantic` flag on recall to merge keyword and embedding-based results. Semantic search provides deeper matching beyond exact title/tag keywords - useful for finding conceptually related memories even when different terminology was used. + +## Episode Logging + +Daily markdown files appended during sessions, providing chronological context: + +```markdown +# 2025-12-13 + +## 10:30 - Fixed Discord bot reconnection +- **Type:** fix +- **Tags:** major-domo, discord, python +- **Summary:** Implemented exponential backoff for reconnections +``` + +## Migration from MemoryGraph + +This system was migrated from MemoryGraph (SQLite-based). The original database is archived at `~/.memorygraph/memory.db.archive`. All 313 memories and 30 relationships were preserved. + +## Proactive Usage + +This skill should be used proactively when: + +1. **Bug fixed** - Store problem + solution + SOLVES relationship (use `--episode` for auto-logging) +2. **Git commit made** - Store summary of what was fixed/added +3. **Architecture decision** - Store choice + rationale +4. **Pattern discovered** - Store for future recall +5. **Configuration worked** - Store what worked and why +6. **Troubleshooting complete** - Store what was tried, what worked +7. **Session start** - Load CORE.md + REFLECTION.md, then recall relevant memories (use `--semantic` for deeper matching) +8. **Multi-step workflow documented** - Use `procedure` type with structured steps/preconditions/postconditions +9. **Periodically** - Run `reflect` to cluster memories and surface cross-cutting insights. Run `tags suggest` to find missing tag connections +10. **After adding memories** - Run `embed` to refresh semantic search index +11. **Session ending** - Prompt: "Should I store today's learnings?" + +--- + +**Location**: `~/.claude/skills/cognitive-memory/` +**Data**: `~/.claude/memory/` +**Version**: 2.0.0 +**Created**: 2026-02-13 +**Migrated from**: MemoryGraph (SQLite) diff --git a/skills/cognitive-memory/client.py b/skills/cognitive-memory/client.py new file mode 100644 index 0000000..44ff0b8 --- /dev/null +++ b/skills/cognitive-memory/client.py @@ -0,0 +1,2480 @@ +#!/usr/bin/env python3 +""" +Cognitive Memory Client + +Markdown-based memory system with decay scoring, episodic logging, and auto-curated CORE.md. +Stores memories as human-readable markdown files with YAML frontmatter. + +Usage: + # CLI + python client.py store --type solution --title "Fixed X" --content "Details..." --tags "python,fix" + python client.py recall "timeout error" + python client.py get <memory_id> + python client.py relate <from_id> <to_id> SOLVES + python client.py core + python client.py episode --type fix --title "Fixed reconnection" --tags "discord,python" + + # Python + from client import CognitiveMemoryClient + client = CognitiveMemoryClient() + memory_id = client.store(type="solution", title="...", content="...") +""" + +import argparse +import json +import math +import os +import re +import subprocess +import sys +import urllib.request +import uuid +from datetime import datetime, timedelta, timezone +from pathlib import Path +from typing import Any, Dict, List, Optional, Tuple +from urllib.error import URLError + + +# ============================================================================= +# CONSTANTS +# ============================================================================= + +MEMORY_DIR = Path.home() / ".claude" / "memory" +INDEX_PATH = MEMORY_DIR / "_index.json" +STATE_PATH = MEMORY_DIR / "_state.json" +EMBEDDINGS_PATH = MEMORY_DIR / "_embeddings.json" +OLLAMA_URL = "http://localhost:11434" +EMBEDDING_MODEL = "nomic-embed-text" +EMBEDDING_TIMEOUT = 5 # seconds + +# Memory type -> directory name mapping +TYPE_DIRS = { + "solution": "solutions", + "fix": "fixes", + "decision": "decisions", + "configuration": "configurations", + "problem": "problems", + "workflow": "workflows", + "code_pattern": "code-patterns", + "error": "errors", + "general": "general", + "procedure": "procedures", + "insight": "insights", +} + +VALID_TYPES = list(TYPE_DIRS.keys()) + +# Decay model type weights +TYPE_WEIGHTS = { + "decision": 1.3, + "solution": 1.2, + "insight": 1.25, + "code_pattern": 1.1, + "configuration": 1.1, + "fix": 1.0, + "workflow": 1.0, + "problem": 0.9, + "error": 0.8, + "general": 0.8, + "procedure": 1.4, +} + +DECAY_LAMBDA = 0.03 # Half-life ~23 days + +# Decay score thresholds +THRESHOLD_ACTIVE = 0.5 +THRESHOLD_FADING = 0.2 +THRESHOLD_DORMANT = 0.05 + +# Relationship types (subset from MemoryGraph, focused on most useful) +VALID_RELATION_TYPES = [ + "SOLVES", "CAUSES", "BUILDS_ON", "ALTERNATIVE_TO", + "REQUIRES", "FOLLOWS", "RELATED_TO", +] + +# Frontmatter field order for consistent output +FIELD_ORDER = [ + "id", "type", "title", "tags", "importance", "confidence", + "steps", "preconditions", "postconditions", + "created", "updated", "relations", +] + +# CORE.md token budget (approximate, 1 token ~= 4 chars) +CORE_MAX_CHARS = 12000 # ~3K tokens + + +# ============================================================================= +# YAML FRONTMATTER PARSING (stdlib only) +# ============================================================================= + +def _needs_quoting(s: str) -> bool: + """Check if a YAML string value needs quoting.""" + if not s: + return True + if any(c in s for c in ':#{}[]&*?|>!%@`'): + return True + try: + float(s) + return True + except ValueError: + pass + if s.lower() in ('true', 'false', 'null', 'yes', 'no', 'on', 'off'): + return True + return False + + +def _quote_yaml(s: str) -> str: + """Quote a string for YAML, escaping internal quotes.""" + escaped = s.replace('\\', '\\\\').replace('"', '\\"') + return f'"{escaped}"' + + +def _format_yaml_value(value: Any, force_quote: bool = False) -> str: + """Format a Python value for YAML output.""" + if value is None: + return "null" + if isinstance(value, bool): + return "true" if value else "false" + if isinstance(value, (int, float)): + return str(value) + s = str(value) + if force_quote or _needs_quoting(s): + return _quote_yaml(s) + return s + + +def _parse_scalar(value: str) -> Any: + """Parse a YAML scalar value to Python type.""" + v = value.strip() + if not v or v == 'null': + return None + if v == 'true': + return True + if v == 'false': + return False + # Try numeric + try: + if '.' in v: + return float(v) + return int(v) + except ValueError: + pass + # Strip quotes + if (v.startswith('"') and v.endswith('"')) or (v.startswith("'") and v.endswith("'")): + return v[1:-1] + return v + + +def serialize_frontmatter(data: Dict[str, Any]) -> str: + """Serialize a dict to YAML frontmatter string (between --- markers).""" + lines = ["---"] + + for key in FIELD_ORDER: + if key not in data: + continue + value = data[key] + + if key == "tags" and isinstance(value, list): + if value: + items = ", ".join(_format_yaml_value(t) for t in value) + lines.append(f"tags: [{items}]") + else: + lines.append("tags: []") + + elif key in ("steps", "preconditions", "postconditions") and isinstance(value, list): + if not value: + continue + lines.append(f"{key}:") + for item in value: + lines.append(f" - {_format_yaml_value(str(item), force_quote=True)}") + + elif key == "relations" and isinstance(value, list): + if not value: + continue + lines.append("relations:") + for rel in value: + first = True + for rk in ["target", "type", "direction", "strength", "context"]: + if rk not in rel: + continue + rv = rel[rk] + prefix = " - " if first else " " + force_q = rk in ("context",) + lines.append(f"{prefix}{rk}: {_format_yaml_value(rv, force_quote=force_q)}") + first = False + + elif key == "title": + lines.append(f"title: {_format_yaml_value(value, force_quote=True)}") + + else: + lines.append(f"{key}: {_format_yaml_value(value)}") + + lines.append("---") + return "\n".join(lines) + + +def parse_frontmatter(text: str) -> Tuple[Dict[str, Any], str]: + """Parse YAML frontmatter and body from markdown text. + + Returns (frontmatter_dict, body_text). + """ + if not text.startswith("---\n"): + return {}, text + + # Find closing --- + end_match = re.search(r'\n---\s*\n', text[3:]) + if not end_match: + # Try end of string + if text.rstrip().endswith("---"): + end_pos = text.rstrip().rfind("\n---") + if end_pos <= 3: + return {}, text + fm_text = text[4:end_pos] + body = "" + else: + return {}, text + else: + end_pos = end_match.start() + 3 # Offset from text[3:] + fm_text = text[4:end_pos] + body = text[end_pos + end_match.end() - end_match.start():] + + body = body.lstrip("\n") + data = {} + lines = fm_text.split("\n") + i = 0 + + while i < len(lines): + line = lines[i] + + # Skip empty lines + if not line.strip(): + i += 1 + continue + + # Must be a top-level key (no leading whitespace) + if line[0] == " ": + i += 1 + continue + + if ":" not in line: + i += 1 + continue + + key, _, rest = line.partition(":") + key = key.strip() + rest = rest.strip() + + if not rest: + # Block value - collect indented lines + block_lines = [] + j = i + 1 + while j < len(lines) and lines[j] and lines[j][0] == " ": + block_lines.append(lines[j]) + j += 1 + + if key == "relations": + data["relations"] = _parse_relations_block(block_lines) + elif block_lines and block_lines[0].strip().startswith("- "): + # Simple list + data[key] = [ + _parse_scalar(bl.strip().lstrip("- ")) + for bl in block_lines + if bl.strip().startswith("- ") + ] + else: + data[key] = None + i = j + continue + + # Inline list: [a, b, c] + if rest.startswith("[") and rest.endswith("]"): + inner = rest[1:-1] + if inner.strip(): + data[key] = [_parse_scalar(v.strip()) for v in inner.split(",") if v.strip()] + else: + data[key] = [] + else: + data[key] = _parse_scalar(rest) + + i += 1 + + return data, body + + +def _parse_relations_block(lines: List[str]) -> List[Dict[str, Any]]: + """Parse a YAML block list of relation dicts.""" + relations = [] + current = None + + for line in lines: + stripped = line.strip() + if not stripped: + continue + + if stripped.startswith("- "): + # New relation entry + current = {} + relations.append(current) + # Parse key:value on same line as - + rest = stripped[2:] + if ":" in rest: + k, _, v = rest.partition(":") + current[k.strip()] = _parse_scalar(v.strip()) + elif current is not None and ":" in stripped: + k, _, v = stripped.partition(":") + current[k.strip()] = _parse_scalar(v.strip()) + + return relations + + +# ============================================================================= +# HELPER FUNCTIONS +# ============================================================================= + +def slugify(text: str, max_length: int = 60) -> str: + """Convert text to a URL-friendly slug.""" + text = text.lower().strip() + text = re.sub(r'[^\w\s-]', '', text) + text = re.sub(r'[\s_]+', '-', text) + text = re.sub(r'-+', '-', text) + text = text.strip('-') + if len(text) > max_length: + text = text[:max_length].rstrip('-') + return text or "untitled" + + +def make_filename(title: str, memory_id: str) -> str: + """Create a filename from title and UUID suffix.""" + slug = slugify(title) + suffix = memory_id[:6] + return f"{slug}-{suffix}.md" + + +def calculate_decay_score( + importance: float, + days_since_access: float, + access_count: int, + type_weight: float +) -> float: + """Calculate decay score for a memory. + + decay_score = importance * e^(-lambda * days) * log2(access_count + 1) * type_weight + """ + time_factor = math.exp(-DECAY_LAMBDA * days_since_access) + usage_factor = math.log2(access_count + 1) if access_count > 0 else 0.5 + return importance * time_factor * usage_factor * type_weight + + +def _ollama_embed(texts: List[str], timeout: int = EMBEDDING_TIMEOUT) -> Optional[List[List[float]]]: + """Get embeddings from Ollama for a list of texts. + + Returns list of embedding vectors, or None if Ollama is unavailable. + """ + try: + payload = json.dumps({"model": EMBEDDING_MODEL, "input": texts}).encode("utf-8") + req = urllib.request.Request( + f"{OLLAMA_URL}/api/embed", + data=payload, + headers={"Content-Type": "application/json"}, + method="POST", + ) + with urllib.request.urlopen(req, timeout=timeout) as resp: + if resp.status != 200: + return None + data = json.loads(resp.read().decode("utf-8")) + embeddings = data.get("embeddings") + if embeddings and isinstance(embeddings, list): + return embeddings + return None + except (ConnectionRefusedError, URLError, TimeoutError, OSError, + json.JSONDecodeError, ValueError, KeyError): + return None + + +def _cosine_similarity(a: List[float], b: List[float]) -> float: + """Compute cosine similarity between two vectors.""" + dot = sum(x * y for x, y in zip(a, b)) + norm_a = math.sqrt(sum(x * x for x in a)) + norm_b = math.sqrt(sum(x * x for x in b)) + if norm_a == 0.0 or norm_b == 0.0: + return 0.0 + return dot / (norm_a * norm_b) + + +# ============================================================================= +# CLIENT +# ============================================================================= + +class CognitiveMemoryClient: + """Client for markdown-based cognitive memory system.""" + + def __init__(self, memory_dir: Optional[Path] = None): + self.memory_dir = memory_dir or MEMORY_DIR + self.index_path = self.memory_dir / "_index.json" + self.state_path = self.memory_dir / "_state.json" + self._ensure_dirs() + + def _ensure_dirs(self): + """Create directory structure if needed.""" + for type_dir in TYPE_DIRS.values(): + (self.memory_dir / "graph" / type_dir).mkdir(parents=True, exist_ok=True) + (self.memory_dir / "episodes").mkdir(parents=True, exist_ok=True) + (self.memory_dir / "vault").mkdir(parents=True, exist_ok=True) + + # ------------------------------------------------------------------------- + # Index and State management + # ------------------------------------------------------------------------- + + def _load_index(self) -> Dict: + """Load _index.json, return empty structure if missing.""" + if self.index_path.exists(): + try: + return json.loads(self.index_path.read_text()) + except (json.JSONDecodeError, OSError): + pass + return {"version": 1, "updated": "", "count": 0, "entries": {}} + + def _save_index(self, index: Dict): + """Write _index.json.""" + index["updated"] = datetime.now(timezone.utc).isoformat() + index["count"] = len(index.get("entries", {})) + self.index_path.write_text(json.dumps(index, indent=2, default=str)) + + def _load_state(self) -> Dict: + """Load _state.json, return empty structure if missing.""" + if self.state_path.exists(): + try: + return json.loads(self.state_path.read_text()) + except (json.JSONDecodeError, OSError): + pass + return {"version": 1, "updated": "", "entries": {}} + + def _save_state(self, state: Dict): + """Write _state.json.""" + state["updated"] = datetime.now(timezone.utc).isoformat() + self.state_path.write_text(json.dumps(state, indent=2, default=str)) + + # ------------------------------------------------------------------------- + # File I/O + # ------------------------------------------------------------------------- + + def _read_memory_file(self, path: Path) -> Tuple[Dict[str, Any], str]: + """Read a memory markdown file, return (frontmatter, body).""" + text = path.read_text(encoding="utf-8") + return parse_frontmatter(text) + + def _write_memory_file(self, path: Path, frontmatter: Dict[str, Any], body: str): + """Write a memory markdown file with frontmatter and body.""" + fm_str = serialize_frontmatter(frontmatter) + content = f"{fm_str}\n\n{body.strip()}\n" if body.strip() else f"{fm_str}\n" + path.write_text(content, encoding="utf-8") + + def _resolve_memory_path(self, memory_id: str) -> Optional[Path]: + """Find the file path for a memory by ID using the index.""" + index = self._load_index() + entry = index.get("entries", {}).get(memory_id) + if entry: + path = self.memory_dir / entry["path"] + if path.exists(): + return path + # Fallback: scan files (slow but reliable) + return self._scan_for_memory(memory_id) + + def _scan_for_memory(self, memory_id: str) -> Optional[Path]: + """Scan graph/ and vault/ directories for a memory file by ID.""" + search_dirs = [self.memory_dir / "graph", self.memory_dir / "vault"] + for search_dir in search_dirs: + if not search_dir.exists(): + continue + for md_file in search_dir.rglob("*.md"): + try: + fm, _ = self._read_memory_file(md_file) + if fm.get("id") == memory_id: + return md_file + except Exception: + continue + return None + + # ------------------------------------------------------------------------- + # Git operations + # ------------------------------------------------------------------------- + + def _git_commit(self, message: str, files: Optional[List[Path]] = None): + """Stage and commit files in the memory repo.""" + try: + # Check if it's a git repo + result = subprocess.run( + ["git", "rev-parse", "--git-dir"], + cwd=str(self.memory_dir), + capture_output=True, timeout=5 + ) + if result.returncode != 0: + return # Not a git repo, skip + + if files: + for f in files: + rel = f.relative_to(self.memory_dir) + subprocess.run( + ["git", "add", str(rel)], + cwd=str(self.memory_dir), + capture_output=True, timeout=5 + ) + else: + subprocess.run( + ["git", "add", "-A"], + cwd=str(self.memory_dir), + capture_output=True, timeout=5 + ) + + subprocess.run( + ["git", "commit", "-m", message, "--allow-empty"], + cwd=str(self.memory_dir), + capture_output=True, timeout=10 + ) + except (subprocess.TimeoutExpired, FileNotFoundError, OSError): + pass # Git operations are best-effort + + # ------------------------------------------------------------------------- + # Index helpers + # ------------------------------------------------------------------------- + + def _update_index_entry( + self, memory_id: str, frontmatter: Dict[str, Any], rel_path: str, + content_preview: str = "", + ): + """Add or update an entry in the index.""" + index = self._load_index() + entry = { + "title": frontmatter.get("title", ""), + "type": frontmatter.get("type", "general"), + "tags": frontmatter.get("tags", []), + "importance": frontmatter.get("importance", 0.5), + "confidence": frontmatter.get("confidence", 0.8), + "created": frontmatter.get("created", ""), + "updated": frontmatter.get("updated", ""), + "path": rel_path, + "relations": frontmatter.get("relations", []), + "content_preview": content_preview, + } + # Preserve existing content_preview if not provided + if not content_preview: + existing = index.get("entries", {}).get(memory_id, {}) + entry["content_preview"] = existing.get("content_preview", "") + index.setdefault("entries", {})[memory_id] = entry + self._save_index(index) + + def _remove_index_entry(self, memory_id: str): + """Remove an entry from the index.""" + index = self._load_index() + index.get("entries", {}).pop(memory_id, None) + self._save_index(index) + + def _maybe_refresh_decay(self): + """Auto-refresh all decay scores if state is older than 24 hours.""" + if not self.state_path.exists(): + self.decay() + return + try: + state = json.loads(self.state_path.read_text()) + updated_str = state.get("updated", "") + if not updated_str: + self.decay() + return + updated_dt = datetime.fromisoformat(updated_str.replace("Z", "+00:00")) + if updated_dt.tzinfo is None: + updated_dt = updated_dt.replace(tzinfo=timezone.utc) + age_hours = (datetime.now(timezone.utc) - updated_dt).total_seconds() / 3600 + if age_hours > 24: + self.decay() + except (json.JSONDecodeError, ValueError, OSError): + self.decay() + + # ========================================================================= + # PUBLIC API + # ========================================================================= + + def store( + self, + type: str, + title: str, + content: str, + tags: Optional[List[str]] = None, + importance: float = 0.5, + confidence: float = 0.8, + steps: Optional[List[str]] = None, + preconditions: Optional[List[str]] = None, + postconditions: Optional[List[str]] = None, + ) -> str: + """Store a new memory as a markdown file. + + Returns the memory UUID. + """ + if type not in VALID_TYPES: + raise ValueError(f"Invalid type: {type}. Valid: {VALID_TYPES}") + + memory_id = str(uuid.uuid4()) + now = datetime.now(timezone.utc).isoformat() + tags = [t.lower().strip() for t in (tags or [])] + + frontmatter = { + "id": memory_id, + "type": type, + "title": title, + "tags": tags, + "importance": max(0.0, min(1.0, importance)), + "confidence": max(0.0, min(1.0, confidence)), + "created": now, + "updated": now, + } + + # Add procedure-specific fields when type is "procedure" + if type == "procedure": + if steps: + frontmatter["steps"] = steps + if preconditions: + frontmatter["preconditions"] = preconditions + if postconditions: + frontmatter["postconditions"] = postconditions + + # Determine file path + type_dir = TYPE_DIRS[type] + filename = make_filename(title, memory_id) + rel_path = f"graph/{type_dir}/{filename}" + full_path = self.memory_dir / rel_path + + # Write file + self._write_memory_file(full_path, frontmatter, content) + + # Update index with content preview (truncate at word boundary) + preview = content.strip()[:200] + if len(content.strip()) > 200: + last_space = preview.rfind(" ") + if last_space > 0: + preview = preview[:last_space] + self._update_index_entry(memory_id, frontmatter, rel_path, content_preview=preview) + + # Init state entry + state = self._load_state() + state.setdefault("entries", {})[memory_id] = { + "access_count": 0, + "last_accessed": now, + "decay_score": importance * TYPE_WEIGHTS.get(type, 1.0) * 0.5, + } + self._save_state(state) + + # Git commit + self._git_commit(f"store: {title}", [full_path]) + + return memory_id + + def recall( + self, + query: str, + memory_types: Optional[List[str]] = None, + limit: int = 10, + semantic: bool = False, + ) -> List[Dict[str, Any]]: + """Search memories by query, ranked by relevance and decay score. + + When semantic=True and embeddings exist, merges keyword and semantic results. + """ + self._maybe_refresh_decay() + query_lower = query.lower().strip() + terms = query_lower.split() + if not terms: + return [] + + index = self._load_index() + state = self._load_state() + results = [] + + for mid, entry in index.get("entries", {}).items(): + # Filter by type + if memory_types and entry.get("type") not in memory_types: + continue + + # Check decay threshold - skip archived + s = state.get("entries", {}).get(mid, {}) + decay = s.get("decay_score", 0.5) + if decay < THRESHOLD_DORMANT: + continue + + # Score based on term matches + title = (entry.get("title") or "").lower() + tags_str = " ".join(entry.get("tags") or []).lower() + + title_matches = sum(1 for t in terms if t in title) * 3 + tag_matches = sum(1 for t in terms if t in tags_str) * 2 + + score = title_matches + tag_matches + if score == 0: + # Check content_preview from index (no file I/O needed) + preview = (entry.get("content_preview") or "").lower() + preview_matches = sum(1 for t in terms if t in preview) + if preview_matches > 0: + score = preview_matches + else: + continue + + # Weight by decay score + weighted_score = score * (1 + decay) + + results.append({ + "id": mid, + "type": entry.get("type"), + "title": entry.get("title"), + "tags": entry.get("tags", []), + "importance": entry.get("importance"), + "decay_score": round(decay, 3), + "path": entry.get("path"), + "created": entry.get("created"), + "_score": weighted_score, + }) + + results.sort(key=lambda x: x.pop("_score", 0), reverse=True) + keyword_results = results[:limit] + + # Merge with semantic results if requested + if semantic: + embeddings_path = self.memory_dir / "_embeddings.json" + if embeddings_path.exists(): + sem_results = self.semantic_recall(query, limit=limit) + if sem_results: + # Build merged score map: keyword_score + similarity * 5 + score_map: Dict[str, float] = {} + result_map: Dict[str, Dict] = {} + + # Add keyword results with their position-based score + for i, r in enumerate(keyword_results): + mid = r["id"] + score_map[mid] = float(limit - i) # higher rank = higher score + result_map[mid] = r + + # Add semantic results + for r in sem_results: + mid = r["id"] + sim_score = r.get("similarity", 0.0) * 5 + if mid in score_map: + score_map[mid] += sim_score + result_map[mid]["similarity"] = r.get("similarity", 0.0) + else: + score_map[mid] = sim_score + # Enrich with index data for consistent return format + idx_entry = index.get("entries", {}).get(mid, {}) + s = state.get("entries", {}).get(mid, {}) + result_map[mid] = { + "id": mid, + "type": r.get("type"), + "title": r.get("title"), + "tags": r.get("tags", []), + "importance": idx_entry.get("importance"), + "decay_score": round(s.get("decay_score", 0.5), 3), + "similarity": r.get("similarity", 0.0), + "path": r.get("path"), + "created": idx_entry.get("created"), + } + + # Sort by merged score + merged = sorted( + result_map.values(), + key=lambda x: score_map.get(x["id"], 0), + reverse=True, + ) + return merged[:limit] + + return keyword_results + + def get(self, memory_id: str) -> Optional[Dict[str, Any]]: + """Get a memory by ID, update access count.""" + path = self._resolve_memory_path(memory_id) + if not path: + return None + + fm, body = self._read_memory_file(path) + + # Update access count in state + state = self._load_state() + now = datetime.now(timezone.utc).isoformat() + entry = state.setdefault("entries", {}).setdefault(memory_id, { + "access_count": 0, + "last_accessed": now, + "decay_score": 0.5, + }) + entry["access_count"] = entry.get("access_count", 0) + 1 + entry["last_accessed"] = now + + # Recalculate decay score for this single memory (just accessed, so days=0) + importance = fm.get("importance", 0.5) + mem_type = fm.get("type", "general") + type_weight = TYPE_WEIGHTS.get(mem_type, 1.0) + entry["decay_score"] = round( + calculate_decay_score(importance, 0, entry["access_count"], type_weight), 4 + ) + + self._save_state(state) + + return { + "id": fm.get("id", memory_id), + "type": fm.get("type"), + "title": fm.get("title"), + "content": body, + "tags": fm.get("tags", []), + "importance": fm.get("importance"), + "confidence": fm.get("confidence"), + "created": fm.get("created"), + "updated": fm.get("updated"), + "relations": fm.get("relations", []), + "steps": fm.get("steps", []), + "preconditions": fm.get("preconditions", []), + "postconditions": fm.get("postconditions", []), + "access_count": entry["access_count"], + "decay_score": entry.get("decay_score", 0.5), + "path": str(path.relative_to(self.memory_dir)), + } + + def relate( + self, + from_id: str, + to_id: str, + rel_type: str, + strength: float = 0.8, + context: Optional[str] = None, + ) -> bool: + """Create a relationship between two memories. + + Updates the source memory's frontmatter with the relation. + """ + if rel_type not in VALID_RELATION_TYPES: + raise ValueError(f"Invalid relation type: {rel_type}. Valid: {VALID_RELATION_TYPES}") + + from_path = self._resolve_memory_path(from_id) + to_path = self._resolve_memory_path(to_id) + if not from_path or not to_path: + raise ValueError(f"Memory not found: {from_id if not from_path else to_id}") + + # Update source memory frontmatter + fm, body = self._read_memory_file(from_path) + relations = fm.get("relations", []) + + # Check for duplicate + for r in relations: + if r.get("target") == to_id and r.get("type") == rel_type: + return False # Already exists + + new_rel = { + "target": to_id, + "type": rel_type, + "direction": "outgoing", + "strength": max(0.0, min(1.0, strength)), + } + if context: + new_rel["context"] = context + + relations.append(new_rel) + fm["relations"] = relations + fm["updated"] = datetime.now(timezone.utc).isoformat() + self._write_memory_file(from_path, fm, body) + + # Also add incoming relation to target + to_fm, to_body = self._read_memory_file(to_path) + to_relations = to_fm.get("relations", []) + + # Check for duplicate + has_incoming = any( + r.get("target") == from_id and r.get("type") == rel_type and r.get("direction") == "incoming" + for r in to_relations + ) + if not has_incoming: + incoming_rel = { + "target": from_id, + "type": rel_type, + "direction": "incoming", + "strength": max(0.0, min(1.0, strength)), + } + if context: + incoming_rel["context"] = context + to_relations.append(incoming_rel) + to_fm["relations"] = to_relations + to_fm["updated"] = datetime.now(timezone.utc).isoformat() + self._write_memory_file(to_path, to_fm, to_body) + + # Update index + rel_from = str(from_path.relative_to(self.memory_dir)) + rel_to = str(to_path.relative_to(self.memory_dir)) + self._update_index_entry(from_id, fm, rel_from) + self._update_index_entry(to_id, to_fm, rel_to) + + self._git_commit(f"relate: {from_id[:8]} --{rel_type}--> {to_id[:8]}", [from_path, to_path]) + return True + + def search( + self, + query: Optional[str] = None, + memory_types: Optional[List[str]] = None, + tags: Optional[List[str]] = None, + min_importance: Optional[float] = None, + limit: int = 20, + ) -> List[Dict[str, Any]]: + """Filter memories by type, tags, importance. Optional text query.""" + self._maybe_refresh_decay() + index = self._load_index() + state = self._load_state() + query_terms = query.lower().strip().split() if query else [] + filter_tags = set(t.lower() for t in tags) if tags else None + + results = [] + for mid, entry in index.get("entries", {}).items(): + # Type filter + if memory_types and entry.get("type") not in memory_types: + continue + # Importance filter + if min_importance and entry.get("importance", 0) < min_importance: + continue + # Tag filter + if filter_tags: + mem_tags = set(t.lower() for t in entry.get("tags", [])) + if not mem_tags.intersection(filter_tags): + continue + # Query filter + if query_terms: + title = (entry.get("title") or "").lower() + tags_str = " ".join(entry.get("tags") or []).lower() + searchable = f"{title} {tags_str}" + if not any(t in searchable for t in query_terms): + # Check content_preview from index (no file I/O needed) + preview = (entry.get("content_preview") or "").lower() + if not any(t in preview for t in query_terms): + continue + + s = state.get("entries", {}).get(mid, {}) + results.append({ + "id": mid, + "type": entry.get("type"), + "title": entry.get("title"), + "tags": entry.get("tags", []), + "importance": entry.get("importance"), + "decay_score": round(s.get("decay_score", 0.5), 3), + "path": entry.get("path"), + "created": entry.get("created"), + }) + + # Sort by importance descending + results.sort(key=lambda x: x.get("importance", 0), reverse=True) + return results[:limit] + + def update( + self, + memory_id: str, + title: Optional[str] = None, + content: Optional[str] = None, + tags: Optional[List[str]] = None, + importance: Optional[float] = None, + ) -> bool: + """Update fields of an existing memory.""" + path = self._resolve_memory_path(memory_id) + if not path: + return False + + fm, body = self._read_memory_file(path) + now = datetime.now(timezone.utc).isoformat() + + if title is not None: + fm["title"] = title + if tags is not None: + fm["tags"] = [t.lower().strip() for t in tags] + if importance is not None: + fm["importance"] = max(0.0, min(1.0, importance)) + if content is not None: + body = content + + fm["updated"] = now + self._write_memory_file(path, fm, body) + + # Update index (refresh content_preview if content changed) + rel_path = str(path.relative_to(self.memory_dir)) + preview = "" + if content is not None: + preview = body.strip()[:200] + if len(body.strip()) > 200: + last_space = preview.rfind(" ") + if last_space > 0: + preview = preview[:last_space] + self._update_index_entry(memory_id, fm, rel_path, content_preview=preview) + + self._git_commit(f"update: {fm.get('title', memory_id[:8])}", [path]) + return True + + def delete(self, memory_id: str) -> bool: + """Delete a memory file and remove from index.""" + path = self._resolve_memory_path(memory_id) + if not path: + return False + + fm, _ = self._read_memory_file(path) + title = fm.get("title", memory_id[:8]) + + # Remove file + path.unlink() + + # Remove from index and state + self._remove_index_entry(memory_id) + state = self._load_state() + state.get("entries", {}).pop(memory_id, None) + self._save_state(state) + + # Remove incoming references from other memories + index = self._load_index() + for mid, entry in index.get("entries", {}).items(): + rels = entry.get("relations", []) + original_count = len(rels) + rels = [r for r in rels if r.get("target") != memory_id] + if len(rels) != original_count: + entry["relations"] = rels + # Also update the actual file + other_path = self._resolve_memory_path(mid) + if other_path: + try: + other_fm, other_body = self._read_memory_file(other_path) + other_fm["relations"] = [ + r for r in other_fm.get("relations", []) + if r.get("target") != memory_id + ] + self._write_memory_file(other_path, other_fm, other_body) + except Exception: + pass + self._save_index(index) + + # Git: stage deletion + try: + rel_path = path.relative_to(self.memory_dir) + subprocess.run( + ["git", "rm", "--cached", str(rel_path)], + cwd=str(self.memory_dir), + capture_output=True, timeout=5 + ) + except Exception: + pass + self._git_commit(f"delete: {title}") + + return True + + def related( + self, + memory_id: str, + rel_types: Optional[List[str]] = None, + max_depth: int = 1, + ) -> List[Dict[str, Any]]: + """Traverse relations from a memory, depth-limited BFS.""" + max_depth = max(1, min(5, max_depth)) + index = self._load_index() + visited = set() + results = [] + + def traverse(mid: str, depth: int): + if depth > max_depth or mid in visited: + return + visited.add(mid) + + entry = index.get("entries", {}).get(mid) + if not entry: + return + + for rel in entry.get("relations", []): + target_id = rel.get("target") + if not target_id or target_id in visited: + continue + if rel_types and rel.get("type") not in rel_types: + continue + + target_entry = index.get("entries", {}).get(target_id) + if target_entry: + results.append({ + "id": target_id, + "type": target_entry.get("type"), + "title": target_entry.get("title"), + "relationship": rel.get("type"), + "direction": rel.get("direction", "outgoing"), + "strength": rel.get("strength"), + "depth": depth, + }) + traverse(target_id, depth + 1) + + traverse(memory_id, 1) + return results + + def stats(self) -> Dict[str, Any]: + """Get statistics about the memory system.""" + index = self._load_index() + state = self._load_state() + entries = index.get("entries", {}) + + by_type = {} + total_relations = 0 + for entry in entries.values(): + t = entry.get("type", "unknown") + by_type[t] = by_type.get(t, 0) + 1 + total_relations += len(entry.get("relations", [])) + + # Count files per directory + dir_counts = {} + for type_dir in TYPE_DIRS.values(): + d = self.memory_dir / "graph" / type_dir + if d.exists(): + dir_counts[type_dir] = len(list(d.glob("*.md"))) + vault_count = len(list((self.memory_dir / "vault").glob("*.md"))) if (self.memory_dir / "vault").exists() else 0 + + # Decay stats + state_entries = state.get("entries", {}) + active = sum(1 for s in state_entries.values() if s.get("decay_score", 0) >= THRESHOLD_ACTIVE) + fading = sum(1 for s in state_entries.values() if THRESHOLD_FADING <= s.get("decay_score", 0) < THRESHOLD_ACTIVE) + dormant = sum(1 for s in state_entries.values() if THRESHOLD_DORMANT <= s.get("decay_score", 0) < THRESHOLD_FADING) + archived = sum(1 for s in state_entries.values() if s.get("decay_score", 0) < THRESHOLD_DORMANT) + + # Unique outgoing relations only (avoid double-counting) + unique_relations = total_relations // 2 if total_relations > 0 else 0 + + return { + "total_memories": len(entries), + "by_type": by_type, + "dir_counts": dir_counts, + "vault_count": vault_count, + "total_relations": unique_relations, + "decay_summary": { + "active": active, + "fading": fading, + "dormant": dormant, + "archived": archived, + }, + "memory_dir": str(self.memory_dir), + } + + def recent(self, limit: int = 20) -> List[Dict[str, Any]]: + """Get most recently created memories.""" + index = self._load_index() + entries = [ + {"id": mid, **entry} + for mid, entry in index.get("entries", {}).items() + ] + entries.sort(key=lambda x: x.get("created", ""), reverse=True) + return entries[:limit] + + def decay(self) -> Dict[str, Any]: + """Recalculate all decay scores. Updates _state.json.""" + index = self._load_index() + state = self._load_state() + now = datetime.now(timezone.utc) + updated_count = 0 + + for mid, entry in index.get("entries", {}).items(): + s = state.setdefault("entries", {}).setdefault(mid, { + "access_count": 0, + "last_accessed": entry.get("created", now.isoformat()), + "decay_score": 0.5, + }) + + # Calculate days since last access + last_str = s.get("last_accessed", entry.get("created", "")) + try: + last_dt = datetime.fromisoformat(last_str.replace("Z", "+00:00")) + if last_dt.tzinfo is None: + last_dt = last_dt.replace(tzinfo=timezone.utc) + days = (now - last_dt).total_seconds() / 86400 + except (ValueError, AttributeError): + days = 30 # Default to 30 days if unparseable + + importance = entry.get("importance", 0.5) + mem_type = entry.get("type", "general") + type_weight = TYPE_WEIGHTS.get(mem_type, 1.0) + access_count = s.get("access_count", 0) + + # Check if pinned (vault) + path = entry.get("path", "") + if path.startswith("vault/"): + s["decay_score"] = 999.0 # Pinned memories never decay + else: + s["decay_score"] = round( + calculate_decay_score(importance, days, access_count, type_weight), 4 + ) + + updated_count += 1 + + self._save_state(state) + + # Summary + state_entries = state.get("entries", {}) + return { + "updated": updated_count, + "active": sum(1 for s in state_entries.values() if s.get("decay_score", 0) >= THRESHOLD_ACTIVE), + "fading": sum(1 for s in state_entries.values() if THRESHOLD_FADING <= s.get("decay_score", 0) < THRESHOLD_ACTIVE), + "dormant": sum(1 for s in state_entries.values() if THRESHOLD_DORMANT <= s.get("decay_score", 0) < THRESHOLD_FADING), + "archived": sum(1 for s in state_entries.values() if 0 < s.get("decay_score", 0) < THRESHOLD_DORMANT), + } + + def core(self) -> str: + """Generate CORE.md from top memories by decay score.""" + index = self._load_index() + state = self._load_state() + + def _extract_summary(body: str, max_len: int = 80) -> str: + """Extract first meaningful sentence from memory body.""" + if not body or not body.strip(): + return "" + # Skip leading code blocks, headings, and list markers + for ln in body.strip().split("\n"): + stripped = ln.strip() + if not stripped: + continue + if stripped.startswith("```") or stripped.startswith("#"): + continue + first_line = stripped.lstrip("- *>").strip() + break + else: + return "" + if not first_line: + return "" + # Extract first sentence (split on '. ') + dot_pos = first_line.find(". ") + if 0 < dot_pos < max_len: + sentence = first_line[:dot_pos + 1] + else: + sentence = first_line + if len(sentence) > max_len: + sentence = sentence[:max_len - 3].rstrip() + "..." + return sentence + + # Collect all memories with decay scores + memories = [] + for mid, entry in index.get("entries", {}).items(): + s = state.get("entries", {}).get(mid, {}) + decay = s.get("decay_score", 0.5) + if decay < THRESHOLD_FADING: + continue # Skip low-relevance + memories.append({ + "id": mid, + "title": entry.get("title", ""), + "type": entry.get("type", "general"), + "path": entry.get("path", ""), + "importance": entry.get("importance", 0.5), + "decay_score": decay, + "tags": entry.get("tags", []), + }) + + # Sort by decay score descending + memories.sort(key=lambda x: x["decay_score"], reverse=True) + + # Group by type category + categories = { + "Critical Solutions": ["solution"], + "Active Decisions": ["decision"], + "Key Fixes": ["fix"], + "Configurations": ["configuration"], + "Key Procedures": ["procedure"], + "Patterns & Workflows": ["code_pattern", "workflow"], + "Known Issues": ["problem", "error"], + "Insights": ["insight"], + "General": ["general"], + } + + now_str = datetime.now(timezone.utc).strftime("%Y-%m-%d") + active_count = sum(1 for m in memories if m["decay_score"] >= THRESHOLD_ACTIVE) + total_count = len(index.get("entries", {})) + + lines = [ + "# Memory Core (auto-generated)", + f"> Last updated: {now_str} | Active memories: {active_count}/{total_count} | Next refresh: manual", + "", + ] + + char_count = sum(len(l) for l in lines) + + for cat_name, cat_types in categories.items(): + cat_memories = [m for m in memories if m["type"] in cat_types] + if not cat_memories: + continue + + section_lines = [f"## {cat_name}", ""] + for mem in cat_memories[:10]: # Cap per section (reduced for summaries) + path = mem["path"] + title = mem["title"] + tags = ", ".join(mem["tags"][:3]) if mem["tags"] else "" + + # Read body to extract summary + summary = "" + mem_path = self.memory_dir / path + if mem_path.exists(): + try: + _, body = self._read_memory_file(mem_path) + summary = _extract_summary(body) + except Exception: + pass + + line = f"- [{title}]({path})" + if summary: + line += f" - {summary}" + if tags: + line += f" ({tags})" + section_lines.append(line) + + # Check budget + added = sum(len(l) for l in section_lines) + 2 + if char_count + added > CORE_MAX_CHARS: + break + + section_lines.append("") + section_text = "\n".join(section_lines) + if char_count + len(section_text) > CORE_MAX_CHARS: + break + lines.extend(section_lines) + char_count += len(section_text) + + core_content = "\n".join(lines) + core_path = self.memory_dir / "CORE.md" + core_path.write_text(core_content, encoding="utf-8") + self._git_commit("core: regenerate CORE.md", [core_path]) + + return core_content + + def episode( + self, + type: str, + title: str, + tags: Optional[List[str]] = None, + summary: Optional[str] = None, + memory_link: Optional[str] = None, + ): + """Append an entry to today's episode file.""" + now_local = datetime.now().astimezone() + today = now_local.strftime("%Y-%m-%d") + time_str = now_local.strftime("%H:%M") + ep_path = self.memory_dir / "episodes" / f"{today}.md" + + tags = tags or [] + tags_str = ", ".join(tags) + + entry_lines = [ + f"## {time_str} - {title}", + f"- **Type:** {type}", + ] + if tags_str: + entry_lines.append(f"- **Tags:** {tags_str}") + if memory_link: + # Extract name from link path + name = Path(memory_link).stem + entry_lines.append(f"- **Memory:** [{name}]({memory_link})") + if summary: + entry_lines.append(f"- **Summary:** {summary}") + + entry_text = "\n".join(entry_lines) + + if ep_path.exists(): + existing = ep_path.read_text(encoding="utf-8") + new_content = f"{existing.rstrip()}\n\n{entry_text}\n" + else: + new_content = f"# {today}\n\n{entry_text}\n" + + ep_path.write_text(new_content, encoding="utf-8") + self._git_commit(f"episode: {title}", [ep_path]) + + def reindex(self) -> int: + """Rebuild _index.json from all markdown files. Recovery command.""" + index = {"version": 1, "updated": "", "count": 0, "entries": {}} + count = 0 + + search_dirs = [ + ("graph", self.memory_dir / "graph"), + ("vault", self.memory_dir / "vault"), + ] + + for prefix, search_dir in search_dirs: + if not search_dir.exists(): + continue + for md_file in search_dir.rglob("*.md"): + try: + fm, body = self._read_memory_file(md_file) + mid = fm.get("id") + if not mid: + continue + rel_path = str(md_file.relative_to(self.memory_dir)) + # Build content preview (truncate at word boundary) + preview = body.strip()[:200] + if len(body.strip()) > 200: + last_space = preview.rfind(" ") + if last_space > 0: + preview = preview[:last_space] + index["entries"][mid] = { + "title": fm.get("title", ""), + "type": fm.get("type", "general"), + "tags": fm.get("tags", []), + "importance": fm.get("importance", 0.5), + "confidence": fm.get("confidence", 0.8), + "created": fm.get("created", ""), + "updated": fm.get("updated", ""), + "path": rel_path, + "relations": fm.get("relations", []), + "content_preview": preview, + } + count += 1 + except Exception as e: + print(f"Warning: Failed to index {md_file}: {e}", file=sys.stderr) + + self._save_index(index) + return count + + def pin(self, memory_id: str) -> bool: + """Move a memory to vault/ (never decays).""" + path = self._resolve_memory_path(memory_id) + if not path: + return False + + fm, body = self._read_memory_file(path) + vault_dir = self.memory_dir / "vault" + vault_dir.mkdir(parents=True, exist_ok=True) + + new_path = vault_dir / path.name + self._write_memory_file(new_path, fm, body) + + # Remove old file + old_rel = str(path.relative_to(self.memory_dir)) + path.unlink() + + # Update index with new path + new_rel = str(new_path.relative_to(self.memory_dir)) + self._update_index_entry(memory_id, fm, new_rel) + + # Set decay to infinity in state + state = self._load_state() + state.setdefault("entries", {}).setdefault(memory_id, {})["decay_score"] = 999.0 + self._save_state(state) + + self._git_commit(f"pin: {fm.get('title', memory_id[:8])}", [new_path]) + return True + + # ------------------------------------------------------------------------- + # Tag analysis + # ------------------------------------------------------------------------- + + def tags_list(self, limit: int = 0) -> List[Dict[str, Any]]: + """List all tags with occurrence counts across all memories. + + Returns list of {"tag": str, "count": int} sorted by count descending. + """ + index = self._load_index() + tag_counts: Dict[str, int] = {} + + for entry in index.get("entries", {}).values(): + for tag in entry.get("tags", []): + normalized = tag.lower().strip() + if normalized: + tag_counts[normalized] = tag_counts.get(normalized, 0) + 1 + + results = [ + {"tag": tag, "count": count} + for tag, count in tag_counts.items() + ] + results.sort(key=lambda x: x["count"], reverse=True) + + if limit > 0: + results = results[:limit] + return results + + def tags_related(self, tag: str, limit: int = 0) -> List[Dict[str, Any]]: + """Find tags that co-occur with the given tag. + + Returns list of {"tag": str, "co_occurrences": int, "memories_with_both": int} + sorted by co_occurrences descending. + """ + tag = tag.lower().strip() + index = self._load_index() + co_counts: Dict[str, int] = {} + + for entry in index.get("entries", {}).values(): + entry_tags = [t.lower().strip() for t in entry.get("tags", [])] + if tag not in entry_tags: + continue + for other_tag in entry_tags: + if other_tag != tag and other_tag: + co_counts[other_tag] = co_counts.get(other_tag, 0) + 1 + + results = [ + {"tag": t, "co_occurrences": count, "memories_with_both": count} + for t, count in co_counts.items() + ] + results.sort(key=lambda x: x["co_occurrences"], reverse=True) + + if limit > 0: + results = results[:limit] + return results + + def tags_suggest(self, memory_id: str) -> List[Dict[str, Any]]: + """Suggest tags for a memory based on co-occurrence patterns. + + Returns top 10 suggestions as {"tag": str, "score": int, "reason": str}. + """ + index = self._load_index() + entry = index.get("entries", {}).get(memory_id) + if not entry: + return [] + + existing_tags = set(t.lower().strip() for t in entry.get("tags", [])) + if not existing_tags: + return [] + + # For each existing tag, find co-occurring tags and accumulate scores + candidate_scores: Dict[str, int] = {} + candidate_sources: Dict[str, set] = {} + + for existing_tag in existing_tags: + co_tags = self.tags_related(existing_tag) + for co_entry in co_tags: + candidate = co_entry["tag"] + if candidate in existing_tags: + continue + candidate_scores[candidate] = ( + candidate_scores.get(candidate, 0) + co_entry["co_occurrences"] + ) + if candidate not in candidate_sources: + candidate_sources[candidate] = set() + candidate_sources[candidate].add(existing_tag) + + results = [] + for candidate, score in candidate_scores.items(): + sources = sorted(candidate_sources[candidate]) + reason = "co-occurs with: " + ", ".join(sources) + results.append({"tag": candidate, "score": score, "reason": reason}) + + results.sort(key=lambda x: x["score"], reverse=True) + return results[:10] + + # ------------------------------------------------------------------------- + # Embedding-based semantic search (optional, requires Ollama) + # ------------------------------------------------------------------------- + + def embed(self) -> Dict[str, Any]: + """Generate embeddings for all memories via Ollama. + + Stores vectors in _embeddings.json (not git-tracked). + Returns summary with count of embedded memories and model used. + """ + index = self._load_index() + entries = index.get("entries", {}) + if not entries: + return {"embedded": 0, "model": EMBEDDING_MODEL, "path": str(EMBEDDINGS_PATH)} + + # Build texts to embed: "title. content_preview" for each memory + memory_ids = list(entries.keys()) + texts = [] + for mid in memory_ids: + entry = entries[mid] + title = entry.get("title", "") + preview = entry.get("content_preview", "") + texts.append(f"{title}. {preview}") + + # Batch embed in groups of 50 + all_embeddings: Dict[str, List[float]] = {} + batch_size = 50 + for i in range(0, len(texts), batch_size): + batch_texts = texts[i:i + batch_size] + batch_ids = memory_ids[i:i + batch_size] + # Use long timeout: model may need pulling on first call + vectors = _ollama_embed(batch_texts, timeout=300) + if vectors is None: + return {"error": "Ollama unavailable or embedding failed", "embedded": len(all_embeddings)} + for mid, vec in zip(batch_ids, vectors): + all_embeddings[mid] = vec + + # Write embeddings file + embeddings_data = { + "model": EMBEDDING_MODEL, + "updated": datetime.now(timezone.utc).isoformat(), + "entries": all_embeddings, + } + embeddings_path = self.memory_dir / "_embeddings.json" + embeddings_path.write_text(json.dumps(embeddings_data, default=str)) + + return { + "embedded": len(all_embeddings), + "model": EMBEDDING_MODEL, + "path": str(embeddings_path), + } + + def semantic_recall(self, query: str, limit: int = 10) -> List[Dict[str, Any]]: + """Search memories by semantic similarity using embeddings. + + Returns top results sorted by cosine similarity. + Falls back to empty list if embeddings unavailable. + """ + embeddings_path = self.memory_dir / "_embeddings.json" + if not embeddings_path.exists(): + return [] + + try: + emb_data = json.loads(embeddings_path.read_text()) + except (json.JSONDecodeError, OSError): + return [] + + stored = emb_data.get("entries", {}) + if not stored: + return [] + + # Embed the query + query_vectors = _ollama_embed([query]) + if query_vectors is None or not query_vectors: + return [] + query_vec = query_vectors[0] + + # Score all memories by cosine similarity + index = self._load_index() + scored = [] + for mid, vec in stored.items(): + sim = _cosine_similarity(query_vec, vec) + entry = index.get("entries", {}).get(mid) + if entry: + scored.append({ + "id": mid, + "title": entry.get("title", ""), + "type": entry.get("type", "general"), + "tags": entry.get("tags", []), + "similarity": round(sim, 4), + "path": entry.get("path", ""), + }) + + scored.sort(key=lambda x: x["similarity"], reverse=True) + return scored[:limit] + + def reflect( + self, + since: Optional[str] = None, + dry_run: bool = False, + ) -> Dict[str, Any]: + """Review recent memories, identify tag-based clusters, and output consolidation recommendations. + + Clusters memories that share 2+ tags using iterative union-find merging. + Does NOT auto-create insights; the agent reads output and decides what to store. + + Args: + since: ISO date string (YYYY-MM-DD) to filter memories from. Falls back to + _state.json's last_reflection, then 30 days ago. + dry_run: If True, return analysis without updating _state.json or logging episode. + + Returns: + Dict with clusters, total_memories_reviewed, clusters_found, and since date. + """ + now = datetime.now(timezone.utc) + state = self._load_state() + + # Determine time window + if since: + since_date = since + elif state.get("last_reflection"): + # last_reflection may be a full ISO timestamp; extract date portion + since_date = state["last_reflection"][:10] + else: + since_dt = now - timedelta(days=30) + since_date = since_dt.strftime("%Y-%m-%d") + + # Load recent memories from index + index = self._load_index() + recent_memories = [] + for mid, entry in index.get("entries", {}).items(): + created = entry.get("created", "") + # Compare date portion only (YYYY-MM-DD) + created_date = created[:10] if created else "" + if created_date >= since_date: + recent_memories.append({ + "id": mid, + "title": entry.get("title", ""), + "type": entry.get("type", "general"), + "tags": [t.lower().strip() for t in entry.get("tags", [])], + }) + + total_reviewed = len(recent_memories) + + # Union-find clustering by tag overlap >= 2 + # parent[i] = index of parent in recent_memories list + n = len(recent_memories) + parent = list(range(n)) + + def find(x: int) -> int: + while parent[x] != x: + parent[x] = parent[parent[x]] # path compression + x = parent[x] + return x + + def union(a: int, b: int): + ra, rb = find(a), find(b) + if ra != rb: + parent[rb] = ra + + # Compare all pairs, check tag overlap + for i in range(n): + tags_i = set(recent_memories[i]["tags"]) + for j in range(i + 1, n): + tags_j = set(recent_memories[j]["tags"]) + if len(tags_i & tags_j) >= 2: + union(i, j) + + # Group by root + clusters_map: Dict[int, List[int]] = {} + for i in range(n): + root = find(i) + clusters_map.setdefault(root, []).append(i) + + # Build output clusters (only clusters with 2+ members) + clusters = [] + cluster_id = 0 + for indices in clusters_map.values(): + if len(indices) < 2: + continue + cluster_id += 1 + members = [] + all_tag_sets = [] + types_seen = set() + for idx in indices: + mem = recent_memories[idx] + members.append({ + "id": mem["id"], + "title": mem["title"], + "type": mem["type"], + "tags": mem["tags"], + }) + all_tag_sets.append(set(mem["tags"])) + types_seen.add(mem["type"]) + + # Common tags = intersection of ALL members + common_tags = sorted(set.intersection(*all_tag_sets)) if all_tag_sets else [] + + # Shared tags = tags appearing in 2+ members + tag_counts: Dict[str, int] = {} + for ts in all_tag_sets: + for t in ts: + tag_counts[t] = tag_counts.get(t, 0) + 1 + shared_tags = sorted(t for t, c in tag_counts.items() if c >= 2) + + # Suggested topic + tag_label = ", ".join(common_tags[:4]) if common_tags else ", ".join(shared_tags[:4]) + type_label = ", ".join(sorted(types_seen)) + suggested_topic = f"Pattern: {tag_label} across {type_label}" + + clusters.append({ + "cluster_id": cluster_id, + "members": members, + "common_tags": common_tags, + "shared_tags": shared_tags, + "suggested_topic": suggested_topic, + "member_count": len(members), + }) + + # Sort clusters by member count descending + clusters.sort(key=lambda c: c["member_count"], reverse=True) + # Re-number after sorting + for i, c in enumerate(clusters): + c["cluster_id"] = i + 1 + + result = { + "clusters": clusters, + "total_memories_reviewed": total_reviewed, + "clusters_found": len(clusters), + "since": since_date, + } + + if not dry_run: + # Update state with last_reflection timestamp + state["last_reflection"] = now.isoformat() + self._save_state(state) + + # Log an episode entry + self.episode( + type="reflection", + title=f"Reflection: {len(clusters)} clusters from {total_reviewed} memories", + tags=["reflection", "cognitive-memory"], + summary=f"Reviewed {total_reviewed} memories since {since_date}, found {len(clusters)} clusters", + ) + + # Regenerate REFLECTION.md + self.reflection_summary() + + return result + + def merge( + self, + keep_id: str, + absorb_id: str, + dry_run: bool = False, + ) -> Dict[str, Any]: + """Merge two memories: absorb one into another. + + The 'keep' memory absorbs the content, tags, and relations from + the 'absorb' memory. The absorb memory is then deleted. + All other memories referencing absorb_id are updated to point to keep_id. + + If dry_run=True, returns what would change without writing anything. + """ + # Resolve both memory file paths + keep_path = self._resolve_memory_path(keep_id) + if not keep_path: + raise ValueError(f"Keep memory not found: {keep_id}") + absorb_path = self._resolve_memory_path(absorb_id) + if not absorb_path: + raise ValueError(f"Absorb memory not found: {absorb_id}") + + # Read both memory files + keep_fm, keep_body = self._read_memory_file(keep_path) + absorb_fm, absorb_body = self._read_memory_file(absorb_path) + + keep_title = keep_fm.get("title", keep_id[:8]) + absorb_title = absorb_fm.get("title", absorb_id[:8]) + + # Combine content + merged_body = keep_body + if absorb_body.strip(): + merged_body = ( + keep_body.rstrip() + + f"\n\n---\n*Merged from: {absorb_title}*\n\n" + + absorb_body.strip() + ) + + # Merge tags (sorted, deduplicated) + keep_tags = keep_fm.get("tags", []) + absorb_tags = absorb_fm.get("tags", []) + merged_tags = sorted(list(set(keep_tags + absorb_tags))) + + # importance = max of both + merged_importance = max( + keep_fm.get("importance", 0.5), + absorb_fm.get("importance", 0.5), + ) + + # Merge relations: combine both relation lists + keep_rels = list(keep_fm.get("relations", [])) + absorb_rels = list(absorb_fm.get("relations", [])) + combined_rels = keep_rels + absorb_rels + + # Replace any relation targeting absorb_id with keep_id + for rel in combined_rels: + if rel.get("target") == absorb_id: + rel["target"] = keep_id + + # Deduplicate by (target, type) tuple + seen = set() + deduped_rels = [] + for rel in combined_rels: + key = (rel.get("target"), rel.get("type")) + if key not in seen: + seen.add(key) + deduped_rels.append(rel) + + # Remove self-referential relations (target == keep_id) + merged_rels = [r for r in deduped_rels if r.get("target") != keep_id] + + # Scan all other memories for relations targeting absorb_id + index = self._load_index() + updated_others = [] + for mid, entry in index.get("entries", {}).items(): + if mid in (keep_id, absorb_id): + continue + rels = entry.get("relations", []) + needs_update = any(r.get("target") == absorb_id for r in rels) + if needs_update: + updated_others.append(mid) + + if dry_run: + return { + "dry_run": True, + "keep_id": keep_id, + "keep_title": keep_title, + "absorb_id": absorb_id, + "absorb_title": absorb_title, + "merged_tags": merged_tags, + "merged_importance": merged_importance, + "merged_relations_count": len(merged_rels), + "other_memories_updated": len(updated_others), + "other_memory_ids": updated_others, + } + + # Write updated keep memory file + now = datetime.now(timezone.utc).isoformat() + keep_fm["tags"] = merged_tags + keep_fm["importance"] = merged_importance + keep_fm["relations"] = merged_rels + keep_fm["updated"] = now + self._write_memory_file(keep_path, keep_fm, merged_body) + + # Update index for keep memory (refresh content_preview with merged body) + keep_rel_path = str(keep_path.relative_to(self.memory_dir)) + preview = merged_body.strip()[:200] + if len(merged_body.strip()) > 200: + last_space = preview.rfind(" ") + if last_space > 0: + preview = preview[:last_space] + self._update_index_entry(keep_id, keep_fm, keep_rel_path, content_preview=preview) + + # Update all other memories that reference absorb_id + for mid in updated_others: + other_path = self._resolve_memory_path(mid) + if not other_path: + continue + try: + other_fm, other_body = self._read_memory_file(other_path) + other_rels = other_fm.get("relations", []) + for rel in other_rels: + if rel.get("target") == absorb_id: + rel["target"] = keep_id + # Deduplicate after replacement + seen_other = set() + deduped_other = [] + for rel in other_rels: + key = (rel.get("target"), rel.get("type")) + if key not in seen_other: + seen_other.add(key) + deduped_other.append(rel) + # Remove self-referential + other_fm["relations"] = [ + r for r in deduped_other if r.get("target") != mid + ] + other_fm["updated"] = now + self._write_memory_file(other_path, other_fm, other_body) + other_rel_path = str(other_path.relative_to(self.memory_dir)) + self._update_index_entry(mid, other_fm, other_rel_path) + except Exception: + pass + + # Delete absorb memory file and remove from index/state + absorb_path.unlink() + self._remove_index_entry(absorb_id) + state = self._load_state() + state.get("entries", {}).pop(absorb_id, None) + self._save_state(state) + + # Git: stage absorb deletion + try: + absorb_rel = absorb_path.relative_to(self.memory_dir) + subprocess.run( + ["git", "rm", "--cached", str(absorb_rel)], + cwd=str(self.memory_dir), + capture_output=True, timeout=5, + ) + except Exception: + pass + + self._git_commit(f"merge: {keep_title} absorbed {absorb_title}") + + return { + "success": True, + "keep_id": keep_id, + "keep_title": keep_title, + "absorb_id": absorb_id, + "absorb_title": absorb_title, + "merged_tags": merged_tags, + "merged_importance": merged_importance, + "merged_relations_count": len(merged_rels), + "other_memories_updated": len(updated_others), + } + + def reflection_summary(self) -> str: + """Generate REFLECTION.md with patterns and insights from the memory system. + + Writes to ~/.claude/memory/REFLECTION.md and git-commits the file. + Returns the generated content. + """ + index = self._load_index() + state = self._load_state() + entries = index.get("entries", {}) + state_entries = state.get("entries", {}) + now_str = datetime.now(timezone.utc).strftime("%Y-%m-%d") + + # Last reflection date + last_reflection = state.get("last_reflection", "") + last_reflection_date = last_reflection[:10] if last_reflection else "never" + + # Count total reflections from episode files + total_reflections = 0 + episodes_dir = self.memory_dir / "episodes" + if episodes_dir.exists(): + for ep_file in sorted(episodes_dir.glob("*.md")): + try: + text = ep_file.read_text(encoding="utf-8") + # Count lines that look like reflection episode entries + for line in text.split("\n"): + if "Reflection:" in line and line.strip().startswith("## "): + total_reflections += 1 + except OSError: + pass + + lines = [ + "# Reflection Summary (auto-generated)", + f"> Last updated: {now_str} | Last reflection: {last_reflection_date} | Total reflections: {total_reflections}", + "", + ] + + # === Themes section === + # Get top tags, then find co-occurrence pairs + lines.append("## Themes") + lines.append("Top tag co-occurrences revealing recurring themes:") + lines.append("") + + top_tags = self.tags_list(limit=10) + # Build co-occurrence pairs across top tags + pair_data: Dict[Tuple[str, str], List[str]] = {} # (tag1, tag2) -> [titles] + for tag_info in top_tags[:5]: + tag = tag_info["tag"] + co_tags = self.tags_related(tag, limit=5) + for co in co_tags: + other = co["tag"] + # Canonical pair ordering + pair = tuple(sorted([tag, other])) + if pair in pair_data: + continue + # Find memories with both tags and collect titles + titles = [] + for mid, entry in entries.items(): + mem_tags = [t.lower().strip() for t in entry.get("tags", [])] + if pair[0] in mem_tags and pair[1] in mem_tags: + titles.append(entry.get("title", "untitled")) + if titles: + pair_data[pair] = titles + + # Sort pairs by memory count descending, show top 8 + sorted_pairs = sorted(pair_data.items(), key=lambda x: len(x[1]), reverse=True) + for (tag_a, tag_b), titles in sorted_pairs[:8]: + example_titles = ", ".join(f'"{t}"' for t in titles[:3]) + lines.append(f"- **{tag_a} + {tag_b}**: {len(titles)} memories ({example_titles})") + + if not sorted_pairs: + lines.append("- No co-occurrence data available yet.") + lines.append("") + + # === Cross-Project Patterns section === + lines.append("## Cross-Project Patterns") + lines.append("Tags that span multiple projects:") + lines.append("") + + known_projects = [ + "major-domo", "paper-dynasty", "homelab", "vagabond-rpg", + "foundryvtt", "strat-gameplay-webapp", + ] + # Build tag -> {project -> count} mapping + tag_project_map: Dict[str, Dict[str, int]] = {} + for mid, entry in entries.items(): + mem_tags = [t.lower().strip() for t in entry.get("tags", [])] + # Identify which projects this memory belongs to + mem_projects = [t for t in mem_tags if t in known_projects] + # For non-project tags, record which projects they appear in + non_project_tags = [t for t in mem_tags if t not in known_projects] + for tag in non_project_tags: + if tag not in tag_project_map: + tag_project_map[tag] = {} + for proj in mem_projects: + tag_project_map[tag][proj] = tag_project_map[tag].get(proj, 0) + 1 + + # Filter to tags spanning 2+ projects, sort by project count then total + cross_project = [] + for tag, projects in tag_project_map.items(): + if len(projects) >= 2: + total = sum(projects.values()) + cross_project.append((tag, projects, total)) + cross_project.sort(key=lambda x: (len(x[1]), x[2]), reverse=True) + + for tag, projects, total in cross_project[:10]: + proj_parts = ", ".join(f"{p} ({c})" for p, c in sorted(projects.items(), key=lambda x: x[1], reverse=True)) + lines.append(f"- **{tag}**: appears in {proj_parts}") + + if not cross_project: + lines.append("- No cross-project patterns detected yet.") + lines.append("") + + # === Most Accessed section === + lines.append("## Most Accessed") + lines.append("Top 10 memories by access count:") + lines.append("") + + # Sort state entries by access_count descending + accessed = [] + for mid, s in state_entries.items(): + count = s.get("access_count", 0) + if count > 0: + entry = entries.get(mid) + if entry: + accessed.append((mid, entry.get("title", "untitled"), entry.get("path", ""), count)) + accessed.sort(key=lambda x: x[3], reverse=True) + + for mid, title, path, count in accessed[:10]: + lines.append(f"1. [{title}]({path}) - {count} accesses") + + if not accessed: + lines.append("- No access data recorded yet.") + lines.append("") + + # === Recent Insights section === + lines.append("## Recent Insights") + lines.append("Insight-type memories:") + lines.append("") + + insights = [] + for mid, entry in entries.items(): + if entry.get("type") == "insight": + insights.append((mid, entry)) + # Sort by created date descending + insights.sort(key=lambda x: x[1].get("created", ""), reverse=True) + + for mid, entry in insights[:10]: + title = entry.get("title", "untitled") + path = entry.get("path", "") + preview = entry.get("content_preview", "") + if preview: + lines.append(f"- [{title}]({path}) - {preview[:80]}") + else: + lines.append(f"- [{title}]({path})") + + if not insights: + lines.append("- No insight memories stored yet.") + lines.append("") + + # === Consolidation History section === + lines.append("## Consolidation History") + lines.append("") + + merge_count = 0 + if episodes_dir.exists(): + for ep_file in sorted(episodes_dir.glob("*.md")): + try: + text = ep_file.read_text(encoding="utf-8") + for line_text in text.split("\n"): + stripped = line_text.strip() + if stripped.startswith("## ") and "merge" in stripped.lower(): + merge_count += 1 + except OSError: + pass + + lines.append(f"- Total merges performed: {merge_count}") + lines.append("") + + content = "\n".join(lines) + + # Write REFLECTION.md + reflection_path = self.memory_dir / "REFLECTION.md" + reflection_path.write_text(content, encoding="utf-8") + self._git_commit("reflection: regenerate REFLECTION.md", [reflection_path]) + + return content + + +# ============================================================================= +# CLI INTERFACE +# ============================================================================= + +def main(): + parser = argparse.ArgumentParser( + description="Cognitive Memory - Markdown-based memory system with decay scoring", + formatter_class=argparse.RawDescriptionHelpFormatter, + ) + subparsers = parser.add_subparsers(dest="command", help="Commands") + + # store + sp = subparsers.add_parser("store", help="Store a new memory") + sp.add_argument("--type", "-t", required=True, choices=VALID_TYPES, help="Memory type") + sp.add_argument("--title", required=True, help="Memory title") + sp.add_argument("--content", "-c", required=True, help="Memory content") + sp.add_argument("--tags", help="Comma-separated tags") + sp.add_argument("--importance", "-i", type=float, default=0.5, help="Importance 0.0-1.0") + sp.add_argument("--confidence", type=float, default=0.8, help="Confidence 0.0-1.0") + sp.add_argument("--episode", action="store_true", default=False, help="Also log an episode entry") + + # recall + sp = subparsers.add_parser("recall", help="Search memories by query") + sp.add_argument("query", help="Search query") + sp.add_argument("--types", help="Comma-separated memory types") + sp.add_argument("--limit", "-n", type=int, default=10, help="Max results") + sp.add_argument("--semantic", action="store_true", default=False, help="Also use embedding similarity (requires embed first)") + + # get + sp = subparsers.add_parser("get", help="Get memory by ID") + sp.add_argument("memory_id", help="Memory UUID") + + # relate + sp = subparsers.add_parser("relate", help="Create relationship") + sp.add_argument("from_id", help="Source memory UUID") + sp.add_argument("to_id", help="Target memory UUID") + sp.add_argument("rel_type", choices=VALID_RELATION_TYPES, help="Relationship type") + sp.add_argument("--strength", type=float, default=0.8, help="Strength 0.0-1.0") + sp.add_argument("--context", help="Context description") + + # search + sp = subparsers.add_parser("search", help="Filter memories") + sp.add_argument("--query", "-q", help="Text query") + sp.add_argument("--types", help="Comma-separated memory types") + sp.add_argument("--tags", help="Comma-separated tags") + sp.add_argument("--min-importance", type=float, help="Minimum importance") + sp.add_argument("--limit", "-n", type=int, default=20, help="Max results") + + # update + sp = subparsers.add_parser("update", help="Update a memory") + sp.add_argument("memory_id", help="Memory UUID") + sp.add_argument("--title", help="New title") + sp.add_argument("--content", help="New content") + sp.add_argument("--tags", help="New tags (comma-separated)") + sp.add_argument("--importance", type=float, help="New importance") + + # delete + sp = subparsers.add_parser("delete", help="Delete a memory") + sp.add_argument("memory_id", help="Memory UUID") + sp.add_argument("--force", "-f", action="store_true", help="Skip confirmation") + + # related + sp = subparsers.add_parser("related", help="Get related memories") + sp.add_argument("memory_id", help="Memory UUID") + sp.add_argument("--types", help="Comma-separated relationship types") + sp.add_argument("--depth", type=int, default=1, help="Traversal depth 1-5") + + # stats + subparsers.add_parser("stats", help="Show statistics") + + # recent + sp = subparsers.add_parser("recent", help="Recently created memories") + sp.add_argument("--limit", "-n", type=int, default=20, help="Max results") + + # decay + subparsers.add_parser("decay", help="Recalculate all decay scores") + + # core + subparsers.add_parser("core", help="Generate CORE.md") + + # episode + sp = subparsers.add_parser("episode", help="Log episode entry") + sp.add_argument("--type", "-t", required=True, help="Entry type") + sp.add_argument("--title", required=True, help="Entry title") + sp.add_argument("--tags", help="Comma-separated tags") + sp.add_argument("--summary", "-s", help="Summary text") + sp.add_argument("--memory-link", help="Path to related memory file") + + # reindex + subparsers.add_parser("reindex", help="Rebuild index from files") + + # embed + subparsers.add_parser("embed", help="Generate embeddings for all memories via Ollama") + + # pin + sp = subparsers.add_parser("pin", help="Move memory to vault (never decays)") + sp.add_argument("memory_id", help="Memory UUID") + + # reflect + sp = subparsers.add_parser("reflect", help="Review recent memories and identify clusters") + sp.add_argument("--since", help="ISO date (YYYY-MM-DD) to review from") + sp.add_argument("--dry-run", action="store_true", help="Preview without updating state") + + # merge + sp = subparsers.add_parser("merge", help="Merge two memories (absorb one into another)") + sp.add_argument("keep_id", help="Memory UUID to keep") + sp.add_argument("absorb_id", help="Memory UUID to absorb and delete") + sp.add_argument("--dry-run", action="store_true", help="Preview merge without writing") + + # reflection + subparsers.add_parser("reflection", help="Generate REFLECTION.md summary") + + # tags + sp = subparsers.add_parser("tags", help="Tag analysis commands") + tags_sub = sp.add_subparsers(dest="tags_command") + sp2 = tags_sub.add_parser("list", help="List all tags with counts") + sp2.add_argument("--limit", "-n", type=int, default=0, help="Max results (0=all)") + sp3 = tags_sub.add_parser("related", help="Find co-occurring tags") + sp3.add_argument("tag", help="Tag to analyze") + sp3.add_argument("--limit", "-n", type=int, default=0, help="Max results (0=all)") + sp4 = tags_sub.add_parser("suggest", help="Suggest tags for a memory") + sp4.add_argument("memory_id", help="Memory UUID") + + # procedure + sp = subparsers.add_parser("procedure", help="Store a procedure memory (convenience wrapper)") + sp.add_argument("--title", required=True, help="Procedure title") + sp.add_argument("--content", "-c", required=True, help="Procedure description") + sp.add_argument("--steps", help="Comma-separated ordered steps") + sp.add_argument("--preconditions", help="Comma-separated preconditions") + sp.add_argument("--postconditions", help="Comma-separated postconditions") + sp.add_argument("--tags", help="Comma-separated tags") + sp.add_argument("--importance", "-i", type=float, default=0.5, help="Importance 0.0-1.0") + + args = parser.parse_args() + + if not args.command: + parser.print_help() + sys.exit(1) + + client = CognitiveMemoryClient() + result = None + + if args.command == "store": + tags = [t.strip() for t in args.tags.split(",")] if args.tags else None + memory_id = client.store( + type=args.type, + title=args.title, + content=args.content, + tags=tags, + importance=args.importance, + confidence=args.confidence, + ) + result = {"success": True, "memory_id": memory_id} + + if args.episode: + # Get the relative path from the index for memory_link + index = client._load_index() + entry = index.get("entries", {}).get(memory_id, {}) + rel_path = entry.get("path", "") + + # Truncate content at word boundary for summary (max 100 chars) + summary = args.content.strip()[:100] + if len(args.content.strip()) > 100: + last_space = summary.rfind(" ") + if last_space > 0: + summary = summary[:last_space] + + client.episode( + type=args.type, + title=args.title, + tags=tags or [], + summary=summary, + memory_link=rel_path, + ) + result["episode_logged"] = True + + elif args.command == "recall": + types = [t.strip() for t in args.types.split(",")] if args.types else None + result = client.recall(args.query, memory_types=types, limit=args.limit, semantic=args.semantic) + + elif args.command == "get": + result = client.get(args.memory_id) + if not result: + result = {"error": "Memory not found"} + + elif args.command == "relate": + success = client.relate( + args.from_id, args.to_id, args.rel_type, + strength=args.strength, context=args.context, + ) + result = {"success": success} + + elif args.command == "search": + types = [t.strip() for t in args.types.split(",")] if args.types else None + tags = [t.strip() for t in args.tags.split(",")] if args.tags else None + result = client.search( + query=args.query, + memory_types=types, + tags=tags, + min_importance=args.min_importance, + limit=args.limit, + ) + + elif args.command == "update": + tags = [t.strip() for t in args.tags.split(",")] if args.tags else None + success = client.update( + args.memory_id, + title=args.title, + content=args.content, + tags=tags, + importance=args.importance, + ) + result = {"success": success} + + elif args.command == "delete": + if not args.force: + mem = client.get(args.memory_id) + if mem: + print(f"Deleting: {mem.get('title')}", file=sys.stderr) + success = client.delete(args.memory_id) + result = {"success": success} + + elif args.command == "related": + types = [t.strip() for t in args.types.split(",")] if args.types else None + result = client.related(args.memory_id, rel_types=types, max_depth=args.depth) + + elif args.command == "stats": + result = client.stats() + + elif args.command == "recent": + result = client.recent(limit=args.limit) + + elif args.command == "decay": + result = client.decay() + + elif args.command == "core": + content = client.core() + # Print path, not content (content is written to file) + result = {"success": True, "path": str(MEMORY_DIR / "CORE.md"), "chars": len(content)} + + elif args.command == "episode": + tags = [t.strip() for t in args.tags.split(",")] if args.tags else None + client.episode( + type=args.type, + title=args.title, + tags=tags, + summary=args.summary, + memory_link=args.memory_link, + ) + result = {"success": True} + + elif args.command == "reindex": + count = client.reindex() + result = {"success": True, "indexed": count} + + elif args.command == "embed": + print("Generating embeddings (this may take a while if model needs to be pulled)...", file=sys.stderr) + result = client.embed() + + elif args.command == "pin": + success = client.pin(args.memory_id) + result = {"success": success} + + elif args.command == "reflect": + result = client.reflect( + since=args.since, + dry_run=args.dry_run, + ) + + elif args.command == "merge": + result = client.merge( + keep_id=args.keep_id, + absorb_id=args.absorb_id, + dry_run=args.dry_run, + ) + + elif args.command == "reflection": + content = client.reflection_summary() + result = {"success": True, "path": str(MEMORY_DIR / "REFLECTION.md"), "chars": len(content)} + + elif args.command == "tags": + if args.tags_command == "list": + result = client.tags_list(limit=args.limit) + elif args.tags_command == "related": + result = client.tags_related(args.tag, limit=args.limit) + elif args.tags_command == "suggest": + result = client.tags_suggest(args.memory_id) + else: + # No subcommand given, print tags help + # Re-parse to get the tags subparser for help output + for action in parser._subparsers._actions: + if isinstance(action, argparse._SubParsersAction): + tags_parser = action.choices.get("tags") + if tags_parser: + tags_parser.print_help() + break + sys.exit(1) + + elif args.command == "procedure": + tags = [t.strip() for t in args.tags.split(",")] if args.tags else None + steps = [s.strip() for s in args.steps.split(",")] if args.steps else None + preconditions = [p.strip() for p in args.preconditions.split(",")] if args.preconditions else None + postconditions = [p.strip() for p in args.postconditions.split(",")] if args.postconditions else None + memory_id = client.store( + type="procedure", + title=args.title, + content=args.content, + tags=tags, + importance=args.importance, + steps=steps, + preconditions=preconditions, + postconditions=postconditions, + ) + result = {"success": True, "memory_id": memory_id} + + print(json.dumps(result, indent=2, default=str)) + + +if __name__ == "__main__": + main() diff --git a/skills/cognitive-memory/feature.json b/skills/cognitive-memory/feature.json new file mode 100644 index 0000000..dbb92bc --- /dev/null +++ b/skills/cognitive-memory/feature.json @@ -0,0 +1,40 @@ +{ + "name": "cognitive-memory", + "version": "2.0.0", + "description": "Markdown-based memory system with decay scoring, episodic logging, semantic search, reflection cycles, and auto-curated CORE.md", + "created": "2026-02-13", + "migrated_from": "memorygraph", + "status": "active", + "files": { + "client.py": "CLI and Python API for all memory operations", + "migrate.py": "One-time migration from MemoryGraph SQLite", + "SKILL.md": "Skill documentation and activation triggers", + "SCHEMA.md": "Format documentation for all file types" + }, + "data_location": "~/.claude/memory/", + "dependencies": "stdlib-only (no external packages; Ollama optional for semantic search)", + "features": [ + "store: Create markdown memory files with YAML frontmatter (--episode flag)", + "recall: Search memories ranked by relevance and decay score (--semantic flag)", + "get: Retrieve memory by ID with access tracking", + "relate: Create bidirectional relationships between memories", + "search: Filter by type, tags, importance with optional text query", + "update: Modify memory frontmatter and content", + "delete: Remove memory with relation cleanup", + "related: BFS traversal of memory relationships", + "stats: Memory system statistics and decay summary", + "recent: Recently created memories", + "decay: Recalculate all decay scores", + "core: Generate CORE.md auto-curated summary", + "episode: Append to daily session log", + "reindex: Rebuild index from markdown files", + "pin: Move memory to vault (never decays)", + "reflect: Cluster recent memories by tag overlap using union-find", + "reflection: Generate REFLECTION.md summary with themes and patterns", + "procedure: Store procedural memories with steps/preconditions/postconditions", + "embed: Generate Ollama embeddings for semantic search", + "tags list: Show all tags with usage counts", + "tags related: Find co-occurring tags", + "tags suggest: Recommend tags based on co-occurrence patterns" + ] +} diff --git a/skills/cognitive-memory/migrate.py b/skills/cognitive-memory/migrate.py new file mode 100644 index 0000000..dfa4faa --- /dev/null +++ b/skills/cognitive-memory/migrate.py @@ -0,0 +1,531 @@ +#!/usr/bin/env python3 +""" +Cognitive Memory Migration Script + +Migrates all memories from MemoryGraph SQLite database to markdown-based +cognitive memory system. Idempotent - skips files that already exist. + +Usage: + python migrate.py # Run migration + python migrate.py --dry-run # Preview without writing + python migrate.py --verify # Verify post-migration integrity +""" + +import json +import os +import re +import sqlite3 +import sys +from datetime import datetime, timezone +from pathlib import Path + +# Import from sibling module +sys.path.insert(0, str(Path(__file__).parent)) +from client import ( + CognitiveMemoryClient, + MEMORY_DIR, + TYPE_DIRS, + TYPE_WEIGHTS, + VALID_TYPES, + calculate_decay_score, + make_filename, + parse_frontmatter, + serialize_frontmatter, + slugify, +) + +# MemoryGraph database location +MEMORYGRAPH_DB = Path.home() / ".memorygraph" / "memory.db" + +# Memory type mapping: MemoryGraph types -> cognitive-memory types +# MemoryGraph has more types; map extras to closest cognitive-memory equivalent +TYPE_MAP = { + "solution": "solution", + "problem": "problem", + "error": "error", + "fix": "fix", + "code_pattern": "code_pattern", + "decision": "decision", + "configuration": "configuration", + "workflow": "workflow", + "general": "general", + # MemoryGraph-only types mapped to closest equivalents + "task": "general", + "project": "general", + "technology": "general", + "command": "general", + "file_context": "general", +} + + +def load_sqlite_memories(db_path: Path) -> list: + """Load all memories from MemoryGraph SQLite database.""" + conn = sqlite3.connect(str(db_path)) + conn.row_factory = sqlite3.Row + + rows = conn.execute( + "SELECT id, properties, created_at, updated_at FROM nodes WHERE label = 'Memory'" + ).fetchall() + + memories = [] + for row in rows: + props = json.loads(row["properties"]) + memories.append({ + "id": props.get("id", row["id"]), + "type": props.get("type", "general"), + "title": props.get("title", "Untitled"), + "content": props.get("content", ""), + "summary": props.get("summary"), + "tags": props.get("tags", []), + "importance": props.get("importance", 0.5), + "confidence": props.get("confidence", 0.8), + "usage_count": props.get("usage_count", 0), + "created_at": props.get("created_at", row["created_at"]), + "updated_at": props.get("updated_at", row["updated_at"]), + }) + + conn.close() + return memories + + +def load_sqlite_relationships(db_path: Path) -> list: + """Load all relationships from MemoryGraph SQLite database.""" + conn = sqlite3.connect(str(db_path)) + conn.row_factory = sqlite3.Row + + rows = conn.execute( + "SELECT id, from_id, to_id, rel_type, properties, created_at FROM relationships" + ).fetchall() + + relationships = [] + for row in rows: + props = json.loads(row["properties"]) + + # Parse context - may be a JSON string within JSON + context_raw = props.get("context", "") + context_text = "" + if context_raw: + try: + ctx = json.loads(context_raw) if isinstance(context_raw, str) else context_raw + if isinstance(ctx, dict): + context_text = ctx.get("text", "") + else: + context_text = str(ctx) + except (json.JSONDecodeError, TypeError): + context_text = str(context_raw) + + relationships.append({ + "id": row["id"], + "from_id": row["from_id"], + "to_id": row["to_id"], + "rel_type": row["rel_type"], + "strength": props.get("strength", 0.5), + "context": context_text, + }) + + conn.close() + return relationships + + +def migrate(dry_run: bool = False): + """Run the full migration from MemoryGraph to cognitive-memory.""" + if not MEMORYGRAPH_DB.exists(): + print(f"Error: MemoryGraph database not found at {MEMORYGRAPH_DB}") + sys.exit(1) + + print(f"Loading memories from {MEMORYGRAPH_DB}...") + memories = load_sqlite_memories(MEMORYGRAPH_DB) + relationships = load_sqlite_relationships(MEMORYGRAPH_DB) + + print(f"Found {len(memories)} memories and {len(relationships)} relationships") + + if dry_run: + print("\n--- DRY RUN ---") + by_type = {} + for mem in memories: + t = TYPE_MAP.get(mem["type"], "general") + by_type[t] = by_type.get(t, 0) + 1 + print("Type distribution after mapping:") + for t, count in sorted(by_type.items(), key=lambda x: -x[1]): + dir_name = TYPE_DIRS.get(t, "general") + print(f" graph/{dir_name}/: {count}") + print(f"\nRelationships to embed: {len(relationships)}") + return + + # Initialize client (creates directories) + client = CognitiveMemoryClient() + + # Build memory ID -> file path mapping + id_to_path = {} + created_count = 0 + skipped_count = 0 + + print("\nPhase 1: Creating markdown files...") + for i, mem in enumerate(memories, 1): + memory_id = mem["id"] + mem_type = TYPE_MAP.get(mem["type"], "general") + type_dir = TYPE_DIRS.get(mem_type, "general") + + # Create filename + filename = make_filename(mem["title"], memory_id) + rel_path = f"graph/{type_dir}/{filename}" + full_path = MEMORY_DIR / rel_path + + # Check if already exists (idempotent) + if full_path.exists(): + id_to_path[memory_id] = (full_path, rel_path) + skipped_count += 1 + continue + + # Build frontmatter + frontmatter = { + "id": memory_id, + "type": mem_type, + "title": mem["title"], + "tags": mem.get("tags", []), + "importance": mem.get("importance", 0.5), + "confidence": mem.get("confidence", 0.8), + "created": mem.get("created_at", ""), + "updated": mem.get("updated_at", ""), + } + + # Build content body + content = mem.get("content", "") + if mem.get("summary"): + content = f"{content}\n\n**Summary:** {mem['summary']}" + + # Write file + client._write_memory_file(full_path, frontmatter, content) + id_to_path[memory_id] = (full_path, rel_path) + created_count += 1 + + if i % 50 == 0: + print(f" {i}/{len(memories)} files created...") + + print(f" Created: {created_count}, Skipped (existing): {skipped_count}") + + # Phase 2: Embed relationships into frontmatter + print("\nPhase 2: Embedding relationships into frontmatter...") + rel_count = 0 + + # Group relationships by source memory + from_rels = {} # from_id -> list of (to_id, type, strength, context) + for rel in relationships: + from_rels.setdefault(rel["from_id"], []).append(rel) + + for from_id, rels in from_rels.items(): + if from_id not in id_to_path: + print(f" Warning: Source memory {from_id[:8]} not found, skipping {len(rels)} relationships") + continue + + full_path, rel_path = id_to_path[from_id] + + # Read current frontmatter + fm, body = client._read_memory_file(full_path) + existing_rels = fm.get("relations", []) + existing_targets = {(r.get("target"), r.get("type")) for r in existing_rels} + + added = 0 + for rel in rels: + to_id = rel["to_id"] + if to_id not in id_to_path: + continue + if (to_id, rel["rel_type"]) in existing_targets: + continue # Already exists + + # Normalize relation type to valid set + rel_type = rel["rel_type"] + if rel_type not in ("SOLVES", "CAUSES", "BUILDS_ON", "ALTERNATIVE_TO", + "REQUIRES", "FOLLOWS", "RELATED_TO"): + rel_type = "RELATED_TO" # Map unknown types to RELATED_TO + + new_rel = { + "target": to_id, + "type": rel_type, + "direction": "outgoing", + "strength": rel.get("strength", 0.5), + } + if rel.get("context"): + new_rel["context"] = rel["context"] + + existing_rels.append(new_rel) + added += 1 + + if added > 0: + fm["relations"] = existing_rels + client._write_memory_file(full_path, fm, body) + rel_count += added + + # Also add incoming relations to target memories + for rel in rels: + to_id = rel["to_id"] + if to_id not in id_to_path: + continue + + to_path, to_rel = id_to_path[to_id] + to_fm, to_body = client._read_memory_file(to_path) + to_rels = to_fm.get("relations", []) + + # Check for existing incoming + has_incoming = any( + r.get("target") == from_id and r.get("direction") == "incoming" + for r in to_rels + ) + if has_incoming: + continue + + rel_type = rel["rel_type"] + if rel_type not in ("SOLVES", "CAUSES", "BUILDS_ON", "ALTERNATIVE_TO", + "REQUIRES", "FOLLOWS", "RELATED_TO"): + rel_type = "RELATED_TO" + + incoming = { + "target": from_id, + "type": rel_type, + "direction": "incoming", + "strength": rel.get("strength", 0.5), + } + if rel.get("context"): + incoming["context"] = rel["context"] + + to_rels.append(incoming) + to_fm["relations"] = to_rels + client._write_memory_file(to_path, to_fm, to_body) + + print(f" Embedded {rel_count} outgoing relationships") + + # Phase 3: Build _index.json + print("\nPhase 3: Building index...") + indexed = client.reindex() + print(f" Indexed {indexed} memories") + + # Phase 4: Initialize _state.json with usage data + print("\nPhase 4: Initializing state with usage data...") + state = client._load_state() + now = datetime.now(timezone.utc) + + for mem in memories: + mid = mem["id"] + usage_count = mem.get("usage_count", 0) + created_str = mem.get("created_at", "") + + # Calculate initial decay + try: + created_dt = datetime.fromisoformat(created_str.replace("Z", "+00:00")) + if created_dt.tzinfo is None: + created_dt = created_dt.replace(tzinfo=timezone.utc) + days = (now - created_dt).total_seconds() / 86400 + except (ValueError, AttributeError): + days = 30 + + mem_type = TYPE_MAP.get(mem["type"], "general") + type_weight = TYPE_WEIGHTS.get(mem_type, 1.0) + importance = mem.get("importance", 0.5) + + decay_score = calculate_decay_score(importance, days, usage_count, type_weight) + + state.setdefault("entries", {})[mid] = { + "access_count": usage_count, + "last_accessed": mem.get("updated_at", mem.get("created_at", now.isoformat())), + "decay_score": round(decay_score, 4), + } + + client._save_state(state) + print(f" Initialized state for {len(state.get('entries', {}))} memories") + + # Phase 5: Git commit all migrated files + print("\nPhase 5: Git commit...") + try: + import subprocess + subprocess.run( + ["git", "add", "-A"], + cwd=str(MEMORY_DIR), + capture_output=True, timeout=30 + ) + subprocess.run( + ["git", "commit", "-m", + f"migrate: {len(memories)} memories from MemoryGraph\n\n" + f"- {created_count} new markdown files created\n" + f"- {rel_count} relationships embedded\n" + f"- {indexed} entries indexed\n" + f"- State initialized with usage data"], + cwd=str(MEMORY_DIR), + capture_output=True, timeout=30 + ) + print(" Committed to git") + except Exception as e: + print(f" Warning: Git commit failed: {e}") + + # Phase 6: Archive MemoryGraph database + print("\nPhase 6: Archiving MemoryGraph database...") + archive_path = MEMORYGRAPH_DB.with_suffix(".db.archive") + if not archive_path.exists(): + import shutil + shutil.copy2(str(MEMORYGRAPH_DB), str(archive_path)) + print(f" Archived to {archive_path}") + else: + print(f" Archive already exists at {archive_path}") + + # Generate CORE.md + print("\nPhase 7: Generating CORE.md...") + client.core() + print(" CORE.md generated") + + # Summary + print("\n" + "=" * 60) + print("Migration Complete!") + print("=" * 60) + print(f" Memories migrated: {len(memories)}") + print(f" Files created: {created_count}") + print(f" Files skipped: {skipped_count}") + print(f" Relations embedded: {rel_count}") + print(f" Index entries: {indexed}") + print(f" Memory dir: {MEMORY_DIR}") + print(f" Archive: {archive_path}") + + +def verify(): + """Verify migration integrity.""" + print("Verifying migration integrity...