{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_d3sa4ywhcwne","handle":"mcp-mem","url":"https://wellknown.network/agents/mcp-mem","links":{"self":"https://wellknown.network/agents/mcp-mem/record.json","html":"https://wellknown.network/agents/mcp-mem","markdown":"https://wellknown.network/agents/mcp-mem/record.md","api":"https://wellknown.network/api/v1/agents/mcp-mem","status":"https://wellknown.network/api/v1/agents/mcp-mem/status","claim":"https://wellknown.network/agents/mcp-mem/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/mcp-mem/claim.json","badge":"https://wellknown.network/agents/mcp-mem/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/mcp-mem/history","tools":"https://wellknown.network/api/v1/agents/mcp-mem/tools"},"ard":{"identifier":"urn:air::server:mcp-mem","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"mcp-mem","summary":"An MCP server implementing memory solution for data-rich applications","description":"# MCP Memory\n\nA Model Context Protocol (MCP) server implementing memory solutions for data-rich applications with efficient knowledge graph capabilities.\n\n## Overview\n\nThis MCP server implements a memory solution for data-rich applications that involve searching information from many sources including uploaded files. It uses HippoRAG internally to manage memory through an efficient knowledge graph.\n\n## Features\n\n- **Session-based Memory**: Create and manage memory for specific chat sessions\n- **Efficient Knowledge Graph**: Uses HippoRAG for advanced memory management\n- **Multiple Transport Support**: Works with both stdio and SSE transports\n- **Search Capabilities**: Search information from various sources including uploaded files\n\n## Installation\n\nInstall from PyPI:\n\n```bash\npip install mcp-mem\n```\n\nOr install from source:\n\n```bash\ngit clone https://github.com/ddkang1/mcp-mem.git\ncd mcp-mem\npip install -e .\n```\n\n## Usage\n\nYou can run the MCP server directly:\n\n```bash\nmcp-mem\n```\n\nBy default, it uses stdio transport. To use SSE transport:\n\n```bash\nmcp-mem --sse\n```\n\nYou can also specify host and port for SSE transport:\n\n```bash\nmcp-mem --sse --host 127.0.0.1 --port 3001\n```\n\n## Configuration\n\nTo use this tool with Claude in Windsurf, add the following configuration to your MCP config file:\n\n```json\n\"memory\": {\n    \"command\": \"/path/to/mcp-mem\",\n    \"args\": [],\n    \"type\": \"stdio\",\n    \"pollingInterval\": 30000,\n    \"startupTimeout\": 30000,\n    \"restartOnFailure\": true\n}\n```\n\nThe `command` field should point to the directory where you installed the python package using pip.\n\n## Available Tools\n\nThe MCP server provides the following tools:\n\n- **create_memory**: Create a new memory for a given chat session\n- **store_memory**: Add memory to a specific session\n- **retrieve_memory**: Retrieve memory from a specific session\n\n## Development\n\n### Installation for Development\n\n```bash\ngit clone https://github.com/ddkang1/mcp-mem.git\ncd mcp-mem\npip install -e \".[dev]\"\n```\n\n###…","publisher":{"name":"Don Kang","url":null},"homepage":"https://github.com/ddkang1/mcp-mem","repository":"https://github.com/ddkang1/mcp-mem/issues","version":"0.1.0","license":"MIT License\n        \n        Copyright (c) 2025 MCP Memory Team…","protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:mcp-mem","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":0.836,"provenance":"derived"},{"slug":"dev.filesystem","name":"Filesystem","confidence":0.802,"provenance":"derived"},{"slug":"dev.package-management","name":"Packages & Dependencies","confidence":0.768,"provenance":"derived"},{"slug":"dev.version-control","name":"Version Control","confidence":0.745,"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-mem","registry":"pypi","observedAt":"2026-10-28T12:22:46.725Z","publishedAt":"2025-04-20T05:07:11.088552Z","latestVersion":"0.1.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"mcp-mem","url":"https://pypi.org/project/mcp-mem/","firstSeenAt":"2026-09-10T02:23:39.954Z","fetchedAt":"2026-10-28T12:20:49.913Z","normalizedAt":"2026-10-28T12:20:49.913Z"}]},"firstSeenAt":"2026-09-10T02:23:39.954Z","updatedAt":"2026-10-28T12:22:46.725Z"}