{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_cvwrj56mxxu6","handle":"memgraph-ingester-mcp","url":"https://wellknown.network/agents/memgraph-ingester-mcp","links":{"self":"https://wellknown.network/agents/memgraph-ingester-mcp/record.json","html":"https://wellknown.network/agents/memgraph-ingester-mcp","markdown":"https://wellknown.network/agents/memgraph-ingester-mcp/record.md","api":"https://wellknown.network/api/v1/agents/memgraph-ingester-mcp","status":"https://wellknown.network/api/v1/agents/memgraph-ingester-mcp/status","claim":"https://wellknown.network/agents/memgraph-ingester-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/memgraph-ingester-mcp/claim.json","badge":"https://wellknown.network/agents/memgraph-ingester-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/memgraph-ingester-mcp/history","tools":"https://wellknown.network/api/v1/agents/memgraph-ingester-mcp/tools"},"ard":{"identifier":"urn:air::server:memgraph-ingester-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"memgraph-ingester-mcp","summary":"MCP tools for Memgraph graphs created by memgraph-ingester","description":"# memgraph-ingester-mcp\n\n[![Visitors](https://visitor-badge.laobi.icu/badge?page_id=ousatov-ua.memgraph-ingester-mcp)](https://github.com/ousatov-ua/memgraph-ingester-mcp)\n[![GitHub commits](https://img.shields.io/github/commit-activity/t/ousatov-ua/memgraph-ingester-mcp)](https://github.com/ousatov-ua/memgraph-ingester-mcp/commits/main)\n[![GitHub last commit](https://img.shields.io/github/last-commit/ousatov-ua/memgraph-ingester-mcp)](https://github.com/ousatov-ua/memgraph-ingester-mcp/commits/main)\n[![PyPI release](https://img.shields.io/pypi/v/memgraph-ingester-mcp)](https://pypi.org/project/memgraph-ingester-mcp/)\n[![Python versions](https://img.shields.io/pypi/pyversions/memgraph-ingester-mcp)](https://pypi.org/project/memgraph-ingester-mcp/)\n[![License](https://img.shields.io/pypi/l/memgraph-ingester-mcp)](https://github.com/ousatov-ua/memgraph-ingester-mcp/blob/main/LICENSE)\n\n`memgraph-ingester-mcp` exposes safe, high-level MCP tools for Memgraph graphs produced by\n[`memgraph-ingester`](https://github.com/ousatov-ua/memgraph-ingester). It keeps agents out of long\nCypher instruction blocks for normal work while still offering a project-scoped read-only Cypher\nescape hatch for unusual lookups.\n\nThe package is intended to be published to PyPI as `memgraph-ingester-mcp` under the\n`ousatov-ua` account.\n\nAll query and formatting logic lives in\n[`memgraph-ingester-tool`](https://github.com/ousatov-ua/memgraph-ingester-tool)\n(PyPI: [`memgraph-ingester-tool`](https://pypi.org/project/memgraph-ingester-tool/)) — the single\nsource of truth shared by this MCP server and the `mgtools` CLI for `mgconsole` users without MCP\naccess. This package is a thin FastMCP adapter over it; change query behavior there, and both\nconsumers pick it up.\n\n## Tools\n\nCode graph tools:\n\n- `server_status`: graph inventory, memory counts, and vector index status.\n- `code_orientation`: compact package/type/call overview; pass `sections` to keep it focused.\n- `code_quality_stats`: graph-wide code…","publisher":{"name":"Oleksii Usatov","url":null},"homepage":"https://github.com/ousatov-ua/memgraph-ingester-mcp","repository":"https://github.com/ousatov-ua/memgraph-ingester-mcp","version":"0.6.6","license":null,"protocols":["mcp"],"tags":["codex","knowledge-graph","mcp","memgraph","rag"],"pricing":null,"endpoints":[{"url":"pypi:memgraph-ingester-mcp","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","publisherName":"pypi"}},"derived":{"capabilities":[{"slug":"knowledge.knowledge-graph","name":"Knowledge Graphs","confidence":1,"provenance":"declared"},{"slug":"data.vector-search","name":"Vector Search","confidence":1,"provenance":"declared"},{"slug":"dev.package-management","name":"Packages & Dependencies","confidence":0.768,"provenance":"derived"}],"categories":["data","dev","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":"memgraph-ingester-mcp","registry":"pypi","observedAt":"2026-10-28T15:26:03.290Z","publishedAt":"2026-06-20T20:47:17.112919Z","latestVersion":"0.6.6"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"memgraph-ingester-mcp","url":"https://pypi.org/project/memgraph-ingester-mcp/","firstSeenAt":"2026-09-10T05:22:46.745Z","fetchedAt":"2026-10-28T15:24:33.334Z","normalizedAt":"2026-10-28T15:24:33.334Z"}]},"firstSeenAt":"2026-09-10T05:22:46.745Z","updatedAt":"2026-10-28T15:26:03.290Z"}