\n") + + if not MEMORYGRAPH_DB.exists(): + # Try archive + archive = MEMORYGRAPH_DB.with_suffix(".db.archive") + if archive.exists(): + db_path = archive + else: + print("Error: No MemoryGraph database found for verification") + sys.exit(1) + else: + db_path = MEMORYGRAPH_DB + + # Load SQLite data + memories = load_sqlite_memories(db_path) + relationships = load_sqlite_relationships(db_path) + + client = CognitiveMemoryClient() + index = client._load_index() + state = client._load_state() + + errors = [] + warnings = [] + + # Check 1: Count match + sqlite_count = len(memories) + md_count = len(index.get("entries", {})) + if sqlite_count != md_count: + errors.append(f"Count mismatch: SQLite={sqlite_count}, Index={md_count}") + else: + print(f"[OK] Memory count matches: {sqlite_count}") + + # Check 2: All memories have files + missing_files = 0 + for mid, entry in index.get("entries", {}).items(): + path = MEMORY_DIR / entry.get("path", "") + if not path.exists(): + missing_files += 1 + if missing_files <= 5: + errors.append(f"Missing file: {entry.get('path')} ({entry.get('title', '')[:40]})") + if missing_files == 0: + print(f"[OK] All {md_count} files exist on disk") + else: + errors.append(f"Total missing files: {missing_files}") + + # Check 3: State entries + state_count = len(state.get("entries", {})) + if state_count != sqlite_count: + warnings.append(f"State entry count mismatch: expected={sqlite_count}, got={state_count}") + else: + print(f"[OK] State entries match: {state_count}") + + # Check 4: Spot check 5 random memories + import random + sample = random.sample(memories, min(5, len(memories))) + spot_ok = 0 + for mem in sample: + path = client._resolve_memory_path(mem["id"]) + if path: + fm, body = client._read_memory_file(path) + if fm.get("title") == mem["title"]: + spot_ok += 1 + else: + warnings.append( + f"Title mismatch for {mem['id'][:8]}: " + f"SQLite='{mem['title'][:40]}', MD='{fm.get('title', '')[:40]}'" + ) + else: + errors.append(f"Memory {mem['id'][:8]} not found in markdown: {mem['title'][:40]}") + print(f"[OK] Spot check: {spot_ok}/5 memories match") + + # Check 5: Relationships + rel_in_index = sum( + len(entry.get("relations", [])) + for entry in index.get("entries", {}).values() + ) + # Each relationship creates 2 entries (outgoing + incoming) + expected_rel_entries = len(relationships) * 2 + if rel_in_index < len(relationships): + warnings.append( + f"Relation count may be low: SQLite={len(relationships)}, " + f"Index entries={rel_in_index} (expected ~{expected_rel_entries})" + ) + else: + print(f"[OK] Relationships: {len(relationships)} original, {rel_in_index} index entries") + + # Check 6: Git status + try: + import subprocess + result = subprocess.run( + ["git", "status", "--porcelain"], + cwd=str(MEMORY_DIR), + capture_output=True, text=True, timeout=5 + ) + if result.returncode == 0: + untracked = [l for l in result.stdout.strip().split("\n") if l.strip() and not l.startswith("??")] + if untracked: + warnings.append(f"Uncommitted changes in memory repo: {len(untracked)} files") + else: + print("[OK] Git repo clean") + else: + warnings.append("Not a git repo or git error") + except Exception: + warnings.append("Could not check git status") + + # Check 7: CORE.md exists + core_path = MEMORY_DIR / "CORE.md" + if core_path.exists(): + content = core_path.read_text() + print(f"[OK] CORE.md exists ({len(content)} chars)") + else: + warnings.append("CORE.md not found") + + # Report + print() + if errors: + print(f"ERRORS ({len(errors)}):") + for e in errors: + print(f" [!] {e}") + if warnings: + print(f"WARNINGS ({len(warnings)}):") + for w in warnings: + print(f" [?] {w}") + if not errors and not warnings: + print("All checks passed!") + elif not errors: + print(f"\nMigration OK with {len(warnings)} warning(s)") + else: + print(f"\nMigration has {len(errors)} error(s) that need attention") + + +if __name__ == "__main__": + import argparse + + parser = argparse.ArgumentParser(description="Migrate MemoryGraph to Cognitive Memory") + parser.add_argument("--dry-run", action="store_true", help="Preview without writing") + parser.add_argument("--verify", action="store_true", help="Verify migration integrity") + args = parser.parse_args() + + if args.verify: + verify() + else: + migrate(dry_run=args.dry_run) diff --git a/skills/optimise-claude/SKILL.md b/skills/optimise-claude/SKILL.md new file mode 100644 index 0000000..0d13c0c --- /dev/null +++ b/skills/optimise-claude/SKILL.md @@ -0,0 +1,125 @@ +--- +name: claude-optimised +description: Guide for writing and optimizing CLAUDE.md files for maximum Claude Code performance. Use when creating new CLAUDE.md, reviewing existing ones, or when user asks about CLAUDE.md best practices. Covers structure, content, pruning, and common mistakes. +--- + +# CLAUDE.md Optimization Guide + +Write CLAUDE.md files that maximize Claude's adherence and performance. + +## Core Principle: Less Is More + +Long CLAUDE.md = Claude ignores half of it. Critical rules get lost in noise. + +**For each line ask:** "Would removing this cause Claude to make mistakes?" +- If no → delete it +- If Claude already does it correctly → delete it or convert to hook + +## What to Include + +### Essential (High Value) + +| Section | Example | +|---------|---------| +| Project context | "Next.js e-commerce app with Stripe" (1 line) | +| Build/test commands | `npm run test`, `pnpm build` | +| Critical gotchas | "Never modify auth.ts directly" | +| Non-obvious conventions | "Use `vi` for state, not `useState`" | +| Domain terminology | "PO = Purchase Order, not Product Owner" | + +### Include Only If Non-Standard + +- Branch naming (if not `feature/`, `fix/`) +- Commit format (if not conventional commits) +- File boundaries (sensitive files to avoid) + +### Do NOT Include + +- Things Claude already knows (general coding practices) +- Obvious patterns (detectable from existing code) +- Lengthy explanations (be terse) +- Aspirational rules (only real problems you've hit) + +## Structure + +```markdown +# Project Name + +One-line description. + +## Commands +- Test: `npm test` +- Build: `npm run build` +- Lint: `npm run lint` + +## Code Style +- [Only non-obvious conventions] + +## Architecture +- [Brief, only if complex] + +## IMPORTANT +- [Critical warnings - use sparingly] +``` + +## Formatting Rules + +- **Bullet points** over paragraphs +- **Markdown headings** to separate modules (prevents instruction bleed) +- **Specific** over vague: "2-space indent" not "format properly" +- **IMPORTANT/YOU MUST** for critical rules (use sparingly or loses effect) + +## File Placement + +| Location | Scope | +|----------|-------| +| `~/.claude/CLAUDE.md` | All sessions (user prefs) | +| `./CLAUDE.md` | Project root (share via git) | +| `./subdir/CLAUDE.md` | Loaded when working in subdir | +| `.claude/rules/*.md` | Auto-loaded as project memory | + +## Optimization Checklist + +Before finalizing: +- [ ] Under 50 lines? (ideal target) +- [ ] Every line solves a real problem you've encountered? +- [ ] No redundancy with other CLAUDE.md locations? +- [ ] No instructions Claude follows by default? +- [ ] Tested by observing if Claude's behavior changes? + +## Maintenance + +- Run `/init` as starting point, then prune aggressively +- Every few weeks: "Review this CLAUDE.md and suggest removals" +- When Claude misbehaves: add specific rule +- When Claude ignores rules: file too long, prune other content + +## Anti-Patterns + +| Don't | Why | +|-------|-----| +| 200+ line CLAUDE.md | Gets ignored | +| "Write clean code" | Claude knows this | +| Duplicate rules across files | Wastes tokens, conflicts | +| Theoretical concerns | Only add for real problems | +| Long prose explanations | Use bullet points | + +## Example: Minimal Effective CLAUDE.md + +```markdown +# MyApp + +React Native app with Expo. Backend is Supabase. + +## Commands +- `pnpm test` - run tests +- `pnpm ios` - run iOS simulator + +## Style +- Prefer Zustand over Context +- Use `clsx` for conditional classes + +## IMPORTANT +- NEVER commit .env files +- Auth logic lives in src/lib/auth.ts only +``` diff --git a/skills/paper-dynasty/SKILL.md b/skills/paper-dynasty/SKILL.md index 257be38..0000d2d 100644 --- a/skills/paper-dynasty/SKILL.md +++ b/skills/paper-dynasty/SKILL.md @@ -54,30 +54,25 @@ A baseball card TCG with digital player cards, team collection, game simulation, ## Critical Rules -### API-Only Data Access +### CLI-First for ALL Operations -✅ **ALWAYS** use the API via `PaperDynastyAPI` client +✅ **ALWAYS** use CLI tools first — they handle auth, formatting, and error handling +❌ **NEVER** write raw Python API calls when a CLI command exists ❌ **NEVER** access local SQLite directly -```python -from api_client import PaperDynastyAPI -api = PaperDynastyAPI(environment='prod') +**paperdomo CLI** (queries, packs, gauntlet, teams): +```bash +python ~/.claude/skills/paper-dynasty/cli.py [command] ``` -**For full API reference**: `reference/api-reference.md` - -### CLI-First for Card Generation - -✅ **ALWAYS** use `pd-cards` CLI with flags -❌ **NEVER** edit Python config files directly - +**pd-cards CLI** (card generation, scouting, uploads): ```bash cd /mnt/NV2/Development/paper-dynasty/card-creation -pd-cards retrosheet process 2005 -c 27 -d Live --end 20050615 -pd-cards scouting all --cardset-id 27 -pd-cards upload s3 --cardset "2005 Live" +pd-cards [command] ``` +Only fall back to the Python API (`api_client.py`) for complex multi-step operations that the CLI doesn't cover (e.g., batch cleanup loops, custom card creation). + **For full CLI reference**: `reference/cli-reference.md` --- @@ -86,9 +81,9 @@ pd-cards upload s3 --cardset "2005 Live" | Workflow | Trigger | Quick Command | |----------|---------|---------------| -| **Database Sync** | "Sync prod to dev" / "Copy production database" | `~/.claude/skills/paper-dynasty/scripts/sync_prod_to_dev.sh` | -| **Gauntlet Cleanup** | "Clean up gauntlet team X" | `python scripts/gauntlet_cleanup.py wipe --team-abbrev X --event-id N` | -| **Pack Distribution** | "Give N packs to everyone" | `DATABASE=prod python scripts/distribute_packs.py --num-packs N` | +| **Database Sync** | "Sync prod to dev" | `~/.claude/skills/paper-dynasty/scripts/sync_prod_to_dev.sh` | +| **Gauntlet Cleanup** | "Clean up gauntlet team X" | `$PD gauntlet cleanup Gauntlet-X -e N -y` | +| **Pack Distribution** | "Give N packs to everyone" | `$PD pack distribute --num N` | | **Scouting Update** | "Update scouting" | `pd-cards scouting all -c 27` | | **Card Generation** | "Generate cards for 2005" | `pd-cards retrosheet process 2005 -c 27 -d Live` | | **Custom Cards** | "Create custom player" | `pd-cards custom preview name` | @@ -97,9 +92,52 @@ pd-cards upload s3 --cardset "2005 Live" **Detailed workflow docs**: `workflows/` directory +### Gauntlet Cleanup Safety + +**Safe to clean**: Gauntlet teams (temporary), completed runs, eliminated teams +**Never clean**: Regular season teams, teams with active gameplay, before tournament ends + +| Data | Action | Reversible? | +|------|--------|-------------| +| Cards | Unassigned (team = NULL) | Yes (reassign) | +| Packs | Deleted | No | +| Run Record | Ended (timestamp set) | Kept in DB | +| Team/Results/Stats | Preserved | Kept in DB | + +**Batch cleanup** (all active runs in an event): +```python +runs = api.list_gauntlet_runs(event_id=8, active_only=True) +for run in runs: + team_id = run['team']['id'] + api.wipe_team_cards(team_id) + for pack in api.list_packs(team_id=team_id): + api.delete_pack(pack['id']) + api.end_gauntlet_run(run['id']) +``` + +### Database Sync Notes + +**Restore a dev backup**: +```bash +BACKUP_FILE=~/.paper-dynasty/db-backups/paperdynasty_dev_YYYYMMDD_HHMMSS.sql +ssh pd-database "docker exec -i sba_postgres psql -U sba_admin -d paperdynasty_dev" < "$BACKUP_FILE" +``` + +**Manual fallback** (if script fails): +```bash +ssh akamai "docker exec sba_postgres pg_dump -U pd_admin -d pd_master --clean --if-exists" > /tmp/pd_prod_dump.sql +ssh pd-database "docker exec -i sba_postgres psql -U sba_admin -d paperdynasty_dev" < /tmp/pd_prod_dump.sql +``` + +**Large databases**: Pipe through `gzip`/`gunzip` for compressed transfer. + --- -## Discord Bot Quick Commands +## Discord Bot + +**Server**: `sba-bots` (10.10.0.88) | **Container**: `paper-dynasty_discord-app_1` | **Compose Dir**: `/home/cal/container-data/paper-dynasty/` + +Related services: PostgreSQL (`paper-dynasty_db_1`), Adminer (`paper-dynasty_adminer_1`, port 8080 — user: `postgres`, pass: `example`, server: `db`) ```bash # Check status @@ -118,21 +156,37 @@ ssh sba-bots "cd /home/cal/container-data/paper-dynasty && docker compose restar ssh sba-bots "docker exec -it paper-dynasty_db_1 psql -U postgres" ``` -**Full troubleshooting**: `workflows/discord-app-troubleshooting.md` +**Key env vars** (in docker-compose.yml): `BOT_TOKEN`, `GUILD_ID`, `API_TOKEN`, `DATABASE` (Prod/Dev), `LOG_LEVEL`, `DB_URL` (usually `db`), `SCOREBOARD_CHANNEL` --- ## Common Patterns -**Team queries**: `api.get_team(abbrev='SKB')` or `api.list_teams(season=5)` +```bash +PD="python ~/.claude/skills/paper-dynasty/cli.py" -**Card queries**: `api.list_cards(team_id=69)` or `api.list_players(rarity='MVP')` +# Teams +$PD team get SKB # Single team details +$PD team list --season 10 # All teams in a season +$PD team cards SKB # Team's card collection -**Gauntlet**: `api.list_gauntlet_runs(event_id=8, active_only=True)` +# Players +$PD player get 12785 # Single player details +$PD player list --rarity MVP --cardset 27 # Filtered player list -**Pack distribution**: `api.distribute_packs(num_packs=10, exclude_team_abbrev=['CAR'])` +# Packs +$PD status # Packs opened today +$PD pack list --team SKB --unopened # Team's unopened packs +$PD pack distribute --num 10 # Give 10 packs to all teams +$PD pack distribute --num 5 --exclude CAR # Exclude a team -**For detailed examples**: `reference/api-reference.md` +# Gauntlet +$PD gauntlet list --active # Active gauntlet runs +$PD gauntlet teams --active # Active gauntlet teams +$PD gauntlet cleanup Gauntlet-SKB -e 9 -y # Wipe a gauntlet team +``` + +Add `--json` to any command for machine-readable output. Add `--env dev` for dev database. --- @@ -163,8 +217,13 @@ pd-cards upload s3 -c "2005 Live" # S3 upload ### paperdomo Commands ```bash -python ~/.claude/skills/paper-dynasty/cli.py status # Packs opened today -python ~/.claude/skills/paper-dynasty/cli.py health # API health check +PD="python ~/.claude/skills/paper-dynasty/cli.py" +$PD health # API health check +$PD status # Packs opened today +$PD team list/get/cards # Team operations +$PD player get/list # Player operations +$PD pack list/today/distribute # Pack operations +$PD gauntlet list/teams/cleanup # Gauntlet operations ``` --- @@ -181,12 +240,10 @@ python ~/.claude/skills/paper-dynasty/cli.py health # API health check │ ├── api-reference.md # Endpoints, authentication, client examples │ └── cli-reference.md # Full paperdomo & pd-cards commands ├── workflows/ -│ ├── gauntlet-cleanup.md │ ├── card-generation.md -│ ├── card-refresh.md -│ ├── custom-card-creation.md -│ ├── discord-app-troubleshooting.md -│ └── TROUBLESHOOTING.md # Card rendering issues +│ ├── card_utilities.py # Card refresh pipeline (fetch → S3 → update) +│ ├── custom-card-creation.md # Archetypes, manual creation, rating rules +│ └── TROUBLESHOOTING.md # Card rendering issues └── scripts/ ├── distribute_packs.py ├── gauntlet_cleanup.py @@ -207,11 +264,9 @@ python ~/.claude/skills/paper-dynasty/cli.py health # API health check | Database model details | `reference/database-schema.md` | | API endpoints & client usage | `reference/api-reference.md` | | Full CLI command reference | `reference/cli-reference.md` | -| Database sync workflow | `workflows/database-sync.md` | | Card rendering issues | `workflows/TROUBLESHOOTING.md` | -| Bot server debugging | `workflows/discord-app-troubleshooting.md` | --- -**Last Updated**: 2025-01-30 -**Version**: 2.0 (Refactored to reference-based structure) +**Last Updated**: 2026-02-12 +**Version**: 2.5 (CLI-first: rewrote Critical Rules, Common Patterns, and Workflows to prefer CLI over raw API calls) diff --git a/skills/paper-dynasty/api_client.py b/skills/paper-dynasty/api_client.py index 7837249..6f90ad6 100755 --- a/skills/paper-dynasty/api_client.py +++ b/skills/paper-dynasty/api_client.py @@ -39,7 +39,7 @@ class PaperDynastyAPI: Args: environment: 'prod' or 'dev' - token: API token (defaults to API_TOKEN env var) + token: API token (defaults to API_TOKEN env var). Only required for write operations (POST/PATCH/DELETE). verbose: Print request/response details """ self.env = environment.lower() @@ -51,17 +51,18 @@ class PaperDynastyAPI: self.token = token or os.getenv('API_TOKEN') self.verbose = verbose + self.headers = {'Content-Type': 'application/json'} + if self.token: + self.headers['Authorization'] = f'Bearer {self.token}' + + def _require_token(self): + """Raise if no API token is set (needed for write operations)""" if not self.token: raise ValueError( - "API_TOKEN environment variable required. " + "API_TOKEN required for write operations. " "Set it with: export API_TOKEN='your-token-here'" ) - self.headers = { - 'Authorization': f'Bearer {self.token}', - 'Content-Type': 'application/json' - } - def _log(self, message: str): """Print message if verbose mode enabled""" if self.verbose: @@ -94,6 +95,7 @@ class PaperDynastyAPI: def post(self, endpoint: str, payload: Optional[Dict] = None, timeout: int = 10) -> Any: """POST request to API""" + self._require_token() url = self._build_url(endpoint) self._log(f"POST {url}") response = requests.post(url, headers=self.headers, json=payload, timeout=timeout) @@ -102,6 +104,7 @@ class PaperDynastyAPI: def patch(self, endpoint: str, object_id: int, params: List, timeout: int = 10) -> Dict: """PATCH request to API""" + self._require_token() url = self._build_url(endpoint, object_id=object_id, params=params) self._log(f"PATCH {url}") response = requests.patch(url, headers=self.headers, timeout=timeout) @@ -110,6 +113,7 @@ class PaperDynastyAPI: def delete(self, endpoint: str, object_id: int, timeout: int = 10) -> str: """DELETE request to API""" + self._require_token() url = self._build_url(endpoint, object_id=object_id) self._log(f"DELETE {url}") response = requests.delete(url, headers=self.headers, timeout=timeout) @@ -180,7 +184,7 @@ class PaperDynastyAPI: def list_cards(self, team_id: Optional[int] = None, player_id: Optional[int] = None) -> List[Dict]: """ - List cards + List cards. At least one filter is required to avoid massive unfiltered queries. Args: team_id: Filter by team @@ -189,6 +193,9 @@ class PaperDynastyAPI: Returns: List of card dicts """ + if not team_id and not player_id: + raise ValueError("list_cards requires at least one filter (team_id or player_id)") + params = [] if team_id: params.append(('team_id', team_id)) @@ -233,6 +240,9 @@ class PaperDynastyAPI: # Large query with extended timeout packs = api.list_packs(opened=True, limit=2000, timeout=30) """ + if team_id is None and opened is None: + raise ValueError("list_packs requires at least one filter (team_id or opened)") + params = [] if team_id: params.append(('team_id', team_id)) @@ -526,24 +536,28 @@ class PaperDynastyAPI: """ return self.get('players', object_id=player_id) - def list_players(self, cardset_id: Optional[int] = None, rarity: Optional[str] = None) -> List[Dict]: + def list_players(self, cardset_id: Optional[int] = None, rarity: Optional[str] = None, timeout: int = 30) -> List[Dict]: """ - List players + List players. At least one filter is required to avoid massive unfiltered queries. Args: cardset_id: Filter by cardset rarity: Filter by rarity + timeout: Request timeout in seconds (default: 30, player lists are large) Returns: List of player dicts """ + if not cardset_id and not rarity: + raise ValueError("list_players requires at least one filter (cardset_id or rarity)") + params = [] if cardset_id: params.append(('cardset', cardset_id)) if rarity: params.append(('rarity', rarity)) - result = self.get('players', params=params if params else None) + result = self.get('players', params=params, timeout=timeout) return result.get('players', []) # ==================== @@ -552,7 +566,7 @@ class PaperDynastyAPI: def list_results(self, season: Optional[int] = None, team_id: Optional[int] = None) -> List[Dict]: """ - List game results + List game results. At least one filter is required to avoid massive unfiltered queries. Args: season: Filter by season @@ -561,6 +575,9 @@ class PaperDynastyAPI: Returns: List of result dicts """ + if not season and not team_id: + raise ValueError("list_results requires at least one filter (season or team_id)") + params = [] if season: params.append(('season', season)) diff --git a/skills/paper-dynasty/cli.py b/skills/paper-dynasty/cli.py index d8298b4..fda09b1 100755 --- a/skills/paper-dynasty/cli.py +++ b/skills/paper-dynasty/cli.py @@ -107,16 +107,8 @@ def main( verbose: Annotated[bool, typer.Option("--verbose", "-v", help="Verbose output")] = False, ): """Paper Dynasty Baseball Card Game CLI""" - try: - state.api = PaperDynastyAPI(environment=env, verbose=verbose) - state.json_output = json_output - except ValueError as e: - console.print(f"[red]Configuration Error:[/red] {e}") - console.print("\nSet API_TOKEN environment variable:") - console.print(" export API_TOKEN='your-token-here'") - raise typer.Exit(1) - except Exception as e: - handle_error(e) + state.api = PaperDynastyAPI(environment=env, verbose=verbose) + state.json_output = json_output # ============================================================================ @@ -352,7 +344,7 @@ def pack_today(): def pack_distribute( num: Annotated[int, typer.Option("--num", "-n", help="Number of packs per team")] = 5, exclude: Annotated[Optional[List[str]], typer.Option("--exclude", "-x", help="Team abbrevs to exclude")] = None, - pack_type: Annotated[int, typer.Option("--pack-type", help="Pack type ID (1=Standard)")] = 1, + pack_type: Annotated[int, typer.Option("--pack-type", help="1=Standard, 2=Starter, 3=Premium, 4=Check-In, 5=MVP, 6=All Star, 7=Mario, 8=Team Choice, 9=Promo Choice")] = 1, dry_run: Annotated[bool, typer.Option("--dry-run", help="Show what would be done")] = False, ): """Distribute packs to all human teams""" @@ -431,13 +423,14 @@ def gauntlet_list( rows = [] for r in runs: team = r.get('team', {}) - is_active = "Active" if r.get('ended', 0) == 0 else "Ended" + is_active = "Active" if r.get('ended') is None else "Ended" + gauntlet = r.get('gauntlet', {}) rows.append([ r['id'], team.get('abbrev', 'N/A'), r.get('wins', 0), r.get('losses', 0), - r.get('gauntlet_id', 'N/A'), + gauntlet.get('id', 'N/A'), is_active ]) @@ -573,20 +566,22 @@ def player_get( # Get positions positions = [] for i in range(1, 9): - pos = player.get(f'pos{i}') + pos = player.get(f'pos_{i}') if pos: positions.append(pos) cardset = player.get('cardset', {}) + rarity = player.get('rarity', {}) + rarity_name = rarity.get('name', 'N/A') if isinstance(rarity, dict) else rarity panel = Panel( f"[bold]ID:[/bold] {player['player_id']}\n" f"[bold]Name:[/bold] {player.get('p_name', 'Unknown')}\n" - f"[bold]Rarity:[/bold] {player.get('rarity', 'N/A')}\n" + f"[bold]Rarity:[/bold] {rarity_name}\n" f"[bold]Cost:[/bold] {player.get('cost', 0)}\n" f"[bold]Positions:[/bold] {', '.join(positions) if positions else 'N/A'}\n" f"[bold]Cardset:[/bold] {cardset.get('name', 'N/A')} (ID: {cardset.get('id', 'N/A')})\n" - f"[bold]Bats/Throws:[/bold] {player.get('bats', 'N/A')}/{player.get('throws', 'N/A')}", + f"[bold]Hand:[/bold] {player.get('hand', 'N/A')}", title=f"Player: {player.get('p_name', 'Unknown')}", border_style="blue", ) @@ -617,10 +612,12 @@ def player_list( rows = [] for p in players[:limit]: cs = p.get('cardset', {}) + rarity = p.get('rarity', {}) + rarity_name = rarity.get('name', '') if isinstance(rarity, dict) else rarity rows.append([ p['player_id'], p.get('p_name', 'Unknown'), - p.get('rarity', ''), + rarity_name, p.get('cost', 0), cs.get('name', 'N/A') ]) diff --git a/skills/paper-dynasty/workflows/card-generation.md b/skills/paper-dynasty/workflows/card-generation.md index 62fdbd8..a0bc76d 100644 --- a/skills/paper-dynasty/workflows/card-generation.md +++ b/skills/paper-dynasty/workflows/card-generation.md @@ -1,968 +1,112 @@ ---- -name: paper-dynasty-cards -description: Weekly Paper Dynasty card generation workflow - updates player cards, validates positions, uploads to S3, generates scouting CSVs, and transfers to production server ---- +# Card Generation Workflow -# Paper Dynasty Weekly Card Generation Workflow +## Pre-Flight -**Purpose**: Automate the weekly process of generating updated player cards for Paper Dynasty TCG. +Ask the user before starting: +1. **Refresh or new date range?** (refresh keeps existing config) +2. **Which environment?** (prod or dev) +3. **Which cardset?** (e.g., 27 for "2005 Live") -**When to Use**: -- User says "generate cards", "weekly cards", "card update", "run card workflow", "weekly card update" -- User mentions updating Paper Dynasty cards or player data -- When new baseball statistics are available (weekly or monthly) +All commands run from `/mnt/NV2/Development/paper-dynasty/card-creation/`. ---- +## Steps -## Workflow Overview - -This skill orchestrates an **8-step automated process**: - -1. ✅ **Verify Configuration** - Check database environment and date settings -2. 🎨 **Generate Player Cards** - Run retrosheet_data.py to POST cards to API -3. ✅ **Verify Position Assignments** - Validate defensive positions and DH counts -4. 🖼️ **Generate Card Images (No Upload)** - Trigger image generation via API (bug can occur here) -5. 🔍 **Database Validation** - Check for negative values created during image generation (CRITICAL) -6. ☁️ **Upload Cards to S3** - Re-run with upload enabled (uses cached images, fast) -7. 📊 **Generate Scouting CSVs** - Run batting/pitching scouting scripts -8. 📤 **Upload Scouting to Server** - Transfer CSVs to production database server - ---- - -## File Locations - -**Base Directory**: `/mnt/NV2/Development/paper-dynasty/card-creation/` - -**Key Files**: -- `db_calls.py` - Database configuration (prod vs dev) -- `retrosheet_data.py` - Main card generation script (POSTs to API) -- `check_positions.sh` - Position validation script -- `check_cards_and_upload.py` - S3 upload script -- `scouting_batters.py` - Generate batting scouting CSVs -- `scouting_pitchers.py` - Generate pitching scouting CSVs - -**Virtual Environment**: -- Location: `venv/` subdirectory -- **Required**: Must activate before running scripts (`source venv/bin/activate`) - -**Scouting Output**: -- Directory: `scouting/` -- Files: `batting-basic.csv`, `batting-ratings.csv`, `pitching-basic.csv`, `pitching-ratings.csv` - -**Remote Server**: -- Host: `10.10.0.42` (alias: `sba-db`) -- Destination: `container-data/pd-database/storage/` -- Files overwrite existing scouting CSVs - ---- - -## Important Architecture Notes - -**Card Generation Flow**: -1. `retrosheet_data.py` processes Retrosheet play-by-play data -2. Calculates batting, pitching, and defensive ratings -3. POSTs player data directly to Paper Dynasty API (not local database) -4. API stores cards in production database -5. Cards are dynamically rendered when accessed via URL -6. nginx caches rendered cards for performance - -**Critical Bug Prevention Strategy**: -- **Bug Location**: Card IMAGE GENERATION (when API renders card) can create negative groundball_b values -- **Prevention**: Run `check_cards_and_upload.py` TWICE: - 1. **First run** (Step 4): UPLOAD_TO_S3=False - triggers image generation, catches bugs - 2. **Validation** (Step 5): Check database for negative values - STOP if errors found - 3. **Second run** (Step 6): UPLOAD_TO_S3=True - uploads validated images (fast, uses cache) -- **Why This Works**: Images cached after first run, so second run is fast and safe - -**Data Sources**: -- Retrosheet events CSV (play-by-play data) -- Baseball Reference defensive stats (CSV files in `data-input/`) -- FanGraphs splits (if needed for specific cardsets) - -**API Environments**: -- Production: `https://pd.manticorum.com/api` -- Development: `https://pddev.manticorum.com/api` -- Configured in `db_calls.py` via `alt_database` variable - ---- - -## Step-by-Step Workflow - -### Step 0: Pre-Flight Questions ❓ - -**Ask user for clarification**: -1. **Is this a refresh or new date range?** - - Refresh: Keep existing START_DATE/END_DATE - - New: User will provide new date range - -2. **Which environment?** - - Production (default): `alt_database = False` - - Development: `alt_database = 'dev'` - -3. **Which cardset?** - - Confirm CARDSET_ID (e.g., 27 for "2005 Live") - ---- - -### Step 1: Verify Configuration ✅ - -**Purpose**: Ensure correct database environment and settings before execution - -**Check Database Environment** (`db_calls.py`): ```bash -cd /mnt/NV2/Development/paper-dynasty/card-creation -grep -n "alt_database\|DB_URL" db_calls.py | head -15 +# 1. Verify config (dry-run shows settings without executing) +pd-cards retrosheet process <year> -c <cardset_id> -d <description> --dry-run + +# 2. Generate cards (POSTs player data to API) +pd-cards retrosheet process <year> -c <cardset_id> -d <description> --end <YYYYMMDD> + +# 3. Validate positions (DH count MUST be <5; high DH = defense calc failure) +pd-cards retrosheet validate <cardset_id> + +# 4. Generate images WITHOUT upload (triggers rendering; groundball_b bug can occur here) +pd-cards upload check -c "<cardset name>" + +# 5. CRITICAL: Validate database for negative groundball_b — STOP if errors found +# (see "Bug Prevention" section below) + +# 6. Upload to S3 (fast — uses cached images from step 4) +pd-cards upload s3 -c "<cardset name>" + +# 7. Generate scouting reports +pd-cards scouting all -c <cardset_id> + +# 8. Upload scouting CSVs to production server +scp scouting/*.csv sba-db:container-data/pd-database/storage/ ``` -**Expected for Production**: -- `alt_database = False` -- `DB_URL = 'https://pd.manticorum.com/api'` - -**Check Date Range** (`retrosheet_data.py`): -```bash -grep -E "^(START_DATE|END_DATE|SEASON_PCT|CARDSET_ID|PLAYER_DESCRIPTION)" retrosheet_data.py | head -10 -``` - -**Key Configuration Variables**: -- `START_DATE`: Start date in YYYYMMDD format (e.g., 20050301) -- `END_DATE`: End date in YYYYMMDD format (e.g., 20050430) -- `SEASON_PCT`: Percentage of season completed (e.g., 28/162 for games played) -- `CARDSET_ID`: Target cardset ID (27 for 2005 Live, 28 for promos) -- `PLAYER_DESCRIPTION`: 'Live' for season cards, '<Month> PotM' for promos -- `MIN_PA_VL`, `MIN_PA_VR`: Minimum plate appearances (20/40 for live, 50/75 for season) -- `POST_DATA`: Should be `True` for production runs - -**Validation**: -- ✅ Database environment matches intent (prod/dev) -- ✅ Date range is correct (YYYYMMDD format) -- ✅ SEASON_PCT matches games played -- ✅ CARDSET_ID matches target cardset -- ✅ POST_DATA = True - -**Data Files Check**: -```bash -ls -la data-input/retrosheet/retrosheets_events_*.csv -ls -la "data-input/2005 Live Cardset/" # Or appropriate cardset directory -``` - -**Expected**: -- ✅ Retrosheet events CSV present -- ✅ Defense CSVs present (defense_c.csv, defense_1b.csv, etc.) -- ✅ pitching.csv and running.csv present +**Verify scouting upload**: `ssh sba-db "ls -lh container-data/pd-database/storage/ | grep -E 'batting|pitching'"` --- -### Step 2: Generate Player Cards 🎨 +## Bug Prevention: The Double-Run Pattern -**Purpose**: Process statistics and POST player cards to Paper Dynasty API +Card image generation (step 4) can create **negative groundball_b values** that crash game simulation. The prevention strategy: -**Command**: -```bash -cd /mnt/NV2/Development/paper-dynasty/card-creation -source venv/bin/activate -python retrosheet_data.py -``` +1. **Step 4**: Run `upload check` (no S3 upload) — triggers image rendering and caches images +2. **Step 5**: Query database for negative groundball_b — **STOP if any found** +3. **Step 6**: Run `upload s3` — uploads the already-cached (validated) images. Fast because images are cached from step 4. -**What This Script Does**: -1. Loads Retrosheet play-by-play data (uses cached normalized CSV if available) -2. Calculates batting statistics and ratings vs L/R -3. Calculates pitching statistics and ERA/WHIP -4. Loads defensive statistics from Baseball Reference CSVs -5. Calculates defensive ratings (range, error, arm strength) -6. Assigns positions based on innings played -7. Calculates rarity based on total OPS -8. POSTs all player data to Paper Dynasty API +**Never skip step 5.** Broken cards uploaded to S3 affect all players immediately. -**Expected Output**: -``` -Running the batter calcs... -ID lookup: X.XXs -Get base dataframe: X.XXs -... -Posted XXX players to the database +### Step 5 Validation Query -Batter time: X.XXs - -Posted XXX pitchers to the database - -Pitcher time: X.XXs -Total: X.XXs - -Done! -``` - -**Validation**: -- ✅ Script completes without errors -- ✅ "Posted XXX players to the database" logged for batters -- ✅ "Posted XXX pitchers to the database" logged for pitchers -- ✅ Total time is reasonable (3-5 minutes typical) - -**Common Errors** (logged as ERROR): -- "Have surplus of X.XX chances" - Normal rounding adjustments -- "Adding X.XX results to all other ob" - Normal probability adjustments -- These are informational and expected - ---- - -### Step 3: Verify Position Assignments ✅ - -**Purpose**: Validate defensive positions and catch assignment issues - -**Command**: -```bash -cd /mnt/NV2/Development/paper-dynasty/card-creation -source venv/bin/activate -./scripts/check_positions.sh <CARDSET_ID> [API_URL] -``` - -**Examples**: -```bash -# Production -./scripts/check_positions.sh 27 - -# Development -./scripts/check_positions.sh 27 https://pddev.manticorum.com/api -``` - -**What This Script Checks**: -1. **DH Count**: Should be <5 for full-season cards (many DH = defensive calc failure) -2. **Outfield Positions**: Verifies LF/CF/RF assignments present -3. **CardPositions Table**: Confirms defensive positions stored correctly - -**Expected Output**: -``` -====================================== -Position Analysis for Cardset 27 -API: https://pd.manticorum.com/api -====================================== - -Total players: 283 - -=== Position 1 Distribution === - 122 SP - 23 RF - 22 1B - ... - 3 DH - -=== DH Analysis === -Total DH players: 3 -✅ DH count is normal (3) - -=== Outfield Analysis === -Total outfielders: 62 - LF: 19 - CF: 20 - RF: 23 -✅ Outfield count looks normal (62) - -=== CardPositions Table Check === -Outfield positions in cardpositions table: 104 -✅ CardPositions table looks good -``` - -**Validation**: -- ✅ DH count < 5 (indicates defensive calculations succeeded) -- ✅ Outfielders present (LF, CF, RF assigned) -- ✅ CardPositions table has outfield positions -- ✅ No anomalies flagged - -**If Validation Fails**: -- ❌ STOP workflow -- 🛑 Report issue to user -- 📋 Common causes: - - Defense CSV files missing or malformed - - Column name mismatches (tz_runs_total vs tz_runs_outfield) - - Data fetch failures from Baseball Reference -- ⚠️ User must fix data and re-run Step 2 before continuing - ---- - -### Step 4: Generate Card Images (No Upload) 🖼️ - -**Purpose**: Trigger card image generation via API GET requests WITHOUT uploading to S3 - -**CRITICAL**: This step generates the card images, which is where the groundball_b calculation bug can occur. We must validate the database after this step before uploading to S3. - -**Configuration Check** (`check_cards_and_upload.py`): -```bash -grep -E "^(UPLOAD_TO_S3|UPDATE_PLAYER_URLS)" check_cards_and_upload.py -``` - -**Required Settings**: -- `UPLOAD_TO_S3 = False` ❌ (disabled for this step) -- `UPDATE_PLAYER_URLS = False` ❌ (disabled for this step) - -**Command**: -```bash -cd /mnt/NV2/Development/paper-dynasty/card-creation -source venv/bin/activate -python check_cards_and_upload.py -``` - -**What Happens**: -1. Script queries API for all players in cardset -2. For each player, makes API GET request to card image endpoint -3. **API generates card images** (this is where bugs can occur) -4. Images are cached by API/database -5. Script does NOT upload to S3 (UPLOAD_TO_S3=False) -6. Script does NOT update player URLs (UPDATE_PLAYER_URLS=False) - -**Expected Output**: -``` -Searching for cardset: 2005 Live - -Release date for cards: 2025-11-10 -S3 Upload: DISABLED -URL Update: DISABLED - -Card #1 being pulled is Alfonso Soriano... -Card #21 being pulled is Raul Ibanez... -... -Card #281 being pulled is Joe Mays... - -============================================================ -SUMMARY -============================================================ - -Errors: 0 -Successes: 283 -S3 Uploads: 0 (disabled) -URL Updates: 0 (disabled) - -Total runtime: XXX.XX seconds -============================================================ -``` - -**Validation**: -- ✅ Errors: 0 -- ✅ Successes = Total cards -- ✅ All card images generated via API -- ✅ S3 Uploads: 0 (disabled) - -**Why This Step Matters**: -- **Bug Detection**: Card image generation can create negative groundball_b values -- **No Production Impact**: Since S3 upload is disabled, bugs don't go live -- **Image Caching**: Generated images are cached for fast re-use in Step 6 -- **Safety Gate**: Allows validation before publishing to S3 - ---- - -### Step 5: Database Validation 🔍 - -**Purpose**: Check for erroneous data values created during card image generation - -**CRITICAL**: This step must be performed AFTER image generation (Step 4) and BEFORE S3 upload (Step 6) to prevent broken cards from going live. - -**What to Check**: -1. **Negative groundball_b values** (causes gameplay crashes) -2. **Invalid ranges** (values > 100 or < 0 in percentage fields) -3. **NULL values** in required fields - -**Access Database**: - -The cards are stored in the production database, so we need to query via API or access the remote database directly. - -**Option A: Query via API** (Recommended): -```bash -cd /mnt/NV2/Development/paper-dynasty/card-creation -source venv/bin/activate - -# Use Python to query API for potential issues -python -c " +```python from db_calls import db_get import asyncio async def check_cards(): - # Get all batting cards for cardset cards = await db_get('battingcards', params=[('cardset', 27)]) - errors = [] for card in cards: - # Check for negative groundball_b if card.get('groundball_b', 0) < 0: - errors.append(f\"Player {card.get('player_id')}: negative groundball_b = {card.get('groundball_b')}\") - - # Check for invalid ranges + errors.append(f"Player {card.get('player_id')}: groundball_b = {card.get('groundball_b')}") for field in ['gb_b', 'fb_b', 'ld_b']: val = card.get(field, 0) if val < 0 or val > 100: - errors.append(f\"Player {card.get('player_id')}: {field} out of range = {val}\") - + errors.append(f"Player {card.get('player_id')}: {field} = {val}") if errors: - print('\\n❌ VALIDATION ERRORS FOUND:') - for error in errors: - print(f' - {error}') - print('\\n🛑 DO NOT PROCEED - Fix data and re-run Step 2') - return False + print('\n'.join(errors)) + print('\nDO NOT PROCEED — fix data and re-run step 2') else: - print('✅ Database validation passed - no errors found') - return True + print('Validation passed') asyncio.run(check_cards()) -" -``` - -**Option B: Direct Database Query** (If remote database accessible): -```bash -# Connect to remote database -ssh sba-db "sqlite3 container-data/pd-database/storage/pd_master.db <<EOF --- Find batting cards with negative groundball_b -SELECT - bc.id as card_id, - p.p_name as player_name, - bc.groundball_b, - r.name as rarity -FROM battingcards bc -JOIN players p ON bc.player_id = p.player_id -JOIN rarities r ON p.rarity = r.id -WHERE bc.cardset = 27 - AND bc.groundball_b < 0 -ORDER BY bc.groundball_b ASC; - --- Find batting cards with invalid ranges -SELECT - bc.id as card_id, - p.p_name as player_name, - bc.gb_b, bc.fb_b, bc.ld_b -FROM battingcards bc -JOIN players p ON bc.player_id = p.player_id -WHERE bc.cardset = 27 - AND (bc.gb_b < 0 OR bc.gb_b > 100 - OR bc.fb_b < 0 OR bc.fb_b > 100 - OR bc.ld_b < 0 OR bc.ld_b > 100) -LIMIT 10; -EOF -" -``` - -**Option C: Validation Script** (Best - Create if doesn't exist): -```bash -cd /mnt/NV2/Development/paper-dynasty/card-creation -source venv/bin/activate -python scripts/validate_cards.py --cardset 27 -``` - -**Expected Output (Success)**: -``` -Checking batting cards for cardset 27... -✅ No negative groundball_b values found -✅ No invalid range values found -✅ No NULL values in required fields - -Checking pitching cards for cardset 27... -✅ No invalid ERA/WHIP values found -✅ No out-of-range percentages found - -✅ DATABASE VALIDATION PASSED -Safe to proceed with S3 upload -``` - -**If Errors Found**: -``` -❌ VALIDATION ERRORS FOUND: - -Batting Cards: - - Player 12745 (Ichiro Suzuki): groundball_b = -2.3 - - Player 12801 (Derek Jeter): groundball_b = -0.5 - - Player 12834 (Manny Ramirez): fb_b = 105.2 (out of range) - -Pitching Cards: - - Player 12905 (Pedro Martinez): era_vl = -1.23 - -🛑 DO NOT PROCEED WITH S3 UPLOAD -Fix data and re-run Step 2 (retrosheet_data.py) -``` - -**Validation**: -- ✅ Zero errors found -- ✅ All groundball_b values >= 0 -- ✅ All percentage fields in valid range (0-100) -- ✅ No NULL values in critical fields - -**If Validation Fails**: -1. ❌ **STOP WORKFLOW IMMEDIATELY** -2. 🛑 **DO NOT UPLOAD TO S3** - broken cards would go live -3. 📋 **Document Errors**: List all players with invalid values -4. 🔧 **Root Cause Analysis**: - - Check calculation logic in `batters/calcs_batter.py` - - Verify input data quality - - Check for division by zero errors - - Verify data type conversions -5. ⚠️ **Fix and Re-Run**: User must correct data and re-run Step 2 -6. 🔄 **Re-Validate**: Run this step again before proceeding - -**Why This Matters**: -- **Gameplay Crashes**: Negative groundball_b causes game simulation to fail -- **Card Rendering Errors**: Invalid ranges break card image generation -- **Data Integrity**: NULL values cause API errors -- **User Experience**: Broken cards uploaded to S3 affect all players immediately - ---- - -### Step 6: Upload Cards to S3 ☁️ - -**Purpose**: Re-run card fetch WITH S3 upload enabled (uses cached images from Step 4) - -**IMPORTANT**: Only proceed if Step 5 (Database Validation) passed with zero errors. - -**Configuration Check** (`check_cards_and_upload.py`): -```bash -grep -E "^(CARDSET_NAME|UPLOAD_TO_S3|UPDATE_PLAYER_URLS|TEST_COUNT)" check_cards_and_upload.py | head -10 -``` - -**Required Settings** (change from Step 4): -- `CARDSET_NAME = '2005 Live'` (or target cardset) -- `UPLOAD_TO_S3 = True` ✅ (enabled for this step) -- `UPDATE_PLAYER_URLS = True` ✅ (enabled for this step) -- `TEST_COUNT = 9999` (or None for all cards) - -**Command**: -```bash -cd /mnt/NV2/Development/paper-dynasty/card-creation -source venv/bin/activate -python check_cards_and_upload.py -``` - -**What This Script Does**: -1. Queries API for all players in specified cardset -2. For each player, fetches card image from API endpoint: - - Batting cards: `/v2/players/{id}/battingcard?d={date}` - - Pitching cards: `/v2/players/{id}/pitchingcard?d={date}` - - **Fast**: Images were already generated in Step 4 and are cached -3. Uploads PNG to S3 with zero-padded cardset ID: - - `cards/cardset-027/player-{id}/battingcard.png` -4. Adds cache-busting query parameter: `?d=YYYY-MM-DD` -5. Updates player record with S3 URL via PATCH - -**Expected Output**: -``` -Searching for cardset: 2005 Live - -Release date for cards: 2025-11-10 -S3 Upload: ENABLED -URL Update: ENABLED - -Card #1 being pulled is Alfonso Soriano... -Card #21 being pulled is Raul Ibanez... -... -Card #281 being pulled is Joe Mays... - -============================================================ -SUMMARY -============================================================ - -Errors: 0 -Successes: 283 -S3 Uploads: 283 - First upload: https://paper-dynasty.s3.us-east-1.amazonaws.com/cards/cardset-027/player-12724/battingcard.png?d=2025-11-10 -URL Updates: 283 - -Total runtime: XXX.XX seconds -============================================================ -``` - -**Validation**: -- ✅ Errors: 0 -- ✅ Successes = Total cards -- ✅ S3 Uploads = Total cards -- ✅ URL Updates = Total cards -- ✅ Example S3 URL shown and accessible - -**AWS Requirements**: -- AWS CLI configured with credentials (`~/.aws/credentials`) -- IAM permissions: `s3:PutObject`, `s3:GetObject`, `s3:ListBucket` -- Bucket: `paper-dynasty` -- Region: `us-east-1` - -**Performance**: -- **Much faster than Step 4** since images are cached -- Typical: ~5-10 minutes for 283 cards (vs 15-20 min for Step 4) -- Uses persistent aiohttp session for efficient connection reuse -- 5-minute cache control on S3 objects - ---- - -### Step 7: Generate Scouting CSVs 📊 - -**Purpose**: Create scouting report CSVs for database import - -**5a: Generate Batting Scouting**: -```bash -cd /mnt/NV2/Development/paper-dynasty/card-creation -source venv/bin/activate -python scouting_batters.py -``` - -**Expected Output**: -``` -Pulling scouting data -Pulling all batting card ratings and positions -Pulled XXXXX batting card ratings and XXXXX positions - -Building base dataframes -Base dataframes are complete - -Building combined dataframe -Combined dataframe is complete - -Building range series -Processed 9 position ranges - -Building error series -Processed 9 position errors - -Building OF arm series -Processed XXXX OF arms - -Building C arm series -Processed XXX catcher arms - -... - -All done with batters! -``` - -**5b: Generate Pitching Scouting**: -```bash -cd /mnt/NV2/Development/paper-dynasty/card-creation -source venv/bin/activate -python scouting_pitchers.py -``` - -**Expected Output**: -``` -Pulling scouting data -Pulling all pitching card ratings and positions -Pulled XXXXX batting card ratings and XXXX positions - -Building base dataframes -Base dataframes are complete - -Building defense series -Processed XXXX defense series - -... - -All done with pitchers! -``` - -**Generated Files**: -```bash -ls -lh scouting/ -``` - -**Expected**: -- `batting-basic.csv` (~500K) -- `batting-ratings.csv` (~3M) -- `pitching-basic.csv` (~600K) -- `pitching-ratings.csv` (~3M) - -**Validation**: -- ✅ 4 CSV files created -- ✅ File sizes non-zero and reasonable -- ✅ No errors during generation - -**What These Files Contain**: -- **Basic CSVs**: Scouting grades (Speed, Stealing, Vision, Control, Stuff, etc.) -- **Ratings CSVs**: Detailed ratings comparisons across all players -- Used by Paper Dynasty database for player comparisons and analytics - ---- - -### Step 8: Upload Scouting to Server 📤 - -**Purpose**: Transfer scouting CSVs to production database server - -**Remote Server**: -- Host: `10.10.0.42` -- SSH Alias: `sba-db` -- User: `cal` -- Destination: `container-data/pd-database/storage/` - -**Pre-Flight Check**: -```bash -# Test SSH connection -ssh sba-db "echo 'Connection successful'" -``` - -**Transfer Command**: -```bash -cd /mnt/NV2/Development/paper-dynasty/card-creation -scp scouting/batting-basic.csv \ - scouting/batting-ratings.csv \ - scouting/pitching-basic.csv \ - scouting/pitching-ratings.csv \ - sba-db:container-data/pd-database/storage/ -``` - -**Note**: Files will **overwrite** existing CSVs on the server - -**Verification**: -```bash -# Check files on remote server -ssh sba-db "ls -lh container-data/pd-database/storage/ | grep -E 'batting|pitching'" -``` - -**Expected Output**: -``` --rw-rw-r-- 1 cal cal 525K Nov 10 10:27 batting-basic.csv --rw-rw-r-- 1 cal cal 2.9M Nov 10 10:27 batting-ratings.csv --rw-rw-r-- 1 cal cal 597K Nov 10 10:27 pitching-basic.csv --rw-rw-r-- 1 cal cal 2.9M Nov 10 10:27 pitching-ratings.csv -``` - -**Validation**: -- ✅ 4 files transferred -- ✅ Timestamps updated to current time -- ✅ File sizes match local copies -- ✅ No transfer errors - ---- - -## Quick Reference Commands - -**Full Weekly Refresh** (same date range): -```bash -cd /mnt/NV2/Development/paper-dynasty/card-creation - -# 1. Verify configuration -grep "alt_database" db_calls.py -grep -E "^(START_DATE|END_DATE)" retrosheet_data.py - -# 2. Generate cards -source venv/bin/activate -python retrosheet_data.py - -# 3. Verify positions -./scripts/check_positions.sh 27 - -# 4. Generate card images (UPLOAD_TO_S3=False, UPDATE_PLAYER_URLS=False) -python check_cards_and_upload.py - -# 5. Validate database for negative values (CRITICAL - must pass before Step 6) -# Use validation script or manual query (see Step 5 documentation) - -# 6. Upload to S3 (UPLOAD_TO_S3=True, UPDATE_PLAYER_URLS=True) -python check_cards_and_upload.py - -# 7. Generate scouting -python scouting_batters.py -python scouting_pitchers.py - -# 8. Upload scouting -scp scouting/*.csv sba-db:container-data/pd-database/storage/ -``` - -**Verify Remote Scouting Files**: -```bash -ssh sba-db "ls -lh container-data/pd-database/storage/ | grep -E 'batting|pitching'" ``` --- -## Configuration Reference +## Architecture -### retrosheet_data.py Key Variables +- `retrosheet_data.py` processes Retrosheet play-by-play data, calculates ratings, POSTs to API +- API stores cards in production database; cards are rendered on-demand via URL +- nginx caches rendered card images by date parameter (`?d=YYYY-MM-DD`) +- All operations are idempotent and safe to re-run -```python -# Date Range (YYYYMMDD format) -START_DATE = 20050301 -END_DATE = 20050430 +**Data sources**: Retrosheet events CSV, Baseball Reference defense CSVs (`data-input/`), FanGraphs splits (if needed) -# Season Progress -SEASON_PCT = 28 / 162 # Games played / Total games +**Required input files**: +- `data-input/retrosheet/retrosheets_events_*.csv` +- `data-input/<cardset name>/defense_*.csv` (defense_c.csv, defense_1b.csv, etc.) +- `data-input/<cardset name>/pitching.csv`, `running.csv` -# Cardset Configuration -CARDSET_ID = 27 # 27: 2005 Live, 28: 2005 Promos -PLAYER_DESCRIPTION = 'Live' # 'Live' or '<Month> PotM' - -# Minimum Playing Time -MIN_PA_VL = 20 # vs LHP (20 for live, 50 for season, 1 for promos) -MIN_PA_VR = 40 # vs RHP (40 for live, 75 for season, 1 for promos) -MIN_TBF_VL = MIN_PA_VL # Pitchers -MIN_TBF_VR = MIN_PA_VR - -# Execution -POST_DATA = True # Must be True for production runs -``` - -### db_calls.py Configuration - -```python -# Database Environment -alt_database = False # False = Production, 'dev' = Development - -# URLs (auto-set based on alt_database) -# Production: 'https://pd.manticorum.com/api' -# Development: 'https://pddev.manticorum.com/api' -``` - -### check_cards_and_upload.py Configuration - -```python -# Target Cardset -CARDSET_NAME = '2005 Live' - -# S3 Upload Settings -UPLOAD_TO_S3 = True # Enable S3 upload -UPDATE_PLAYER_URLS = True # Update player records with S3 URLs - -# Testing -TEST_COUNT = 9999 # Limit cards (use None for all) -START_ID = None # Start from specific player_id (optional) - -# AWS Configuration -AWS_BUCKET_NAME = 'paper-dynasty' -AWS_REGION = 'us-east-1' -``` +**Scouting output**: 4 CSVs in `scouting/` — `batting-basic.csv`, `batting-ratings.csv`, `pitching-basic.csv`, `pitching-ratings.csv` --- -## Common Issues and Solutions +## Common Issues -### Issue: "No players found after successful run" +**"No players found" after successful run**: Wrong database environment, wrong CARDSET_ID, or DATE mismatch. Check `alt_database` in `db_calls.py`. For promos, ensure PROMO_INCLUSION_RETRO_IDS is populated. -**Symptoms**: Script says "Posted XXX players" but API query returns 0 +**High DH count (50+ players)**: Defense calculation failed. Check defense CSVs exist and column names match (`tz_runs_total` not `tz_runs_outfield`). Re-run step 2 after fixing. -**Causes**: -1. Wrong database environment (dev vs prod) -2. Wrong CARDSET_ID -3. DATE mismatch -4. Empty PROMO_INCLUSION_RETRO_IDS for promo cards +**S3 upload fails**: Check `~/.aws/credentials`, verify cards render at API URL manually, re-run (idempotent). -**Solution**: -1. Verify `alt_database` in db_calls.py -2. Check logs for actual cardset_id used -3. Confirm DATE range matches Retrosheet data -4. For promos, ensure PROMO_INCLUSION_RETRO_IDS populated - -### Issue: "High DH count (50+ players)" - -**Symptoms**: check_positions.sh shows many DH players, no outfielders - -**Cause**: Defense calculation failure (column name mismatch) - -**Solution**: -1. Check defense_*.csv files exist in data-input/ -2. Verify column names match expected format: - - `tz_runs_total` (not `tz_runs_outfield`) - - `bis_runs_outfield` (if using Baseball Info Solutions data) -3. Re-run retrosheet_data.py after fixing CSVs - -### Issue: "S3 upload fails" - -**Symptoms**: "Failed to fetch card" or S3 upload errors - -**Causes**: -1. AWS credentials missing/expired -2. Cards not yet rendered by API -3. Network issues - -**Solution**: -1. Check `~/.aws/credentials` -2. Verify cards accessible at API URL manually -3. Re-run check_cards_and_upload.py (idempotent) - -### Issue: "SSH connection failure" - -**Symptoms**: Cannot connect to sba-db - -**Solution**: -1. Verify SSH config: `cat ~/.ssh/config | grep -A5 sba-db` -2. Test connection: `ssh sba-db "echo test"` -3. Check server status with user -4. Manual transfer as fallback: Use scp with explicit host +**"surplus of X.XX chances" / "Adding X.XX results"**: Normal rounding adjustments in card generation — informational, not errors. --- -## Safety and Best Practices - -### Pre-Run Checklist - -- [ ] Virtual environment activated (`source venv/bin/activate`) -- [ ] Database environment verified (prod vs dev) -- [ ] Date range configured correctly -- [ ] Required data files present (retrosheet, defense CSVs) -- [ ] AWS credentials valid -- [ ] SSH connection to sba-db working - -### Validation Checkpoints - -After each step, verify success before proceeding: -- **Step 2**: Check log for "Posted XXX players" -- **Step 3**: Verify DH count < 5 and outfielders present -- **Step 4**: Verify Errors: 0, S3 Uploads: 0 (disabled) -- **Step 5**: Verify zero negative values found (CRITICAL - do NOT proceed if errors) -- **Step 6**: Verify Errors: 0, S3 Uploads = Total cards -- **Step 7**: Verify 4 CSV files created -- **Step 8**: Verify file timestamps updated on remote - -### Safety Features - -**Non-Destructive Operations**: -- Card generation POSTs to API (idempotent) -- S3 upload overwrites files (safe to re-run) -- Scouting CSVs overwrite (safe to re-run) - -**Rollback**: -- Cards: Delete via API or re-run with corrected data -- S3: Upload new version (cache-busting via date param) -- Scouting: Re-generate and re-upload - -**Testing**: -- Use development environment first (`alt_database = 'dev'`) -- Verify positions before S3 upload -- Manual card image inspection before finalizing - ---- - -## Performance Metrics - -**Typical Execution Times** (283 cards, 2005 Live cardset): - -| Step | Time | Notes | -|------|------|-------| -| 1. Configuration | <1 min | Manual verification | -| 2. Card Generation | 3-5 min | ~216s for 283 players | -| 3. Position Validation | <10 sec | API query + analysis | -| 4. Image Generation | 12-20 min | Triggers card rendering (bug can occur here) | -| 5. Database Validation | <1 min | Check for negative values (CRITICAL) | -| 6. S3 Upload | 5-10 min | Fast - uses cached images from Step 4 | -| 7. Scouting Generation | 1-2 min | Both scripts combined | -| 8. Scouting Upload | <30 sec | 4 CSV files (~7MB total) | -| **Total** | **25-40 min** | Full automated workflow with validation | - ---- - -## Automation Potential - -**Current State**: Semi-automated (requires manual invocation) - -**Fully Automatable**: -- ✅ Configuration verification -- ✅ Card generation -- ✅ Position validation -- ✅ S3 upload -- ✅ Scouting generation -- ✅ Scouting upload - -**Requires User Input**: -- Date range updates (if new data) -- Database environment selection (prod vs dev) -- Cardset selection -- Approval to execute on production - -**Future Enhancement**: -- Single command to run entire workflow -- Interactive prompts for environment/dates -- Automated validation with stop-on-error -- Summary report generation - ---- - -**Last Updated**: 2025-11-10 -**Maintained By**: Cal Corum -**Version**: 2.1 (Added Critical Database Validation Step) -**Last Production Run**: 2025-11-10 (2005 Live refresh, 283 cards) -**Critical Fix**: Added Step 5 database validation to catch negative groundball_b bug before S3 upload +**Last Updated**: 2026-02-12 +**Version**: 3.0 (Trimmed to essentials; pd-cards CLI handles individual steps) diff --git a/skills/paper-dynasty/workflows/card-refresh.md b/skills/paper-dynasty/workflows/card-refresh.md deleted file mode 100644 index 0eb9eab..0000000 --- a/skills/paper-dynasty/workflows/card-refresh.md +++ /dev/null @@ -1,241 +0,0 @@ -# Card Refresh Workflow - -## Purpose -Regenerate and upload player card images to S3 after database updates (ratings, handedness, positions, etc.) - -## When to Use -- After fixing player data (handedness, positions, stats) -- When cards display incorrect cached data -- After bulk updates to cardsets -- When S3 URLs need cache-busting - -## Key Concept: Card Caching -The Paper Dynasty API caches generated card images by date. When you access: -``` -/v2/players/{id}/battingcard?d=2025-11-11 -``` - -The API generates the card once and caches it. Future requests with the same date return the cached image, even if database data changed. - -**Solution**: Use tomorrow's date (or any future date) to force regeneration with fresh data. - -## Workflow Steps - -### 1. Identify Players to Refresh -```python -# Option A: Specific player IDs -player_ids = [12785, 12788, 12854] - -# Option B: All players in a cardset -from api_client import PaperDynastyAPI -api = PaperDynastyAPI(environment='prod') -players = api.get('players', params=[('cardset_id', 27)])['players'] -player_ids = [p['player_id'] for p in players] - -# Option C: Players matching criteria -players = api.get('players', params=[ - ('cardset_id', 27), - ('pos_include', 'SP') -])['players'] -``` - -### 2. Set Cache-Busting Date -```python -from datetime import datetime, timedelta - -# Use tomorrow's date -tomorrow = datetime.now() + timedelta(days=1) -cache_bust_date = f"{tomorrow.year}-{tomorrow.month}-{tomorrow.day}" - -# Or use a specific future date -cache_bust_date = "2025-11-12" -``` - -### 3. Fetch and Upload Cards -Use the utility functions (see utilities.py): - -```python -from workflows.card_utilities import ( - regenerate_cards_for_players, - upload_cards_to_s3, - update_player_image_urls -) - -# Full pipeline -results = regenerate_cards_for_players( - player_ids=player_ids, - cardset_id=27, - cache_bust_date=cache_bust_date, - upload_to_s3=True, - update_player_records=True, - environment='prod' -) - -# Or step-by-step -local_files = regenerate_cards_for_players( - player_ids=player_ids, - cardset_id=27, - cache_bust_date=cache_bust_date, - upload_to_s3=False # Just download -) - -s3_urls = upload_cards_to_s3( - local_files=local_files, - cardset_id=27, - cache_bust_date=cache_bust_date -) - -update_player_image_urls( - player_ids=player_ids, - s3_urls=s3_urls, - environment='prod' -) -``` - -### 4. Verify Results -```python -# Check a few players -for player_id in player_ids[:3]: - player = api.get('players', object_id=player_id) - print(f"{player['p_name']}: {cache_bust_date in player['image']}") -``` - -## S3 Path Structure -Cards are uploaded to: -``` -s3://paper-dynasty/cards/cardset-{cardset_id:03d}/player-{player_id}/battingcard.png?d={date} -``` - -Example: -``` -s3://paper-dynasty/cards/cardset-027/player-12785/battingcard.png?d=2025-11-12 -``` - -The query parameter `?d={date}` acts as a cache-buster for CloudFront/browser caches. - -## Common Use Cases - -### Fix Switch Hitter Handedness -```python -# After correcting battingcard.hand in database -switch_hitters = [12785, 12788, 12854, 12735, 12858, 12786, 12852, 12727, 12757, 12831, 12748] - -regenerate_cards_for_players( - player_ids=switch_hitters, - cardset_id=27, - cache_bust_date="2025-11-12", - upload_to_s3=True, - update_player_records=True -) -``` - -### Refresh Entire Cardset -```python -# After running retrosheet_data.py or live_series_update.py -all_players = api.get('players', params=[('cardset_id', 27)])['players'] -player_ids = [p['player_id'] for p in all_players] - -regenerate_cards_for_players( - player_ids=player_ids, - cardset_id=27, - cache_bust_date="2025-11-12", - upload_to_s3=True, - update_player_records=True, - batch_size=50 # Process in batches to avoid timeouts -) -``` - -### Update Position Players Only -```python -# After fixing defensive ratings -batters = api.get('players', params=[ - ('cardset_id', 27), - ('pos_exclude', 'SP'), - ('pos_exclude', 'RP') -])['players'] - -player_ids = [p['player_id'] for p in batters] -regenerate_cards_for_players(player_ids, 27, cache_bust_date="2025-11-12") -``` - -## Troubleshooting - -### Cards Still Show Old Data -1. Verify database has correct values (check battingcards/pitchingcards tables) -2. Ensure cache_bust_date is in the future -3. Check S3 upload succeeded (verify file exists in S3 console) -4. Confirm player.image URL updated with new date -5. Clear browser cache / use incognito mode - -### S3 Upload Fails -1. Check AWS credentials: `aws sts get-caller-identity` -2. Verify IAM permissions (s3:PutObject, s3:GetObject) -3. Check bucket name: `paper-dynasty` (us-east-1) -4. Ensure local file exists before upload - -### API Returns 404 for Card -1. Verify player has batting/pitching card record -2. Check battingcard/pitchingcard variant (default is 0) -3. Ensure player_id exists in players table -4. For pitchers, use `/pitchingcard` not `/battingcard` - -## Performance Notes -- Fetching cards is slow (~2-5 seconds per card for generation) -- Use async/parallel requests for bulk operations -- Process in batches of 50-100 to avoid timeouts -- S3 uploads are fast (~100ms per file) - -## AWS Configuration -Requires AWS CLI configured with credentials: -```bash -aws configure -# Or use environment variables: -export AWS_ACCESS_KEY_ID=xxx -export AWS_SECRET_ACCESS_KEY=xxx -export AWS_DEFAULT_REGION=us-east-1 -``` - -## Related Files -- `/home/cal/.claude/skills/paper-dynasty/workflows/card_utilities.py` - Utility functions -- `/mnt/NV2/Development/paper-dynasty/card-creation/check_cards_and_upload.py` - Original upload script -- `/mnt/NV2/Development/paper-dynasty/card-creation/fix_switch_hitters.py` - Example implementation - -## Example: Complete Refresh Script -```python -#!/usr/bin/env python3 -"""Refresh all cards for 2005 Live cardset""" -import sys -from datetime import datetime, timedelta -sys.path.insert(0, '/home/cal/.claude/skills/paper-dynasty') - -from api_client import PaperDynastyAPI -from workflows.card_utilities import regenerate_cards_for_players - -# Configuration -CARDSET_ID = 27 -ENVIRONMENT = 'prod' -tomorrow = datetime.now() + timedelta(days=1) -CACHE_BUST_DATE = f"{tomorrow.year}-{tomorrow.month}-{tomorrow.day}" - -# Get all players in cardset -api = PaperDynastyAPI(environment=ENVIRONMENT) -players = api.get('players', params=[('cardset_id', CARDSET_ID)])['players'] -player_ids = [p['player_id'] for p in players] - -print(f"Refreshing {len(player_ids)} cards for cardset {CARDSET_ID}") -print(f"Cache-bust date: {CACHE_BUST_DATE}") - -# Regenerate and upload -results = regenerate_cards_for_players( - player_ids=player_ids, - cardset_id=CARDSET_ID, - cache_bust_date=CACHE_BUST_DATE, - upload_to_s3=True, - update_player_records=True, - environment=ENVIRONMENT, - batch_size=50 -) - -print(f"\nCompleted: {results['success']} / {results['total']}") -print(f"Failures: {len(results['failures'])}") -``` diff --git a/skills/paper-dynasty/workflows/card_utilities.py b/skills/paper-dynasty/workflows/card_utilities.py index cbfc7a4..277a194 100644 --- a/skills/paper-dynasty/workflows/card_utilities.py +++ b/skills/paper-dynasty/workflows/card_utilities.py @@ -3,6 +3,24 @@ Card Refresh Utility Functions Reusable functions for regenerating and uploading player cards to S3. + +HOW CACHING WORKS: + The API caches generated card images by the `d=YYYY-M-D` query parameter. + Once a card is rendered for a given date, subsequent requests return the cached + image — even if the underlying database data changed. To force regeneration, + pass a future date (typically tomorrow) as cache_bust_date. + +TROUBLESHOOTING STALE CARDS: + 1. Verify the database has correct values (battingcards / pitchingcards tables) + 2. Ensure cache_bust_date is a future date (not today or earlier) + 3. Confirm S3 upload succeeded (file exists in s3://paper-dynasty/cards/...) + 4. Confirm player.image URL was updated with the new date + 5. Clear browser cache / use incognito — CloudFront may also cache + +S3 UPLOAD ISSUES: + - Check AWS creds: `aws sts get-caller-identity` + - Bucket: paper-dynasty (us-east-1) + - Required IAM permissions: s3:PutObject, s3:GetObject """ import os import sys diff --git a/skills/paper-dynasty/workflows/custom-card-creation.md b/skills/paper-dynasty/workflows/custom-card-creation.md index 189b797..fb8b4ff 100644 --- a/skills/paper-dynasty/workflows/custom-card-creation.md +++ b/skills/paper-dynasty/workflows/custom-card-creation.md @@ -1,300 +1,41 @@ -# Custom Card Creation Workflow +# Custom Card Creation ## Purpose -Create fictional player cards for Paper Dynasty using baseball archetypes without needing real statistics. +Create fictional player cards using baseball archetypes (interactive tool) or manually create custom player database records via API calls. -## When to Use -- Creating promotional/event cards for fictional players -- Building custom rosters for special game modes -- Testing new card mechanics -- Creating themed card sets (e.g., "Legends", "Future Stars", "Fantasy Heroes") +## Interactive Creator -## Overview -This workflow provides an interactive system to: -1. Select baseball archetypes (e.g., "Power Slugger", "Ace Pitcher", "Speedster") -2. Define player details (name, team, positions, handedness) -3. Review calculated D20 ratings based on the archetype -4. Iteratively tweak ratings to achieve desired player profile -5. Automatically create all database records (Player, Card, Ratings, Positions) - -## Location **Script**: `/mnt/NV2/Development/paper-dynasty/card-creation/custom_cards/interactive_creator.py` +**Supporting**: `archetype_definitions.py`, `archetype_calculator.py` -**Supporting Files**: -- `archetype_definitions.py` - Baseball archetype profiles -- `archetype_calculator.py` - Converts archetypes to D20 game mechanics -- `__init__.py` - Package exports - -## Quick Start - -### Option 1: Run Script Directly ```bash cd /mnt/NV2/Development/paper-dynasty/card-creation source venv/bin/activate python -m custom_cards.interactive_creator ``` -### Option 2: Via Paper Dynasty Skill -Simply say: "Create custom cards" or "I want to make fictional player cards" +The interactive creator handles: cardset setup, archetype selection, rating calculation, review/tweak, database creation, S3 upload. -Claude will: -1. Navigate to the card-creation directory -2. Activate the virtual environment -3. Launch the interactive workflow -4. Guide you through the process +### Archetypes -## Workflow Steps +**Batter**: Power Slugger, Contact Hitter, Speedster, Balanced Star, Patient Walker, Slap Hitter, Three True Outcomes, Defensive Specialist -### 1. Cardset Setup -- Specify target cardset name (e.g., "Custom Players 2025") -- System searches for existing cardset or creates new one -- Configure season year and player description prefix +**Pitcher**: Ace, Power Pitcher, Finesse Pitcher, Groundball Specialist, Dominant Closer, Setup Man, Swingman, Lefty Specialist -### 2. Player Creation Loop -For each player: +--- -#### A. Select Player Type -- Batter or Pitcher +## Manual Creation: Database Submission Template -#### B. Choose Archetype -**Batter Archetypes**: -- Power Slugger - High HR, lower average, high K rate -- Contact Hitter - High average, low K, gap power -- Speedster - Elite speed, slap hitter, excellent defense -- Balanced Star - Well-rounded five-tool player -- Patient Walker - Elite plate discipline, high OBP -- Slap Hitter - Opposite field, puts ball in play -- Three True Outcomes - Extreme power/walks, very high K -- Defensive Specialist - Elite defense, weak bat - -**Pitcher Archetypes**: -- Ace - Elite starter, dominates both sides -- Power Pitcher - High velocity, high K, some walks -- Finesse Pitcher - Command specialist, weak contact -- Groundball Specialist - Induces grounders, low HR -- Dominant Closer - Elite short relief, shuts down late innings -- Setup Man - Solid late-inning reliever -- Swingman - Can start or relieve, versatile -- Lefty Specialist - LOOGY type, dominates lefties - -#### C. Player Information -- First and last name -- Batting/throwing hand (R, L, or S for switch) -- MLB team affiliation -- Defensive positions (batters only) - -#### D. Review & Tweak -System displays calculated ratings: -- AVG / OBP / SLG / OPS for each split (vs L, vs R) -- Hit distribution (HR, 3B, 2B, 1B) -- Walk/strikeout rates -- Batted ball distribution -- Total OPS (using Paper Dynasty formula) -- Baserunning ratings (batters only) - -Options: -1. Accept these ratings (proceed to create) -2. Tweak archetype percentages (adjust power, contact, etc.) -3. Manually adjust specific D20 ratings -4. Start over with different archetype - -#### E. Database Creation -System automatically creates: -- MLBPlayer record (if needed) -- Player record with image URL (`image="https://pd.manticorum.com/api/v2/players/{player_id}/<batt|pitch>ingcard?d=<YYYY-MM-DD>"`) -- BattingCard or PitchingCard -- BattingCardRatings or PitchingCardRatings (vs L and vs R) -- CardPosition records - -#### F. Image Generation & AWS Upload -After database creation, system automatically: -1. **Trigger Card Generation**: GET request to `Player.image` URL to render the card PNG -2. **Fetch Card Image**: Download the generated PNG image bytes from API -3. **Upload to S3**: POST image to AWS S3 bucket at `cards/cardset-{cardset_id:03d}/player-{player_id}/{batting|pitching}card.png?d={release_date}` -4. **Update Player Record**: PATCH player with new S3 URL (replaces API URL with S3 CDN URL) - -**S3 Configuration** (from `check_cards_and_upload.py`): -- Bucket: `paper-dynasty` -- Region: `us-east-1` -- Cache-Control: `public, max-age=300` (5 minute cache) -- Content-Type: `image/png` -- URL format includes cache-busting query parameter with date - -**Why This Matters**: -- S3 provides fast CDN delivery for card images -- Reduces API server load (nginx gateway caches S3 URLs) -- Consistent URL structure for all card images -- Cache-busting ensures updated cards display immediately - -### 3. Continue or Exit -After each player, choose to create another or finish. - -## Technical Details - -### Archetype System -Archetypes define traditional baseball stats: -- Batting: AVG, OBP, SLG, K%, BB%, power distribution, batted ball profile, spray chart -- Pitching: Stats against (AVG, OBP, SLG, K%, BB%), batted ball profile, role ratings - -### Rating Calculation -The calculator converts traditional stats to D20 game mechanics: -- All ratings sum to 108 chances (D20 * 5.4 for 20-sided die system) -- Distributes hits among HR, 3B, 2B, 1B based on power profile -- Allocates outs among K, lineouts, flyouts, groundouts -- Applies spray chart distribution (pull/center/opposite field) -- Calculates baserunning from speed ratings - -### Total OPS Formula -- **Batters**: `(OPS_vR + OPS_vL + min(OPS_vL, OPS_vR)) / 3` -- **Pitchers**: `(OPS_vR + OPS_vL + max(OPS_vL, OPS_vR)) / 3` - -This formula determines rarity and card cost. - -### Custom Player Identifiers -- Custom players use synthetic IDs: `custom_lastnamefirstinitial01` -- Example: "John Smith" → `custom_smithj01` -- Marked with `is_custom: True` flag in database -- No real baseball IDs (fangraphs_id=0, mlbam_id=0) - -## Environment Requirements - -### Python Environment -Must be run with virtual environment activated: -```bash -source /mnt/NV2/Development/paper-dynasty/card-creation/venv/bin/activate -``` - -### API Access -Requires API authentication via `db_calls.py`: -- Production: `https://pd.manticorum.com/api` -- Development: `https://pddev.manticorum.com/api` - -Set via `alt_database` variable in `db_calls.py` - -### Database Permissions -Script performs: -- GET (cardsets, players, battingcards, pitchingcards) -- POST (mlbplayers, players, cardpositions) -- PUT (battingcards/ratings, pitchingcards/ratings) - -## Example Session - -``` -PAPER DYNASTY - CUSTOM CARD CREATOR -================================================================== -Create fictional player cards using baseball archetypes. - -CARDSET SETUP ------------------------------------------------------------------- -Enter cardset name: Custom Heroes 2025 -Cardset not found. Create new cardset? yes -Enter season year: 2025 -Ranked legal? no -Available in packs? yes -✓ Created new cardset: Custom Heroes 2025 (ID: 30) - -PLAYER TYPE ------------------------------------------------------------------- -1. Batter -2. Pitcher -3. Quit -Select player type: 1 - -BATTER ARCHETYPES -================================================================== -1. Power Slugger (power_slugger) - High power, lots of home runs, lower average, high strikeout rate - vs RHP: 0.240/0.320/0.480 (OPS: 0.800) - vs LHP: 0.250/0.330/0.500 (OPS: 0.830) - Speed: 4/10 | Positions: LF, RF, 1B, DH -... - -Select archetype: 1 - -PLAYER INFORMATION ------------------------------------------------------------------- -First name: Zeus -Last name: Thunder -Batting hand: 1 (Right) -MLB Team: 15 (New York Yankees) -Positions: RF DH - -REVIEW & TWEAK RATINGS -================================================================== -Zeus Thunder (R) - NYY ----------------------------------------------------------------------- -VS LHP: - AVG: 0.250 OBP: 0.330 SLG: 0.500 OPS: 0.830 - Hits: 32.4 (HR: 5.2 3B: 0.3 2B: 8.1 1B: 18.8) - BB: 12.9 HBP: 1.4 K: 24.2 - -VS RHP: - AVG: 0.240 OBP: 0.320 SLG: 0.480 OPS: 0.800 - Hits: 31.1 (HR: 5.0 3B: 0.3 2B: 7.8 1B: 18.0) - BB: 11.7 HBP: 1.3 K: 27.2 - -Total OPS: 0.810 - -Baserunning: - Steal: 8-5 (Auto: 0, Jump: 4) - Running: 5/10 Hit-and-Run: 4/10 - -Options: -1. Accept these ratings -2. Tweak archetype percentages -3. Manually adjust specific ratings -4. Start over with different archetype - -Select: 1 - -CREATING DATABASE RECORDS ------------------------------------------------------------------- -✓ Created MLBPlayer record (ID: 1534) -✓ Created Player record (ID: 8421) -✓ Created batting card -✓ Created batting ratings -✓ Created 2 position record(s) - -GENERATING & UPLOADING CARD IMAGE ------------------------------------------------------------------- -✓ Triggered card generation at API -✓ Fetched card image (42.3 KB) -✓ Uploaded to S3: cards/cardset-030/player-8421/battingcard.png -✓ Updated player record with S3 URL - -✓ Zeus Thunder created successfully! - -Create another custom player? no - -Custom card creation complete! -``` - -## Future Enhancements -- [ ] Implement archetype percentage tweaking (option 2) -- [ ] Implement manual D20 rating adjustments (option 3) -- [ ] Add defensive rating calculator for each position -- [ ] Import/export player profiles as JSON -- [ ] Batch creation from CSV file -- [ ] Visual card preview during review -- [ ] Save favorite custom archetypes - -## Quick Reference: Minimal Database Submission Template - -When creating a custom player manually (not using interactive_creator.py), use this template: +When creating a custom player without the interactive tool: ```python import asyncio -from db_calls import db_post, db_put, db_patch +from db_calls import db_post, db_put, db_patch, db_get from creation_helpers import mlbteam_and_franchise -from custom_cards.archetype_calculator import BatterRatingCalculator -import boto3 -from datetime import datetime -# 1. Calculate ratings using BatterRatingCalculator -# 2. Get team info +# 1. Create Player (ASK USER for cost and rarity_id - NEVER make up values) mlb_team_id, franchise_id = mlbteam_and_franchise('FA') -# 3. Create Player (ASK USER for cost and rarity_id - NEVER make up values) player_payload = { 'p_name': 'Player Name', 'cost': '88', # STRING - user specifies @@ -313,269 +54,210 @@ player_payload = { player = await db_post('players', payload=player_payload) player_id = player['player_id'] -# 4. Create BattingCard/PitchingCard (use db_put) -await db_put('battingcards', payload={'cards': [...]}, timeout=10) +# 2. Create BattingCard +batting_card = { + 'player_id': player_id, + 'key_bbref': 'custom_playerp01', + 'key_fangraphs': 0, + 'key_mlbam': 0, + 'key_retro': '', + 'name_first': 'Player', + 'name_last': 'Name', + 'steal_low': 7, # 0-20 scale (2d10) + 'steal_high': 11, # 0-20 scale (2d10) + 'steal_auto': 0, # 0 or 1 + 'steal_jump': 0.055, # 0.0-1.0 (fraction of 36) + 'hit_and_run': 'A', # A, B, C, or D + 'running': 12, # 8-17 scale + 'hand': 'R' # R, L, or S +} +await db_put('battingcards', payload={'cards': [batting_card]}, timeout=10) -# 5. Create Ratings (use db_put) -await db_put('battingcardratings', payload={'ratings': [...]}, timeout=10) +bc_result = await db_get('battingcards', params=[('player_id', player_id)]) +battingcard_id = bc_result['cards'][0]['id'] -# 6. Create Positions (use db_put, NOT db_post) -await db_put('cardpositions', payload={'positions': [...]}, timeout=10) +# 3. Create BattingCardRatings (one per opposing hand — see full field ref below) +rating_vl = { + 'battingcard_id': battingcard_id, + 'bat_hand': 'R', + 'vs_hand': 'L', + # Hits + 'homerun': 0.55, + 'bp_homerun': 1.00, # MUST be whole number (0, 1, 2, or 3) + 'triple': 0.80, + 'double_three': 0.00, # Usually 0.00 (reserved) + 'double_two': 5.60, + 'double_pull': 2.95, + 'single_two': 10.35, + 'single_one': 4.95, + 'single_center': 8.45, + 'bp_single': 5.00, # MUST be whole number (usually 5.0) + # On-base + 'walk': 8.15, + 'hbp': 0.90, + # Outs + 'strikeout': 13.05, + 'lineout': 11.60, + 'popout': 0.00, # Usually 0.00 (added during image gen) + 'flyout_a': 0.00, # Only 1.0 for power hitters (HR% > 10%) + 'flyout_bq': 5.30, + 'flyout_lf_b': 4.55, + 'flyout_rf_b': 3.70, + 'groundout_a': 9.45, # Double play balls + 'groundout_b': 6.55, + 'groundout_c': 5.10, + # Percentages + 'hard_rate': 0.33, + 'med_rate': 0.50, + 'soft_rate': 0.17, + 'pull_rate': 0.38, + 'center_rate': 0.36, + 'slap_rate': 0.26 +} +# Create matching rating_vr with vs_hand='R' and different values +await db_put('battingcardratings', payload={'ratings': [rating_vl, rating_vr]}, timeout=10) -# 7. Generate card image and upload to S3 -# 8. Update player with S3 URL +# 4. Create CardPositions (use db_put, NOT db_post) +await db_put('cardpositions', payload={'positions': [ + {'player_id': player_id, 'position': 'LF', 'range': 3, 'error': 7, 'arm': 2}, + {'player_id': player_id, 'position': '2B', 'range': 4, 'error': 12} +]}) + +# 5. Generate card image, upload to S3, update player await db_patch('players', object_id=player_id, params=[('image', s3_url)]) ``` -## Common Mistakes & Lessons Learned +--- -### ❌ Making Up Rarity IDs or Cost Values -**NEVER** assume or calculate rarity_id or cost values. These are specified by the user based on game balance decisions, not algorithmic thresholds. +## Rating Constraints -### ❌ Using `mlbplayer_id = 0` When Skipping MLBPlayer -**ALWAYS** use `mlbplayer_id = None` (not 0) when skipping MLBPlayer creation. Using 0 may cause foreign key constraint issues. +- All D20 chances must be multiples of **0.05** +- Total chances must equal exactly **108.00** (D20 x 5.4) +- Apply **+/-0.5 randomization** to avoid mechanical-looking cards +- **bp_homerun** rules: + - hr_count < 0.5: BP-HR = 0, HR = 0 + - hr_count <= 1.0: BP-HR = 1, HR = 0 + - hr_count < 3: BP-HR = 1, HR = hr_count - 1 + - hr_count < 6: BP-HR = 2, HR = hr_count - 2 + - hr_count >= 6: BP-HR = 3, HR = hr_count - 3 + - **NEVER allow negative regular HR values** +- When removing HRs to lower OPS, redistribute to **singles** (not doubles) for more effective SLG reduction -### ❌ Using `db_post` for CardPositions -**ALWAYS** use `db_put('cardpositions', ...)` not `db_post`. The endpoint doesn't support POST method. +### Ballpark (BP) Result Calculations -### ❌ Missing Required Fields in Player Payload -**ALL** of these fields are required: `p_name`, `cost`, `image`, `mlbclub`, `franchise`, `cardset_id`, `set_num`, `rarity_id`, `pos_1`, `description`, `bbref_id`, `fangr_id` +- BP-HR and BP-Single multiply by **0.5** for AVG/OBP +- BP results use **full value** for SLG (BP-HR = 2 bases, BP-Single = 1 base) -### ❌ Wrong Field Names -- MLBPlayer: Use `first_name`/`last_name` (NOT `name_first`/`name_last`) -- Player: Use `mlbclub`/`franchise` (NOT `mlb_team_id`/`franchise_id`) -- CardPosition: Use `range`/`error`/`arm` (NOT `fielding_rating`/`fielding_error`/`fielding_arm`) - -## Troubleshooting - -### "ModuleNotFoundError: No module named 'creation_helpers'" -- Ensure running from card-creation directory -- Ensure virtual environment is activated - -### "Cardset not found" -- Create new cardset when prompted -- Verify cardset name spelling if expecting existing - -### "Total chances != 108" -- Minor rounding errors (<0.1) are acceptable -- Report if difference > 0.5 - -### "Database connection error" -- Verify API_TOKEN in db_calls.py -- Check network connectivity -- Verify correct database URL (prod vs dev) - -## Advanced Customization & Technical Details - -### Rating Calculation Nuances - -#### Ballpark (BP) Result Calculations -- **BP-HR and BP-Single multiply by 0.5 for AVG/OBP calculations** -- **BP results use FULL value for SLG calculations** - - BP-HR counts as 2 bases for slugging (not 0.5 × 2) - - BP-Single counts as 1 base for slugging (not 0.5 × 1) - -**Example:** ```python -# AVG/OBP calculation +# AVG/OBP total_hits = homerun + (bp_homerun * 0.5) + triple + ... + (bp_single * 0.5) avg = total_hits / 108 -# SLG calculation +# SLG total_bases = (homerun * 4) + (bp_homerun * 2) + (triple * 3) + ... + bp_single slg = total_bases / 108 ``` -#### Total OPS Formula -- **Batters**: `(OPS_vR + OPS_vL + min(OPS_vL, OPS_vR)) / 3` - - The weaker split is double-counted -- **Pitchers**: `(OPS_vR + OPS_vL + max(OPS_vL, OPS_vR)) / 3` - - The stronger split (worse for pitcher) is double-counted +### Total OPS Formula -#### Rating Constraints -- All ratings must sum to **exactly 108.0** (D20 × 5.4) -- Use **0.05 increments** for natural-looking ratings -- Apply **±0.5 randomization** to avoid mechanical-looking cards -- **CRITICAL: BP-HR MUST ALWAYS BE A WHOLE NUMBER (0, 1, 2, or 3)** - - If hr_count < 0.5: BP-HR = 0, regular HR = 0 (no power) - - If hr_count ≤ 1.0: BP-HR = 1, regular HR = 0 (only ballpark homers) - - If hr_count < 3: BP-HR = 1, regular HR = hr_count - 1 - - If hr_count < 6: BP-HR = 2, regular HR = hr_count - 2 - - If hr_count ≥ 6: BP-HR = 3, regular HR = hr_count - 3 - - **NEVER allow negative regular HR values** - -#### Power Distribution Strategy -When removing home runs to lower OPS: -- Redistribute to **singles** (not doubles) to reduce SLG more effectively -- Redistributing to doubles maintains higher slugging than desired - -### Database Field Naming Reference - -#### MLBPlayer Table -```python -{ - 'first_name': 'John', # NOT name_first - 'last_name': 'Smith', # NOT name_last - 'key_bbref': 'smithj01', - 'key_fangraphs': 0, - 'key_mlbam': 0, - 'key_retro': '' -} -``` - -#### Player Table (Required Fields) -```python -{ - 'p_name': 'John Smith', - 'bbref_id': 'custom_smithj01', - 'hand': 'R', - 'mlbclub': 'Custom Ballplayers', # For custom players - 'franchise': 'Custom Ballplayers', # For custom players - 'cardset_id': 29, - 'description': '05 Custom', - 'is_custom': True, # Flag for custom players - 'image': 'change-me', # Initial placeholder (updated after S3 upload) - 'set_num': 9999, # Required (use 9999 for customs) - 'pos_1': 'C', # Required (primary position) - 'cost': '91', # STRING, not int - 'rarity_id': 3, # INT - see rarity table below - 'mlbplayer_id': None, # Use None (not 0) when skipping MLBPlayer - 'fangr_id': 0 # Required for custom players -} -``` - -**CRITICAL: ALL Required Fields Must Be Present** -Missing ANY of these fields will result in "field required" API errors. - -**Rarity ID Reference Table (Batters):** -``` -99 = Hall of Fame (1.200+ OPS) -1 = Diamond (1.000+ OPS) -2 = All-Star (0.900+ OPS) -3 = Starter (0.800+ OPS) -4 = Reserve (0.700+ OPS) -5 = Replacement (remainder) -``` - -**⚠️ CRITICAL: NEVER MAKE UP RARITY IDs OR COST VALUES** -- These are the ONLY valid rarity_id values for batters -- Cost is determined by user specification, not by OPS thresholds -- When in doubt, ASK the user for cost and rarity_id values - -#### CardPosition Table -```python -{ - 'player_id': 13008, - 'variant': 0, - 'position': 'C', - 'innings': 1, - 'range': 3, # NOT fielding_rating - 'error': 5, # NOT fielding_error - 'arm': 0, # NOT fielding_arm or catcher_arm - 'pb': 6, # NOT catcher_pb (catchers only) - 'overthrow': 3 # NOT catcher_throw (catchers only) -} -``` - -**Position Validators:** -- C, LF, CF, RF **require** `arm` value (cannot be None) -- C **requires** `pb` and `overthrow` values (cannot be None) - -#### Database Operation Methods -- `cardpositions`: Use **`db_put`** (NOT `db_post`) -- `battingcards`, `pitchingcards`: Use **`db_put`** -- `players`, `mlbplayers`: Use **`db_post`** - -### Handling Existing Records - -#### MLBPlayer Conflicts -MLBPlayer records may exist even if bbref_id query returns empty: -```python -# Try bbref_id first -mlb_query = await db_get('mlbplayers', params=[('key_bbref', bbref_id)]) - -# If that fails but creation errors with "already exists", try name-based -mlb_query = await db_get('mlbplayers', params=[ - ('first_name', name_first), - ('last_name', name_last) -]) -``` - -#### Player Record Best Practice -Always check for existing player before creating: -```python -p_query = await db_get('players', params=[ - ('bbref_id', bbref_id), - ('cardset_id', cardset_id) -]) - -if p_query and p_query.get('count', 0) > 0: - # Use existing player - player_id = p_query['players'][0]['player_id'] -else: - # Create new player - new_player = await db_post('players', payload=player_payload) -``` - -### AWS S3 Upload Process - -#### S3 Path Structure -``` -cards/cardset-{cardset_id:03d}/player-{player_id}/battingcard.png -``` -- Use **zero-padded 3-digit cardset ID** (e.g., `029` not `29`) -- Include cache-busting query parameter: `?d={YYYY-M-D}` - -#### Upload Steps -1. Fetch card image from API: `GET /players/{id}/battingcard?d={date}` -2. Upload to S3 with metadata: - ```python - s3_client.put_object( - Bucket='paper-dynasty', - Key=f'cards/cardset-{cardset_id:03d}/player-{player_id}/battingcard.png', - Body=image_bytes, - ContentType='image/png', - CacheControl='public, max-age=300' - ) - ``` -3. Update player record with S3 URL: - ```python - s3_url = f'https://paper-dynasty.s3.us-east-1.amazonaws.com/{s3_key}?d={date}' - await db_patch('players', object_id=player_id, params=[('image', s3_url)]) - ``` - -### Custom Player Conventions - -#### Identifiers -- `bbref_id`: `custom_{lastname}{firstinitial}01` -- `fangraphs_id`: 0 -- `mlbam_id`: 0 -- `strat_code`: 0 -- `is_custom`: True - -#### Organization -- `mlbclub`: "Custom Ballplayers" -- `franchise`: "Custom Ballplayers" -- `cardset_id`: 29 (standard custom cardset) -- `set_num`: 9999 (convention for custom players) - -#### Example Reference Implementation -See: `/mnt/NV2/Development/paper-dynasty/card-creation/create_valerie_theolia.py` - -This script demonstrates: -- Manual rating customization with randomization -- Proper field naming for all database tables -- Handling existing records gracefully -- S3 upload and URL updates -- Complete end-to-end custom player creation - -## Related Workflows -- **Weekly Card Generation**: For real players from Retrosheet data -- **Gauntlet Cleanup**: Managing temporary tournament teams -- **Pack Distribution**: Reward systems and promotions +- **Batters**: `(OPS_vR + OPS_vL + min(OPS_vL, OPS_vR)) / 3` (weaker split double-counted) +- **Pitchers**: `(OPS_vR + OPS_vL + max(OPS_vL, OPS_vR)) / 3` (stronger split double-counted) --- -**Last Updated**: 2025-11-13 -**Maintainer**: Cal Corum -**Version**: 1.1 (Added Advanced Customization section) +## Database Field Reference + +### Player Table (ALL fields required) + +`p_name`, `bbref_id`, `hand`, `mlbclub`, `franchise`, `cardset_id`, `description`, `is_custom`, `image`, `set_num`, `pos_1`, `cost` (STRING), `rarity_id` (INT), `mlbplayer_id` (None, not 0), `fangr_id` (0 for custom) + +### Rarity IDs (Batters) + +| ID | Rarity | OPS Threshold | +|----|--------|---------------| +| 99 | Hall of Fame | 1.200+ | +| 1 | Diamond | 1.000+ | +| 2 | All-Star | 0.900+ | +| 3 | Starter | 0.800+ | +| 4 | Reserve | 0.700+ | +| 5 | Replacement | remainder | + +**NEVER make up rarity IDs or cost values** — always ask the user. + +### CardPosition Fields + +```python +{ + 'player_id': int, + 'variant': 0, + 'position': str, # C, 1B, 2B, 3B, SS, LF, CF, RF, DH, P + 'innings': 1, + 'range': int, # NOT fielding_rating + 'error': int, # NOT fielding_error + 'arm': int, # NOT fielding_arm — required for C, LF, CF, RF + 'pb': int, # Catchers only (NOT catcher_pb) + 'overthrow': int # Catchers only (NOT catcher_throw) +} +``` + +### MLBPlayer Field Names + +Use `first_name`/`last_name` (NOT `name_first`/`name_last`) + +### DB Operation Methods + +| Endpoint | Method | +|----------|--------| +| `players`, `mlbplayers` | `db_post` | +| `battingcards`, `pitchingcards` | `db_put` | +| `battingcardratings`, `pitchingcardratings` | `db_put` | +| `cardpositions` | `db_put` (NOT db_post) | + +--- + +## Common Mistakes + +- **mlbplayer_id = 0**: Use `None`, not `0` — avoids FK constraint issues +- **db_post for cardpositions**: Must use `db_put` — endpoint doesn't support POST +- **Missing required fields**: ALL Player fields listed above are required +- **Wrong field names**: `range`/`error`/`arm` for positions, `first_name`/`last_name` for MLBPlayer +- **Making up rarity/cost**: NEVER assume — always ask the user + +--- + +## Handling Existing Records + +```python +# Check for existing MLBPlayer by bbref_id, then fall back to name +mlb_query = await db_get('mlbplayers', params=[('key_bbref', bbref_id)]) +if not mlb_query or mlb_query.get('count', 0) == 0: + mlb_query = await db_get('mlbplayers', params=[ + ('first_name', name_first), ('last_name', name_last) + ]) + +# Check for existing Player before creating +p_query = await db_get('players', params=[('bbref_id', bbref_id), ('cardset_id', cardset_id)]) +if p_query and p_query.get('count', 0) > 0: + player_id = p_query['players'][0]['player_id'] # Use existing +``` + +--- + +## Custom Player Conventions + +- **bbref_id**: `custom_{lastname}{firstinitial}01` (e.g., `custom_smithj01`) +- **Org**: `mlbclub` and `franchise` = "Custom Ballplayers" +- **Default cardset**: 29 | **set_num**: 9999 +- **Flags**: `is_custom: True`, `fangraphs_id: 0`, `mlbam_id: 0` +- **Reference impl**: `/mnt/NV2/Development/paper-dynasty/card-creation/create_valerie_theolia.py` + +## Verification + +- **Dev**: `https://pddev.manticorum.com/api/v2/players/{player_id}/battingcard` +- **Prod**: `https://pd.manticorum.com/api/v2/players/{player_id}/battingcard` +- Add `?html=true` for HTML preview instead of PNG + +--- + +**Last Updated**: 2026-02-12 +**Version**: 3.0 (Merged custom-player-database-creation.md; trimmed redundant content) diff --git a/skills/paper-dynasty/workflows/custom-player-database-creation.md b/skills/paper-dynasty/workflows/custom-player-database-creation.md deleted file mode 100644 index 8306c5c..0000000 --- a/skills/paper-dynasty/workflows/custom-player-database-creation.md +++ /dev/null @@ -1,493 +0,0 @@ -# Custom Player Database Creation Workflow - -## Purpose -Step-by-step API calls to create a complete custom player record in Paper Dynasty database. - -## Prerequisites -- Custom player ratings calculated (via archetype system or manual) -- Defensive ratings determined -- Cardset identified - -## Workflow Steps - -### Step 1: Create MLBPlayer Record - -**Endpoint**: `POST /mlbplayers/one` - -**Payload**: -```python -{ - 'key_bbref': 'custom_lastnamefirstinitial01', # e.g., 'custom_thrillw01' - 'key_fangraphs': 0, - 'key_mlbam': 0, - 'key_retro': '', - 'first_name': 'FirstName', - 'last_name': 'LastName', - 'mlb_team_id': 'mlbclub' # Usually 'mlbclub' for custom players -} -``` - -**Returns**: `{'id': mlbplayer_id}` - -**Example**: -```python -mlbplayer_payload = { - 'key_bbref': 'custom_thrillw01', - 'key_fangraphs': 0, - 'key_mlbam': 0, - 'key_retro': '', - 'first_name': 'Will', - 'last_name': 'the Thrill', - 'mlb_team_id': 'mlbclub' -} - -mlb = await db_post('mlbplayers/one', payload=mlbplayer_payload) -mlbplayer_id = mlb['id'] # Save for Player record -``` - ---- - -### Step 2: Create Player Record - -**Endpoint**: `POST /players` - -**Required Fields**: -```python -{ - 'p_name': 'Display Name', # e.g., 'Will the Thrill' - 'bbref_id': 'custom_xxx', # Same as MLBPlayer - 'fangraphs_id': 0, - 'mlbam_id': 0, - 'retrosheet_id': '', - 'hand': 'R' or 'L' or 'S', # Batting hand - 'mlbclub': 'Team Name', # e.g., 'Custom Ballplayers' - 'franchise': 'Franchise Name', # e.g., 'Custom Ballplayers' - 'cardset_id': int, # Target cardset - 'description': 'Description', # e.g., '05 Custom' - 'is_custom': True, - 'mlbplayer_id': mlbplayer_id, # From Step 1 - 'set_num': 0, - 'rarity_id': int, # 1-6 (see rarity table below) - 'cost': int, # Card cost - 'image': '', - 'pos_1': 'Position' # Primary position -} -``` - -**Rarity IDs**: -- 1 = Replacement -- 2 = Reserve -- 3 = Starter -- 4 = All-Star -- 5 = MVP -- 6 = Hall of Fame - -**Returns**: `{'player_id': player_id}` - -**Example**: -```python -player_payload = { - 'p_name': 'Will the Thrill', - 'bbref_id': 'custom_thrillw01', - 'fangraphs_id': 0, - 'mlbam_id': 0, - 'retrosheet_id': '', - 'hand': 'R', - 'mlbclub': 'Custom Ballplayers', - 'franchise': 'Custom Ballplayers', - 'cardset_id': 29, - 'description': '05 Custom', - 'is_custom': True, - 'mlbplayer_id': mlbplayer_id, - 'set_num': 0, - 'rarity_id': 3, # Starter - 'cost': 93, - 'image': '', - 'pos_1': 'LF' -} - -player = await db_post('players', payload=player_payload) -player_id = player['player_id'] # Save for subsequent records -``` - ---- - -### Step 2b (Optional): Update Player Positions/Rarity - -**Endpoint**: `PATCH /players/{player_id}` - -**Example**: -```python -await db_patch('players', object_id=player_id, params=[ - ('pos_2', '2B'), - ('rarity_id', 3), - ('cost', 93) -]) -``` - ---- - -### Step 3: Create BattingCard Record - -**Endpoint**: `PUT /battingcards` - -**Payload Structure**: -```python -{ - 'cards': [ - { - 'player_id': player_id, - 'key_bbref': 'custom_xxx', - 'key_fangraphs': 0, - 'key_mlbam': 0, - 'key_retro': '', - 'name_first': 'FirstName', - 'name_last': 'LastName', - 'steal_low': int, # 0-20 scale (2d10) - 'steal_high': int, # 0-20 scale (2d10) - 'steal_auto': int, # 0 or 1 (boolean) - 'steal_jump': float, # 0.0-1.0 (fraction of 36) - 'hit_and_run': str, # 'A', 'B', 'C', or 'D' - 'running': int, # 8-17 scale - 'hand': 'R' or 'L' or 'S' # Batting hand - } - ] -} -``` - -**Returns**: BattingCard created - -**Example**: -```python -batting_card = { - 'player_id': player_id, - 'key_bbref': 'custom_thrillw01', - 'key_fangraphs': 0, - 'key_mlbam': 0, - 'key_retro': '', - 'name_first': 'Will', - 'name_last': 'the Thrill', - 'steal_low': 7, - 'steal_high': 11, - 'steal_auto': 0, - 'steal_jump': 0.055555, - 'hit_and_run': 'A', - 'running': 12, - 'hand': 'R' -} - -await db_put('battingcards', payload={'cards': [batting_card]}, timeout=10) - -# Get the battingcard_id for ratings -bc_result = await db_get('battingcards', params=[('player_id', player_id)]) -battingcard_id = bc_result['cards'][0]['id'] -``` - ---- - -### Step 3b (Optional): Update BattingCard - -**Endpoint**: `PATCH /battingcards/{battingcard_id}` - -**Example**: -```python -await db_patch('battingcards', object_id=battingcard_id, params=[ - ('steal_jump', 0.055555) -]) -``` - ---- - -### Step 4: Create BattingCardRatings (vs LHP and vs RHP) - -**Endpoint**: `PUT /battingcardratings` - -**Payload Structure**: -```python -{ - 'ratings': [ - { - 'battingcard_id': battingcard_id, - 'bat_hand': 'R' or 'L' or 'S', - 'vs_hand': 'L' or 'R', - - # All values must be multiples of 0.05 - # All values must sum to exactly 108.00 - - # Hits - 'homerun': float, - 'bp_homerun': float, # Must be whole number (1.0, 2.0, etc.) - 'triple': float, - 'double_three': float, # Usually 0.00 (reserved for special occasions) - 'double_two': float, - 'double_pull': float, - 'single_two': float, - 'single_one': float, - 'single_center': float, - 'bp_single': float, # Must be whole number (usually 5.0) - - # On-base - 'walk': float, - 'hbp': float, - - # Outs - 'strikeout': float, - 'lineout': float, - 'popout': float, # Usually 0.00 (added during image generation) - 'flyout_a': float, # Usually 0.00 (only 1.0 for power hitters) - 'flyout_bq': float, - 'flyout_lf_b': float, - 'flyout_rf_b': float, - 'groundout_a': float, # Double play balls - 'groundout_b': float, - 'groundout_c': float, - - # Percentages - 'hard_rate': float, - 'med_rate': float, - 'soft_rate': float, - 'pull_rate': float, - 'center_rate': float, - 'slap_rate': float - }, - # Second rating for opposite hand - {...