53 lines
2.1 KiB
Markdown
53 lines
2.1 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: "2026-03-01T22:16:52.369092+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"
|
|
- target: 089f4cd8-4b2b-49a5-aac1-af2811b8ea7d
|
|
type: RELATED_TO
|
|
direction: incoming
|
|
strength: 0.8
|
|
edge_id: 34b6ee00-1113-479b-8e28-e39f347c6bc0
|
|
- target: 8023fae6-eec1-4c93-bac8-1bd85dd61bae
|
|
type: BUILDS_ON
|
|
direction: incoming
|
|
strength: 0.74
|
|
edge_id: b4b234af-a7be-4144-b965-75642070199f
|
|
- target: dfe48a70-b8ab-4bb5-a3d8-6116fa498168
|
|
type: RELATED_TO
|
|
direction: incoming
|
|
strength: 0.76
|
|
edge_id: 51e04dfd-be31-4d5e-ab33-04ce2858a18f
|
|
- target: 2d6f02bc-5a7c-404d-a566-36107aaaf6e6
|
|
type: RELATED_TO
|
|
direction: incoming
|
|
strength: 0.84
|
|
edge_id: 59a5076a-d69f-4356-ba53-d63310042d65
|
|
---
|
|
|
|
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.
|