b140d4d82a
- 313 new markdown files created - 30 relationships embedded - 313 entries indexed - State initialized with usage data
33 lines
1.4 KiB
Markdown
33 lines
1.4 KiB
Markdown
---
|
|
id: 8e2d1904-24e0-41df-95f2-2edc4407b9f3
|
|
type: solution
|
|
title: "Converted MemoryGraph MCP to Claude Code Skill"
|
|
tags: [pai, claude-code, memorygraph, skills, architecture, migration]
|
|
importance: 0.9
|
|
confidence: 0.8
|
|
created: "2025-12-07T06:50:12.011310+00:00"
|
|
updated: "2025-12-07T06:50:12.011310+00:00"
|
|
relations:
|
|
- target: ebc3e5af-b3d1-486b-9751-8ece841aa93f
|
|
type: RELATED_TO
|
|
direction: outgoing
|
|
strength: 0.5
|
|
context: "Both part of PAI skills infrastructure improvements in same session"
|
|
---
|
|
|
|
Converted MemoryGraph from MCP server to Claude Code skill to reduce token cost. MCP tools were always in context (~45 tools eating tokens every turn). Skill loads on-demand only when triggered.
|
|
|
|
Implementation:
|
|
- Created ~/.claude/skills/memorygraph/ with client.py (620 lines), SKILL.md, SCHEMA.md, feature.json
|
|
- Direct SQLite access to ~/.memorygraph/memory.db bypassing MCP protocol
|
|
- JSON-based search instead of FTS (existing FTS index wasn't populated)
|
|
- CLI interface: store, recall, get, relate, search, update, delete, related, stats, recent
|
|
|
|
All 11 core operations implemented:
|
|
- store_memory, recall_memories, get_memory, create_relationship (high priority)
|
|
- search_memories, update_memory, delete_memory, get_related_memories (medium)
|
|
- get_memory_statistics, get_recent_activity (low)
|
|
|
|
Updated ~/.claude/CLAUDE.md Memory Protocol to use CLI commands instead of MCP tools.
|
|
Documentation saved to NoteDiscovery at reference/skills/memorygraph.
|