memory-bridge
Bridge Claude Code auto-memory into AgentDB with ONNX embeddings, deduplicate, and enable unified cross-project search
ソース情報
- リポジトリ
- ruvnet/ruflo
- ソースの最終更新活動
- 2026年7月17日 03:06
- 検出された SKILL.md の言語
- 英語
- スター
- 72,687
- フォーク
- 8,609
インストール方法
デフォルトでは、最初にソースを確認する Prompt が選択されています。直接コマンドに切り替えるか、ローカルコピーをダウンロードすることもできます。
ソースファイルを確認
インストールを決める前に、SKILL.md と SkillsMP に表示されている付属ファイルをお読みください。
SKILL.md を表示中
SKILL.md
ソースの指示 · 読み取り専用プレビュー- name
- memory-bridge
- description
- Bridge Claude Code auto-memory into AgentDB with ONNX embeddings, deduplicate, and enable unified cross-project search
- argument-hint
- [--all-projects] [--dedupe]
- allowed-tools
- Bash Read mcp__plugin_ruflo-core_ruflo__memory_import_claude mcp__plugin_ruflo-core_ruflo__memory_bridge_status mcp__plugin_ruflo-core_ruflo__memory_search_unified
# Memory Bridge
Import Claude Code's native auto-memory files into AgentDB for semantic search across sessions and projects.
## What it does
Claude Code stores memories as markdown files in `~/.claude/projects/*/memory/*.md`. This bridge:
1. Reads all memory files (current project or all projects)
2. Generates 384-dim ONNX embeddings (all-MiniLM-L6-v2)
3. Stores in AgentDB's `claude-memories` namespace with HNSW indexing
4. Deduplicates against existing entries (cosine similarity > 0.95)
5. Enables unified semantic search across all memory sources
## Steps
1. **Check bridge health**:
`mcp__plugin_ruflo-core_ruflo__memory_bridge_status({})`
Verify: Claude files count, AgentDB entries, SONA state, connection status.
2. **Import memories**:
- Current project: `mcp__plugin_ruflo-core_ruflo__memory_import_claude({})`
- All projects: `mcp__plugin_ruflo-core_ruflo__memory_import_claude({ allProjects: true })`
CLI alternative:
```bash
node .claude/helpers/auto-memory-hook.mjs import-all
```
3. **Verify import**:
`mcp__plugin_ruflo-core_ruflo__memory_bridge_status({})`
Confirm entry counts match expected file counts.
4. **Deduplicate** (if --dedupe):
Search for near-duplicate entries (cosine > 0.95) and merge them, keeping the most recent version.
5. **Test unified search**:
`mcp__plugin_ruflo-core_ruflo__memory_search_unified({ query: "test query", limit: 3 })`
Results include source attribution: `claude-code`, `auto-memory`, or `agentdb`.
## Auto-import
The bridge runs automatically on `session-start` via the SessionStart hook. Manual invocation is only needed for:
- First-time import of all projects
- After bulk memory changes outside normal sessions
- Forcing re-embedding after model updates
## Integration with ruvector
When `ruflo-ruvector` is loaded, bridged memories are also indexed by ruvector for:
- Hybrid search (sparse + dense with RRF)
- Graph RAG multi-hop queries across memory entries
- Brain knowledge sharing across sessions
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