{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_yb3yxhmjs9a3","handle":"kg-mcp","url":"https://wellknown.network/agents/kg-mcp","links":{"self":"https://wellknown.network/agents/kg-mcp/record.json","html":"https://wellknown.network/agents/kg-mcp","markdown":"https://wellknown.network/agents/kg-mcp/record.md","api":"https://wellknown.network/api/v1/agents/kg-mcp","status":"https://wellknown.network/api/v1/agents/kg-mcp/status","claim":"https://wellknown.network/agents/kg-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/kg-mcp/claim.json","badge":"https://wellknown.network/agents/kg-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/kg-mcp/history","tools":"https://wellknown.network/api/v1/agents/kg-mcp/tools"},"ard":{"identifier":"urn:air::server:kg-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"kg-mcp","summary":"Memory/Knowledge Graph MCP Server for IDE Assistants - Persistent context and knowledge for AI coding agents","description":"# MCP-KG-Memory Server\n\nPython MCP server implementation with Neo4j backend.\n\n## Development Setup\n\n```bash\n# Create virtual environment\npython -m venv .venv\nsource .venv/bin/activate\n\n# Install dependencies (including dev)\npip install -e \".[dev]\"\n\n# Run tests\npytest tests/ -v\n\n# Run server\npython -m kg_mcp.main\n```\n\n## Project Structure\n\n```\nsrc/kg_mcp/\n├── main.py           # Entry point\n├── config.py         # Settings management\n├── llm/              # LLM integration\n│   ├── client.py     # LiteLLM wrapper\n│   ├── schemas.py    # Pydantic models\n│   └── prompts/      # Prompt templates\n├── kg/               # Knowledge graph\n│   ├── neo4j.py      # Driver/client\n│   ├── schema.cypher # DB schema\n│   ├── repo.py       # Query repository\n│   ├── ingest.py     # Ingestion pipeline\n│   └── retrieval.py  # Context builder\n├── mcp/              # MCP components\n│   ├── tools.py      # Tool definitions\n│   ├── resources.py  # Resource handlers\n│   └── prompts.py    # Prompt templates\n├── codegraph/        # Code indexing (V1)\n│   ├── model.py      # Data models\n│   └── indexer.py    # File indexer\n└── security/         # Auth/Origin\n    ├── auth.py       # Token validation\n    └── origin.py     # Origin checking\n```","publisher":{"name":"Davide Leopardi","url":null},"homepage":"https://github.com/Hexecu/mcp-neuralmemory#readme","repository":"https://github.com/Hexecu/mcp-neuralmemory#readme","version":"0.1.10","license":"MIT","protocols":["mcp"],"tags":["ai-assistant","gemini","knowledge-graph","llm","mcp","model-context-protocol","neo4j"],"pricing":null,"endpoints":[{"url":"pypi:kg-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.knowledge-graph","name":"Knowledge Graphs","confidence":1,"provenance":"declared"},{"slug":"ai.prompting","name":"Prompt Management","confidence":0.871,"provenance":"derived"}],"categories":["ai","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":"kg-mcp","registry":"pypi","observedAt":"2026-10-28T08:28:04.407Z","publishedAt":"2026-01-21T15:40:33.330003Z","latestVersion":"0.1.10"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"kg-mcp","url":"https://pypi.org/project/kg-mcp/","firstSeenAt":"2026-09-09T22:23:21.557Z","fetchedAt":"2026-10-28T08:26:32.337Z","normalizedAt":"2026-10-28T08:26:32.337Z"}]},"firstSeenAt":"2026-09-09T22:23:21.557Z","updatedAt":"2026-10-28T08:28:04.407Z"}