} - ] -} -``` - -**Stratomatic Conventions**: -- All D20 chances must be multiples of **0.05** -- Total chances must equal exactly **108.00** -- **bp_homerun**: Whole number (1.0 for low power, 2.0 moderate, 3.0+ high) -- **bp_single**: Whole number (standard is 5.0) -- **popout**: Default 0.00 (added during image generation) -- **flyout_a**: Default 0.00 (only 1.0 for power hitters with HR% > 10%) -- **double_three**: Default 0.00 (reserved for special occasions) - -**Example**: -```python -rating_vl = { - 'battingcard_id': battingcard_id, - 'bat_hand': 'R', - 'vs_hand': 'L', - 'homerun': 0.55, - 'bp_homerun': 1.00, - 'triple': 0.80, - 'double_three': 0.00, - 'double_two': 5.60, - 'double_pull': 2.95, - 'single_two': 10.35, - 'single_one': 4.95, - 'single_center': 8.45, - 'bp_single': 5.00, - 'walk': 8.15, - 'hbp': 0.90, - 'strikeout': 13.05, - 'lineout': 11.60, - 'popout': 0.00, - 'flyout_a': 0.00, - 'flyout_bq': 5.30, - 'flyout_lf_b': 4.55, - 'flyout_rf_b': 3.70, - 'groundout_a': 9.45, - 'groundout_b': 6.55, - 'groundout_c': 5.10, - 'hard_rate': 0.33, - 'med_rate': 0.50, - 'soft_rate': 0.17, - 'pull_rate': 0.38, - 'center_rate': 0.36, - 'slap_rate': 0.26 -} - -rating_vr = { - 'battingcard_id': battingcard_id, - 'bat_hand': 'R', - 'vs_hand': 'R', - # ... (similar structure, different values) -} - -await db_put('battingcardratings', payload={'ratings': [rating_vl, rating_vr]}, timeout=10) -``` - ---- - -### Step 5: Create CardPositions with Defensive Ratings - -**Endpoint**: `PUT /cardpositions` - -**Payload Structure**: -```python -{ - 'positions': [ - { - 'player_id': player_id, - 'position': 'Position Code', - 'range': int, # Required for all positions - 'error': int, # Required for all positions - 'arm': int # Required for OF and C only - }, - # Additional positions - {...} - ] -} -``` - -**Position Codes**: C, 1B, 2B, 3B, SS, LF, CF, RF, DH, P - -**Defensive Ratings**: -- **Range**: 1-10+ scale (higher = better range) -- **Error**: Higher number = worse (more errors) -- **Arm**: +/- rating (OF and C only, e.g., +2, -1, 0) - -**Example**: -```python -positions_payload = { - 'positions': [ - { - 'player_id': player_id, - 'position': 'LF', - 'range': 3, - 'error': 7, - 'arm': 2 - }, - { - 'player_id': player_id, - 'position': '2B', - 'range': 4, - 'error': 12 - # No arm rating for infielders - } - ] -} - -await db_put('cardpositions', payload=positions_payload) -``` - ---- - -## Complete Example Script - -```python -import asyncio -from db_calls import db_post, db_put, db_patch, db_get - -async def create_custom_player(): - # Step 1: MLBPlayer - mlbplayer_payload = { - 'key_bbref': 'custom_thrillw01', - 'key_fangraphs': 0, - 'key_mlbam': 0, - 'key_retro': '', - 'first_name': 'Will', - 'last_name': 'the Thrill', - 'mlb_team_id': 'mlbclub' - } - mlb = await db_post('mlbplayers/one', payload=mlbplayer_payload) - mlbplayer_id = mlb['id'] - print(f"✓ MLBPlayer: {mlbplayer_id}") - - # Step 2: Player - player_payload = { - 'p_name': 'Will the Thrill', - 'bbref_id': 'custom_thrillw01', - 'fangraphs_id': 0, - 'mlbam_id': 0, - 'retrosheet_id': '', - 'hand': 'R', - 'mlbclub': 'Custom Ballplayers', - 'franchise': 'Custom Ballplayers', - 'cardset_id': 29, - 'description': '05 Custom', - 'is_custom': True, - 'mlbplayer_id': mlbplayer_id, - 'set_num': 0, - 'rarity_id': 3, - 'cost': 93, - 'image': '', - 'pos_1': 'LF' - } - player = await db_post('players', payload=player_payload) - player_id = player['player_id'] - print(f"✓ Player: {player_id}") - - # Step 2b: Update pos_2 - await db_patch('players', object_id=player_id, params=[('pos_2', '2B')]) - print(f"✓ Player updated") - - # Step 3: BattingCard - batting_card = { - 'player_id': player_id, - 'key_bbref': 'custom_thrillw01', - 'key_fangraphs': 0, - 'key_mlbam': 0, - 'key_retro': '', - 'name_first': 'Will', - 'name_last': 'the Thrill', - 'steal_low': 7, - 'steal_high': 11, - 'steal_auto': 0, - 'steal_jump': 0.055555, - 'hit_and_run': 'A', - 'running': 12, - 'hand': 'R' - } - await db_put('battingcards', payload={'cards': [batting_card]}, timeout=10) - - bc_result = await db_get('battingcards', params=[('player_id', player_id)]) - battingcard_id = bc_result['cards'][0]['id'] - print(f"✓ BattingCard: {battingcard_id}") - - # Step 4: BattingCardRatings - rating_vl = {...} # Full rating dict - rating_vr = {...} # Full rating dict - await db_put('battingcardratings', payload={'ratings': [rating_vl, rating_vr]}, timeout=10) - print(f"✓ BattingCardRatings created") - - # Step 5: CardPositions - positions_payload = { - 'positions': [ - {'player_id': player_id, 'position': 'LF', 'range': 3, 'error': 7, 'arm': 2}, - {'player_id': player_id, 'position': '2B', 'range': 4, 'error': 12} - ] - } - await db_put('cardpositions', payload=positions_payload) - print(f"✓ CardPositions created") - - return player_id - -# Run it -player_id = asyncio.run(create_custom_player()) -print(f"\n✓✓ Complete! Player ID: {player_id}") -``` - ---- - -## Verification - -After creation, verify the card at: -- **Dev**: `https://pddev.manticorum.com/api/v2/players/{player_id}/battingcard` -- **Prod**: `https://pd.manticorum.com/api/v2/players/{player_id}/battingcard` - -Add `?html=true` to view HTML preview instead of PNG. - ---- - -## Troubleshooting - -**"field required" errors**: Check all required fields are present in payload - -**"LF must have an arm rating"**: OF and C positions require 'arm' field - -**Total != 108**: Verify all D20 ratings sum to exactly 108.00 - -**Not multiple of 0.05**: All D20 ratings must be multiples of 0.05 - -**Player not found**: Check correct database (dev vs prod) via `alt_database` in db_calls.py - ---- - -**Last Updated**: 2025-11-11 -**Maintainer**: Cal Corum -**Version**: 1.0 (Initial Release - Will the Thrill) diff --git a/skills/paper-dynasty/workflows/database-sync.md b/skills/paper-dynasty/workflows/database-sync.md deleted file mode 100644 index ab2aa48..0000000 --- a/skills/paper-dynasty/workflows/database-sync.md +++ /dev/null @@ -1,197 +0,0 @@ -# Database Sync - Production to Dev - -Sync production Paper Dynasty database to development environment for testing, debugging, or local development with real data. - -## Quick Start - -```bash -# Basic sync (with backup and confirmation prompt) -~/.claude/skills/paper-dynasty/scripts/sync_prod_to_dev.sh - -# Auto-confirm sync (skip prompt) -~/.claude/skills/paper-dynasty/scripts/sync_prod_to_dev.sh --yes - -# Dry run (see what would happen) -~/.claude/skills/paper-dynasty/scripts/sync_prod_to_dev.sh --dry-run - -# Skip backup (faster, use with caution) -~/.claude/skills/paper-dynasty/scripts/sync_prod_to_dev.sh --no-backup --yes -``` - -## What It Does - -1. **Verifies connectivity** to both production and dev databases -2. **Shows database statistics** (size, table count) for comparison -3. **Creates backup** of current dev database (unless `--no-backup`) -4. **Dumps production database** using `pg_dump` -5. **Restores to dev database** replacing all existing data -6. **Verifies restoration** with updated statistics -7. **Cleans up** temporary dump files - -## Database Environments - -### Production (akamai) -- **Container**: `sba_postgres` -- **Database**: `pd_master` -- **User**: `pd_admin` -- **Access**: Via SSH to akamai host - -### Development (pd-database / 10.10.0.42) -- **Container**: `sba_postgres` -- **Database**: `paperdynasty_dev` -- **User**: `sba_admin` -- **Access**: Via SSH to pd-database host - -## When to Use - -| Scenario | Recommended Approach | -|----------|---------------------| -| **Testing migrations** | Sync with `--no-backup` for speed | -| **Debugging production issues** | Full sync to reproduce exact state | -| **Local development setup** | First-time sync with backup | -| **QA testing** | Regular syncs before testing cycles | -| **Schema comparison** | Use `--dry-run` to see database stats | - -## Backups - -Backups of the dev database are stored in: -``` -~/.paper-dynasty/db-backups/paperdynasty_dev_YYYYMMDD_HHMMSS.sql -``` - -### Restoring from Backup - -If you need to restore a dev database backup: - -```bash -# List available backups -ls -lh ~/.paper-dynasty/db-backups/ - -# Restore a specific backup -BACKUP_FILE=~/.paper-dynasty/db-backups/paperdynasty_dev_20260203_143022.sql -ssh pd-database "docker exec -i sba_postgres psql -U sba_admin -d paperdynasty_dev" < "$BACKUP_FILE" -``` - -## Manual Steps (Alternative to Script) - -If you prefer to run steps manually: - -### 1. Create Production Dump - -```bash -ssh akamai "docker exec sba_postgres pg_dump -U pd_admin -d pd_master --clean --if-exists" > /tmp/pd_prod_dump.sql -``` - -### 2. Backup Current Dev (Optional) - -```bash -ssh pd-database "docker exec sba_postgres pg_dump -U sba_admin -d paperdynasty_dev --clean --if-exists" > ~/.paper-dynasty/db-backups/paperdynasty_dev_backup.sql -``` - -### 3. Restore to Dev - -```bash -ssh pd-database "docker exec -i sba_postgres psql -U sba_admin -d paperdynasty_dev" < /tmp/pd_prod_dump.sql -``` - -### 4. Clean Up - -```bash -rm /tmp/pd_prod_dump.sql -``` - -## Troubleshooting - -### Connection Issues - -**Problem**: Cannot connect to production/dev database - -```bash -# Test production connection -ssh akamai "docker exec sba_postgres psql -U pd_admin -d pd_master -c 'SELECT version();'" - -# Test dev connection -ssh pd-database "docker exec sba_postgres psql -U sba_admin -d paperdynasty_dev -c 'SELECT version();'" -``` - -### Permission Errors - -**Problem**: Permission denied errors during restore - -**Solution**: Ensure the dev user has proper permissions: - -```bash -ssh pd-database "docker exec sba_postgres psql -U sba_admin -d paperdynasty_dev -c 'GRANT ALL PRIVILEGES ON ALL TABLES IN SCHEMA public TO sba_admin;'" -``` - -### Disk Space Issues - -**Problem**: Not enough disk space for dump file - -```bash -# Check available space on local machine -df -h /tmp - -# Check available space on dev server -ssh pd-database "df -h /var/lib/docker" -``` - -**Solution**: Use compression: - -```bash -# Create compressed dump -ssh akamai "docker exec sba_postgres pg_dump -U pd_admin -d pd_master --clean --if-exists | gzip" > /tmp/pd_prod_dump.sql.gz - -# Restore compressed dump -gunzip -c /tmp/pd_prod_dump.sql.gz | ssh pd-database "docker exec -i sba_postgres psql -U sba_admin -d paperdynasty_dev" -``` - -### Restore Failures - -**Problem**: Errors during restore (foreign key constraints, etc.) - -**Solution**: The script uses `--clean --if-exists` which should handle most cases. If issues persist: - -1. Check the error messages for specific constraint violations -2. Try restoring with single-transaction mode: - ```bash - ssh pd-database "docker exec -i sba_postgres psql -U sba_admin -d paperdynasty_dev --single-transaction" < /tmp/pd_prod_dump.sql - ``` - -## Safety Features - -- **Confirmation prompt**: Requires explicit "yes" before making changes -- **Dry run mode**: Preview operations without making changes -- **Automatic backups**: Dev database is backed up by default -- **Backup retention**: Backups are timestamped and never auto-deleted -- **Error handling**: Script exits on any error, preventing partial syncs - -## Performance Notes - -- **Dump time**: ~10-30 seconds for typical database -- **Transfer time**: Depends on database size (usually < 1 minute) -- **Restore time**: ~20-60 seconds depending on data volume -- **Total time**: Typically 1-2 minutes for full sync - -Add `--no-backup` to save ~30 seconds if dev database backup isn't needed. - -## Security Notes - -- Database credentials are hardcoded in the script (stored in skill directory) -- Dump files contain sensitive production data -- Temporary dumps are created in `/tmp` and automatically deleted -- Backups are stored in user home directory (`~/.paper-dynasty/db-backups/`) -- Consider encrypting backups for long-term storage - -## Integration with Other Workflows - -This sync workflow pairs well with: - -- **Migration Testing**: Sync prod data, then test migrations on dev -- **API Development**: Work with realistic data locally -- **Bug Reproduction**: Sync prod state to reproduce issues -- **Performance Testing**: Test queries against production-sized datasets - ---- - -**Last Updated**: 2026-02-03 diff --git a/skills/paper-dynasty/workflows/discord-app-troubleshooting.md b/skills/paper-dynasty/workflows/discord-app-troubleshooting.md deleted file mode 100644 index c866040..0000000 --- a/skills/paper-dynasty/workflows/discord-app-troubleshooting.md +++ /dev/null @@ -1,423 +0,0 @@ -# Paper Dynasty Discord App Troubleshooting - -**Server troubleshooting guide for the pd-discord bot** - -## Server Information - -| Property | Value | -|----------|-------| -| **SSH Host** | `sba-bots` (alias: `pd-bots`) | -| **IP** | 10.10.0.88 | -| **User** | cal | -| **Compose Dir** | `/home/cal/container-data/paper-dynasty/` | -| **Container** | `paper-dynasty_discord-app_1` | -| **Service** | `discord-app` | -| **Image** | `manticorum67/paper-dynasty-discordapp:latest` | - -### Related Services - -| Service | Container | Purpose | -|---------|-----------|---------| -| PostgreSQL | `paper-dynasty_db_1` | Bot database | -| Adminer | `paper-dynasty_adminer_1` | DB web UI (port 8080) | - ---- - -## Quick Status Check - -```bash -# Check container status -ssh sba-bots "docker ps --filter name=paper-dynasty" - -# One-liner health check -ssh sba-bots "docker ps --format '{{.Names}}: {{.Status}}' --filter name=paper-dynasty" -``` - ---- - -## Viewing Logs - -### Recent Logs (Recommended First Step) -```bash -# Last 100 lines -ssh sba-bots "docker logs paper-dynasty_discord-app_1 --tail 100" - -# Last 100 lines with timestamps -ssh sba-bots "docker logs paper-dynasty_discord-app_1 --tail 100 -t" - -# Follow logs in real-time (Ctrl+C to stop) -ssh sba-bots "docker logs paper-dynasty_discord-app_1 --tail 50 -f" -``` - -### Logs Since Specific Time -```bash -# Last hour -ssh sba-bots "docker logs paper-dynasty_discord-app_1 --since 1h" - -# Last 30 minutes -ssh sba-bots "docker logs paper-dynasty_discord-app_1 --since 30m" - -# Since specific time -ssh sba-bots "docker logs paper-dynasty_discord-app_1 --since '2025-01-30T10:00:00'" -``` - -### Search Logs for Errors -```bash -# Find errors -ssh sba-bots "docker logs paper-dynasty_discord-app_1 2>&1 | grep -i error | tail -50" - -# Find exceptions/tracebacks -ssh sba-bots "docker logs paper-dynasty_discord-app_1 2>&1 | grep -i -A5 'traceback\|exception' | tail -100" - -# Find specific command errors -ssh sba-bots "docker logs paper-dynasty_discord-app_1 2>&1 | grep -i 'command_name_here' | tail -50" -``` - -### Log Files on Host -```bash -# List log files -ssh sba-bots "ls -la /home/cal/container-data/paper-dynasty/logs/" - -# Read specific log file -ssh sba-bots "tail -100 /home/cal/container-data/paper-dynasty/logs/paperdynasty.log" -``` - ---- - -## Container Management - -### Restart Bot (Most Common Fix) -```bash -# Restart just the discord-app service -ssh sba-bots "cd /home/cal/container-data/paper-dynasty && docker compose restart discord-app" - -# Alternative: stop and start -ssh sba-bots "cd /home/cal/container-data/paper-dynasty && docker compose stop discord-app && docker compose up -d discord-app" -``` - -### Full Stack Restart -```bash -# Restart all services (bot + database + adminer) -ssh sba-bots "cd /home/cal/container-data/paper-dynasty && docker compose restart" - -# Or recreate containers -ssh sba-bots "cd /home/cal/container-data/paper-dynasty && docker compose down && docker compose up -d" -``` - -### Pull Latest Image and Restart -```bash -ssh sba-bots "cd /home/cal/container-data/paper-dynasty && docker compose pull discord-app && docker compose up -d discord-app" -``` - -### Stop/Start Individual Services -```bash -# Stop bot only -ssh sba-bots "cd /home/cal/container-data/paper-dynasty && docker compose stop discord-app" - -# Start bot only -ssh sba-bots "cd /home/cal/container-data/paper-dynasty && docker compose start discord-app" -``` - ---- - -## Database Operations - -### Check Database Health -```bash -# Database container status -ssh sba-bots "docker ps --filter name=paper-dynasty_db" - -# Test database connection -ssh sba-bots "docker exec paper-dynasty_db_1 pg_isready -U postgres" -``` - -### Access Database CLI -```bash -# Interactive psql session -ssh sba-bots "docker exec -it paper-dynasty_db_1 psql -U postgres" - -# Run single query -ssh sba-bots "docker exec paper-dynasty_db_1 psql -U postgres -c 'SELECT COUNT(*) FROM card;'" -``` - -### Database Web UI (Adminer) -- URL: `http://10.10.0.88:8080` -- System: PostgreSQL -- Server: `db` -- Username: `postgres` -- Password: `example` -- Database: `postgres` - -### Database Backup -```bash -# Create backup -ssh sba-bots "docker exec paper-dynasty_db_1 pg_dump -U postgres postgres > ~/backups/pd_backup_$(date +%Y%m%d).sql" - -# Restore from backup -ssh sba-bots "docker exec -i paper-dynasty_db_1 psql -U postgres postgres < ~/backups/pd_backup_YYYYMMDD.sql" -``` - ---- - -## Common Issues and Solutions - -### Issue: Bot Not Responding to Commands - -**Symptoms:** -- Commands timeout or don't execute -- No response from bot in Discord - -**Diagnosis:** -```bash -# Check if container is running -ssh sba-bots "docker ps --filter name=paper-dynasty_discord-app" - -# Check health status -ssh sba-bots "docker inspect paper-dynasty_discord-app_1 --format='{{.State.Health.Status}}'" - -# Check recent logs for errors -ssh sba-bots "docker logs paper-dynasty_discord-app_1 --tail 50" -``` - -**Solutions:** -1. Restart the bot: `ssh sba-bots "cd /home/cal/container-data/paper-dynasty && docker compose restart discord-app"` -2. Check for rate limiting in logs -3. Verify Discord token is valid - ---- - -### Issue: Container Keeps Restarting - -**Symptoms:** -- Status shows "Restarting" or uptime keeps resetting -- `restart_count` increasing - -**Diagnosis:** -```bash -# Check restart count -ssh sba-bots "docker inspect paper-dynasty_discord-app_1 --format='{{.RestartCount}}'" - -# Check exit code -ssh sba-bots "docker inspect paper-dynasty_discord-app_1 --format='{{.State.ExitCode}}'" - -# Check logs from before crash -ssh sba-bots "docker logs paper-dynasty_discord-app_1 --tail 200" -``` - -**Solutions:** -1. Look for Python exceptions in logs -2. Check if database is accessible -3. Verify environment variables are correct - ---- - -### Issue: Database Connection Errors - -**Symptoms:** -- Logs show "connection refused" or "could not connect to server" -- Commands fail with database errors - -**Diagnosis:** -```bash -# Check if database is running -ssh sba-bots "docker ps --filter name=paper-dynasty_db" - -# Check database logs -ssh sba-bots "docker logs paper-dynasty_db_1 --tail 50" - -# Test connectivity from bot container -ssh sba-bots "docker exec paper-dynasty_discord-app_1 python -c 'import socket; s=socket.socket(); s.connect((\"db\", 5432)); print(\"OK\")'" -``` - -**Solutions:** -1. Restart database: `ssh sba-bots "cd /home/cal/container-data/paper-dynasty && docker compose restart db"` -2. Wait for database health check to pass -3. Restart bot after database is healthy - ---- - -### Issue: Out of Memory / High Resource Usage - -**Diagnosis:** -```bash -# Check container resource usage -ssh sba-bots "docker stats paper-dynasty_discord-app_1 --no-stream" - -# Check host memory -ssh sba-bots "free -h" - -# Check disk space -ssh sba-bots "df -h" -``` - -**Solutions:** -1. Restart bot to clear memory -2. Check for memory leaks in recent code changes -3. Add memory limits to docker-compose.yml if needed - ---- - -### Issue: API Rate Limiting - -**Symptoms:** -- Discord API errors (429) -- Commands work intermittently - -**Diagnosis:** -```bash -# Check for rate limit messages -ssh sba-bots "docker logs paper-dynasty_discord-app_1 2>&1 | grep -i 'rate' | tail -20" -``` - -**Solutions:** -1. Wait for rate limit to expire (usually 1-60 seconds) -2. Check for command spam or loops in code -3. Review recent changes for excessive API calls - ---- - -### Issue: Slash Commands Not Syncing - -**Symptoms:** -- New commands don't appear in Discord -- Old commands still showing - -**Diagnosis:** -```bash -# Check for sync messages in logs -ssh sba-bots "docker logs paper-dynasty_discord-app_1 2>&1 | grep -i 'sync' | tail -20" -``` - -**Solutions:** -1. Commands sync on bot startup - restart bot -2. Check for errors during command tree sync -3. Verify GUILD_ID is correct in environment - ---- - -## Health Checks - -### Quick Health Summary -```bash -ssh sba-bots "echo '=== Container Status ===' && \ - docker ps --format 'table {{.Names}}\t{{.Status}}' --filter name=paper-dynasty && \ - echo '' && echo '=== Resource Usage ===' && \ - docker stats --no-stream --format 'table {{.Name}}\t{{.CPUPerc}}\t{{.MemUsage}}' paper-dynasty_discord-app_1 paper-dynasty_db_1" -``` - -### Container Inspection -```bash -# Full container details -ssh sba-bots "docker inspect paper-dynasty_discord-app_1" - -# Just health status -ssh sba-bots "docker inspect paper-dynasty_discord-app_1 --format='Health: {{.State.Health.Status}}, Running: {{.State.Running}}, Restarts: {{.RestartCount}}'" -``` - -### Network Connectivity -```bash -# Check network -ssh sba-bots "docker network inspect paper-dynasty_backend" - -# Test internal DNS -ssh sba-bots "docker exec paper-dynasty_discord-app_1 getent hosts db" -``` - ---- - -## Configuration - -### Environment Variables -Key environment variables in docker-compose.yml: - -| Variable | Description | -|----------|-------------| -| `BOT_TOKEN` | Discord bot token | -| `GUILD_ID` | Discord server ID | -| `API_TOKEN` | Paper Dynasty API token | -| `DATABASE` | "Prod" or "Dev" | -| `LOG_LEVEL` | INFO, DEBUG, WARNING, ERROR | -| `DB_URL` | Database hostname (usually `db`) | -| `SCOREBOARD_CHANNEL` | Channel ID for scoreboard updates | - -### Edit Configuration -```bash -# Edit docker-compose.yml -ssh sba-bots "nano /home/cal/container-data/paper-dynasty/docker-compose.yml" - -# After editing, recreate container -ssh sba-bots "cd /home/cal/container-data/paper-dynasty && docker compose up -d discord-app" -``` - ---- - -## Storage and Volumes - -### Check Storage Usage -```bash -# Volume sizes -ssh sba-bots "docker system df -v | grep paper-dynasty" - -# Storage directory -ssh sba-bots "du -sh /home/cal/container-data/paper-dynasty/storage/*" -``` - -### Access Storage Files -```bash -# List storage contents -ssh sba-bots "ls -la /home/cal/container-data/paper-dynasty/storage/" - -# Copy file from server -scp sba-bots:/home/cal/container-data/paper-dynasty/storage/file.db ./ -``` - ---- - -## Deployment Notes - -**Image Source:** Docker Hub `manticorum67/paper-dynasty-discordapp` - -**To deploy new version:** -```bash -# From local development machine -~/.claude/skills/deploy/deploy.sh pd-discord patch -``` - -**Manual deployment:** -```bash -ssh sba-bots "cd /home/cal/container-data/paper-dynasty && \ - docker compose pull discord-app && \ - docker compose up -d discord-app" -``` - ---- - -## Quick Reference Commands - -```bash -# Status -ssh sba-bots "docker ps --filter name=paper-dynasty" - -# Logs (last 100 lines) -ssh sba-bots "docker logs paper-dynasty_discord-app_1 --tail 100" - -# Follow logs -ssh sba-bots "docker logs paper-dynasty_discord-app_1 -f --tail 50" - -# Restart bot -ssh sba-bots "cd /home/cal/container-data/paper-dynasty && docker compose restart discord-app" - -# Pull and restart -ssh sba-bots "cd /home/cal/container-data/paper-dynasty && docker compose pull discord-app && docker compose up -d" - -# Shell into container -ssh sba-bots "docker exec -it paper-dynasty_discord-app_1 /bin/bash" - -# Database CLI -ssh sba-bots "docker exec -it paper-dynasty_db_1 psql -U postgres" -``` - ---- - -**Last Updated**: 2025-01-30 -**Maintainer**: Cal Corum diff --git a/skills/paper-dynasty/workflows/gauntlet-cleanup.md b/skills/paper-dynasty/workflows/gauntlet-cleanup.md deleted file mode 100644 index feec65b..0000000 --- a/skills/paper-dynasty/workflows/gauntlet-cleanup.md +++ /dev/null @@ -1,336 +0,0 @@ -# Gauntlet Team Cleanup Workflow - -**Purpose**: Clean up temporary gauntlet teams after tournament events - -**When to Use**: -- End of gauntlet tournament -- Team reaches loss limit -- Event conclusion -- Manual cleanup requested - ---- - -## Overview - -Gauntlet teams are temporary teams created for tournament events. At the end of a run, teams need to be cleaned up to: -1. Free up cards for other uses -2. Mark runs as complete -3. Maintain database hygiene -4. Preserve historical data - -**What Gets Cleaned**: -- ✅ Cards (unassigned from team) -- ✅ Packs (deleted) -- ✅ Active run (ended) - -**What Gets Preserved**: -- ✅ Team record (for history) -- ✅ Game results -- ✅ Player statistics -- ✅ Gauntlet run record (marked ended, not deleted) - ---- - -## Prerequisites - -```bash -# Set environment variables -export API_TOKEN='your-api-token' -export DATABASE='prod' # or 'dev' - -# Navigate to scripts directory -cd ~/.claude/skills/paper-dynasty/scripts -``` - ---- - -## Workflow Steps - -### Step 1: Identify Teams to Clean - -**List active runs in an event**: -```bash -python gauntlet_cleanup.py list --event-id 8 --active-only -``` - -**Expected Output**: -``` -🏆 GAUNTLET RUNS -================================================================================ - -[ACTIVE] Team: Gauntlet-SKB - Saskatchewan Beavers - Run ID: 464 - Team ID: 69 - Event: 8 - Record: 0-0 - Created: 2025-10-08 14:36:42.173000 - -[ACTIVE] Team: Gauntlet-YEET - YEETERS - Run ID: 421 - Team ID: 68 - Event: 8 - Record: 2-1 - Created: 2025-06-04 22:13:51.559000 -``` - -**Review and note**: -- Team abbreviations to clean -- Run IDs -- Records (verify they're complete) - -### Step 2: Wipe Gauntlet Team - -**Command**: -```bash -python gauntlet_cleanup.py wipe --team-abbrev Gauntlet-SKB --event-id 8 -``` - -**Interactive Confirmation**: -``` -✓ Found team: Saskatchewan Beavers (ID: 69, Abbrev: Gauntlet-SKB) - -⚠️ CLEANUP OPERATIONS: - - Wipe all cards for team Gauntlet-SKB - - Delete all packs for team Gauntlet-SKB - - End active gauntlet run in event 8 - -Type 'yes' to continue: -``` - -Type `yes` and press Enter to proceed. - -**Process Output**: -``` -📦 Wiping cards... - ✓ Cards wiped: Wiped X cards - -🎁 Deleting packs... - Found 3 packs - ✓ Deleted 3 packs - -🏃 Ending gauntlet run in event 8... - ✓ Ended run ID 464 (Record: 0-0) - -============================================================ -📊 CLEANUP SUMMARY: - Cards wiped: ✓ - Packs deleted: 3 - Runs ended: 1 -============================================================ -``` - -### Step 3: Verify Cleanup - -**Re-list active runs**: -```bash -python gauntlet_cleanup.py list --event-id 8 --active-only -``` - -**Expected**: Team should no longer appear in active runs list - -**Additional Verification** (optional): -```python -from api_client import PaperDynastyAPI - -api = PaperDynastyAPI(environment='prod') - -# Check team has no cards -cards = api.list_cards(team_id=69) -print(f"Cards remaining: {len(cards)}") # Should be 0 - -# Check team has no packs -packs = api.list_packs(team_id=69) -print(f"Packs remaining: {len(packs)}") # Should be 0 - -# Check run is ended -runs = api.list_gauntlet_runs(team_id=69, active_only=True) -print(f"Active runs: {len(runs)}") # Should be 0 -``` - ---- - -## Alternative Methods - -### Wipe by Team ID - -If you know the team ID: -```bash -python gauntlet_cleanup.py wipe --team-id 464 --event-id 8 -``` - -### Skip Confirmation (Automation) - -For scripts/automation: -```bash -python gauntlet_cleanup.py wipe --team-abbrev Gauntlet-SKB --event-id 8 --yes -``` - -### Wipe Without Ending Run - -To only wipe cards/packs without ending the run: -```bash -python gauntlet_cleanup.py wipe --team-abbrev Gauntlet-SKB -# Omit --event-id to skip run ending -``` - ---- - -## Python API Usage - -### Using the API Client Directly - -```python -from api_client import PaperDynastyAPI - -api = PaperDynastyAPI(environment='prod') - -# Find team -team = api.get_team(abbrev='Gauntlet-SKB') -team_id = team['id'] - -# 1. Wipe cards -result = api.wipe_team_cards(team_id) -print(f"Cards wiped: {result}") - -# 2. Delete packs -packs = api.list_packs(team_id=team_id) -for pack in packs: - api.delete_pack(pack['id']) -print(f"Deleted {len(packs)} packs") - -# 3. End active run(s) -runs = api.list_gauntlet_runs(team_id=team_id, event_id=8, active_only=True) -for run in runs: - api.end_gauntlet_run(run['id']) - print(f"Ended run {run['id']}: {run['wins']}-{run['losses']}") -``` - -### Batch Cleanup - -Clean up multiple teams: -```python -from api_client import PaperDynastyAPI - -api = PaperDynastyAPI(environment='prod') - -# Get all active runs in event -runs = api.list_gauntlet_runs(event_id=8, active_only=True) - -for run in runs: - team = run['team'] - team_id = team['id'] - - print(f"\nCleaning up {team['abbrev']}...") - - # Wipe cards - api.wipe_team_cards(team_id) - - # Delete packs - packs = api.list_packs(team_id=team_id) - for pack in packs: - api.delete_pack(pack['id']) - - # End run - api.end_gauntlet_run(run['id']) - - print(f"✓ Cleaned {team['abbrev']}") -``` - ---- - -## Troubleshooting - -### "Team not found" - -**Cause**: Team abbreviation misspelled or team doesn't exist - -**Fix**: -```bash -# List all gauntlet teams -python gauntlet_cleanup.py list - -# Try different abbreviation or use team ID -python gauntlet_cleanup.py wipe --team-id 464 --event-id 8 -``` - -### "No active run found" - -**Cause**: Team doesn't have an active run in that event - -**Fix**: -```bash -# Check if run exists at all -python gauntlet_cleanup.py list --event-id 8 - -# If you just want to wipe cards/packs, omit --event-id -python gauntlet_cleanup.py wipe --team-abbrev Gauntlet-SKB -``` - -### API Authentication Errors (401) - -**Cause**: Invalid or missing API token - -**Fix**: -```bash -# Verify token is set -echo $API_TOKEN - -# Set token -export API_TOKEN='your-valid-token' - -# Test connection -python ../api_client.py --env prod --verbose -``` - -### Connection Errors - -**Cause**: Network issues or incorrect environment - -**Fix**: -```bash -# Check environment -echo $DATABASE - -# Try different environment -python gauntlet_cleanup.py list --env dev --event-id 8 -``` - ---- - -## Safety Notes - -### Safe to Clean - -✅ Gauntlet teams (temporary) -✅ Completed runs -✅ Teams with no ongoing games - -### Never Clean - -❌ Regular season teams -❌ Teams with active gameplay -❌ Before tournament ends (unless eliminated) - -### What Happens to Data - -| Data Type | Action | Reversible? | -|-----------|--------|-------------| -| Cards | Unassigned (`team = NULL`) | ✅ Yes (reassign) | -| Packs | Deleted | ❌ No | -| Run Record | Ended (timestamp set) | ✅ Kept in database | -| Team Record | Preserved | ✅ Kept in database | -| Game Results | Preserved | ✅ Kept in database | -| Statistics | Preserved | ✅ Kept in database | - ---- - -## Related Workflows - -- **Card Generation**: Weekly card updates -- **Team Management**: Create/modify regular teams (not gauntlet) - ---- - -**Last Updated**: 2025-11-09 -**Script Location**: `~/.claude/skills/paper-dynasty/scripts/gauntlet_cleanup.py` -**API Client**: `~/.claude/skills/paper-dynasty/api_client.py` diff --git a/usage-data/facets/00fe3ac1-993e-4cda-98c0-6239316953fd.json b/usage-data/facets/00fe3ac1-993e-4cda-98c0-6239316953fd.json new file mode 100644 index 0000000..40bc221 --- /dev/null +++ b/usage-data/facets/00fe3ac1-993e-4cda-98c0-6239316953fd.json @@ -0,0 +1,27 @@ +{ + "underlying_goal": "Simplify and speed up the local development workflow for a monorepo webapp project, eliminating slow Docker rebuild cycles and enabling cross-device network testing", + "goal_categories": { + "workflow_improvement": 1, + "feature_implementation": 2, + "devops_scripting": 1, + "git_operations": 2, + "server_management": 1, + "quick_question": 3 + }, + "outcome": "fully_achieved", + "user_satisfaction_counts": { + "satisfied": 3, + "likely_satisfied": 4, + "dissatisfied": 2 + }, + "claude_helpfulness": "essential", + "session_type": "iterative_refinement", + "friction_counts": { + "wrong_approach": 2, + "excessive_changes": 1 + }, + "friction_detail": "Claude initially proposed creating a separate dev-network.sh script and also suggested manually editing .env files, both of which the user rejected in favor of a simple --network flag on the existing script.", + "primary_success": "multi_file_changes", + "brief_summary": "User wanted to replace slow Docker-based dev builds with a fast native dev workflow and network testing capability; Claude delivered a working solution with native dev script, cookie security fixes, Python version pinning, and a --network flag, all committed and PR'd.", + "session_id": "00fe3ac1-993e-4cda-98c0-6239316953fd" +} \ No newline at end of file diff --git a/usage-data/facets/07f7816b-0c7c-46e8-a30c-9dae2e873eb6.json b/usage-data/facets/07f7816b-0c7c-46e8-a30c-9dae2e873eb6.json new file mode 100644 index 0000000..dc49200 --- /dev/null +++ b/usage-data/facets/07f7816b-0c7c-46e8-a30c-9dae2e873eb6.json @@ -0,0 +1,23 @@ +{ + "underlying_goal": "Restructure the baserunner panel UI from vertical cards to a horizontal pill layout with expandable detail cards, iteratively refining order, selection behavior, and color scheme", + "goal_categories": { + "ui_layout_restructure": 1, + "infrastructure_check": 1, + "ui_interaction_tweak": 1, + "ui_display_logic_change": 1, + "ui_color_scheme_change": 1 + }, + "outcome": "fully_achieved", + "user_satisfaction_counts": { + "likely_satisfied": 5 + }, + "claude_helpfulness": "essential", + "session_type": "iterative_refinement", + "friction_counts": { + "buggy_code": 2 + }, + "friction_detail": "Test failures occurred after layout changes due to updated CSS selectors, base ordering, and auto-selection behavior requiring multiple test fix rounds.", + "primary_success": "multi_file_changes", + "brief_summary": "User iteratively refined a baserunner panel layout from vertical cards to horizontal pills with expandable detail, swapped base order, made catcher clickable, and changed color scheme—all successfully implemented across components and tests.", + "session_id": "07f7816b-0c7c-46e8-a30c-9dae2e873eb6" +} \ No newline at end of file diff --git a/usage-data/facets/0b2cb7ed-6b71-478a-b455-7bc053b2e249.json b/usage-data/facets/0b2cb7ed-6b71-478a-b455-7bc053b2e249.json new file mode 100644 index 0000000..f36d7ef --- /dev/null +++ b/usage-data/facets/0b2cb7ed-6b71-478a-b455-7bc053b2e249.json @@ -0,0 +1,16 @@ +{ + "underlying_goal": "Resolve a 404 error with outbound-events Pub/Sub topic and redesign the outbound event handler to use HTTP POST instead of Pub/Sub to communicate with the object-router", + "goal_categories": { + "architecture_redesign": 1, + "debugging": 1 + }, + "outcome": "mostly_achieved", + "user_satisfaction_counts": {}, + "claude_helpfulness": "very_helpful", + "session_type": "iterative_refinement", + "friction_counts": {}, + "friction_detail": "", + "primary_success": "good_debugging", + "brief_summary": "User reported a 404 Pub/Sub error; Claude diagnosed the root cause, then the user requested an architecture change from Pub/Sub to HTTP POST, and Claude created a detailed plan and initiated implementation.", + "session_id": "0b2cb7ed-6b71-478a-b455-7bc053b2e249" +} \ No newline at end of file diff --git a/usage-data/facets/0b5b920d-adc6-4138-be52-c21d381907da.json b/usage-data/facets/0b5b920d-adc6-4138-be52-c21d381907da.json new file mode 100644 index 0000000..53cfa2b --- /dev/null +++ b/usage-data/facets/0b5b920d-adc6-4138-be52-c21d381907da.json @@ -0,0 +1,18 @@ +{ + "underlying_goal": "Run system updates on a Nobara Linux machine where the GUI updater keeps hanging", + "goal_categories": { + "system_administration": 1, + "save_memory": 1 + }, + "outcome": "fully_achieved", + "user_satisfaction_counts": { + "likely_satisfied": 2 + }, + "claude_helpfulness": "essential", + "session_type": "single_task", + "friction_counts": {}, + "friction_detail": "", + "primary_success": "good_debugging", + "brief_summary": "User needed help running system updates on Nobara Linux after the GUI updater kept hanging; Claude diagnosed and resolved three root causes (Python version conflicts, x264-libs exclusion, full EFI partition) and successfully completed all 3,217 package updates.", + "session_id": "0b5b920d-adc6-4138-be52-c21d381907da" +} \ No newline at end of file diff --git a/usage-data/facets/1503094b-1ba1-49f9-b2ac-54568a39a2dc.json b/usage-data/facets/1503094b-1ba1-49f9-b2ac-54568a39a2dc.json new file mode 100644 index 0000000..b96d7c3 --- /dev/null +++ b/usage-data/facets/1503094b-1ba1-49f9-b2ac-54568a39a2dc.json @@ -0,0 +1,24 @@ +{ + "underlying_goal": "Fix and debug the Uncapped Hit Decision UI feature for a baseball simulation webapp, resolving multiple backend deadlocks, serialization bugs, state management issues, and frontend display problems through iterative testing", + "goal_categories": { + "bug_fix": 7, + "code_investigation": 1, + "git_operations": 4, + "dev_environment_management": 2 + }, + "outcome": "fully_achieved", + "user_satisfaction_counts": { + "happy": 1, + "satisfied": 2, + "likely_satisfied": 6 + }, + "claude_helpfulness": "essential", + "session_type": "iterative_refinement", + "friction_counts": { + "buggy_code": 6 + }, + "friction_detail": "Multiple rounds of bugs surfaced during testing: deadlocks, premature state clearing, missing function arguments, D20Roll serialization failures, stale UI state, and missing batter advancement logic — each requiring a fix-test-retry cycle.", + "primary_success": "good_debugging", + "brief_summary": "User iteratively tested the uncapped hit decision UI feature, and Claude systematically debugged 8+ backend/frontend bugs (deadlocks, serialization, state management, UI freezes) until the feature worked correctly, then committed and pushed.", + "session_id": "1503094b-1ba1-49f9-b2ac-54568a39a2dc" +} \ No newline at end of file diff --git a/usage-data/facets/17408dc4-a446-427e-b810-b73fab2109c4.json b/usage-data/facets/17408dc4-a446-427e-b810-b73fab2109c4.json new file mode 100644 index 0000000..6be7ca4 --- /dev/null +++ b/usage-data/facets/17408dc4-a446-427e-b810-b73fab2109c4.json @@ -0,0 +1,23 @@ +{ + "underlying_goal": "Refine the hold runner button UI on baserunner pills, remove redundant Hold Runners section, and push changes to remotes", + "goal_categories": { + "ui_refinement": 5, + "code_removal": 1, + "git_operations": 3, + "status_check": 1 + }, + "outcome": "fully_achieved", + "user_satisfaction_counts": { + "likely_satisfied": 8 + }, + "claude_helpfulness": "very_helpful", + "session_type": "iterative_refinement", + "friction_counts": { + "misunderstood_request": 1, + "buggy_code": 1 + }, + "friction_detail": "Claude initially didn't know what work was being referenced and explored the wrong context; also tests failed on commit requiring a fix and --no-verify bypass.", + "primary_success": "correct_code_edits", + "brief_summary": "User iteratively refined the hold runner button on baserunner pills (sizing, text display, fixed width) and removed a redundant section, then pushed to both remotes — all completed successfully.", + "session_id": "17408dc4-a446-427e-b810-b73fab2109c4" +} \ No newline at end of file diff --git a/usage-data/facets/1e667f64-78c8-4cd8-b1fc-53580c9afa8f.json b/usage-data/facets/1e667f64-78c8-4cd8-b1fc-53580c9afa8f.json new file mode 100644 index 0000000..34b22bb --- /dev/null +++ b/usage-data/facets/1e667f64-78c8-4cd8-b1fc-53580c9afa8f.json @@ -0,0 +1,25 @@ +{ + "underlying_goal": "Investigate and fix a bug reported in Gitea where a Groundball A double play was not being correctly resolved after rejoining a game", + "goal_categories": { + "bug_investigation": 1, + "bug_fix": 1, + "code_commit_and_push": 1, + "file_cleanup": 1, + "pull_request_creation": 1 + }, + "outcome": "fully_achieved", + "user_satisfaction_counts": { + "satisfied": 1, + "likely_satisfied": 2, + "happy": 1 + }, + "claude_helpfulness": "essential", + "session_type": "iterative_refinement", + "friction_counts": { + "wrong_approach": 2 + }, + "friction_detail": "Claude initially couldn't access Gitea issues due to token scope, and spent time investigating the wrong root cause (X-Check mapping) before the user's hint about rejoining led to finding the actual state recovery bug.", + "primary_success": "good_debugging", + "brief_summary": "User reported a double play bug from Gitea; Claude investigated, found a state recovery bug where current_on_base_code wasn't recalculated after game rejoin, fixed it, committed, pushed, and created a PR successfully.", + "session_id": "1e667f64-78c8-4cd8-b1fc-53580c9afa8f" +} \ No newline at end of file diff --git a/usage-data/facets/20d41ffc-9271-4d23-8d59-d243e04b9803.json b/usage-data/facets/20d41ffc-9271-4d23-8d59-d243e04b9803.json new file mode 100644 index 0000000..edbbff3 --- /dev/null +++ b/usage-data/facets/20d41ffc-9271-4d23-8d59-d243e04b9803.json @@ -0,0 +1,23 @@ +{ + "underlying_goal": "Perform Proxmox 7→8 migration preparation steps without downtime, including pre-flight checks and VM backups", + "goal_categories": { + "infrastructure_migration": 1, + "backup_management": 2, + "monitoring": 2, + "status_check": 2 + }, + "outcome": "fully_achieved", + "user_satisfaction_counts": { + "likely_satisfied": 4, + "satisfied": 1 + }, + "claude_helpfulness": "essential", + "session_type": "iterative_refinement", + "friction_counts": { + "buggy_code": 1 + }, + "friction_detail": "SSH timeouts caused background task monitoring to report false failures, and initial backup of VM 112 hung requiring manual cleanup and retry.", + "primary_success": "proactive_help", + "brief_summary": "User wanted to run non-disruptive Proxmox 7→8 migration preparation steps including pre-flight checks and VM backups, and after resolving a hung backup issue, all 6 critical backups completed successfully.", + "session_id": "20d41ffc-9271-4d23-8d59-d243e04b9803" +} \ No newline at end of file diff --git a/usage-data/facets/219ce62b-2828-46ef-9923-a331ba7fa536.json b/usage-data/facets/219ce62b-2828-46ef-9923-a331ba7fa536.json new file mode 100644 index 0000000..8c66ed2 --- /dev/null +++ b/usage-data/facets/219ce62b-2828-46ef-9923-a331ba7fa536.json @@ -0,0 +1,21 @@ +{ + "underlying_goal": "Fix a broken local development environment for outbound-event-handler and debug a KeyError in event processing", + "goal_categories": { + "debugging": 3, + "environment_fix": 1, + "system_check": 1 + }, + "outcome": "mostly_achieved", + "user_satisfaction_counts": { + "likely_satisfied": 3 + }, + "claude_helpfulness": "essential", + "session_type": "iterative_refinement", + "friction_counts": { + "wrong_approach": 1 + }, + "friction_detail": "Initial venv recreation installed packages into the wrong venv, requiring a second attempt with explicit targeting.", + "primary_success": "good_debugging", + "brief_summary": "User needed to fix a broken venv (Python version mismatch) and debug a KeyError caused by column name mismatches from a stored procedure; Claude diagnosed both issues and applied fixes iteratively.", + "session_id": "219ce62b-2828-46ef-9923-a331ba7fa536" +} \ No newline at end of file diff --git a/usage-data/facets/22ff6bc8-cd9a-4385-8805-cc9876ed449b.json b/usage-data/facets/22ff6bc8-cd9a-4385-8805-cc9876ed449b.json new file mode 100644 index 0000000..7f69b47 --- /dev/null +++ b/usage-data/facets/22ff6bc8-cd9a-4385-8805-cc9876ed449b.json @@ -0,0 +1,15 @@ +{ + "underlying_goal": "No discernible goal - user immediately exited the session", + "goal_categories": { + "warmup_minimal": 1 + }, + "outcome": "unclear_from_transcript", + "user_satisfaction_counts": {}, + "claude_helpfulness": "unhelpful", + "session_type": "single_task", + "friction_counts": {}, + "friction_detail": "", + "primary_success": "none", + "brief_summary": "User opened a session and immediately exited with /exit command without making any requests.", + "session_id": "22ff6bc8-cd9a-4385-8805-cc9876ed449b" +} \ No newline at end of file diff --git a/usage-data/facets/286bad76-f65d-406e-a882-f4d455e8ecc3.json b/usage-data/facets/286bad76-f65d-406e-a882-f4d455e8ecc3.json new file mode 100644 index 0000000..f55817b --- /dev/null +++ b/usage-data/facets/286bad76-f65d-406e-a882-f4d455e8ecc3.json @@ -0,0 +1,20 @@ +{ + "underlying_goal": "Continue a structured review process for play_resolver.py, specifically building groundball truth table tests and fixing any bugs discovered along the way", + "goal_categories": { + "code_review_and_testing": 1, + "git_operations": 1 + }, + "outcome": "fully_achieved", + "user_satisfaction_counts": { + "likely_satisfied": 1 + }, + "claude_helpfulness": "essential", + "session_type": "iterative_refinement", + "friction_counts": { + "buggy_code": 1 + }, + "friction_detail": "Initial groundball truth table tests had 39 failures due to unexpected 'hold' movements emitted by runner_advancement code, requiring assertion helper updates.", + "primary_success": "multi_file_changes", + "brief_summary": "User continued a play_resolver review session; Claude discovered and fixed a critical encoding mismatch bug, wrote 88 groundball truth table tests, got all 2401 tests passing, and committed/pushed to homelab.", + "session_id": "286bad76-f65d-406e-a882-f4d455e8ecc3" +} \ No newline at end of file diff --git a/usage-data/facets/2887a0ce-fb95-4892-8e44-415dc325967a.json b/usage-data/facets/2887a0ce-fb95-4892-8e44-415dc325967a.json new file mode 100644 index 0000000..3f31573 --- /dev/null +++ b/usage-data/facets/2887a0ce-fb95-4892-8e44-415dc325967a.json @@ -0,0 +1,17 @@ +{ + "underlying_goal": "Unknown - session was interrupted before any request was made", + "goal_categories": { + "warmup_minimal": 1 + }, + "outcome": "unclear_from_transcript", + "user_satisfaction_counts": {}, + "claude_helpfulness": "unhelpful", + "session_type": "single_task", + "friction_counts": { + "user_rejected_action": 1 + }, + "friction_detail": "User interrupted Claude's tool use before any meaningful interaction occurred.", + "primary_success": "none", + "brief_summary": "User started a session but immediately interrupted Claude's tool use, resulting in no completed work.", + "session_id": "2887a0ce-fb95-4892-8e44-415dc325967a" +} \ No newline at end of file diff --git a/usage-data/facets/2a99055e-6dba-4b72-97ac-87ad484824b0.json b/usage-data/facets/2a99055e-6dba-4b72-97ac-87ad484824b0.json new file mode 100644 index 0000000..9a8f8c4 --- /dev/null +++ b/usage-data/facets/2a99055e-6dba-4b72-97ac-87ad484824b0.json @@ -0,0 +1,17 @@ +{ + "underlying_goal": "Switch to the main branch and pull latest changes", + "goal_categories": { + "git_operations": 1 + }, + "outcome": "fully_achieved", + "user_satisfaction_counts": { + "likely_satisfied": 1 + }, + "claude_helpfulness": "very_helpful", + "session_type": "single_task", + "friction_counts": {}, + "friction_detail": "", + "primary_success": "proactive_help", + "brief_summary": "User asked to switch to main and pull; Claude handled the diverged remotes correctly and fast-forwarded to the latest commit.", + "session_id": "2a99055e-6dba-4b72-97ac-87ad484824b0" +} \ No newline at end of file diff --git a/usage-data/facets/2e844ba5-fea5-4073-a7fe-5e27b932820b.json b/usage-data/facets/2e844ba5-fea5-4073-a7fe-5e27b932820b.json new file mode 100644 index 0000000..8662627 --- /dev/null +++ b/usage-data/facets/2e844ba5-fea5-4073-a7fe-5e27b932820b.json @@ -0,0 +1,17 @@ +{ + "underlying_goal": "Verify whether the VLAN configuration (Native VLAN 10 with Allow All) on UniFi switch ports connected to servers is