memory-bridge
Bridge Claude Code auto-memory into AgentDB with ONNX embeddings, deduplicate, and enable unified cross-project search
Best for Claude Code usersWorks with GitHubLow risk
⌘source
- author
@ruvnet- repo
- ruvnet/ruflo
- language
- TypeScript
★46kstars
5.1kforks
May 5, 2026
✦overview.md
Key Features
- ·Reads Claude Code auto-memory files
- ·Generates 384-dim ONNX embeddings
- ·Stores in AgentDB with HNSW indexing
- ·Deduplicates by cosine similarity
- ·Enables unified cross-project search
Use Cases
- →Search across all Claude Code sessions for past decisions
- →Deduplicate overlapping memory entries from multiple projects
- →Retrieve relevant context from previous coding sessions
- →Unify memory from different projects into a single semantic index
Best for
- ✓Claude Code users
- ✓multi-project workflows
- ✓memory-heavy agents
Not ideal for
- !one-off scripts
- !systems without AgentDB
FAQs
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__claude-flow__memory_import_claude mcp__claude-flow__memory_bridge_status mcp__claude-flow__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-memoriesnamespace with HNSW indexing - Deduplicates against existing entries (cosine similarity > 0.95)
- Enables unified semantic search across all memory sources
Steps
-
Check bridge health:
mcp__claude-flow__memory_bridge_status({})Verify: Claude files count, AgentDB entries, SONA state, connection status. -
Import memories:
- Current project:
mcp__claude-flow__memory_import_claude({}) - All projects:
mcp__claude-flow__memory_import_claude({ allProjects: true })
CLI alternative:
node .claude/helpers/auto-memory-hook.mjs import-all - Current project:
-
Verify import:
mcp__claude-flow__memory_bridge_status({})Confirm entry counts match expected file counts. -
Deduplicate (if --dedupe):
$install
1-click copynpx skills add ruvnet/ruflo --skill memory-bridgeSafety assessment
★
Clarity score
How clear and easy to understand the SKILL.md instructions are, rated from 1 to 5.
4/ 5
very goodClear and well structured, with only minor parts that might need a second read.
◎
Actionability score
How directly an agent can act on the SKILL.md instructions, rated from 1 to 5.
4/ 5
highMostly actionable with clear steps; only a few small gaps remain.