{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_6mbhm9y6jmk7","handle":"mcp-recommender","url":"https://wellknown.network/agents/mcp-recommender","links":{"self":"https://wellknown.network/agents/mcp-recommender/record.json","html":"https://wellknown.network/agents/mcp-recommender","markdown":"https://wellknown.network/agents/mcp-recommender/record.md","api":"https://wellknown.network/api/v1/agents/mcp-recommender","status":"https://wellknown.network/api/v1/agents/mcp-recommender/status","claim":"https://wellknown.network/agents/mcp-recommender/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/mcp-recommender/claim.json","badge":"https://wellknown.network/agents/mcp-recommender/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/mcp-recommender/history","tools":"https://wellknown.network/api/v1/agents/mcp-recommender/tools"},"ard":{"identifier":"urn:air::server:mcp-recommender","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"mcp-recommender","summary":"A smart MCP server to recommend other MCPs based on your needs.","description":"# MCP Recommender\n\nA smart MCP (Model Context Protocol) server that provides intelligent recommendations for other MCP servers based on your development needs.\n\n## Features\n\n- 🔍 **Smart Search**: Find MCP servers using natural language queries\n- 📊 **Rich Database**: Access to 874+ curated MCP servers across 36+ categories\n- 🎯 **Intelligent Matching**: Advanced scoring algorithm for relevant recommendations\n- 🏷️ **Category Filtering**: Filter by specific categories and programming languages\n- 🚀 **Easy Integration**: Simple setup with uv package manager\n- 🔧 **Multiple Interfaces**: Support for both CLI and MCP client integration\n\n## Installation\n\n### Using uv (Recommended)\n\n```bash\n# Clone the repository\ngit clone https://github.com/mcp-team/mcp-recommender.git\ncd mcp-recommender\n\n# Install with uv\nuv sync\n\n# Test the installation\nuv run -m mcp_recommender --test\n```\n\n### Using pip\n\n```bash\npip install mcp-recommender\n```\n\n## Usage\n\n### Command Line Interface\n\n```bash\n# Test mode - verify installation and see sample recommendations\nuv run -m mcp_recommender --test\n\n# Server mode - start the MCP server\nuv run -m mcp_recommender --server\n\n# Debug mode - detailed diagnostic information\nuv run -m mcp_recommender --debug\n```\n\n### MCP Client Integration\n\nAdd to your MCP client configuration:\n\n```json\n{\n  \"mcpServers\": {\n    \"mcp-recommender\": {\n      \"isActive\": true,\n      \"name\": \"mcp-recommender\",\n      \"type\": \"stdio\",\n      \"command\": \"uv\",\n      \"args\": [\n        \"--directory\",\n        \"/path/to/mcp-recommender\",\n        \"run\",\n        \"-m\",\n        \"mcp_recommender\"\n      ]\n    }\n  }\n}\n```\n\n### Available Tools\n\nOnce integrated, you can use these tools in your MCP client:\n\n#### `recommend_mcp`\nGet intelligent MCP server recommendations based on your needs.\n\n**Parameters:**\n- `query` (string): Description of functionality you need\n- `limit` (integer, optional): Maximum number of recommendations (default: 5)\n- `category` (string, optional): Filter by specific cat…","publisher":null,"homepage":"https://github.com/your-username/mcp-recommender","repository":"https://github.com/your-username/mcp-recommender","version":"0.1.0","license":"MIT","protocols":["mcp"],"tags":["ai","mcp","model-context-protocol","recommendations","server"],"pricing":null,"endpoints":[{"url":"pypi:mcp-recommender","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"}},"derived":{"capabilities":[{"slug":"dev.version-control","name":"Version Control","confidence":1,"provenance":"derived"},{"slug":"dev.terminal","name":"Terminal & Shell","confidence":0.825,"provenance":"derived"},{"slug":"data.database","name":"Databases","confidence":0.791,"provenance":"derived"}],"categories":["data","dev"],"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-recommender","registry":"pypi","observedAt":"2026-10-28T12:23:08.038Z","publishedAt":"2025-08-31T01:58:30.271224Z","latestVersion":"0.1.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"mcp-recommender","url":"https://pypi.org/project/mcp-recommender/","firstSeenAt":"2026-09-10T03:19:09.007Z","fetchedAt":"2026-10-28T12:22:29.531Z","normalizedAt":"2026-10-28T12:22:29.531Z"}]},"firstSeenAt":"2026-09-10T03:19:09.007Z","updatedAt":"2026-10-28T12:23:08.038Z"}