correct", + "goal_categories": { + "networking_configuration_advice": 1 + }, + "outcome": "partially_achieved", + "user_satisfaction_counts": { + "unclear": 1 + }, + "claude_helpfulness": "moderately_helpful", + "session_type": "quick_question", + "friction_counts": {}, + "friction_detail": "", + "primary_success": "good_explanations", + "brief_summary": "User asked whether 'Allow All' was the right VLAN tagging setting for server switch ports; Claude began explaining it was likely incorrect but the session ended before the full answer was delivered.", + "session_id": "2e844ba5-fea5-4073-a7fe-5e27b932820b" +} \ No newline at end of file diff --git a/usage-data/facets/3355afd4-9cb8-4c16-840d-ae19696ba284.json b/usage-data/facets/3355afd4-9cb8-4c16-840d-ae19696ba284.json new file mode 100644 index 0000000..d44abff --- /dev/null +++ b/usage-data/facets/3355afd4-9cb8-4c16-840d-ae19696ba284.json @@ -0,0 +1,26 @@ +{ + "underlying_goal": "Fix an ugly error that takes over the terminal when hitting the sync button in a Textual TUI application", + "goal_categories": { + "bug_fix": 1, + "ui_improvement": 1, + "git_operations": 2 + }, + "outcome": "mostly_achieved", + "user_satisfaction_counts": { + "frustrated": 3, + "dissatisfied": 1, + "likely_satisfied": 2 + }, + "claude_helpfulness": "moderately_helpful", + "session_type": "iterative_refinement", + "friction_counts": { + "wrong_approach": 2, + "excessive_changes": 1, + "misunderstood_request": 1, + "buggy_code": 1 + }, + "friction_detail": "Claude went down an API key rabbit hole instead of focusing on the actual display issue, added an unnecessary API key check that broke sync, and repeatedly misattributed the Cloudflare error to a missing API key.", + "primary_success": "good_debugging", + "brief_summary": "User wanted to fix a sync error corrupting their TUI display; Claude eventually fixed logging and added a loading spinner, but frustrated the user by going down irrelevant rabbit holes about API keys and creating new errors along the way.", + "session_id": "3355afd4-9cb8-4c16-840d-ae19696ba284" +} \ No newline at end of file diff --git a/usage-data/facets/34d09394-7dff-4d41-b82e-6c4b59dc4ff2.json b/usage-data/facets/34d09394-7dff-4d41-b82e-6c4b59dc4ff2.json new file mode 100644 index 0000000..1172677 --- /dev/null +++ b/usage-data/facets/34d09394-7dff-4d41-b82e-6c4b59dc4ff2.json @@ -0,0 +1,21 @@ +{ + "underlying_goal": "Fix an inconsistent win/loss streak calculation caused by incorrect game sort order in the standings recalculation function, then push the fix and resolve PR issues", + "goal_categories": { + "debugging": 1, + "code_fix": 1, + "git_operations": 2 + }, + "outcome": "fully_achieved", + "user_satisfaction_counts": { + "likely_satisfied": 4 + }, + "claude_helpfulness": "very_helpful", + "session_type": "iterative_refinement", + "friction_counts": { + "merge_conflict": 1 + }, + "friction_detail": "A VERSION file merge conflict occurred during the PR, requiring a rebase to resolve.", + "primary_success": "good_debugging", + "brief_summary": "User wanted to fix an inconsistent win/loss streak bug caused by unsorted games, push it as a bugfix branch, and resolve a merge conflict in the PR — all were successfully completed.", + "session_id": "34d09394-7dff-4d41-b82e-6c4b59dc4ff2" +} \ No newline at end of file diff --git a/usage-data/facets/3be8ec7c-1dab-425e-9bf5-43a23597d406.json b/usage-data/facets/3be8ec7c-1dab-425e-9bf5-43a23597d406.json new file mode 100644 index 0000000..fddfe98 --- /dev/null +++ b/usage-data/facets/3be8ec7c-1dab-425e-9bf5-43a23597d406.json @@ -0,0 +1,15 @@ +{ + "underlying_goal": "Implement frontend UI for uncapped hit decision workflow in a strategy gameplay webapp, based on an open Gitea issue", + "goal_categories": { + "feature_implementation": 1 + }, + "outcome": "partially_achieved", + "user_satisfaction_counts": {}, + "friction_counts": {}, + "friction_detail": "", + "claude_helpfulness": "moderately_helpful", + "session_type": "single_task", + "primary_success": "proactive_help", + "brief_summary": "User asked to work on an uncapped hit decision UI feature from the backlog; Claude thoroughly explored the codebase and created a detailed implementation plan but did not produce any actual feature code within the session.", + "session_id": "3be8ec7c-1dab-425e-9bf5-43a23597d406" +} \ No newline at end of file diff --git a/usage-data/facets/4a03e07c-af98-46af-ba68-83910570c407.json b/usage-data/facets/4a03e07c-af98-46af-ba68-83910570c407.json new file mode 100644 index 0000000..3cf1587 --- /dev/null +++ b/usage-data/facets/4a03e07c-af98-46af-ba68-83910570c407.json @@ -0,0 +1,19 @@ +{ + "underlying_goal": "Build a local PySide6 system tray app for capturing thoughts (text + voice) as structured markdown files, then design a kanban-style display interface for managing captured entries", + "goal_categories": { + "feature_implementation": 1, + "design_collaboration": 1 + }, + "outcome": "fully_achieved", + "user_satisfaction_counts": { + "likely_satisfied": 2, + "satisfied": 1 + }, + "claude_helpfulness": "essential", + "session_type": "multi_task", + "friction_counts": {}, + "friction_detail": "", + "primary_success": "multi_file_changes", + "brief_summary": "User asked Claude to implement a full local capture app from a detailed plan and then design a kanban board extension; the app was built end-to-end, verified working with a real saved note, and the kanban design was drafted collaboratively.", + "session_id": "4a03e07c-af98-46af-ba68-83910570c407" +} \ No newline at end of file diff --git a/usage-data/facets/4da99d73-bbb5-4c63-ae94-4a4965c9e883.json b/usage-data/facets/4da99d73-bbb5-4c63-ae94-4a4965c9e883.json new file mode 100644 index 0000000..858e7fa --- /dev/null +++ b/usage-data/facets/4da99d73-bbb5-4c63-ae94-4a4965c9e883.json @@ -0,0 +1,25 @@ +{ + "underlying_goal": "User wanted to evaluate and migrate from bash to zsh, customize their Claude Code status line, and fix display issues", + "goal_categories": { + "information_request": 3, + "setup_and_configuration": 1, + "ui_customization": 3, + "debugging": 1 + }, + "outcome": "mostly_achieved", + "user_satisfaction_counts": { + "satisfied": 1, + "likely_satisfied": 4, + "dissatisfied": 1 + }, + "claude_helpfulness": "very_helpful", + "session_type": "multi_task", + "friction_counts": { + "excessive_changes": 1, + "user_rejected_action": 1 + }, + "friction_detail": "Claude attempted to change the default shell with chsh when the user only wanted to test zsh, requiring user to interrupt and correct.", + "primary_success": "correct_code_edits", + "brief_summary": "User explored zsh migration, set up zsh config, customized Claude Code status line with git info and line breaks, and fixed display width issues — mostly achieved with one overstep on changing the default shell.", + "session_id": "4da99d73-bbb5-4c63-ae94-4a4965c9e883" +} \ No newline at end of file diff --git a/usage-data/facets/517562a3-10fb-4106-a5cc-a39a40e3f8e7.json b/usage-data/facets/517562a3-10fb-4106-a5cc-a39a40e3f8e7.json new file mode 100644 index 0000000..f7d48e3 --- /dev/null +++ b/usage-data/facets/517562a3-10fb-4106-a5cc-a39a40e3f8e7.json @@ -0,0 +1,20 @@ +{ + "underlying_goal": "Design and implement a locally-run app that captures text or voice messages, stores them as markdown, and makes them available for future AI agent processing — to help a user with poor memory/focus track ongoing work", + "goal_categories": { + "app_design_and_implementation": 1, + "plan_review": 1 + }, + "outcome": "partially_achieved", + "user_satisfaction_counts": { + "likely_satisfied": 1 + }, + "claude_helpfulness": "moderately_helpful", + "session_type": "exploration", + "friction_counts": { + "wrong_approach": 1 + }, + "friction_detail": "Claude got stuck in plan/exit-plan mode cycling and attempted to create a team but couldn't properly execute, leaving the session in planning without actual implementation.", + "primary_success": "good_explanations", + "brief_summary": "User asked for design and implementation of a voice/text memory capture app; Claude produced a detailed plan but did not get to actual implementation within the session.", + "session_id": "517562a3-10fb-4106-a5cc-a39a40e3f8e7" +} \ No newline at end of file diff --git a/usage-data/facets/5538e04a-6c3f-4a31-804e-81817efd3c64.json b/usage-data/facets/5538e04a-6c3f-4a31-804e-81817efd3c64.json new file mode 100644 index 0000000..fc95b38 --- /dev/null +++ b/usage-data/facets/5538e04a-6c3f-4a31-804e-81817efd3c64.json @@ -0,0 +1,20 @@ +{ + "underlying_goal": "Complete the backend implementation of an Uncapped Hit Decision Tree feature, write tests, update documentation, close the issue, and create a frontend follow-up ticket", + "goal_categories": { + "information_question": 2, + "project_management": 1, + "documentation_update": 1 + }, + "outcome": "fully_achieved", + "user_satisfaction_counts": { + "satisfied": 1, + "likely_satisfied": 2 + }, + "claude_helpfulness": "essential", + "session_type": "multi_task", + "friction_counts": {}, + "friction_detail": "", + "primary_success": "multi_file_changes", + "brief_summary": "User continued a prior session to finish backend implementation with tests, then asked Claude to close the GitHub issue, create a frontend follow-up ticket, and update stale documentation—all completed successfully.", + "session_id": "5538e04a-6c3f-4a31-804e-81817efd3c64" +} \ No newline at end of file diff --git a/usage-data/facets/55f2e4a7-bfe5-40ba-bf6a-79486c2a8c17.json b/usage-data/facets/55f2e4a7-bfe5-40ba-bf6a-79486c2a8c17.json new file mode 100644 index 0000000..4c795aa --- /dev/null +++ b/usage-data/facets/55f2e4a7-bfe5-40ba-bf6a-79486c2a8c17.json @@ -0,0 +1,23 @@ +{ + "underlying_goal": "Fix Docker build caching in Gitea CI workflows across multiple repos by switching from broken GHA cache to registry-based caching", + "goal_categories": { + "debugging_investigation": 1, + "technical_question": 1, + "architecture_decision": 1, + "code_changes_across_repos": 1, + "force_merge_prs": 1 + }, + "outcome": "fully_achieved", + "user_satisfaction_counts": { + "likely_satisfied": 4 + }, + "claude_helpfulness": "essential", + "session_type": "iterative_refinement", + "friction_counts": { + "wrong_approach": 1 + }, + "friction_detail": "Claude initially looked at wrong repo names and had to be corrected by the user providing the actual repo names.", + "primary_success": "multi_file_changes", + "brief_summary": "User noticed Docker build caching wasn't working in Gitea CI; Claude diagnosed the issue, recommended switching to registry-based caching, updated the template and all four repo workflows via PRs, and force-merged them.", + "session_id": "55f2e4a7-bfe5-40ba-bf6a-79486c2a8c17" +} \ No newline at end of file diff --git a/usage-data/facets/5cd5dc56-6d4f-419a-a6d5-3e1bc5468630.json b/usage-data/facets/5cd5dc56-6d4f-419a-a6d5-3e1bc5468630.json new file mode 100644 index 0000000..9f7640b --- /dev/null +++ b/usage-data/facets/5cd5dc56-6d4f-419a-a6d5-3e1bc5468630.json @@ -0,0 +1,27 @@ +{ + "underlying_goal": "Spin up three local Python cloud functions, debug connectivity and configuration issues, verify end-to-end data flow, and update documentation to prevent future issues", + "goal_categories": { + "start_local_servers": 1, + "debug_configuration_error": 2, + "restart_server": 2, + "check_logs": 3, + "stop_servers": 1, + "update_documentation": 1 + }, + "outcome": "fully_achieved", + "user_satisfaction_counts": { + "likely_satisfied": 6, + "satisfied": 2, + "dissatisfied": 2 + }, + "claude_helpfulness": "essential", + "session_type": "iterative_refinement", + "friction_counts": { + "buggy_code": 2, + "misunderstood_request": 1 + }, + "friction_detail": ".env files had Docker-only paths and a self-referencing URL causing an infinite loop; Claude also checked the wrong service (router instead of event-handler) when asked about logs.", + "primary_success": "good_debugging", + "brief_summary": "User wanted to run three local Python functions and test their integration; Claude debugged GCP credential paths, a self-referencing URL causing an infinite loop, and updated .env.example documentation, achieving full success.", + "session_id": "5cd5dc56-6d4f-419a-a6d5-3e1bc5468630" +} \ No newline at end of file diff --git a/usage-data/facets/62d853ca-1bb1-41db-9a97-59e42178a6b8.json b/usage-data/facets/62d853ca-1bb1-41db-9a97-59e42178a6b8.json new file mode 100644 index 0000000..9b67f73 --- /dev/null +++ b/usage-data/facets/62d853ca-1bb1-41db-9a97-59e42178a6b8.json @@ -0,0 +1,20 @@ +{ + "underlying_goal": "Continue implementing UI component fixes for a baseball strategy game webapp, including conditional rendering fixes, emoji cleanup, and restoring lost UI elements", + "goal_categories": { + "code_changes": 3, + "git_operations": 1 + }, + "outcome": "fully_achieved", + "user_satisfaction_counts": { + "likely_satisfied": 4 + }, + "claude_helpfulness": "essential", + "session_type": "multi_task", + "friction_counts": { + "buggy_code": 1 + }, + "friction_detail": "The hold/status pills on baserunner boxes were accidentally lost during prior changes, requiring a fix to always show them on occupied bases.", + "primary_success": "multi_file_changes", + "brief_summary": "User continued implementing UI component fixes (OffensiveApproach conditional rendering, emoji removal, restoring lost hold pills) across multiple files with all 531 tests passing and successfully pushed to homelab.", + "session_id": "62d853ca-1bb1-41db-9a97-59e42178a6b8" +} \ No newline at end of file diff --git a/usage-data/facets/7749f1e8-4acd-439a-b0e3-4c76b7ee5235.json b/usage-data/facets/7749f1e8-4acd-439a-b0e3-4c76b7ee5235.json new file mode 100644 index 0000000..8e15638 --- /dev/null +++ b/usage-data/facets/7749f1e8-4acd-439a-b0e3-4c76b7ee5235.json @@ -0,0 +1,21 @@ +{ + "underlying_goal": "Find and download free RPG character token art for use in a Foundry VTT Age of Ashes Pathfinder campaign", + "goal_categories": { + "web_search_for_resources": 1, + "download_and_organize_files": 1, + "information_request": 1 + }, + "outcome": "mostly_achieved", + "user_satisfaction_counts": { + "likely_satisfied": 3 + }, + "claude_helpfulness": "very_helpful", + "session_type": "multi_task", + "friction_counts": { + "wrong_approach": 1 + }, + "friction_detail": "Many token sites blocked automated downloads, requiring Claude to pivot strategies and create manual download guides instead of directly fetching content.", + "primary_success": "fast_accurate_search", + "brief_summary": "User wanted free RPG token art for their Foundry VTT campaign; Claude searched the web, downloaded 213 free tokens into an organized folder, and provided premium purchase recommendations.", + "session_id": "7749f1e8-4acd-439a-b0e3-4c76b7ee5235" +} \ No newline at end of file diff --git a/usage-data/facets/7cd350e2-61a8-440c-a3ba-155e8644a145.json b/usage-data/facets/7cd350e2-61a8-440c-a3ba-155e8644a145.json new file mode 100644 index 0000000..add6d75 --- /dev/null +++ b/usage-data/facets/7cd350e2-61a8-440c-a3ba-155e8644a145.json @@ -0,0 +1,20 @@ +{ + "underlying_goal": "Investigate a Discord bot error reported by a user, fix the underlying position validation bug, clean up the broken game state, and deploy the fix", + "goal_categories": { + "debugging_investigation": 1, + "bug_fix": 1, + "database_cleanup": 1, + "deployment": 1 + }, + "outcome": "fully_achieved", + "user_satisfaction_counts": { + "likely_satisfied": 3 + }, + "claude_helpfulness": "essential", + "session_type": "multi_task", + "friction_counts": {}, + "friction_detail": "", + "primary_success": "good_debugging", + "brief_summary": "User asked Claude to investigate a Discord bot error, fix the position validation bug allowing players at invalid positions, clean up the stuck game, and deploy — all completed successfully with a PR merged and bot restarted.", + "session_id": "7cd350e2-61a8-440c-a3ba-155e8644a145" +} \ No newline at end of file diff --git a/usage-data/facets/7f5ee471-3879-42a6-b2c0-971fdb15ed29.json b/usage-data/facets/7f5ee471-3879-42a6-b2c0-971fdb15ed29.json new file mode 100644 index 0000000..9f7c3c1 --- /dev/null +++ b/usage-data/facets/7f5ee471-3879-42a6-b2c0-971fdb15ed29.json @@ -0,0 +1,27 @@ +{ + "underlying_goal": "Build out features for a personal memory/kanban app, fix bugs, set up git hosting, create project documentation, and configure autostart", + "goal_categories": { + "feature_implementation": 3, + "bug_fix": 2, + "git_operations": 4, + "skill_creation": 1, + "configuration": 1, + "documentation": 1 + }, + "outcome": "fully_achieved", + "user_satisfaction_counts": { + "happy": 2, + "satisfied": 1, + "likely_satisfied": 8 + }, + "claude_helpfulness": "essential", + "session_type": "multi_task", + "friction_counts": { + "wrong_approach": 1, + "external_dependency": 1 + }, + "friction_detail": "The collapsed column height fix took two iterations (first approach with size policy didn't work visually), and the Gitea token initially lacked the right scope.", + "primary_success": "correct_code_edits", + "brief_summary": "User implemented multiple features (collapsible column, cancelled status, SIGINT handling, CUDA fallback), set up git remote, created a /backlog skill, configured autostart, and wrote project docs — all achieved successfully across a productive 83-minute session.", + "session_id": "7f5ee471-3879-42a6-b2c0-971fdb15ed29" +} \ No newline at end of file diff --git a/usage-data/facets/80d9b0be-21d5-40cc-8e6b-c839cbf63fdd.json b/usage-data/facets/80d9b0be-21d5-40cc-8e6b-c839cbf63fdd.json new file mode 100644 index 0000000..7018f6b --- /dev/null +++ b/usage-data/facets/80d9b0be-21d5-40cc-8e6b-c839cbf63fdd.json @@ -0,0 +1,21 @@ +{ + "underlying_goal": "Check the project backlog for open issues, then fix the reported bug about pitcher error rating recognition in dice.py", + "goal_categories": { + "bug_fix": 1, + "backlog_check": 1, + "git_operations": 2 + }, + "outcome": "fully_achieved", + "user_satisfaction_counts": { + "likely_satisfied": 4 + }, + "claude_helpfulness": "essential", + "session_type": "single_task", + "friction_counts": { + "environment_issues": 1 + }, + "friction_detail": "Test infrastructure (testcontainers/Docker/Ryuk) required troubleshooting before tests could run, but this was environmental not Claude's fault.", + "primary_success": "good_debugging", + "brief_summary": "User checked backlog, selected an issue about pitcher error ratings not being recognized, Claude identified and fixed the missing `*range()` unpacking bug in dice.py, ran tests, and committed/pushed the fix.", + "session_id": "80d9b0be-21d5-40cc-8e6b-c839cbf63fdd" +} \ No newline at end of file diff --git a/usage-data/facets/829c2709-523b-455b-8f18-c9e98683677d.json b/usage-data/facets/829c2709-523b-455b-8f18-c9e98683677d.json new file mode 100644 index 0000000..2e30316 --- /dev/null +++ b/usage-data/facets/829c2709-523b-455b-8f18-c9e98683677d.json @@ -0,0 +1,25 @@ +{ + "underlying_goal": "Refactor a skill definition by consolidating documentation files, fixing CLI/API client bugs, and updating guidance to prefer CLI over raw API calls", + "goal_categories": { + "refactoring_documentation": 4, + "testing_and_verification": 1, + "bug_fixing": 2, + "documentation_update": 1, + "feature_enhancement": 1 + }, + "outcome": "fully_achieved", + "user_satisfaction_counts": { + "satisfied": 4, + "happy": 1, + "likely_satisfied": 4 + }, + "claude_helpfulness": "essential", + "session_type": "multi_task", + "friction_counts": { + "wrong_approach": 1 + }, + "friction_detail": "Claude wrote raw Python test scripts instead of using the existing CLI tool, which the user corrected.", + "primary_success": "multi_file_changes", + "brief_summary": "User directed a multi-priority refactoring of skill documentation files, API client auth fixes, CLI bug fixes, and documentation updates to prefer CLI-first usage — all completed successfully across ~9 tasks.", + "session_id": "829c2709-523b-455b-8f18-c9e98683677d" +} \ No newline at end of file diff --git a/usage-data/facets/88ca0312-2889-43e0-84ee-7062e689c2ce.json b/usage-data/facets/88ca0312-2889-43e0-84ee-7062e689c2ce.json new file mode 100644 index 0000000..97627cb --- /dev/null +++ b/usage-data/facets/88ca0312-2889-43e0-84ee-7062e689c2ce.json @@ -0,0 +1,23 @@ +{ + "underlying_goal": "Commit, test, fix, and merge previously completed work for uncapped hit decision tree (Issue #6) into main branch", + "goal_categories": { + "git_operations": 5, + "testing": 2, + "bug_fixing": 1, + "information_retrieval": 1 + }, + "outcome": "fully_achieved", + "user_satisfaction_counts": { + "satisfied": 3, + "likely_satisfied": 5 + }, + "claude_helpfulness": "essential", + "session_type": "multi_task", + "friction_counts": { + "wrong_approach": 1 + }, + "friction_detail": "Claude attempted to approve its own PR via Gitea API which Gitea's branch protection rules don't allow, requiring user to merge manually.", + "primary_success": "good_debugging", + "brief_summary": "User wanted to commit, test, and merge uncapped hit feature work including fixing pre-existing failing tests, and achieved it fully with Claude handling test fixes, git operations, and PR creation.", + "session_id": "88ca0312-2889-43e0-84ee-7062e689c2ce" +} \ No newline at end of file diff --git a/usage-data/facets/957e6ca9-4331-46af-a23e-fb8805a48b31.json b/usage-data/facets/957e6ca9-4331-46af-a23e-fb8805a48b31.json new file mode 100644 index 0000000..88eba58 --- /dev/null +++ b/usage-data/facets/957e6ca9-4331-46af-a23e-fb8805a48b31.json @@ -0,0 +1,28 @@ +{ + "underlying_goal": "Set up comprehensive monitoring infrastructure for a homelab with Docker services, including deploying Uptime Kuma, configuring monitors, alerts, and maintaining documentation", + "goal_categories": { + "infrastructure_setup": 1, + "documentation_update": 3, + "git_operations": 3, + "troubleshooting": 1, + "monitoring_configuration": 2, + "information_query": 2, + "memory_storage": 1 + }, + "outcome": "fully_achieved", + "user_satisfaction_counts": { + "satisfied": 5, + "happy": 2, + "likely_satisfied": 4 + }, + "claude_helpfulness": "essential", + "session_type": "multi_task", + "friction_counts": { + "buggy_code": 2, + "wrong_approach": 1 + }, + "friction_detail": "Monitor creation script had wrong accepted_statuscodes format causing partial failures, and Pi-hole dns-rr/local= approach for blocking ECH didn't work requiring a pivot to Chromium enterprise policy.", + "primary_success": "proactive_help", + "brief_summary": "User wanted to set up Uptime Kuma monitoring for their homelab, configure 20 service monitors with Discord alerts, fix a Brave browser ECH/SSL issue, batch-commit changes, and update documentation — all were fully achieved across a comprehensive session.", + "session_id": "957e6ca9-4331-46af-a23e-fb8805a48b31" +} \ No newline at end of file diff --git a/usage-data/facets/9cc5b329-a473-4eae-95d7-2380ff32f9f3.json b/usage-data/facets/9cc5b329-a473-4eae-95d7-2380ff32f9f3.json new file mode 100644 index 0000000..c9011f1 --- /dev/null +++ b/usage-data/facets/9cc5b329-a473-4eae-95d7-2380ff32f9f3.json @@ -0,0 +1,27 @@ +{ + "underlying_goal": "Fix 403 errors for external users accessing vagabond.manticorum.com and properly configure the networking stack (Cloudflare, UDM-Pro firewall, NPM access lists, Pi-hole DNS) for secure and functional access", + "goal_categories": { + "troubleshooting_networking": 3, + "configuration_guidance": 3, + "understanding_concepts": 2, + "scripting_automation": 1, + "research": 1, + "note_taking": 1 + }, + "outcome": "mostly_achieved", + "user_satisfaction_counts": { + "likely_satisfied": 6, + "satisfied": 2, + "dissatisfied": 2 + }, + "claude_helpfulness": "very_helpful", + "session_type": "iterative_refinement", + "friction_counts": { + "wrong_approach": 4, + "buggy_code": 2 + }, + "friction_detail": "Multiple failed attempts to script Pi-hole v6 DNS records (editing nginx files instead of DB, wrong DB table, TOML approach failed, Python dependency missing) before ultimately resorting to manual entry.", + "primary_success": "good_debugging", + "brief_summary": "User needed to fix 403 errors for external users on their homelab; Claude correctly diagnosed the NPM access list and Cloudflare interaction issues, guided UDM-Pro firewall setup, but struggled significantly with Pi-hole v6 DNS automation before settling on manual entry.", + "session_id": "9cc5b329-a473-4eae-95d7-2380ff32f9f3" +} \ No newline at end of file diff --git a/usage-data/facets/9e079ba7-afec-4a77-a82a-bd2faf22178d.json b/usage-data/facets/9e079ba7-afec-4a77-a82a-bd2faf22178d.json new file mode 100644 index 0000000..a6a614b --- /dev/null +++ b/usage-data/facets/9e079ba7-afec-4a77-a82a-bd2faf22178d.json @@ -0,0 +1,19 @@ +{ + "underlying_goal": "Implement a kanban board UI for a personal memory/note-taking app, with iterative refinements including a board launch button and smart completed column filtering", + "goal_categories": { + "feature_implementation": 3, + "how_to_question": 1 + }, + "outcome": "mostly_achieved", + "user_satisfaction_counts": { + "satisfied": 1, + "likely_satisfied": 1 + }, + "claude_helpfulness": "essential", + "session_type": "iterative_refinement", + "friction_counts": {}, + "friction_detail": "", + "primary_success": "multi_file_changes", + "brief_summary": "User asked Claude to implement a kanban board feature, add a button to open it from the capture window, and add a collapsible/filtered completed column — all were implemented or started successfully.", + "session_id": "9e079ba7-afec-4a77-a82a-bd2faf22178d" +} \ No newline at end of file diff --git a/usage-data/facets/a15a905a-988e-4566-b74a-ed0bf7e0688d.json b/usage-data/facets/a15a905a-988e-4566-b74a-ed0bf7e0688d.json new file mode 100644 index 0000000..ce25cb5 --- /dev/null +++ b/usage-data/facets/a15a905a-988e-4566-b74a-ed0bf7e0688d.json @@ -0,0 +1,23 @@ +{ + "underlying_goal": "Investigate and fix a 500 error on a PATCH endpoint for teams, ensure the same bug pattern doesn't exist elsewhere, and deploy the fix", + "goal_categories": { + "git_operations": 2, + "debugging": 1, + "codebase_audit": 1, + "clarification_question": 1 + }, + "outcome": "fully_achieved", + "user_satisfaction_counts": { + "satisfied": 1, + "likely_satisfied": 2 + }, + "claude_helpfulness": "essential", + "session_type": "multi_task", + "friction_counts": { + "wrong_approach": 1 + }, + "friction_detail": "Attempted to commit directly to protected main branch instead of creating a PR, requiring a branch/PR workflow correction.", + "primary_success": "good_debugging", + "brief_summary": "User needed a 500 error on team PATCH investigated and fixed; Claude identified the locals() bug, fixed it in both affected files, answered a follow-up question, and created a PR for deployment.", + "session_id": "a15a905a-988e-4566-b74a-ed0bf7e0688d" +} \ No newline at end of file diff --git a/usage-data/facets/a652ce73-49f2-4e69-856c-061e83b63334.json b/usage-data/facets/a652ce73-49f2-4e69-856c-061e83b63334.json new file mode 100644 index 0000000..ce753b9 --- /dev/null +++ b/usage-data/facets/a652ce73-49f2-4e69-856c-061e83b63334.json @@ -0,0 +1,21 @@ +{ + "underlying_goal": "Iteratively refine the gameplay UI components including fixing tests, swapping pitcher/batter positions, adjusting transparency, and implementing responsive mobile/desktop layouts", + "goal_categories": { + "ui_layout_change": 4, + "style_adjustment": 2, + "quick_question": 1, + "deploy/push": 1 + }, + "outcome": "fully_achieved", + "user_satisfaction_counts": { + "satisfied": 1, + "likely_satisfied": 5 + }, + "claude_helpfulness": "very_helpful", + "session_type": "iterative_refinement", + "friction_counts": {}, + "friction_detail": "", + "primary_success": "correct_code_edits", + "brief_summary": "User iteratively refined gameplay UI layout — swapping pitcher/batter positions, adjusting background transparency, and implementing responsive mobile/desktop stacking — all changes were completed, tested, and pushed successfully.", + "session_id": "a652ce73-49f2-4e69-856c-061e83b63334" +} \ No newline at end of file diff --git a/usage-data/facets/ad78b1af-629a-48c3-bf13-f316eac72748.json b/usage-data/facets/ad78b1af-629a-48c3-bf13-f316eac72748.json new file mode 100644 index 0000000..a82aaba --- /dev/null +++ b/usage-data/facets/ad78b1af-629a-48c3-bf13-f316eac72748.json @@ -0,0 +1,20 @@ +{ + "underlying_goal": "Compact the defensive setup UI component by reducing blank space and hiding it when there are no choices, implemented in a feature branch", + "goal_categories": { + "ui_redesign": 1, + "feature_branch_creation": 1, + "design_mockup": 1, + "implementation_planning": 1 + }, + "outcome": "partially_achieved", + "user_satisfaction_counts": { + "satisfied": 1 + }, + "claude_helpfulness": "very_helpful", + "session_type": "iterative_refinement", + "friction_counts": {}, + "friction_detail": "", + "primary_success": "proactive_help", + "brief_summary": "User wanted to compact the defensive setup component and hide it when unnecessary; Claude created a feature branch, built HTML mockups with three design options, user picked Option A with a note about Hold button syncing, and Claude began planning the implementation but the session ended before code was written.", + "session_id": "ad78b1af-629a-48c3-bf13-f316eac72748" +} \ No newline at end of file diff --git a/usage-data/facets/b1502716-fc51-4f3b-92a3-5673e3d521da.json b/usage-data/facets/b1502716-fc51-4f3b-92a3-5673e3d521da.json new file mode 100644 index 0000000..964215c --- /dev/null +++ b/usage-data/facets/b1502716-fc51-4f3b-92a3-5673e3d521da.json @@ -0,0 +1,22 @@ +{ + "underlying_goal": "Fix DNS resolution for git.manticorum.com by adding IPv6 overrides to both Pi-hole instances to prevent IPv6/IPv4 DNS conflicts", + "goal_categories": { + "dns_troubleshooting_and_fix": 1, + "infrastructure_configuration": 1 + }, + "outcome": "fully_achieved", + "user_satisfaction_counts": { + "frustrated": 1, + "likely_satisfied": 1 + }, + "claude_helpfulness": "very_helpful", + "session_type": "iterative_refinement", + "friction_counts": { + "wrong_approach": 3, + "user_rejected_action": 1 + }, + "friction_detail": "Claude prompted for SSH passwords instead of using configured aliases, and tried multiple wrong dnsmasq config approaches (custom.list, dnsmasq conf files) before discovering the correct pihole.toml method.", + "primary_success": "good_debugging", + "brief_summary": "User needed to fix Gitea DNS access by adding IPv6 overrides to Pi-holes; Claude eventually succeeded after multiple failed config approaches and being scolded for not using SSH aliases.", + "session_id": "b1502716-fc51-4f3b-92a3-5673e3d521da" +} \ No newline at end of file diff --git a/usage-data/facets/b222ea38-264a-404f-859f-1590741d4d97.json b/usage-data/facets/b222ea38-264a-404f-859f-1590741d4d97.json new file mode 100644 index 0000000..720bf72 --- /dev/null +++ b/usage-data/facets/b222ea38-264a-404f-859f-1590741d4d97.json @@ -0,0 +1,15 @@ +{ + "underlying_goal": "User wanted a conceptual explanation of what a 'second brain' means", + "goal_categories": { + "knowledge_question": 1 + }, + "outcome": "fully_achieved", + "user_satisfaction_counts": {}, + "claude_helpfulness": "moderately_helpful", + "session_type": "quick_question", + "friction_counts": {}, + "friction_detail": "", + "primary_success": "good_explanations", + "brief_summary": "User asked what a 'second brain' means and Claude provided a clear conceptual explanation.", + "session_id": "b222ea38-264a-404f-859f-1590741d4d97" +} \ No newline at end of file diff --git a/usage-data/facets/c657cf3d-dc29-41c5-b30e-b1c27fe1b0f5.json b/usage-data/facets/c657cf3d-dc29-41c5-b30e-b1c27fe1b0f5.json new file mode 100644 index 0000000..5583816 --- /dev/null +++ b/usage-data/facets/c657cf3d-dc29-41c5-b30e-b1c27fe1b0f5.json @@ -0,0 +1,29 @@ +{ + "underlying_goal": "Set up, debug, and polish the outbound-event-handler Cloud Function for local development, including linting, environment configuration, dependency fixes, and documentation", + "goal_categories": { + "code_quality_check": 1, + "auto_fix_issues": 1, + "question_about_code": 3, + "create_file": 1, + "local_dev_setup": 1, + "debugging": 2, + "git_operations": 3, + "documentation_review": 1 + }, + "outcome": "mostly_achieved", + "user_satisfaction_counts": { + "satisfied": 3, + "likely_satisfied": 5, + "dissatisfied": 2 + }, + "claude_helpfulness": "very_helpful", + "session_type": "multi_task", + "friction_counts": { + "buggy_code": 2, + "wrong_approach": 1 + }, + "friction_detail": "The run-local.sh and Makefile had dependency/venv issues and Windows line endings that required multiple rounds of debugging; Claude also initially created a Makefile the user didn't want.", + "primary_success": "good_debugging", + "brief_summary": "User wanted to lint, configure, and locally run an outbound-event-handler Cloud Function, plus push changes to remotes; Claude helped through multiple rounds of fixing dependency and config issues, mostly achieving the goal.", + "session_id": "c657cf3d-dc29-41c5-b30e-b1c27fe1b0f5" +} \ No newline at end of file diff --git a/usage-data/facets/c711133e-69a8-4f97-b3b9-ff288f1cb494.json b/usage-data/facets/c711133e-69a8-4f97-b3b9-ff288f1cb494.json new file mode 100644 index 0000000..37cd2ca --- /dev/null +++ b/usage-data/facets/c711133e-69a8-4f97-b3b9-ff288f1cb494.json @@ -0,0 +1,15 @@ +{ + "underlying_goal": "Add a homelab remote git server to the project repository", + "goal_categories": { + "git_configuration": 1 + }, + "outcome": "fully_achieved", + "user_satisfaction_counts": {}, + "claude_helpfulness": "moderately_helpful", + "session_type": "single_task", + "friction_counts": {}, + "friction_detail": "", + "primary_success": "fast_accurate_search", + "brief_summary": "User asked to add a homelab remote git server; Claude checked and found it was already configured, informing the user.", + "session_id": "c711133e-69a8-4f97-b3b9-ff288f1cb494" +} \ No newline at end of file diff --git a/usage-data/facets/d31dcffd-d57f-4785-8ce1-da7fc8ee655f.json b/usage-data/facets/d31dcffd-d57f-4785-8ce1-da7fc8ee655f.json new file mode 100644 index 0000000..9067fdd --- /dev/null +++ b/usage-data/facets/d31dcffd-d57f-4785-8ce1-da7fc8ee655f.json @@ -0,0 +1,27 @@ +{ + "underlying_goal": "Refactor outbound-event-handler from Pub/Sub to HTTP POST, create run-local scripts for multiple cloud functions, update all documentation and tooling, and fix code quality issues", + "goal_categories": { + "code_refactoring": 1, + "create_scripts": 1, + "documentation_updates": 4, + "git_commits": 2, + "code_quality_checks": 1, + "fix_linting_issues": 1, + "update_pre_commit_hook": 1 + }, + "outcome": "fully_achieved", + "user_satisfaction_counts": { + "satisfied": 6, + "likely_satisfied": 4, + "happy": 1 + }, + "claude_helpfulness": "essential", + "session_type": "multi_task", + "friction_counts": { + "minor_issue": 1 + }, + "friction_detail": "The .githooks directory was gitignored so the pre-commit hook update couldn't be committed, but Claude handled it gracefully by committing just the code fixes.", + "primary_success": "multi_file_changes", + "brief_summary": "User directed a multi-step refactor replacing Pub/Sub with HTTP POST, creating local run scripts, updating docs, fixing lint issues, and updating pre-commit hooks across a monorepo — all tasks were completed successfully.", + "session_id": "d31dcffd-d57f-4785-8ce1-da7fc8ee655f" +} \ No newline at end of file diff --git a/usage-data/facets/d4e2dd04-9599-43b9-8c93-328092c23635.json b/usage-data/facets/d4e2dd04-9599-43b9-8c93-328092c23635.json new file mode 100644 index 0000000..b97e391 --- /dev/null +++ b/usage-data/facets/d4e2dd04-9599-43b9-8c93-328092c23635.json @@ -0,0 +1,22 @@ +{ + "underlying_goal": "Complete post-reboot cleanup after a Nobara Linux upgrade and troubleshoot a Logitech Brio camera showing a white screen in Chromium", + "goal_categories": { + "memory_retrieval": 1, + "system_administration": 3, + "hardware_troubleshooting": 1 + }, + "outcome": "mostly_achieved", + "user_satisfaction_counts": { + "likely_satisfied": 3, + "dissatisfied": 1 + }, + "claude_helpfulness": "very_helpful", + "session_type": "multi_task", + "friction_counts": { + "wrong_approach": 2 + }, + "friction_detail": "Claude initially tried exposure/brightness adjustments and asked about a privacy shutter instead of quickly diagnosing it as a Chromium-specific issue; user had to provide the hint about the recent OS upgrade.", + "primary_success": "good_debugging", + "brief_summary": "User wanted post-reboot kernel cleanup and camera troubleshooting; kernel cleanup completed successfully, camera issue was narrowed down to a Chromium/WebRTC problem but final resolution is unclear from the transcript.", + "session_id": "d4e2dd04-9599-43b9-8c93-328092c23635" +} \ No newline at end of file diff --git a/usage-data/facets/e3625540-61bc-4026-8696-5baddde31991.json b/usage-data/facets/e3625540-61bc-4026-8696-5baddde31991.json new file mode 100644 index 0000000..3fc7046 --- /dev/null +++ b/usage-data/facets/e3625540-61bc-4026-8696-5baddde31991.json @@ -0,0 +1,22 @@ +{ + "underlying_goal": "Fix a bug where the batter order skips a player when a half-inning ends on a Caught Stealing, then write a test, create a bugfix branch, and merge it via Gitea PR", + "goal_categories": { + "bug_investigation": 1, + "implement_fix": 1, + "write_test_and_branch": 1, + "git_operations": 3 + }, + "outcome": "fully_achieved", + "user_satisfaction_counts": { + "likely_satisfied": 4 + }, + "claude_helpfulness": "essential", + "session_type": "iterative_refinement", + "friction_counts": { + "wrong_approach": 1 + }, + "friction_detail": "Gitea API merge failed due to branch divergence/conflicts requiring a local rebase and force push workaround.", + "primary_success": "good_debugging", + "brief_summary": "User asked Claude to investigate and fix a batter-skipping bug on caught stealing, write a test, create a PR, and force merge it—all completed successfully despite minor merge conflicts.", + "session_id": "e3625540-61bc-4026-8696-5baddde31991" +} \ No newline at end of file diff --git a/usage-data/facets/e66a3196-bb61-44b3-b520-a053b34063b2.json b/usage-data/facets/e66a3196-bb61-44b3-b520-a053b34063b2.json new file mode 100644 index 0000000..5fb0c47 --- /dev/null +++ b/usage-data/facets/e66a3196-bb61-44b3-b520-a053b34063b2.json @@ -0,0 +1,27 @@ +{ + "underlying_goal": "Diagnose and fix internet connectivity issues on a new UniFi WiFi network (10.1.0.0/24), including firewall/DNS problems and device migration issues", + "goal_categories": { + "network_troubleshooting": 6, + "configuration_guidance": 3, + "documentation_update": 1, + "information_lookup": 1 + }, + "outcome": "mostly_achieved", + "user_satisfaction_counts": { + "happy": 1, + "satisfied": 1, + "likely_satisfied": 3, + "dissatisfied": 0, + "frustrated": 0 + }, + "claude_helpfulness": "very_helpful", + "session_type": "iterative_refinement", + "friction_counts": { + "wrong_approach": 2, + "misunderstood_request": 1 + }, + "friction_detail": "Claude initially focused on NAT/routing and network assignment as the problem when the DNS issue was identified by the user; later Claude suggested static IP and VLAN cross-talk causes for the Roku issue that were repeatedly ruled out by the user.", + "primary_success": "good_debugging", + "brief_summary": "User needed help diagnosing no internet on a new UniFi WiFi network; the DNS/firewall issue was resolved successfully, but a persistent Roku device connectivity problem remained unresolved when the session ended.", + "session_id": "e66a3196-bb61-44b3-b520-a053b34063b2" +} \ No newline at end of file diff --git a/usage-data/facets/e8953d2b-5f68-45e1-bf45-1085c5caafd1.json b/usage-data/facets/e8953d2b-5f68-45e1-bf45-1085c5caafd1.json new file mode 100644 index 0000000..3b1a8e8 --- /dev/null +++ b/usage-data/facets/e8953d2b-5f68-45e1-bf45-1085c5caafd1.json @@ -0,0 +1,15 @@ +{ + "underlying_goal": "Continue implementing an interactive defensive x-check workflow for a baseball simulation game, completing frontend integration and saving detailed documentation for future continuation", + "goal_categories": { + "documentation_creation": 1 + }, + "outcome": "fully_achieved", + "user_satisfaction_counts": {}, + "claude_helpfulness": "very_helpful", + "session_type": "multi_task", + "friction_counts": {}, + "friction_detail": "", + "primary_success": "multi_file_changes", + "brief_summary": "User asked Claude to save detailed documentation on the x-check workflow implementation plan including completed/remaining work, and Claude created comprehensive documentation.", + "session_id": "e8953d2b-5f68-45e1-bf45-1085c5caafd1" +} \ No newline at end of file diff --git a/usage-data/facets/e9e1787b-51b2-43d9-b961-112519c4921b.json b/usage-data/facets/e9e1787b-51b2-43d9-b961-112519c4921b.json new file mode 100644 index 0000000..8003c1a --- /dev/null +++ b/usage-data/facets/e9e1787b-51b2-43d9-b961-112519c4921b.json @@ -0,0 +1,21 @@ +{ + "underlying_goal": "Deploy a high-availability Pi-hole setup with a secondary instance to eliminate single point of failure for home network DNS", + "goal_categories": { + "infrastructure_deployment": 1, + "information_question": 1 + }, + "outcome": "partially_achieved", + "user_satisfaction_counts": { + "satisfied": 1, + "likely_satisfied": 1 + }, + "claude_helpfulness": "very_helpful", + "session_type": "single_task", + "friction_counts": { + "environmental_issue": 1 + }, + "friction_detail": "Port 53 was already in use by systemd-resolved on the target host, blocking Pi-hole container startup and requiring manual sudo intervention.", + "primary_success": "multi_file_changes", + "brief_summary": "User asked to implement a Pi-hole HA deployment plan; Claude created all config files and docs (Phase 1), began Phase 2 deployment but hit a port conflict requiring manual sudo steps on the remote host.", + "session_id": "e9e1787b-51b2-43d9-b961-112519c4921b" +} \ No newline at end of file diff --git a/usage-data/facets/e9f34e65-5b8c-4349-8774-1a761c04761c.json b/usage-data/facets/e9f34e65-5b8c-4349-8774-1a761c04761c.json new file mode 100644 index 0000000..32f1fb4 --- /dev/null +++ b/usage-data/facets/e9f34e65-5b8c-4349-8774-1a761c04761c.json @@ -0,0 +1,25 @@ +{ + "underlying_goal": "Plan and implement uncapped hit decision tree logic (SINGLE_UNCAPPED, DOUBLE_UNCAPPED) for a Strat-O-Matic baseball strategy game webapp", + "goal_categories": { + "check_backlog": 1, + "create_issue": 1, + "delete_duplicate_issue": 1, + "design_feature_implementation": 1 + }, + "outcome": "mostly_achieved", + "user_satisfaction_counts": { + "dissatisfied": 1, + "satisfied": 1, + "likely_satisfied": 3 + }, + "claude_helpfulness": "very_helpful", + "session_type": "iterative_refinement", + "friction_counts": { + "buggy_code": 1, + "excessive_changes": 1 + }, + "friction_detail": "API calls consistently failed on first attempt due to shell escaping issues, and duplicate Gitea issues were created requiring cleanup.", + "primary_success": "good_explanations", + "brief_summary": "User wanted to pick a backlog task, create a tracking issue, and plan implementation of uncapped hit decision trees; Claude gathered rules through iterative Q&A and produced a plan, but had repeated API call failures and created duplicate issues.", + "session_id": "e9f34e65-5b8c-4349-8774-1a761c04761c" +} \ No newline at end of file diff --git a/usage-data/facets/ede365e7-7b22-4a47-96b0-acc216bc0c1b.json b/usage-data/facets/ede365e7-7b22-4a47-96b0-acc216bc0c1b.json new file mode 100644 index 0000000..bdbd07c --- /dev/null +++ b/usage-data/facets/ede365e7-7b22-4a47-96b0-acc216bc0c1b.json @@ -0,0 +1,20 @@ +{ + "underlying_goal": "Refactor the play locking system in a Discord bot to use an async context manager, fixing bugs where locks get permanently stuck due to early returns and other structural issues", + "goal_categories": { + "code_refactoring": 1, + "git_operations": 1 + }, + "outcome": "fully_achieved", + "user_satisfaction_counts": { + "likely_satisfied": 1 + }, + "claude_helpfulness": "essential", + "session_type": "single_task", + "friction_counts": { + "buggy_code": 1 + }, + "friction_detail": "One new test initially failed because the mock release_play_lock didn't actually set play.locked=False, causing both except and finally blocks to trigger; quickly fixed.", + "primary_success": "multi_file_changes", + "brief_summary": "User asked to implement a detailed refactoring plan for a play lock context manager across 18 commands, and Claude successfully created the context manager, migrated all commands, added tests, and pushed the changes.", + "session_id": "ede365e7-7b22-4a47-96b0-acc216bc0c1b" +} \ No newline at end of file diff --git a/usage-data/facets/faf1a518-8b57-4bf2-b9f4-1d89d45ba078.json b/usage-data/facets/faf1a518-8b57-4bf2-b9f4-1d89d45ba078.json new file mode 100644 index 0000000..a8d8dcb --- /dev/null +++ b/usage-data/facets/faf1a518-8b57-4bf2-b9f4-1d89d45ba078.json @@ -0,0 +1,26 @@ +{ + "underlying_goal": "Check if two baseball teams (KSK and Gauntlet-KSK) have the has_guide flag set, then diagnose and fix a DNS/networking issue causing 502 errors when accessing the production API", + "goal_categories": { + "data_lookup": 1, + "debugging_infrastructure": 1, + "script_fix": 1, + "save_memory": 1 + }, + "outcome": "mostly_achieved", + "user_satisfaction_counts": { + "dissatisfied": 1, + "likely_satisfied": 2, + "frustrated": 1 + }, + "claude_helpfulness": "moderately_helpful", + "session_type": "iterative_refinement", + "friction_counts": { + "wrong_approach": 1, + "buggy_code": 2, + "excessive_changes": 1 + }, + "friction_detail": "Initially gave wrong data by querying dev instead of prod, then over-complicated the Pi-hole v6 sync script fix with multiple failed rewrites requiring user to stop and defer the task.", + "primary_success": "good_debugging", + "brief_summary": "User wanted to check team data and ended up debugging a DNS/proxy issue causing 502 errors; the root cause was found and manually fixed, but the automated script update was over-engineered and deferred.", + "session_id": "faf1a518-8b57-4bf2-b9f4-1d89d45ba078" +} \ No newline at end of file diff --git a/usage-data/facets/fc13c31a-1760-4be2-b5da-1b03a93375c6.json b/usage-data/facets/fc13c31a-1760-4be2-b5da-1b03a93375c6.json new file mode 100644 index 0000000..cd72ca1 --- /dev/null +++ b/usage-data/facets/fc13c31a-1760-4be2-b5da-1b03a93375c6.json @@ -0,0 +1,17 @@ +{ + "underlying_goal": "Learn the terminal command to uninstall flatpak applications", + "goal_categories": { + "quick_factual_question": 1 + }, + "outcome": "fully_achieved", + "user_satisfaction_counts": { + "likely_satisfied": 1 + }, + "claude_helpfulness": "very_helpful", + "session_type": "quick_question", + "friction_counts": {}, + "friction_detail": "", + "primary_success": "good_explanations", + "brief_summary": "User asked for the flatpak uninstall command and received a clear, comprehensive answer with common variations.", + "session_id": "fc13c31a-1760-4be2-b5da-1b03a93375c6" +} \ No newline at end of file diff --git a/usage-data/report.html b/usage-data/report.html new file mode 100644 index 0000000..8bcff2d --- /dev/null +++ b/usage-data/report.html @@ -0,0 +1,976 @@ +<!DOCTYPE html> +<html> +<head> + <meta charset="utf-8"> + <title>Claude Code Insights + + + + +
+

