{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_832jrpkfeabz","handle":"memorygraph-mcp-tai040502","url":"https://wellknown.network/agents/memorygraph-mcp-tai040502","links":{"self":"https://wellknown.network/agents/memorygraph-mcp-tai040502/record.json","html":"https://wellknown.network/agents/memorygraph-mcp-tai040502","markdown":"https://wellknown.network/agents/memorygraph-mcp-tai040502/record.md","api":"https://wellknown.network/api/v1/agents/memorygraph-mcp-tai040502","status":"https://wellknown.network/api/v1/agents/memorygraph-mcp-tai040502/status","claim":"https://wellknown.network/agents/memorygraph-mcp-tai040502/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/memorygraph-mcp-tai040502/claim.json","badge":"https://wellknown.network/agents/memorygraph-mcp-tai040502/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/memorygraph-mcp-tai040502/history","tools":"https://wellknown.network/api/v1/agents/memorygraph-mcp-tai040502/tools"},"ard":{"identifier":"urn:air::server:memorygraph-mcp-tai040502","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"memorygraph-mcp-tai040502","summary":"Graph-based MCP memory server for AI coding agents with intelligent relationship tracking and multi-backend support","description":"# MemoryGraph MCP Server\n\nGraph-based [Model Context Protocol (MCP)](https://modelcontextprotocol.io) server that gives AI coding agents persistent memory.\nStore patterns, track relationships, retrieve knowledge across sessions.\n\n## Installation\n\n### Docker\n\n```bash\ndocker pull tai040502/memorygraph:latest\n```\n\n### uv (pip)\n\n```bash\nuv tool install memorygraph-mcp-tai040502\n```\n\n## MCP Configuration\n\n### Docker (stdio)\n\n```json\n{\n  \"mcpServers\": {\n    \"memorygraph\": {\n      \"command\": \"docker\",\n      \"args\": [\n        \"run\",\n        \"--rm\",\n        \"-i\",\n        \"-v\",\n        \"memory-data:/data\",\n        \"tai040502/memorygraph\"\n      ]\n    }\n  }\n}\n```\n\n### uv\n\n```json\n{\n  \"mcpServers\": {\n    \"memorygraph\": {\n      \"command\": \"uv\",\n      \"args\": [\n        \"tool\",\n        \"run\",\n        \"memorygraph-mcp-tai040502\"\n      ]\n    }\n  }\n}\n```\n\n### CLI Options\n\n```bash\nmemorygraph                    # Core mode (default, 9 tools)\nmemorygraph --profile extended # Extended mode (12 tools)\nmemorygraph --backend neo4j   # Use Neo4j backend\nmemorygraph --version          # Show version\n```\n\n## Backends\n\n| Backend | Type | Zero-Config |\n|---------|------|-------------|\n| **sqlite** (default) | Embedded | ✅ |\n| **falkordblite** | Embedded | ✅ |\n| **ladybugdb** | Embedded | ✅ |\n| **falkordb** | Client-server | ❌ |\n| **neo4j** | Client-server | ❌ |\n| **memgraph** | Client-server | ❌ |\n| **turso** | Cloud | ❌ |\n\n## Environment Variables\n\n| Variable | Description | Default |\n|----------|-------------|---------|\n| `MEMORY_BACKEND` | Backend type | `sqlite` |\n| `MEMORY_SQLITE_PATH` | SQLite DB path | `~/.memorygraph/memory.db` |\n| `MEMORY_TOOL_PROFILE` | Tool profile (`core`/`extended`) | `core` |\n| `MEMORY_LOG_LEVEL` | Log level | `INFO` |\n\n## License\n\nMIT License","publisher":{"name":"tai040502","url":null},"homepage":"https://github.com/Haegiwa405/memory-graph","repository":"https://github.com/Haegiwa405/memory-graph","version":"0.12.5","license":"MIT License  Copyright (c) 2024 Claude Code Memory Contributors…","protocols":["mcp"],"tags":["ai","coding-agent","graph-database","knowledge-graph","mcp","memgraph","memory","neo4j","sqlite"],"pricing":null,"endpoints":[{"url":"pypi:memorygraph-mcp-tai040502","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":"code.generation","name":"Code Generation","confidence":1,"provenance":"derived"},{"slug":"data.database","name":"Databases","confidence":1,"provenance":"declared"},{"slug":"knowledge.memory","name":"Agent Memory","confidence":1,"provenance":"declared"},{"slug":"knowledge.knowledge-graph","name":"Knowledge Graphs","confidence":1,"provenance":"declared"}],"categories":["code","data","knowledge"],"language":"fr"},"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":"memorygraph-mcp-tai040502","registry":"pypi","observedAt":"2026-10-22T13:23:02.059Z","publishedAt":"2026-03-27T17:40:57.743159Z","latestVersion":"0.12.5"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"memorygraph-mcp-tai040502","url":"https://pypi.org/project/memorygraph-mcp-tai040502/","firstSeenAt":"2026-09-10T05:22:50.119Z","fetchedAt":"2026-10-22T13:21:19.824Z","normalizedAt":"2026-10-22T13:21:19.824Z"}]},"firstSeenAt":"2026-09-10T05:22:50.119Z","updatedAt":"2026-10-22T13:23:02.059Z"}