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Memory Bridge

ruvnet/ruflo

This bridges Claude Code's auto-memory markdown files into AgentDB with proper semantic search. It reads from `~/.claude/projects/*/memory/*.md`, generates 384-dim ONNX embeddings, and stores them in AgentDB's HNSW index with deduplication at 0.95 cosine similarity. Runs automatically on session start, but you can manually import all projects or force a refresh. The real win is unified search across all your session memories instead of being stuck in per-project silos. If you have ruflo-ruvector loaded, it also enables hybrid search and graph RAG across memory entries. Basically turns scattered memory files into a queryable knowledge base.

skills.sh installs
745
GitHub stars
81.4K
last updated
Aug 21, 2026
View on GitHub

Install

$ npx -y skills add ruvnet/ruflo --skill memory-bridge --agent claude-code

Installs into .claude/skills of the current project.

Files

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:

    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.

SKILL.md on GitHub

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Details

Repository
github.com/ruvnet/ruflo
First seen
Jun 3, 2026

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