memory-bridge
Bridge Claude Code auto-memory into AgentDB with ONNX embeddings, deduplicate, and enable unified cross-project search
Profile →npx skills add ruvnet/ruflo --skill memory-bridge --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# 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 (cosin
- What it does
- Steps
- Auto-import
- Integration with ruvector
node .claude/helpers/auto-memory-hook.mjs import-all
What does the memory-bridge skill do?
Bridge Claude Code auto-memory into AgentDB with ONNX embeddings, deduplicate, and enable unified cross-project search
How do I install it?
Run `npx skills add ruvnet/ruflo --skill memory-bridge --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From ruvnet/ruflo, a repository with 67,015 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.