{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_ysjqsb34ux3w","handle":"ogmem-rag-mcp","url":"https://wellknown.network/agents/ogmem-rag-mcp","links":{"self":"https://wellknown.network/agents/ogmem-rag-mcp/record.json","html":"https://wellknown.network/agents/ogmem-rag-mcp","markdown":"https://wellknown.network/agents/ogmem-rag-mcp/record.md","api":"https://wellknown.network/api/v1/agents/ogmem-rag-mcp","status":"https://wellknown.network/api/v1/agents/ogmem-rag-mcp/status","claim":"https://wellknown.network/agents/ogmem-rag-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/ogmem-rag-mcp/claim.json","badge":"https://wellknown.network/agents/ogmem-rag-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:ogmem-rag-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"ogmem-rag-mcp","summary":"MCP server that lets any agent query a remote oG-Memory knowledge base with just OGMEM_API_URL + OGMEM_API_TOKEN","description":"# oG-Memory RAG MCP\n\n[![PyPI](https://img.shields.io/pypi/v/ogmem-rag-mcp.svg)](https://pypi.org/project/ogmem-rag-mcp/)\n[![CI](https://github.com/PoivronMax/oG-Memory-RAG/actions/workflows/ci.yml/badge.svg)](https://github.com/PoivronMax/oG-Memory-RAG/actions/workflows/ci.yml)\n[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](LICENSE)\n\nAn [MCP](https://modelcontextprotocol.io) server that gives any agent a\n`search_kb` tool over a **remote** [oG-Memory](https://gitcode.com/Maxime_Hao/oG-Memory)\nknowledge base.\n\nInstall this MCP, set two environment variables — `OGMEM_API_URL` and\n`OGMEM_API_TOKEN` — and your agent can query the shared knowledge base\ndirectly. **No local oG-Memory install, no vector DB, nothing else.** The\nknowledge base runs on a server; this is just the thin client that connects\nyour agent to it.\n\n```\nagent (Claude Code / Cursor / VS Code / …)\n  └─ ogmem-rag-mcp  ──HTTP──►  oG-Memory server  (search_kb, token-gated)\n        tool: search_kb            └─ vector + BM25 retrieval over the KB\n```\n\n## Requirements\n\n- [`uv`](https://docs.astral.sh/uv/) on PATH (provides `uvx`). Nothing else —\n  `uvx` fetches and runs the server on demand.\n- An oG-Memory KB server URL and its team token (ask your admin).\n\n## Configuration (the only two you must set)\n\n| Variable | Required | Meaning |\n|---|---|---|\n| `OGMEM_API_URL` | ✅ | The KB server, e.g. `http://110.40.165.184:19532` |\n| `OGMEM_API_TOKEN` | ✅ for shared servers | Team token, sent as the `X-KB-Token` header |\n| `OGMEM_ACCOUNT_ID` | optional | KB account (default `compatibility-sdk-5.1.1`) |\n| `OGMEM_USER_ID` | optional | Caller id recorded in retrieval signals |\n| `OGMEM_TIMEOUT` | optional | Per-request seconds (default `60`) |\n\n---\n\n## Install\n\nEvery host uses the same command — `uvx ogmem-rag-mcp` — with the two env vars.\nPick your host below.\n\n### Cursor\n\n[![Add to Cursor](https://img.shields.io/badge/Add%20to-Cursor-000?logo=cursor)](https://cursor.com/install-mcp?name=ogmem-r…","publisher":{"name":"PoivronMax","url":null},"homepage":"https://github.com/PoivronMax/oG-Memory-RAG","repository":"https://github.com/PoivronMax/oG-Memory-RAG","version":"0.1.0","license":"MIT","protocols":["mcp"],"tags":["knowledge-base","mcp","og-memory","rag","retrieval"],"pricing":null,"endpoints":[{"url":"pypi:ogmem-rag-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":"data.vector-search","name":"Vector Search","confidence":1,"provenance":"declared"},{"slug":"knowledge.memory","name":"Agent Memory","confidence":1,"provenance":"derived"}],"categories":["data","knowledge"],"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":"ogmem-rag-mcp","registry":"pypi","observedAt":"2026-09-10T08:27:36.594Z","publishedAt":"2026-07-20T22:42:07.481268Z","latestVersion":"0.1.0"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"ogmem-rag-mcp","url":"https://pypi.org/project/ogmem-rag-mcp/","firstSeenAt":"2026-09-10T08:26:14.278Z","fetchedAt":"2026-09-10T08:26:14.278Z","normalizedAt":"2026-09-10T08:26:14.278Z"}]},"firstSeenAt":"2026-09-10T08:26:14.278Z","updatedAt":"2026-09-10T08:27:36.594Z"}