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#agent
memory-bridge
Bridge Claude Code auto-memory into AgentDB with ONNX embeddings, deduplicate, and enable unified cross-project search
DeepseekModel
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Quality Excellent · 90
v1.0.0
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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: Reads all memory files (current project or all projects) Generates 384-dim ONNX embeddings (all-MiniLM-L6-v2) Stores in AgentDB's claude-memories namespace with HNSW indexing Deduplicates against existing entries (cosine similarity > 0.95) Enables unified semantic search across all memory sources Steps Check bridge health : mcp__plugin_ruflo-core_ruflo__memory_bridge_status({}) Verify: Claude files count, AgentDB entries, SONA state, connection status. 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: node .claude/helpers/auto-memory-hook.mjs import-all Verify import : mcp__plugin_ruflo-core_ruflo__memory_bridge_status({}) Confirm entry counts match expected file counts. Deduplicate (if --dedupe): Search for near-duplicate entries (cosine > 0.95) and merge them, keeping the most recent version. 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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| Field | Description |
|---|---|
| format | Format tag (skill/v1) |
| skill_id | Unique skill ID |
| name | Skill name |
| version | Version |
| description | Description |
| category | Categories (array) |
| trigger_words | Trigger words |
| tags | Tags |
| source | Source |
| source_url | Source URL (this page) |
| exported_at | Exported at (set per download) |
| system_prompt | System prompt body |
| model_config | Model config: provider / model / temperature / max_tokens / top_p |
| examples | Examples |
| install_guide | Import guide for Coze / Dify / Claude / custom frameworks |
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