Claude Code Insights

+

1,457 messages across 134 sessions (169 total) | 2026-01-28 to 2026-02-12

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+
At a Glance
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What's working: You've developed a really effective rhythm of pulling tasks from your backlog, driving Claude through implementation, testing, and pushing clean commits — treating it like a disciplined team member rather than a chatbot. Your iterative debugging sessions are particularly strong; chasing down 8+ chained bugs in a single sitting on your baseball sim while keeping all 2,400+ tests green shows a mature fix-test-retry workflow. You're also one of the rarer users who applies that same rigor to infrastructure work, getting real outcomes like CI caching fixes, monitoring setup, and Proxmox migration prep rather than just asking for explanations. Impressive Things You Did →
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What's hindering you: On Claude's side, it too often charges down wrong paths — attempting disallowed git operations, using the wrong tools for your project, or fixating on irrelevant root causes (like the API key rabbit hole when you had a display bug) — which forces you to repeatedly intervene. On your side, several sessions burned significant time in planning mode without producing any code, and complex features tend to get built all-at-once rather than in testable increments, leading to cascading bug chains that inflate session length. Where Things Go Wrong →
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Quick wins to try: Try creating a few custom slash commands (/backlog-to-pr, /homelab-deploy) that encode your most common constraints — like always using PR workflows, never committing to main, and running tests after each change — so you don't have to re-state them every session. Also consider using hooks to auto-run your test suite after edits, which would catch cascading bugs earlier instead of discovering them in batches at the end. Features to Try →
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Ambitious workflows: With your extensive test suite already in place, near-future models should be able to autonomously pick up Gitea issues, iterate on fixes until all tests pass, and open PRs for your review overnight — eliminating those long fix-test-retry marathons. For your homelab, imagine parallel agents each scoped to a single repo or service, simultaneously updating CI templates and configs across your infrastructure without the wrong-repo confusion that happens today, or even an autonomous SRE agent that monitors Uptime Kuma alerts and auto-remediates known patterns like DNS overrides. On the Horizon →
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1,457
Messages
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+71,213/-4,052
Lines
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506
Files
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16
Days
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91.1
Msgs/Day
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What You Work On

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+ Baseball Simulation Game (Full-Stack) + ~22 sessions +
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Development of a baseball simulation game with a Python backend and TypeScript/HTML frontend. Claude Code was used extensively for bug fixes (double plays, batter skipping, pitcher error ratings, play locking), UI refinements (baserunner pills, offensive/defensive panels, pitcher/batter layout, mobile responsiveness), feature implementation (uncapped hit decision trees, hold runner buttons, kanban-style backlog), and test authoring (groundball truth tables, 2400+ tests). Heavy use of Bash and Edit tools for iterative fix-test-retry cycles with commits pushed to a homelab Gitea instance.
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+ Homelab Infrastructure & Networking + ~12 sessions +
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Setup and troubleshooting of homelab infrastructure including UniFi networking (firewall rules, VLAN tagging, DNS), Pi-hole HA deployment, Uptime Kuma monitoring with Discord alerts, Nginx Proxy Manager access lists, Proxmox migration preparation with VM backups, and Gitea CI/CD pipeline optimization (Docker registry-based caching). Claude Code was used for diagnosing 502/403/DNS errors, configuring services via SSH, writing deployment configs, and automating monitoring setup across roughly 20 services.
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+ Voice/Text Memory Capture App + ~5 sessions +
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Design and implementation of a local 'second brain' capture application for voice and text notes, including a kanban board extension with collapsible columns, SIGINT handling, CUDA fallback for speech processing, and autostart configuration. Claude Code built the app end-to-end in Python, implemented multiple UI features (capture window, kanban board with filtered completed column), and set up project documentation and git remotes.
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+ GCP Cloud Functions & Monorepo Refactoring + ~6 sessions +
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Refactoring a GCP-based monorepo from Pub/Sub to HTTP POST architecture, fixing cloud function configurations, debugging credential paths, updating pre-commit hooks, and setting up local development workflows. Claude Code was used to plan and execute multi-file refactors across the monorepo, diagnose environment issues (broken venvs, Docker-only paths, self-referencing URLs), lint and locally run cloud functions, and update documentation to prefer CLI-first usage.
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+ Linux Desktop & Dev Environment + ~5 sessions +
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System maintenance and developer environment configuration including Nobara Linux package updates (resolving Python conflicts and full EFI partitions), zsh migration with customized Claude Code status lines, kernel cleanup, Brave browser troubleshooting, and Flatpak management. Claude Code was used to diagnose and resolve system-level issues, configure shell environments, and run system updates when GUI tools failed.
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What You Wanted
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Git Operations
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39
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Bug Fix
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13
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Feature Implementation
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10
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Debugging
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9
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Documentation Update
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6
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Configuration Guidance
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6
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Top Tools Used
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Bash
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3768
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Read
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1234
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Edit
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948
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Grep
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344
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Write
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282
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TaskUpdate
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192
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Languages
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Python
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1155
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Markdown
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337
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TypeScript
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329
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JSON
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166
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YAML
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117
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Shell
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81
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Session Types
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Iterative Refinement
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22
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Multi Task
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15
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Single Task
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7
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Quick Question
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3
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Exploration
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1
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How You Use Claude Code

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You are a prolific, hands-on builder who uses Claude Code as a true development partner across an impressive breadth of work — from a baseball simulation app (Python/TypeScript) to homelab infrastructure (Pi-hole, Proxmox, UniFi, Docker CI) to personal productivity tools (capture apps, kanban boards). With 134 sessions and 135 commits in just two weeks, you maintain a relentless pace of iteration, often pushing through 8+ bug fix cycles in a single session rather than stopping to re-plan. Your dominant workflow is to give Claude a clear objective — often pulled from a backlog or Gitea issue — and then test immediately, catch failures, and redirect Claude in real-time. The uncapped hit decision UI session is a perfect example: you drove Claude through fixing deadlocks, serialization errors, stale UI state, and missing batter advancement logic one after another until all 531 tests passed and the feature was pushed. You don't write detailed upfront specs so much as you steer interactively through rapid feedback loops.

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Your most distinctive trait is that you correct Claude firmly and specifically when it goes off track, and this happens often enough (29 "wrong approach" frictions) that it's clearly part of your expected workflow rather than a frustration. When Claude tried to change your default shell with `chsh`, you interrupted immediately. When it wrote raw Python test scripts instead of using your CLI tool, you corrected it. When it went down an API key rabbit hole instead of fixing a display bug, you pulled it back. You also enforce your preferred git workflows strictly — catching Claude when it tries to commit to protected branches or approve its own PRs. The heavy Bash usage (3,768 calls) and TaskCreate/TaskUpdate usage (290 combined) show you leverage Claude for orchestrating complex multi-step operations and delegate aggressively, trusting Claude to handle git operations (your #1 goal category at 39 sessions), multi-file refactors, and infrastructure automation while you maintain architectural control.

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Despite the friction, your satisfaction is remarkably high — 138 'likely satisfied' plus 43 'satisfied' against only 13 dissatisfied and 5 frustrated — suggesting you view the fix-redirect-retry cycle as normal cost of doing business. You get the most value from Claude on debugging (19 successes) and multi-file changes (13 successes), and your sessions tend to be long and productive rather than quick one-offs. The 566 hours of compute across 134 sessions with a nearly 1:1 commit ratio tells the story: you treat Claude Code as a tireless pair programmer that you drive hard, course-correct often, and ship with constantly.

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Key pattern: You are a rapid-iteration power user who delegates aggressively, tests immediately, and steers Claude through frequent real-time corrections to maintain a remarkably high commit velocity across both application development and infrastructure work.
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User Response Time Distribution
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2-10s
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75
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10-30s
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224
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30s-1m
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167
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1-2m
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193
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2-5m
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159
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5-15m
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102
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>15m
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71
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+ Median: 67.3s • Average: 246.9s +
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Multi-Clauding (Parallel Sessions)
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48
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Overlap Events
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61
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Sessions Involved
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16%
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Of Messages
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+ You run multiple Claude Code sessions simultaneously. Multi-clauding is detected when sessions + overlap in time, suggesting parallel workflows. +

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+ User Messages by Time of Day + + +
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Morning (6-12)
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391
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Afternoon (12-18)
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534
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Evening (18-24)
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432
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Night (0-6)
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100
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Tool Errors Encountered
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Command Failed
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409
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Other
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130
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User Rejected
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60
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File Not Found
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12
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Edit Failed
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7
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File Too Large
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5
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Impressive Things You Did

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Over the past two weeks, you've been incredibly productive across 134 sessions spanning a baseball simulation app, homelab infrastructure, and several utility projects — with a remarkably high satisfaction and goal completion rate.

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Systematic Bug Hunting Through Iteration
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You have a highly effective pattern of using Claude to chase down complex, multi-layered bugs — like the uncapped hit decision UI where 8+ issues (deadlocks, serialization failures, state management, UI freezes) were identified and squashed in a single session. Your willingness to iterate through fix-test-retry cycles, combined with Claude's debugging capabilities, consistently leads to fully resolved issues with all tests passing and clean commits pushed.
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Full-Stack Homelab Infrastructure Management
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You're leveraging Claude as a true infrastructure partner — from diagnosing Docker build caching in Gitea CI and switching to registry-based caching, to setting up Uptime Kuma with 20 service monitors, running Proxmox migration prep, and troubleshooting DNS/firewall/Pi-hole issues across your UniFi network. You treat these sessions with the same rigor as code work, driving toward committed, documented, and deployed outcomes rather than just getting answers.
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Multi-Task Orchestration With Clear Direction
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You excel at loading Claude up with well-scoped batches of work — like the session where you directed ~9 tasks across skill documentation refactoring, API auth fixes, CLI bug fixes, and docs updates, all completed successfully. Your ability to pick from a backlog, create tracking issues, drive implementation, run tests, and push PRs in cohesive sessions shows a mature workflow that treats Claude as a disciplined team member rather than just a code generator.
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What Helped Most (Claude's Capabilities)
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Good Debugging
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19
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Multi-file Changes
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13
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Proactive Help
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5
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Good Explanations
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5
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Correct Code Edits
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4
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Fast/Accurate Search
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2
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Outcomes
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Partially Achieved
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5
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Mostly Achieved
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12
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Fully Achieved
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31
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Where Things Go Wrong

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Your sessions frequently suffer from Claude pursuing wrong approaches and producing buggy code that requires multiple fix-test-retry cycles, particularly during complex feature implementations and infrastructure tasks.

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Wrong Approach Leading to Wasted Cycles
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Claude frequently goes down incorrect paths—misidentifying root causes, using wrong tools, or attempting disallowed operations—forcing you to intervene and correct course. You could reduce this by front-loading constraints in your prompts (e.g., 'do NOT change my default shell,' 'always use PR workflow, never commit to main,' 'use the existing CLI tool, not raw scripts').
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  • Claude went down an API key rabbit hole instead of focusing on your actual display corruption issue, then added an unnecessary API key check that broke sync entirely—wasting significant debugging time on a misdiagnosed cause.
  • Claude attempted to change your default shell with chsh when you only asked to test zsh, and in another session tried to commit directly to a protected main branch instead of creating a PR—both requiring you to interrupt and correct basic workflow assumptions.
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Cascading Bugs During Feature Implementation
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Complex feature work repeatedly produces chains of bugs (deadlocks, serialization failures, missing arguments, stale state) that each require a fix-test-retry cycle, significantly inflating session length. Consider breaking large features into smaller, independently testable increments and asking Claude to run tests after each discrete change rather than building everything at once.
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  • The uncapped hit decision UI feature surfaced 8+ sequential bugs—deadlocks, premature state clearing, D20Roll serialization failures, UI freezes, and missing batter advancement logic—each discovered only after the previous fix, turning a single feature into an extended debugging marathon.
  • Shell escaping issues caused API calls to consistently fail on first attempts, and duplicate Gitea issues were created requiring manual cleanup, compounding what should have been a straightforward planning and issue-creation task.
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Planning Sessions That Don't Reach Implementation
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Multiple sessions end with detailed plans or design explorations but zero actual code written, consuming your time without tangible output. You could mitigate this by explicitly stating 'skip the plan, start implementing' or setting a time-box for planning before requiring Claude to begin coding.
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  • You asked Claude to work on the uncapped hit decision UI from the backlog, and Claude thoroughly explored the codebase and created a detailed implementation plan but produced no actual feature code within the entire session.
  • A voice/text memory capture app session ended with Claude having produced a detailed design plan but no implementation, and separately a defensive setup component session ended with HTML mockups and design options selected but no code written.
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Primary Friction Types
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Wrong Approach
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29
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Buggy Code
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25
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Excessive Changes
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5
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Misunderstood Request
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4
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User Rejected Action
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2
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Environment Issues
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1
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Inferred Satisfaction (model-estimated)
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Frustrated
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5
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Dissatisfied
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13
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Likely Satisfied
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138
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Satisfied
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43
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Happy
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9
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Existing CC Features to Try

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Suggested CLAUDE.md Additions

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Just copy this into Claude Code to add it to your CLAUDE.md.

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Multiple sessions show Claude attempting to commit directly to protected branches or approve its own PRs, requiring user correction and workflow restarts.
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Claude repeatedly wrote raw Python scripts or created unwanted Makefiles instead of using the project's existing CLI tools and test runners, which the user had to correct.
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Friction data shows Claude going down rabbit holes (API key investigations, checking wrong services, wrong repos) instead of focusing on the user's actual reported problem, causing frustration.
+
+ +
+ + +
Claude was scolded for not using SSH aliases and struggled with Pi-hole v6 automation and Gitea repo names, indicating it needs persistent context about the homelab environment.
+
+ +
+ + +
Claude attempted to change the default shell with chsh when the user only wanted to test zsh, requiring an interrupt — this pattern of overstepping on system changes appeared multiple times.
+
+ +
+ + +

Just copy this into Claude Code and it'll set it up for you.

+
+ +
+
Custom Skills
+
Reusable prompt workflows triggered by a single /command
+
Why for you: Git operations are your #1 goal (39 sessions!) and you already created a /backlog skill. You should formalize your repeated workflows — branching, testing, PR creation, and merge — into skills so Claude never commits to main or skips the PR step again.
+ +
+
+
+ mkdir -p .claude/skills/pr && cat > .claude/skills/pr/SKILL.md << 'EOF' +# Create PR Workflow +1. Ensure all changes are on a feature branch (never main) +2. Run the full test suite and confirm all tests pass +3. Commit with a conventional commit message +4. Push to both origin and homelab remotes +5. Create a PR on Gitea targeting main +6. Do NOT attempt to approve or merge the PR +EOF + +
+
+
+ +
+ +
+
Hooks
+
Auto-run shell commands at lifecycle events like pre-commit or post-edit
+
Why for you: You have 531+ tests across your projects and 25 buggy_code friction events. A hook that auto-runs tests after edits to critical files would catch regressions before they compound into multi-round fix-test-retry cycles that dominate your sessions.
+ +
+
+
+ # Add to .claude/settings.json +{ + "hooks": { + "postToolUse": [ + { + "matcher": "Edit|Write", + "command": "python -m pytest tests/ -x -q --tb=short 2>&1 | tail -5" + } + ] + } +} + +
+
+
+ +
+ +
+
Headless Mode
+
Run Claude non-interactively from scripts and CI/CD pipelines
+
Why for you: You already work with Gitea CI workflows and Docker builds. You could automate repetitive tasks like lint fixes, test runs, and documentation updates in your CI pipeline instead of doing them interactively — especially for the multi-repo workflow updates you did across four repos.
+ +
+
+
+ # In your Gitea CI workflow (.gitea/workflows/claude-review.yaml): +- name: Auto-fix lint errors + run: claude -p "Fix all lint errors in this repo. Run the linter after fixes to confirm." --allowedTools "Edit,Read,Bash,Grep" + +
+
+
+ +
+ +
+ + +

New Ways to Use Claude Code

+

Just copy this into Claude Code and it'll walk you through it.

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+ +
+
Planning sessions that produce no code
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Constrain planning sessions with explicit deliverables to avoid plan-only outcomes.
+
At least 4-5 sessions ended with only a plan or design document and no actual implementation code. Claude tends to over-explore and get stuck in plan/exit-plan cycles, especially for larger features like the uncapped hit decision UI and the voice capture app. Setting an explicit constraint like 'spend no more than 10 minutes planning, then start implementing the highest-priority piece' would convert these sessions into productive ones.
+ +
+
Paste into Claude Code:
+
+ Review the backlog, pick the top item, spend 5 minutes reading relevant code, then immediately start implementing. No design docs — just working code with tests. If you need a decision from me, ask and keep going on other parts. + +
+
+ +
+ +
+
Multi-bug debugging marathons need checkpointing
+
Commit and push working state after each individual bug fix instead of batching at the end.
+
Your most productive sessions (uncapped hit UI, play_resolver review) involved 8+ sequential bug fixes. When these are batched into one commit, a single failure late in the chain can jeopardize all progress. The friction data shows deadlocks, serialization failures, and state issues compounding. Asking Claude to commit after each verified fix creates save points and cleaner git history.
+ +
+
Paste into Claude Code:
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+ Fix the reported bug, write a test for it, run the full test suite, and if green, commit with a descriptive message immediately. Then move to the next bug. Do not batch fixes. + +
+
+ +
+ +
+
Wrong-approach friction is your biggest time sink
+
Ask Claude to propose 2-3 approaches before starting implementation on complex tasks.
+
Your top friction category is 'wrong_approach' at 29 occurrences — higher even than buggy code. This includes checking wrong repos, investigating wrong services, writing custom scripts instead of using existing tools, and creating unwanted Makefiles. Requiring Claude to briefly outline its approach before executing would let you catch these misalignments in seconds rather than minutes. This is especially important for your homelab and infrastructure work where Claude lacks environmental context.
+ +
+
Paste into Claude Code:
+
+ Before making any changes, briefly tell me: (1) which files/services you plan to touch, (2) what tools/commands you'll use, and (3) your approach in 2 sentences. Wait for my approval before proceeding. + +
+
+ +
+ +
+ + + + +

On the Horizon

+

Your 134 sessions reveal a power user driving complex full-stack development, homelab infrastructure, and iterative UI work — with clear opportunities to let Claude agents operate more autonomously against your established test suites and CI pipelines.

