{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_ajeyzjbhvkxj","handle":"mcp-memgraph","url":"https://wellknown.network/agents/mcp-memgraph","links":{"self":"https://wellknown.network/agents/mcp-memgraph/record.json","html":"https://wellknown.network/agents/mcp-memgraph","markdown":"https://wellknown.network/agents/mcp-memgraph/record.md","api":"https://wellknown.network/api/v1/agents/mcp-memgraph","status":"https://wellknown.network/api/v1/agents/mcp-memgraph/status","claim":"https://wellknown.network/agents/mcp-memgraph/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/mcp-memgraph/claim.json","badge":"https://wellknown.network/agents/mcp-memgraph/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/mcp-memgraph/history","tools":"https://wellknown.network/api/v1/agents/mcp-memgraph/tools"},"ard":{"identifier":"urn:air::server:mcp-memgraph","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"mcp-memgraph","summary":"MCP integration and utilities for Memgraph MCP server","description":"# 🚀 Memgraph MCP Server\n\nMemgraph MCP Server is a lightweight server implementation of the Model Context Protocol (MCP) designed to connect Memgraph with LLMs and different clients.\n\n## 🔧 Tools\n\nThe default `server` implementation exposes the following seven tools over MCP.\n(`memgraph-experimental` — see [Multi-Server Architecture](#multi-server-architecture) —\nexposes a different, smaller set, documented there.)\n\n### run_cypher_query(query: str)\n\nRun any arbitrary Cypher query against the connected Memgraph database. Returns\none row per result, with each value in a **type-preserving** form: nodes,\nrelationships and paths come back as `_type`-tagged objects carrying their `id`,\n`labels`/`type`, endpoints and `properties`; primitives, lists, maps, temporals\nand points keep their shape. A single node looks like:\n\n```json\n{\n  \"n\": {\n    \"_type\": \"node\",\n    \"id\": \"<element_id>\",\n    \"labels\": [\"Person\"],\n    \"properties\": { \"name\": \"Alice\" }\n  }\n}\n```\n\nBecause rows are preserved, a query can mix graph entities with scalars — e.g.\n`MATCH (n)-[e]->() RETURN n, count(e) AS out_deg` returns each node alongside its\ncount.\n\nTo get a **deduplicated, ready-to-render graph** (each node and relationship\nonce — useful for visualization), let Cypher do the dedup and return the two\nlists directly:\n\n```cypher\nMATCH (n)-[r]->(m)\nWITH collect(DISTINCT r) AS relationships, collect(DISTINCT n) + collect(DISTINCT m) AS ns\nUNWIND ns AS nx\nRETURN collect(DISTINCT nx) AS nodes, relationships\n```\n\nEach collected node and relationship comes back in the same typed form as above,\nso the result is a compact graph payload without repeating shared nodes per row.\n\n**Read-Only Mode:** By default, the server runs in read-only mode to prevent accidental data modifications. Write operations (CREATE, MERGE, DELETE, SET, DROP, REMOVE) are automatically blocked and will return an error. Set `MCP_READ_ONLY=false` to enable write operations.\n\nParameters:\n\n- `query`: A valid Cypher query string.\n\n### sear…","publisher":null,"homepage":"https://github.com/memgraph/ai-toolkit","repository":"https://github.com/memgraph/ai-toolkit","version":"0.4.1","license":"MIT","protocols":["mcp"],"tags":["graph","integration","mcp","memgraph","toolkit"],"pricing":null,"endpoints":[{"url":"pypi:mcp-memgraph","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"}},"derived":{"capabilities":[{"slug":"knowledge.knowledge-graph","name":"Knowledge Graphs","confidence":1,"provenance":"declared"},{"slug":"data.database","name":"Databases","confidence":0.791,"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":"mcp-memgraph","registry":"pypi","observedAt":"2026-10-28T12:22:46.911Z","publishedAt":"2026-09-14T09:59:28.932337Z","latestVersion":"0.4.1"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"mcp-memgraph","url":"https://pypi.org/project/mcp-memgraph/","firstSeenAt":"2026-09-10T02:23:40.959Z","fetchedAt":"2026-10-28T12:20:50.813Z","normalizedAt":"2026-10-28T12:20:50.813Z"}]},"firstSeenAt":"2026-09-10T02:23:40.959Z","updatedAt":"2026-10-28T12:22:46.911Z"}