Memory Bridge

What it does

~/.claude/projects/*/memory/*.md

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__claude-flow__memory_bridge_status({})

   Verify: Claude files count, AgentDB entries, SONA state, connection status.
2. Import memories:
   • Current project:

     mcp__claude-flow__memory_import_claude({})

   • All projects:

     mcp__claude-flow__memory_import_claude({ allProjects: true })

   CLI alternative:
   bash

   node .claude/helpers/auto-memory-hook.mjs import-all

3. Verify import:

   mcp__claude-flow__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__claude-flow__memory_search_unified({ query: "test query", limit: 3 })

   Results include source attribution:

   claude-code

   ,

   auto-memory

   , or

   agentdb

   .

Auto-import

session-start

• First-time import of all projects
• After bulk memory changes outside normal sessions
• Forcing re-embedding after model updates

Integration with ruvector

ruflo-ruvector

• Hybrid search (sparse + dense with RRF)
• Graph RAG multi-hop queries across memory entries
• Brain knowledge sharing across sessions