{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_9pjmfzzj8s3b","handle":"memory-bridge-mcp","url":"https://wellknown.network/agents/memory-bridge-mcp","links":{"self":"https://wellknown.network/agents/memory-bridge-mcp/record.json","html":"https://wellknown.network/agents/memory-bridge-mcp","markdown":"https://wellknown.network/agents/memory-bridge-mcp/record.md","api":"https://wellknown.network/api/v1/agents/memory-bridge-mcp","status":"https://wellknown.network/api/v1/agents/memory-bridge-mcp/status","claim":"https://wellknown.network/agents/memory-bridge-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/memory-bridge-mcp/claim.json","badge":"https://wellknown.network/agents/memory-bridge-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/memory-bridge-mcp/history","tools":"https://wellknown.network/api/v1/agents/memory-bridge-mcp/tools"},"ard":{"identifier":"urn:air::server:memory-bridge-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"memory-bridge-mcp","summary":"Unified MCP memory server bridging Mind (concept graph) and Honcho (semantic vector) memory with episodic timeline and LLM synthesis","description":"# Memory Bridge MCP \n \n**Unified MCP memory server** — bridges Mind (concept graph) and Honcho (semantic vector) memory with episodic timeline and LLM synthesis into a single MCP query surface. \n \n``` \npip install memory-bridge-mcp \n``` \n \n## What it does \n \nMemory Bridge exposes 8 MCP tools that let any MCP-compatible agent (Claude Code, Codex, etc.) store and recall memories across three memory systems: \n \n| Tool | Purpose | \n|---|---| \n| `bridge_remember` | Store a memory — auto-routes short facts to Mind, long content to Honcho | \n| `bridge_recall` | Unified recall across both systems with Reciprocal Rank Fusion | \n| `bridge_status` | Combined health report for all memory systems | \n| `bridge_episode_record` | Record a structured session episode | \n| `bridge_episode_recall` | Search episodic timeline by text, time, and tags | \n| `bridge_timeline` | Chronological view of all session episodes | \n| `bridge_synthesize` | Cortex Accelerator — synthesize knowledge across all memory | \n| `bridge_contradictions` | Detect contradictory memories | \n \n## Quick start \n \n```bash \n# Install \npip install memory-bridge-mcp \n \n# Run as MCP server (stdio) \nmemory-bridge \n``` \n \nThe server speaks the [MCP protocol](https://modelcontextprotocol.io) over stdio. Configure it as an MCP server in your agent's config: \n \n```json \n{ \n  \"mcpServers\": { \n    \"memory-bridge\": { \n      \"command\": \"memory-bridge\" \n    } \n  } \n} \n``` \n \n## Memory systems \n \n### Mind (concept graph) \nA local, zero-dependency concept graph with spreading-activation recall, Ebbinghaus forgetting, and dream consolidation. Stored in `.mind/graph.json` in the working directory. The vendored `mind.py` module handles all graph operations. \n \n### Honcho (semantic vector) \nAn optional semantic vector store running on `http://127.0.0.1:8000`. Provides embedding-based similarity search. If Honcho is unavailable, the bridge falls back to Mind only. \n \n### Episodic (session timeline) \nA JSONL-based append-only log of struc…","publisher":{"name":"LE-VAI","url":null},"homepage":"https://github.com/LE-VAI/memory-bridge#readme","repository":"https://github.com/LE-VAI/memory-bridge#readme","version":"1.2.0","license":"MIT License","protocols":["mcp"],"tags":["mcp","memory","mind","honcho","llm","synthesis","agent"],"pricing":null,"endpoints":[{"url":"pypi:memory-bridge-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi","publisherName":"pypi"}},"derived":{"capabilities":[{"slug":"knowledge.memory","name":"Agent Memory","confidence":1,"provenance":"declared"},{"slug":"research.web","name":"Deep Web Research","confidence":1,"provenance":"declared"}],"categories":["knowledge","research"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"memory-bridge-mcp","registry":"pypi","observedAt":"2026-11-03T17:26:07.673Z","publishedAt":"2026-07-05T18:30:10.083703Z","latestVersion":"1.2.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"memory-bridge-mcp","url":"https://pypi.org/project/memory-bridge-mcp/","firstSeenAt":"2026-09-10T05:22:49.547Z","fetchedAt":"2026-11-03T17:25:11.586Z","normalizedAt":"2026-11-03T17:25:11.586Z"}]},"firstSeenAt":"2026-09-10T05:22:49.547Z","updatedAt":"2026-11-03T17:26:07.673Z"}