{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_b8x3zcv9p64u","handle":"mcp-agentmemory","url":"https://wellknown.network/agents/mcp-agentmemory","links":{"self":"https://wellknown.network/agents/mcp-agentmemory/record.json","html":"https://wellknown.network/agents/mcp-agentmemory","markdown":"https://wellknown.network/agents/mcp-agentmemory/record.md","api":"https://wellknown.network/api/v1/agents/mcp-agentmemory","status":"https://wellknown.network/api/v1/agents/mcp-agentmemory/status","claim":"https://wellknown.network/agents/mcp-agentmemory/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/mcp-agentmemory/claim.json","badge":"https://wellknown.network/agents/mcp-agentmemory/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/mcp-agentmemory/history","tools":"https://wellknown.network/api/v1/agents/mcp-agentmemory/tools"},"ard":{"identifier":"urn:air::server:mcp-agentmemory","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"mcp-agentmemory","summary":"A specialized MCP server that tracks your Python development sessions, errors, fixes, and coding patterns using a persistent knowledge graph. This helps you build a searchable database of your development learnings, solutions, and insights.","description":"# Memory Graph MCP Server for Python Development\n\nA specialized MCP server that tracks your Python development sessions, errors, fixes, and coding patterns using a persistent knowledge graph. This helps you build a searchable database of your development learnings, solutions, and insights.\n\n## Usage with Visual Studio Code\n\n### Setup\n\nAdd this to your `mcp.json` (you need to have uv installed):\n\n#### UVX (Recommended)\n```json\n{\n    \"servers\": {\n        \"agentmemory\": {\n            \"command\": \"uvx\",\n            \"args\": [\n                \"mcp-agentmemory\",\n                \"--memory-file-path\",\n                \"<directory where to story your memories, default ~/.mcp/>\"\n            ]\n        }\n    }\n}\n```\n\nThe server creates two files in the specified directory:\n- `agentmemory.json`: Snapshot of the current knowledge graph\n- `agentmemory.log.jsonl`: Append-only event log for durability\n\n## Core Concepts\n\n### Entities\nEntities represent the building blocks of your development knowledge:\n- **Features**: Projects or tasks you're working on\n- **Sessions**: Individual development work periods\n- **Errors**: Persistent error tracking with fingerprinting\n- **Patterns**: Reusable solutions and coding patterns\n- **Modules/Classes/Functions**: Code structure elements\n\nExample:\n```json\n{\n  \"name\": \"user-authentication\",\n  \"entityType\": \"Feature\",\n  \"tags\": [\"backend\", \"security\"],\n  \"description\": \"JWT-based user authentication system\"\n}\n```\n\n### Relations\nRelations connect your development knowledge to show how different pieces relate:\n- `implements`: A session implements a feature\n- `encounters`: A feature encounters an error\n- `fixed_by`: An error is fixed by a pattern\n- `depends_on`: Dependencies between modules/features\n\nExample:\n```json\n{\n  \"from\": \"session:abc123\",\n  \"to\": \"user-authentication\",\n  \"relationType\": \"implements\"\n}\n```\n\n### Observations\nObservations store your actual development insights and knowledge:\n- **note**: General observations and learnings\n- **snippet*…","publisher":{"name":"Jens Rehpöhler","url":null},"homepage":null,"repository":"https://github.com/jenreh/MCP-AgentMemory/issues","version":"0.3.0","license":"MIT","protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:mcp-agentmemory","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","publisherName":"pypi"}},"derived":{"capabilities":[{"slug":"knowledge.knowledge-graph","name":"Knowledge Graphs","confidence":1,"provenance":"derived"},{"slug":"dev.filesystem","name":"Filesystem","confidence":0.802,"provenance":"derived"}],"categories":["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":"mcp-agentmemory","registry":"pypi","observedAt":"2026-10-28T09:23:15.452Z","publishedAt":"2025-09-08T17:19:04.474169Z","latestVersion":"0.3.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"mcp-agentmemory","url":"https://pypi.org/project/mcp-agentmemory/","firstSeenAt":"2026-09-10T00:23:18.886Z","fetchedAt":"2026-10-28T09:22:27.810Z","normalizedAt":"2026-10-28T09:22:27.810Z"}]},"firstSeenAt":"2026-09-10T00:23:18.886Z","updatedAt":"2026-10-28T09:23:15.452Z"}