{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_ftn485kef8h8","handle":"mcp-notion-bridge","url":"https://wellknown.network/agents/mcp-notion-bridge","links":{"self":"https://wellknown.network/agents/mcp-notion-bridge/record.json","html":"https://wellknown.network/agents/mcp-notion-bridge","markdown":"https://wellknown.network/agents/mcp-notion-bridge/record.md","api":"https://wellknown.network/api/v1/agents/mcp-notion-bridge","status":"https://wellknown.network/api/v1/agents/mcp-notion-bridge/status","claim":"https://wellknown.network/agents/mcp-notion-bridge/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/mcp-notion-bridge/claim.json","badge":"https://wellknown.network/agents/mcp-notion-bridge/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/mcp-notion-bridge/history","tools":"https://wellknown.network/api/v1/agents/mcp-notion-bridge/tools"},"ard":{"identifier":"urn:air::server:mcp-notion-bridge","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"mcp-notion-bridge","summary":"Lightweight Model Context Protocol (MCP) bridge and hybrid sync engine connecting Notion workspaces with AI agents and vector RAG pipelines.","description":"# mcp-notion-bridge \n \n[![PyPI version](https://img.shields.io/pypi/v/mcp-notion-bridge.svg?color=blue)](https://pypi.org/project/mcp-notion-bridge/) \n[![Python versions](https://img.shields.io/pypi/pyversions/mcp-notion-bridge.svg)](https://pypi.org/project/mcp-notion-bridge/) \n[![Downloads](https://img.shields.io/pypi/dm/mcp-notion-bridge.svg?color=emerald)](https://pypistats.org/packages/mcp-notion-bridge) \n[![License: MIT](https://img.shields.io/badge/License-MIT-purple.svg)](https://opensource.org/licenses/MIT) \n[![Author](https://img.shields.io/badge/Author-Shaheer%20Ul%20Hassan-8F63DD)](https://shaheerulhassan.com/) \n[![GitHub stars](https://img.shields.io/github/stars/samjanjua6/mcp-notion-bridge?style=social)](https://github.com/samjanjua6/mcp-notion-bridge) \n[![Agensi Skill](https://img.shields.io/badge/Agensi.io-Agent%20Skill%20($19)-8F63DD)](https://www.agensi.io/skills/notion-agent-bridge-live-mcp-rag-sync) \n \n> **Lightweight Model Context Protocol (MCP) bridge and hybrid sync engine connecting Notion workspaces with AI agents and vector RAG pipelines.** \n \n> [!NOTE] \n> **Claude Code & Cursor Users**: Get the turnkey 1-click Agent Skill on [**Agensi.io**](https://www.agensi.io/skills/notion-agent-bridge-live-mcp-rag-sync). \n \n> [!TIP] \n> **Support Open-Source**: If you find `mcp-notion-bridge` useful in your agent workflows, please consider giving it a ⭐ on GitHub — it helps the project grow! \n \nStop serving obsolete data from static vector indices. `mcp-notion-bridge` implements an event-driven retrieval layer adhering to Anthropic's open **Model Context Protocol (MCP)**. It dynamically intercepts volatile documentation updates from live Notion workspaces and fuses them with local vector stores (ChromaDB, Pgvector) and sparse BM25 search using **Reciprocal Rank Fusion (RRF)**. \n \n--- \n \n## ⚡ The Problem: The Stale Embeddings Crisis \n \nReal-world enterprise documentation lives in collaborative workspaces like Notion. When teams update discount policies…","publisher":null,"homepage":"https://shaheerulhassan.com/blog/solving-stale-embeddings-hybrid-rag-notion-mcp","repository":"https://github.com/samjanjua6/mcp-notion-bridge/issues","version":"0.1.1","license":null,"protocols":["mcp"],"tags":["mcp","model-context-protocol","notion","rag","hybrid-search","reciprocal-rank-fusion","vector-database","langgraph","ai-agents","chromadb"],"pricing":null,"endpoints":[{"url":"pypi:mcp-notion-bridge","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"data.vector-search","name":"Vector Search","confidence":1,"provenance":"declared"},{"slug":"productivity.notes","name":"Notes & Docs","confidence":1,"provenance":"declared"},{"slug":"dev.package-management","name":"Packages & Dependencies","confidence":0.768,"provenance":"derived"},{"slug":"data.database","name":"Databases","confidence":0.675,"provenance":"derived"}],"categories":["data","dev","productivity"],"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":"mcp-notion-bridge","registry":"pypi","observedAt":"2026-11-05T22:26:19.556Z","publishedAt":"2026-10-31T19:56:13.990568Z","latestVersion":"0.1.1"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":true,"claimedAt":"2026-10-26T03:15:10.420Z","proofs":[{"method":"github_owner","target":"samjanjua6","verifiedAt":"2026-10-26T03:15:10.420Z"}]},"provenance":{"sources":[{"source":"pypi","key":"mcp-notion-bridge","url":"https://pypi.org/project/mcp-notion-bridge/","firstSeenAt":"2026-10-24T17:28:08.719Z","fetchedAt":"2026-11-05T22:24:19.289Z","normalizedAt":"2026-11-05T22:24:19.289Z"}]},"firstSeenAt":"2026-10-24T17:28:08.719Z","updatedAt":"2026-11-05T22:26:19.556Z"}