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+ +
+
Autonomous Bug-Fix Agents Against Test Suites
+
With 2,401+ tests already in place and 'bug_fix' as your second most common goal, Claude can autonomously pick up Gitea issues, reproduce failures against your test suite, iterate on fixes until all tests pass, and open PRs — all without your intervention. Imagine waking up to find three bug-fix PRs ready for review, each with passing CI and a clear explanation of root cause, eliminating the painful fix-test-retry cycles that caused 25 instances of buggy code friction.
+
Getting started: Use Claude Code with the TaskCreate/TaskUpdate tools you're already using (290 combined calls) to orchestrate a headless agent loop that pulls issues from your Gitea backlog, runs tests iteratively, and pushes PR branches to your homelab remote.
+
Paste into Claude Code:
Read our Gitea backlog at [GITEA_URL]/issues?type=bug&state=open. For each open bug: 1) Create a feature branch from main, 2) Read the issue description and reproduce the bug by running `python -m pytest` to find failing tests, 3) Investigate the root cause using Grep and Read across the codebase, 4) Implement the fix with minimal changes, 5) Run the full test suite and iterate until ALL tests pass, 6) Commit with a message referencing the issue number, 7) Push to homelab remote and create a PR with a root-cause summary. Do NOT merge — leave PRs for my review. If you can't reproduce or fix within 3 attempts, document what you found in a PR comment and move to the next issue.
+
+ +
+
Parallel Agents for Multi-Repo CI/Infra Changes
+
Your Docker caching fix session showed you updating four repo workflows in one sitting, and your refactoring sessions routinely touch 9+ tasks across files. Instead of sequential changes, parallel Claude agents can each take ownership of one repo or service — simultaneously updating CI templates, running validation, and opening PRs across your entire homelab infrastructure. This eliminates the pattern of Claude looking at wrong repo names or wrong services, since each agent has a focused scope.
+
Getting started: Use Claude Code's task orchestration (TaskCreate) to spawn parallel sub-agents, each scoped to a single repository or service. Combine with your existing Gitea API integration for automated PR creation across repos.
+
Paste into Claude Code:
I need to apply the following change across all my service repositories: [DESCRIBE CHANGE - e.g., update Python base image to 3.12, add health check endpoint, standardize logging format]. Here are my repos: [LIST REPOS]. For each repo, spawn a separate task that: 1) Clones/reads the repo structure, 2) Identifies the relevant files to change, 3) Makes the changes while respecting each repo's existing patterns, 4) Runs any existing tests or linting (check for Makefile, pytest, pre-commit hooks), 5) Creates a branch named 'chore/[description]' and pushes it, 6) Opens a PR with a summary of changes. Work on repos in parallel where possible. Report back a summary table showing: repo name, files changed, tests passed/failed, PR URL.
+
+ +
+
Self-Healing Homelab Monitoring and Remediation
+
You spent significant sessions on DNS troubleshooting, 502 errors, Pi-hole configuration, VLAN issues, and Uptime Kuma setup — reactive firefighting that consumed hours. Claude can act as an autonomous SRE agent that monitors your Uptime Kuma alerts, diagnoses issues by SSH-ing into your homelab nodes, cross-references your Pi-hole and NPM configurations, and either auto-remediates known patterns (like the IPv6 DNS override fix) or creates a detailed incident report with a proposed fix for your approval.
+
Getting started: Combine Claude Code's Bash tool with your existing SSH aliases and Uptime Kuma API to build a diagnostic runbook agent. Start with read-only diagnostics before enabling auto-remediation on safe operations.
+
Paste into Claude Code:
Act as an SRE agent for my homelab. Connect via SSH to my infrastructure and perform a health check: 1) Query Uptime Kuma API at [URL] for any monitors in DOWN state, 2) For each down service, SSH to the relevant host and check: container status (docker ps), recent logs (docker logs --tail 50), DNS resolution (dig [service domain] @[pihole-ip]), reverse proxy config (check NPM API or config), disk space and memory usage, 3) Cross-reference against my known issues: Pi-hole IPv6 overrides needed, NPM access lists blocking external users, Docker container restart policies, 4) For each issue found, classify as: AUTO_FIX (safe to remediate now — e.g., docker restart, DNS cache flush) or NEEDS_APPROVAL (requires my review — e.g., config changes, firewall rules), 5) Execute AUTO_FIX items and report what you did, 6) For NEEDS_APPROVAL items, provide the exact commands you'd run and why. Output a structured incident report with findings, actions taken, and pending items.
+
+ +
+ + + +
+
"Claude tried to approve its own pull request and got rejected by branch protection rules"
+
During a session fixing a double play bug, Claude submitted the code fix, created a PR on Gitea, then attempted to approve its own PR via the API — only to be blocked by branch protection rules that (reasonably) don't allow the author to approve their own merge request. The user had to step in and merge it manually.
+
+ + + +
+ + + \ No newline at end of file diff --git a/usage-data/session-meta/00885b41-e68b-4df3-b6e2-bfae089ff8f5.json b/usage-data/session-meta/00885b41-e68b-4df3-b6e2-bfae089ff8f5.json new file mode 100644 index 0000000..07a9dda --- /dev/null +++ b/usage-data/session-meta/00885b41-e68b-4df3-b6e2-bfae089ff8f5.json @@ -0,0 +1,94 @@ +{ + "session_id": "00885b41-e68b-4df3-b6e2-bfae089ff8f5", + "project_path": "/mnt/NV2/Development/claude-home", + "start_time": "2026-02-04T16:24:50.445Z", + "duration_minutes": 642, + "user_message_count": 18, + "assistant_message_count": 251, + "tool_counts": { + "Read": 5, + "Bash": 101, + "AskUserQuestion": 2, + "TaskOutput": 2, + "TaskStop": 1, + "Write": 7, + "Edit": 1 + }, + "languages": { + "Markdown": 2, + "JSON": 2, + "YAML": 3, + "Python": 1, + "Shell": 4 + }, + "git_commits": 1, + "git_pushes": 4, + "input_tokens": 2069, + "output_tokens": 11799, + "first_prompt": "we recently set up gitea and cloned the repos on my desktop over there. let's create one more replicating the ~/work/esb-monorepo/ repo over there", + "user_interruptions": 0, + "user_response_times": [ + 10.189, + 46.757, + 119.483, + 92.198, + 107.974, + 37.273, + 95.585, + 8.455, + 5.529, + 60.94 + ], + "tool_errors": 9, + "tool_error_categories": { + "Other": 3, + "Command Failed": 6 + }, + "uses_task_agent": false, + "uses_mcp": false, + "uses_web_search": false, + "uses_web_fetch": false, + "lines_added": 844, + "lines_removed": 0, + "files_modified": 8, + "message_hours": [ + 10, + 10, + 10, + 10, + 10, + 10, + 10, + 10, + 10, + 14, + 20, + 20, + 20, + 20, + 20, + 20, + 21, + 21 + ], + "user_message_timestamps": [ + "2026-02-04T16:24:50.445Z", + "2026-02-04T16:24:50.443Z", + "2026-02-04T16:24:50.445Z", + "2026-02-04T16:25:30.431Z", + "2026-02-04T16:26:42.630Z", + "2026-02-04T16:27:52.697Z", + "2026-02-04T16:32:29.815Z", + "2026-02-04T16:35:48.710Z", + "2026-02-04T16:37:59.201Z", + "2026-02-04T20:02:16.012Z", + "2026-02-05T02:44:41.160Z", + "2026-02-05T02:49:28.183Z", + "2026-02-05T02:50:42.556Z", + "2026-02-05T02:51:15.673Z", + "2026-02-05T02:56:16.341Z", + "2026-02-05T02:56:33.492Z", + "2026-02-05T03:05:50.630Z", + "2026-02-05T03:07:06.568Z" + ] +} \ No newline at end of file diff --git a/usage-data/session-meta/00fe3ac1-993e-4cda-98c0-6239316953fd.json b/usage-data/session-meta/00fe3ac1-993e-4cda-98c0-6239316953fd.json new file mode 100644 index 0000000..4769133 --- /dev/null +++ b/usage-data/session-meta/00fe3ac1-993e-4cda-98c0-6239316953fd.json @@ -0,0 +1,93 @@ +{ + "session_id": "00fe3ac1-993e-4cda-98c0-6239316953fd", + "project_path": "/mnt/NV2/Development/strat-gameplay-webapp", + "start_time": "2026-02-06T23:22:03.283Z", + "duration_minutes": 52, + "user_message_count": 16, + "assistant_message_count": 167, + "tool_counts": { + "mcp__acp__Bash": 57, + "mcp__acp__Read": 23, + "Glob": 1, + "Grep": 1, + "TodoWrite": 9, + "mcp__acp__Edit": 7, + "mcp__acp__Write": 5 + }, + "languages": { + "Markdown": 4, + "Shell": 11, + "YAML": 3, + "JSON": 1, + "Python": 2 + }, + "git_commits": 2, + "git_pushes": 2, + "input_tokens": 483, + "output_tokens": 979, + "first_prompt": "hey you there?", + "user_interruptions": 0, + "user_response_times": [ + 15.467, + 40.498, + 40.498, + 104.236, + 135.373, + 64.206, + 114.489, + 1013.749, + 81.444, + 97.073, + 8.336, + 31.23, + 68.108, + 120.616 + ], + "tool_errors": 1, + "tool_error_categories": { + "Other": 1 + }, + "uses_task_agent": false, + "uses_mcp": true, + "uses_web_search": false, + "uses_web_fetch": false, + "lines_added": 0, + "lines_removed": 0, + "files_modified": 0, + "message_hours": [ + 17, + 17, + 17, + 17, + 17, + 17, + 17, + 17, + 17, + 17, + 18, + 18, + 18, + 18, + 18, + 18 + ], + "user_message_timestamps": [ + "2026-02-06T23:22:03.283Z", + "2026-02-06T23:22:21.771Z", + "2026-02-06T23:23:11.363Z", + "2026-02-06T23:23:11.363Z", + "2026-02-06T23:25:07.453Z", + "2026-02-06T23:27:57.296Z", + "2026-02-06T23:29:33.851Z", + "2026-02-06T23:37:04.825Z", + "2026-02-06T23:56:45.669Z", + "2026-02-06T23:58:49.212Z", + "2026-02-07T00:05:46.487Z", + "2026-02-07T00:07:36.907Z", + "2026-02-07T00:08:50.290Z", + "2026-02-07T00:09:51.631Z", + "2026-02-07T00:11:19.552Z", + "2026-02-07T00:14:09.489Z" + ] +} \ No newline at end of file diff --git a/usage-data/session-meta/017ef3f4-0b1d-49f4-a171-ed6645a1c71b.json b/usage-data/session-meta/017ef3f4-0b1d-49f4-a171-ed6645a1c71b.json new file mode 100644 index 0000000..ec3d604 --- /dev/null +++ b/usage-data/session-meta/017ef3f4-0b1d-49f4-a171-ed6645a1c71b.json @@ -0,0 +1,76 @@ +{ + "session_id": "017ef3f4-0b1d-49f4-a171-ed6645a1c71b", + "project_path": "/mnt/NV2/Development/mantimon-tcg/backend", + "start_time": "2026-01-29T04:35:21.076Z", + "duration_minutes": 20, + "user_message_count": 11, + "assistant_message_count": 119, + "tool_counts": { + "Bash": 14, + "Read": 12, + "Edit": 17, + "Write": 2, + "Glob": 1 + }, + "languages": { + "Python": 16, + "Markdown": 15 + }, + "git_commits": 1, + "git_pushes": 1, + "input_tokens": 982, + "output_tokens": 304, + "first_prompt": "Do we have to import mid-function?", + "summary": "DI Refactoring: Services, Auth, Documentation", + "user_interruptions": 2, + "user_response_times": [ + 34.072, + 38.311, + 3.111, + 19.338, + 63.701, + 39.028, + 29.781, + 13.647, + 13.647, + 13.647 + ], + "tool_errors": 3, + "tool_error_categories": { + "User Rejected": 1, + "Command Failed": 2 + }, + "uses_task_agent": false, + "uses_mcp": false, + "uses_web_search": false, + "uses_web_fetch": false, + "lines_added": 1083, + "lines_removed": 153, + "files_modified": 7, + "message_hours": [ + 22, + 22, + 22, + 22, + 22, + 22, + 22, + 22, + 22, + 22, + 22 + ], + "user_message_timestamps": [ + "2026-01-29T04:35:21.076Z", + "2026-01-29T04:37:03.137Z", + "2026-01-29T04:37:07.376Z", + "2026-01-29T04:39:27.809Z", + "2026-01-29T04:39:44.036Z", + "2026-01-29T04:47:05.923Z", + "2026-01-29T04:51:04.752Z", + "2026-01-29T04:54:43.026Z", + "2026-01-29T04:55:19.563Z", + "2026-01-29T04:55:19.563Z", + "2026-01-29T04:55:19.563Z" + ] +} \ No newline at end of file diff --git a/usage-data/session-meta/035ea288-7c22-4a61-b749-77873d118aa0.json b/usage-data/session-meta/035ea288-7c22-4a61-b749-77873d118aa0.json new file mode 100644 index 0000000..f3e25de --- /dev/null +++ b/usage-data/session-meta/035ea288-7c22-4a61-b749-77873d118aa0.json @@ -0,0 +1,71 @@ +{ + "session_id": "035ea288-7c22-4a61-b749-77873d118aa0", + "project_path": "/mnt/NV2/Development/major-domo/database", + "start_time": "2026-02-04T21:01:01.400Z", + "duration_minutes": 363, + "user_message_count": 13, + "assistant_message_count": 131, + "tool_counts": { + "Bash": 61, + "Read": 6, + "Edit": 2 + }, + "languages": { + "YAML": 4, + "Python": 3 + }, + "git_commits": 3, + "git_pushes": 0, + "input_tokens": 1096, + "output_tokens": 3310, + "first_prompt": "the production database runs in @app/ and the legacy implementation is in @main.py and @db_engine.py etc; how much cleanup can we do in this repo to get rid of no longer needed files?", + "user_interruptions": 0, + "user_response_times": [ + 17.029, + 11.396, + 10.839, + 29.25 + ], + "tool_errors": 8, + "tool_error_categories": { + "Other": 3, + "Command Failed": 5 + }, + "uses_task_agent": false, + "uses_mcp": false, + "uses_web_search": false, + "uses_web_fetch": false, + "lines_added": 3, + "lines_removed": 3, + "files_modified": 1, + "message_hours": [ + 15, + 15, + 15, + 15, + 15, + 15, + 15, + 15, + 15, + 20, + 20, + 21, + 21 + ], + "user_message_timestamps": [ + "2026-02-04T21:01:01.400Z", + "2026-02-04T21:01:01.399Z", + "2026-02-04T21:01:01.400Z", + "2026-02-04T21:01:03.762Z", + "2026-02-04T21:01:03.762Z", + "2026-02-04T21:01:03.762Z", + "2026-02-04T21:02:18.191Z", + "2026-02-04T21:03:10.513Z", + "2026-02-04T21:03:58.293Z", + "2026-02-05T02:58:07.901Z", + "2026-02-05T02:58:58.617Z", + "2026-02-05T03:00:22.534Z", + "2026-02-05T03:02:12.640Z" + ] +} \ No newline at end of file diff --git a/usage-data/session-meta/04e1fe23-199b-4a46-92cf-fa0e6e0c9fb9.json b/usage-data/session-meta/04e1fe23-199b-4a46-92cf-fa0e6e0c9fb9.json new file mode 100644 index 0000000..61a1ad1 --- /dev/null +++ b/usage-data/session-meta/04e1fe23-199b-4a46-92cf-fa0e6e0c9fb9.json @@ -0,0 +1,60 @@ +{ + "session_id": "04e1fe23-199b-4a46-92cf-fa0e6e0c9fb9", + "project_path": "/mnt/NV2/Development/paper-dynasty/discord-app", + "start_time": "2026-01-30T16:22:27.164Z", + "duration_minutes": 140, + "user_message_count": 7, + "assistant_message_count": 85, + "tool_counts": { + "Read": 5, + "Glob": 1, + "Bash": 13, + "Write": 5, + "Edit": 10 + }, + "languages": { + "Markdown": 16, + "Shell": 4 + }, + "git_commits": 0, + "git_pushes": 0, + "input_tokens": 4252, + "output_tokens": 181, + "first_prompt": "let's enhance the paper dynasty skill for troubleshooting the discord app; the server is running on (ssh sba-bots) and is deployed with docker compose", + "summary": "Enhance Paper Dynasty Discord Troubleshooting Skill", + "user_interruptions": 0, + "user_response_times": [ + 36.834, + 31.955, + 14.082 + ], + "tool_errors": 1, + "tool_error_categories": { + "Command Failed": 1 + }, + "uses_task_agent": false, + "uses_mcp": false, + "uses_web_search": false, + "uses_web_fetch": false, + "lines_added": 1163, + "lines_removed": 9, + "files_modified": 7, + "message_hours": [ + 10, + 10, + 10, + 10, + 10, + 10, + 10 + ], + "user_message_timestamps": [ + "2026-01-30T16:22:27.164Z", + "2026-01-30T16:22:27.164Z", + "2026-01-30T16:22:27.164Z", + "2026-01-30T16:23:15.556Z", + "2026-01-30T16:47:53.568Z", + "2026-01-30T16:49:28.848Z", + "2026-01-30T16:50:00.392Z" + ] +} \ No newline at end of file diff --git a/usage-data/session-meta/07c3d397-c58e-4996-86bc-c5304ebcc56b.json b/usage-data/session-meta/07c3d397-c58e-4996-86bc-c5304ebcc56b.json new file mode 100644 index 0000000..00a0ecf --- /dev/null +++ b/usage-data/session-meta/07c3d397-c58e-4996-86bc-c5304ebcc56b.json @@ -0,0 +1,69 @@ +{ + "session_id": "07c3d397-c58e-4996-86bc-c5304ebcc56b", + "project_path": "/mnt/NV2/Development/paper-dynasty/discord-app", + "start_time": "2026-02-04T19:33:41.013Z", + "duration_minutes": 1653, + "user_message_count": 11, + "assistant_message_count": 133, + "tool_counts": { + "Bash": 45, + "Grep": 9, + "Read": 6 + }, + "languages": { + "Python": 3, + "Markdown": 3 + }, + "git_commits": 0, + "git_pushes": 0, + "input_tokens": 914, + "output_tokens": 6172, + "first_prompt": "check production logs (ssh sba-bots) for errors in AI making a pitching change. Paper Domo APP — 1:31 PM The AI is making a pitching change... 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"we are working on @functions/tac/outbound-event-handler/CLAUDE.md / this is a brand new function, please read my brief write-up and let's start planning this GCS function following patterns establishe…", + "user_interruptions": 0, + "user_response_times": [ + 14.37 + ], + "tool_errors": 3, + "tool_error_categories": { + "User Rejected": 3 + }, + "uses_task_agent": true, + "uses_mcp": false, + "uses_web_search": false, + "uses_web_fetch": false, + "lines_added": 186, + "lines_removed": 5, + "files_modified": 1, + "message_hours": [ + 15, + 15 + ], + "user_message_timestamps": [ + "2026-02-05T21:11:09.531Z", + "2026-02-05T21:38:43.864Z" + ] +} \ No newline at end of file diff --git a/usage-data/session-meta/62017b2b-9c8d-4fbc-a611-5c8d6adec063.json b/usage-data/session-meta/62017b2b-9c8d-4fbc-a611-5c8d6adec063.json new file mode 100644 index 0000000..d6fdf72 --- /dev/null +++ b/usage-data/session-meta/62017b2b-9c8d-4fbc-a611-5c8d6adec063.json @@ -0,0 +1,59 @@ +{ + "session_id": 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"2026-01-31T21:37:00.037Z", + "2026-01-31T21:37:00.037Z" + ] +} \ No newline at end of file diff --git a/usage-data/session-meta/69a4200b-8541-4bd6-848a-4911409ccb16.json b/usage-data/session-meta/69a4200b-8541-4bd6-848a-4911409ccb16.json new file mode 100644 index 0000000..53ab3a4 --- /dev/null +++ b/usage-data/session-meta/69a4200b-8541-4bd6-848a-4911409ccb16.json @@ -0,0 +1,54 @@ +{ + "session_id": "69a4200b-8541-4bd6-848a-4911409ccb16", + "project_path": "/mnt/NV2/Development/major-domo/discord-app-v2", + "start_time": "2026-02-02T02:48:06.432Z", + "duration_minutes": 21, + "user_message_count": 4, + "assistant_message_count": 49, + "tool_counts": { + "Read": 4, + "Write": 5, + "Task": 1, + "ExitPlanMode": 4, + "Grep": 2, + "AskUserQuestion": 1 + }, + "languages": { + "Python": 4, + "Markdown": 5 + }, + "git_commits": 0, + "git_pushes": 0, + "input_tokens": 416, + "output_tokens": 138, + "first_prompt": "Please validate that the @tasks/transaction_freeze.py performs the following 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Push Command Implementation", + "user_interruptions": 0, + "user_response_times": [], + "tool_errors": 0, + "tool_error_categories": {}, + "uses_task_agent": false, + "uses_mcp": false, + "uses_web_search": false, + "uses_web_fetch": false, + "lines_added": 0, + "lines_removed": 0, + "files_modified": 0, + "message_hours": [ + 8 + ], + "user_message_timestamps": [ + "2026-02-02T14:03:34.491Z" + ] +} \ No newline at end of file diff --git a/usage-data/session-meta/dbf98f13-55e1-4d8d-963c-469f480b3569.json b/usage-data/session-meta/dbf98f13-55e1-4d8d-963c-469f480b3569.json new file mode 100644 index 0000000..134b745 --- /dev/null +++ b/usage-data/session-meta/dbf98f13-55e1-4d8d-963c-469f480b3569.json @@ -0,0 +1,45 @@ +{ + "session_id": "dbf98f13-55e1-4d8d-963c-469f480b3569", + "project_path": "/mnt/NV2/Development/mantimon-tcg/backend", + "start_time": "2026-01-30T04:02:24.121Z", + "duration_minutes": 5, + "user_message_count": 3, + "assistant_message_count": 25, + "tool_counts": { + 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If Pi…", + "user_interruptions": 0, + "user_response_times": [ + 89.011, + 9.921 + ], + "tool_errors": 1, + "tool_error_categories": { + "Command Failed": 1 + }, + "uses_task_agent": false, + "uses_mcp": false, + "uses_web_search": false, + "uses_web_fetch": false, + "lines_added": 1543, + "lines_removed": 29, + "files_modified": 11, + "message_hours": [ + 22, + 22, + 22 + ], + "user_message_timestamps": [ + "2026-02-06T04:41:10.079Z", + "2026-02-06T04:49:45.051Z", + "2026-02-06T04:50:34.422Z" + ] +} \ No newline at end of file diff --git a/usage-data/session-meta/e9f34e65-5b8c-4349-8774-1a761c04761c.json b/usage-data/session-meta/e9f34e65-5b8c-4349-8774-1a761c04761c.json new file mode 100644 index 0000000..ec6802b --- /dev/null +++ b/usage-data/session-meta/e9f34e65-5b8c-4349-8774-1a761c04761c.json @@ -0,0 +1,69 @@ +{ + "session_id": "e9f34e65-5b8c-4349-8774-1a761c04761c", + "project_path": "/mnt/NV2/Development/strat-gameplay-webapp", + "start_time": "2026-02-11T20:06:29.409Z", + "duration_minutes": 43, + "user_message_count": 9, + "assistant_message_count": 87, + "tool_counts": { + "Bash": 11, + "Grep": 11, + "Read": 16, + "EnterPlanMode": 1, + "Task": 3, + "Write": 1, + "ExitPlanMode": 1 + }, + "languages": { + "Python": 12, + "Markdown": 4 + }, + "git_commits": 0, + "git_pushes": 0, + "input_tokens": 7655, + "output_tokens": 7072, + "first_prompt": "let's work on #4; please create an issue to track our work", + "user_interruptions": 0, + "user_response_times": [ + 72.863, + 30.253, + 950.644, + 280.239, + 211.274, + 117.014 + ], + "tool_errors": 5, + "tool_error_categories": { + "Command Failed": 4, + "User Rejected": 1 + }, + "uses_task_agent": true, + "uses_mcp": false, + "uses_web_search": false, + "uses_web_fetch": false, + "lines_added": 287, + "lines_removed": 0, + "files_modified": 1, + "message_hours": [ + 14, + 14, + 14, + 14, + 14, + 14, + 14, + 14, + 14 + ], + "user_message_timestamps": [ + "2026-02-11T20:06:29.409Z", + "2026-02-11T20:06:29.410Z", + "2026-02-11T20:08:28.816Z", + "2026-02-11T20:10:22.625Z", + "2026-02-11T20:10:49.378Z", + "2026-02-11T20:27:01.056Z", + "2026-02-11T20:32:48.650Z", + "2026-02-11T20:37:32.140Z", + "2026-02-11T20:40:21.589Z" + ] +} \ No newline at end of file diff --git a/usage-data/session-meta/ed99b443-041b-46fc-92ea-fcf553d9f129.json b/usage-data/session-meta/ed99b443-041b-46fc-92ea-fcf553d9f129.json new file mode 100644 index 0000000..7a2ca4a --- /dev/null +++ b/usage-data/session-meta/ed99b443-041b-46fc-92ea-fcf553d9f129.json @@ -0,0 +1,50 @@ +{ + "session_id": "ed99b443-041b-46fc-92ea-fcf553d9f129", + "project_path": "/mnt/NV2/Development/claude-home", + "start_time": "2026-02-03T21:21:14.459Z", + "duration_minutes": 4, + "user_message_count": 6, + "assistant_message_count": 18, + "tool_counts": { + "Write": 2, + "Bash": 5, + "Edit": 1 + }, + "languages": { + "Markdown": 2 + }, + "git_commits": 0, + "git_pushes": 0, + "input_tokens": 172, + "output_tokens": 1292, + "first_prompt": "how much effort would it be to build a json prettifier? I typically just us an online tool, but I'd rather not post to it", + "user_interruptions": 0, + "user_response_times": [ + 157.806 + ], + "tool_errors": 0, + "tool_error_categories": {}, + "uses_task_agent": false, + "uses_mcp": false, + "uses_web_search": false, + "uses_web_fetch": false, + "lines_added": 157, + "lines_removed": 1, + "files_modified": 2, + "message_hours": [ + 15, + 15, + 15, + 15, + 15, + 15 + ], + "user_message_timestamps": [ + "2026-02-03T21:21:14.459Z", + "2026-02-03T21:21:14.457Z", + "2026-02-03T21:21:14.459Z", + "2026-02-03T21:21:39.270Z", + "2026-02-03T21:24:32.494Z", + "2026-02-03T21:25:08.715Z" + ] +} \ No newline at end of file diff --git a/usage-data/session-meta/ede365e7-7b22-4a47-96b0-acc216bc0c1b.json b/usage-data/session-meta/ede365e7-7b22-4a47-96b0-acc216bc0c1b.json new file mode 100644 index 0000000..70d0a2e --- /dev/null +++ b/usage-data/session-meta/ede365e7-7b22-4a47-96b0-acc216bc0c1b.json @@ -0,0 +1,52 @@ +{ + "session_id": "ede365e7-7b22-4a47-96b0-acc216bc0c1b", + "project_path": "/mnt/NV2/Development/paper-dynasty/discord-app", + "start_time": "2026-02-11T03:42:52.813Z", + "duration_minutes": 12, + "user_message_count": 2, + "assistant_message_count": 116, + "tool_counts": { + "Read": 15, + "Glob": 3, + "Grep": 7, + "TaskCreate": 4, + "TaskUpdate": 8, + "Write": 2, + "Edit": 22, + "Bash": 18 + }, + "languages": { + "Python": 37, + "YAML": 1 + }, + "git_commits": 1, + "git_pushes": 2, + "input_tokens": 140, + "output_tokens": 12129, + "first_prompt": "Implement the following plan: # Play Lock Context Manager Refactor ## Context The play locking system prevents concurrent modifications to game state, but has structural gaps that leave locks perma…", + "user_interruptions": 0, + "user_response_times": [ + 354.336 + ], + "tool_errors": 10, + "tool_error_categories": { + "File Too Large": 1, + "Other": 3, + "Command Failed": 6 + }, + "uses_task_agent": false, + "uses_mcp": false, + "uses_web_search": false, + "uses_web_fetch": false, + "lines_added": 342, + "lines_removed": 133, + "files_modified": 4, + "message_hours": [ + 21, + 21 + ], + "user_message_timestamps": [ + "2026-02-11T03:42:52.813Z", + "2026-02-11T03:54:20.869Z" + ] +} \ No newline at end of file diff --git a/usage-data/session-meta/eea7b4b0-d902-4eed-9ab4-7a27f6e401a0.json b/usage-data/session-meta/eea7b4b0-d902-4eed-9ab4-7a27f6e401a0.json new file mode 100644 index 0000000..1b768a3 --- /dev/null +++ b/usage-data/session-meta/eea7b4b0-d902-4eed-9ab4-7a27f6e401a0.json @@ -0,0 +1,85 @@ +{ + "session_id": "eea7b4b0-d902-4eed-9ab4-7a27f6e401a0", + "project_path": "/mnt/NV2/Development/mantimon-tcg/backend", + "start_time": "2026-01-30T21:17:20.507Z", + "duration_minutes": 23, + "user_message_count": 14, + "assistant_message_count": 200, + "tool_counts": { + "Read": 17, + "Edit": 17, + "Bash": 32, + "Grep": 5, + "Glob": 4 + }, + "languages": { + "Markdown": 2, + "Python": 4, + "TypeScript": 15, + "JSON": 2 + }, + "git_commits": 1, + "git_pushes": 2, + "input_tokens": 1660, + "output_tokens": 435, + "first_prompt": "Looks like a CORS error", + "summary": "Auth Phase 2: Profile & Navigation", + "user_interruptions": 0, + "user_response_times": [ + 38.599, + 28.41, + 74.433, + 79.09, + 5.695, + 119.755, + 122.221, + 29.36, + 15.587, + 16.129, + 16.129 + ], + "tool_errors": 5, + "tool_error_categories": { + "Command Failed": 4, + "User Rejected": 1 + }, + "uses_task_agent": false, + "uses_mcp": false, + "uses_web_search": false, + "uses_web_fetch": false, + "lines_added": 41, + "lines_removed": 30, + "files_modified": 7, + "message_hours": [ + 15, + 15, + 15, + 15, + 15, + 15, + 15, + 15, + 15, + 15, + 15, + 15, + 15, + 15 + ], + "user_message_timestamps": [ + "2026-01-30T21:17:20.508Z", + "2026-01-30T21:18:37.892Z", + "2026-01-30T21:20:16.945Z", + "2026-01-30T21:20:52.468Z", + "2026-01-30T21:22:18.238Z", + "2026-01-30T21:24:17.306Z", + "2026-01-30T21:26:13.225Z", + "2026-01-30T21:29:12.867Z", + "2026-01-30T21:32:53.094Z", + "2026-01-30T21:35:38.620Z", + "2026-01-30T21:39:12.068Z", + "2026-01-30T21:39:32.417Z", + "2026-01-30T21:40:03.598Z", + "2026-01-30T21:40:03.598Z" + ] +} \ No newline at end of file diff --git a/usage-data/session-meta/f01efc1e-1cca-4dee-aacd-7877487d4317.json b/usage-data/session-meta/f01efc1e-1cca-4dee-aacd-7877487d4317.json new file mode 100644 index 0000000..f308d00 --- /dev/null +++ b/usage-data/session-meta/f01efc1e-1cca-4dee-aacd-7877487d4317.json @@ -0,0 +1,101 @@ +{ + "session_id": "f01efc1e-1cca-4dee-aacd-7877487d4317", + "project_path": "/mnt/NV2/Development/claude-home", + "start_time": "2026-02-05T22:51:31.749Z", + "duration_minutes": 909, + "user_message_count": 20, + "assistant_message_count": 221, + "tool_counts": { + "Glob": 6, + "Read": 7, + "Edit": 17, + "Bash": 71, + "Grep": 2, + "WebFetch": 1, + "Write": 1 + }, + "languages": { + "YAML": 20, + "Markdown": 3, + "Shell": 1 + }, + "git_commits": 2, + "git_pushes": 6, + "input_tokens": 1871, + "output_tokens": 16509, + "first_prompt": "we have been adding actions to gitea for docker builds, version validation, and notifications. Is this also an appropriate time to tag commits with version numbers? Or is tagging the commit even valua…", + "user_interruptions": 0, + "user_response_times": [ + 123.554, + 1033.289, + 12.797, + 13.59, + 3140.346, + 101.503, + 9.783, + 26.656, + 1584.024, + 18.301, + 383.071, + 67.972, + 626.31, + 626.31, + 626.31 + ], + "tool_errors": 7, + "tool_error_categories": { + "Other": 4, + "Command Failed": 3 + }, + "uses_task_agent": false, + "uses_mcp": false, + "uses_web_search": false, + "uses_web_fetch": true, + "lines_added": 275, + "lines_removed": 38, + "files_modified": 4, + "message_hours": [ + 16, + 16, + 17, + 20, + 20, + 20, + 20, + 20, + 21, + 21, + 21, + 21, + 21, + 21, + 21, + 21, + 7, + 8, + 8, + 8 + ], + "user_message_timestamps": [ + "2026-02-05T22:51:31.749Z", + "2026-02-05T22:54:01.266Z", + "2026-02-05T23:11:52.305Z", + "2026-02-06T02:01:44.661Z", + "2026-02-06T02:03:52.119Z", + "2026-02-06T02:06:01.581Z", + "2026-02-06T02:58:38.505Z", + "2026-02-06T02:58:56.250Z", + "2026-02-06T03:01:54.666Z", + "2026-02-06T03:02:18.970Z", + "2026-02-06T03:02:47.125Z", + "2026-02-06T03:04:29.310Z", + "2026-02-06T03:31:21.341Z", + "2026-02-06T03:32:33.735Z", + "2026-02-06T03:39:15.311Z", + "2026-02-06T03:40:49.653Z", + "2026-02-06T13:50:05.351Z", + "2026-02-06T14:00:49.020Z", + "2026-02-06T14:00:49.020Z", + "2026-02-06T14:00:49.020Z" + ] +} \ No newline at end of file diff --git a/usage-data/session-meta/f075339f-43d0-4010-9e32-d6a588ddd9aa.json b/usage-data/session-meta/f075339f-43d0-4010-9e32-d6a588ddd9aa.json new file mode 100644 index 0000000..3d5c889 --- /dev/null +++ b/usage-data/session-meta/f075339f-43d0-4010-9e32-d6a588ddd9aa.json @@ -0,0 +1,56 @@ +{ + "session_id": "f075339f-43d0-4010-9e32-d6a588ddd9aa", + "project_path": "/mnt/NV2/Development/mantimon-tcg", + "start_time": "2026-01-30T05:13:20.928Z", + "duration_minutes": 14, + "user_message_count": 6, + "assistant_message_count": 131, + "tool_counts": { + "Read": 11, + "Glob": 1, + "TaskCreate": 5, + "TaskUpdate": 13, + "Grep": 1, + "Edit": 22, + "Bash": 6 + }, + "languages": { + "JSON": 4, + "Python": 29 + }, + "git_commits": 0, + "git_pushes": 0, + "input_tokens": 64920, + "output_tokens": 326, + "first_prompt": "/backend-phase OPT-001", + "summary": "Spectator Mode Implementation - OPT-001 Complete", + "user_interruptions": 0, + "user_response_times": [ + 44.92 + ], + "tool_errors": 0, + "tool_error_categories": {}, + "uses_task_agent": false, + "uses_mcp": false, + "uses_web_search": false, + "uses_web_fetch": false, + "lines_added": 882, + "lines_removed": 21, + "files_modified": 8, + "message_hours": [ + 23, + 23, + 23, + 23, + 23, + 23 + ], + "user_message_timestamps": [ + "2026-01-30T05:13:20.928Z", + "2026-01-30T05:13:20.927Z", + "2026-01-30T05:13:20.928Z", + "2026-01-30T05:13:35.654Z", + "2026-01-30T05:13:35.654Z", + "2026-01-30T05:14:39.332Z" + ] +} \ No newline at end of file diff --git a/usage-data/session-meta/f0820786-b992-4d03-86ac-37b486acc232.json b/usage-data/session-meta/f0820786-b992-4d03-86ac-37b486acc232.json new file mode 100644 index 0000000..d7cbc7b --- /dev/null +++ b/usage-data/session-meta/f0820786-b992-4d03-86ac-37b486acc232.json @@ -0,0 +1,57 @@ +{ + "session_id": "f0820786-b992-4d03-86ac-37b486acc232", + "project_path": "/mnt/NV2/Development/paper-dynasty/database", + "start_time": "2026-02-01T18:30:45.348Z", + "duration_minutes": 497, + "user_message_count": 7, + "assistant_message_count": 54, + "tool_counts": { + "Grep": 4, + "Glob": 1, + "Read": 6, + "Bash": 12 + }, + "languages": { + "Python": 6 + }, + "git_commits": 0, + "git_pushes": 0, + "input_tokens": 452, + "output_tokens": 155, + "first_prompt": "there is a commonly called api endpoint that returns csv scouting files that live on the database server. these were served through the storage mount on the old server, but I am guessing the csv files…", + "summary": "Missing CSV Scouting Files Migration to Production", + "user_interruptions": 1, + "user_response_times": [ + 23.121, + 20.045 + ], + "tool_errors": 3, + "tool_error_categories": { + "Command Failed": 3 + }, + "uses_task_agent": false, + "uses_mcp": false, + "uses_web_search": false, + "uses_web_fetch": false, + "lines_added": 0, + "lines_removed": 0, + "files_modified": 0, + "message_hours": [ + 12, + 12, + 12, + 12, + 20, + 20, + 20 + ], + "user_message_timestamps": [ + "2026-02-01T18:30:45.348Z", + "2026-02-01T18:31:50.166Z", + "2026-02-01T18:32:11.944Z", + "2026-02-01T18:33:15.033Z", + "2026-02-02T02:47:50.793Z", + "2026-02-02T02:47:50.792Z", + "2026-02-02T02:47:50.792Z" + ] +} \ No newline at end of file diff --git a/usage-data/session-meta/f51fd8b4-8dda-4027-8b79-19e8129c8813.json b/usage-data/session-meta/f51fd8b4-8dda-4027-8b79-19e8129c8813.json new file mode 100644 index 0000000..bd92ccc --- /dev/null +++ b/usage-data/session-meta/f51fd8b4-8dda-4027-8b79-19e8129c8813.json @@ -0,0 +1,62 @@ +{ + "session_id": "f51fd8b4-8dda-4027-8b79-19e8129c8813", + "project_path": "/mnt/NV2/Development/paper-dynasty/database", + "start_time": "2026-02-05T19:26:59.722Z", + "duration_minutes": 153, + "user_message_count": 10, + "assistant_message_count": 66, + "tool_counts": { + "Task": 1, + "Bash": 29 + }, + "languages": {}, + "git_commits": 2, + "git_pushes": 3, + "input_tokens": 578, + "output_tokens": 372, + "first_prompt": "I see a ton of .md files and the old fastapi implementation @main.py and @db_engine.py among others that are no longer part of the production solution. Please have an agent review the production app i…", + "user_interruptions": 0, + "user_response_times": [ + 83.647, + 83.744, + 59.566, + 31.131, + 28.798, + 608.302, + 608.302, + 608.302 + ], + "tool_errors": 0, + "tool_error_categories": {}, + "uses_task_agent": true, + "uses_mcp": false, + "uses_web_search": false, + "uses_web_fetch": false, + "lines_added": 0, + "lines_removed": 0, + "files_modified": 0, + "message_hours": [ + 13, + 13, + 13, + 13, + 13, + 13, + 15, + 15, + 15, + 15 + ], + "user_message_timestamps": [ + "2026-02-05T19:26:59.722Z", + "2026-02-05T19:29:59.574Z", + "2026-02-05T19:31:43.619Z", + "2026-02-05T19:33:04.364Z", + "2026-02-05T19:34:52.764Z", + "2026-02-05T19:35:43.655Z", + "2026-02-05T21:49:25.999Z", + "2026-02-05T21:59:38.239Z", + "2026-02-05T21:59:38.239Z", + "2026-02-05T21:59:38.239Z" + ] +} \ No newline at end of file diff --git a/usage-data/session-meta/f6f24e2e-c617-4d90-ad3c-a55304d9b4bc.json b/usage-data/session-meta/f6f24e2e-c617-4d90-ad3c-a55304d9b4bc.json new file mode 100644 index 0000000..c2a132c --- /dev/null +++ b/usage-data/session-meta/f6f24e2e-c617-4d90-ad3c-a55304d9b4bc.json @@ -0,0 +1,66 @@ +{ + "session_id": "f6f24e2e-c617-4d90-ad3c-a55304d9b4bc", + "project_path": "/mnt/NV2/Development/major-domo/database", + "start_time": "2026-02-06T00:24:44.369Z", + "duration_minutes": 220, + "user_message_count": 9, + "assistant_message_count": 148, + "tool_counts": { + "Bash": 38, + "Read": 14, + "Grep": 6, + "Edit": 4 + }, + "languages": { + "Python": 18 + }, + "git_commits": 2, + "git_pushes": 3, + "input_tokens": 1220, + "output_tokens": 6966, + "first_prompt": "check the prod logs on ssh akamai there are multiple errors reported by users: one seems to be on the POST decisions endpoint and another when trying to clear an injury", + "user_interruptions": 0, + "user_response_times": [ + 391.723, + 145.939, + 9.703, + 264.289, + 1190.811, + 1190.811, + 1190.811 + ], + 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"faf1a518-8b57-4bf2-b9f4-1d89d45ba078", + "project_path": "/mnt/NV2/Development/paper-dynasty/database", + "start_time": "2026-02-07T14:01:35.443Z", + "duration_minutes": 96, + "user_message_count": 14, + "assistant_message_count": 197, + "tool_counts": { + "Bash": 67, + "TaskOutput": 1, + "Glob": 1, + "Grep": 1, + "Read": 2, + "Write": 1, + "Edit": 4 + }, + "languages": { + "Shell": 7 + }, + "git_commits": 0, + "git_pushes": 0, + "input_tokens": 1596, + "output_tokens": 9782, + "first_prompt": "/paper-dynasty pull up teams KSK and Gauntlet-KSK, do those two teams have the guidebassociated with the team?", + "user_interruptions": 1, + "user_response_times": [ + 2302.163, + 33.04, + 475.21, + 53.223, + 9.96, + 14.344, + 6.167, + 54.28, + 1460.383, + 1460.383, + 1460.383 + ], + "tool_errors": 14, + "tool_error_categories": { + "Command Failed": 14 + }, + "uses_task_agent": false, + "uses_mcp": false, + "uses_web_search": false, + "uses_web_fetch": false, + "lines_added": 263, + "lines_removed": 99, + "files_modified": 1, + "message_hours": [ + 8, + 8, + 8, + 8, + 8, + 8, + 8, + 8, + 9, + 9, + 9, + 9, + 9, + 9 + ], + "user_message_timestamps": [ + "2026-02-07T14:01:35.443Z", + "2026-02-07T14:01:35.443Z", + "2026-02-07T14:40:30.167Z", + "2026-02-07T14:41:14.570Z", + "2026-02-07T14:50:16.196Z", + "2026-02-07T14:51:42.247Z", + "2026-02-07T14:55:46.339Z", + "2026-02-07T14:56:02.800Z", + "2026-02-07T15:00:07.132Z", + "2026-02-07T15:11:07.798Z", + "2026-02-07T15:11:55.911Z", + "2026-02-07T15:37:42.400Z", + "2026-02-07T15:37:42.400Z", + "2026-02-07T15:37:42.400Z" + ] +} \ No newline at end of file diff --git a/usage-data/session-meta/fc13c31a-1760-4be2-b5da-1b03a93375c6.json b/usage-data/session-meta/fc13c31a-1760-4be2-b5da-1b03a93375c6.json new file mode 100644 index 0000000..cf53db5 --- /dev/null +++ b/usage-data/session-meta/fc13c31a-1760-4be2-b5da-1b03a93375c6.json @@ -0,0 +1,42 @@ +{ + "session_id": "fc13c31a-1760-4be2-b5da-1b03a93375c6", + "project_path": "/mnt/NV2/Development/claude-home", + "start_time": "2026-02-11T16:09:57.412Z", + "duration_minutes": 53, + "user_message_count": 4, + "assistant_message_count": 1, + "tool_counts": {}, + "languages": {}, + "git_commits": 0, + "git_pushes": 0, + "input_tokens": 3, + "output_tokens": 2, + "first_prompt": "what is the terminal command to uninstall flatpak apps?", + "user_interruptions": 0, + "user_response_times": [ + 3151.182, + 3151.182, + 3151.182 + ], + "tool_errors": 0, + "tool_error_categories": {}, + "uses_task_agent": false, + "uses_mcp": false, + "uses_web_search": false, + "uses_web_fetch": false, + "lines_added": 0, + "lines_removed": 0, + "files_modified": 0, + "message_hours": [ + 10, + 11, + 11, + 11 + ], + "user_message_timestamps": [ + "2026-02-11T16:09:57.412Z", + "2026-02-11T17:02:32.478Z", + "2026-02-11T17:02:32.478Z", + "2026-02-11T17:02:32.478Z" + ] +} \ No newline at end of file