{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_qsnu23n5hxwa","handle":"gurddy-mcp","url":"https://wellknown.network/agents/gurddy-mcp","links":{"self":"https://wellknown.network/agents/gurddy-mcp/record.json","html":"https://wellknown.network/agents/gurddy-mcp","markdown":"https://wellknown.network/agents/gurddy-mcp/record.md","api":"https://wellknown.network/api/v1/agents/gurddy-mcp","status":"https://wellknown.network/api/v1/agents/gurddy-mcp/status","claim":"https://wellknown.network/agents/gurddy-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/gurddy-mcp/claim.json","badge":"https://wellknown.network/agents/gurddy-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/gurddy-mcp/history","tools":"https://wellknown.network/api/v1/agents/gurddy-mcp/tools"},"ard":{"identifier":"urn:air::server:gurddy-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"gurddy-mcp","summary":"MCP (Model Context Protocol) server for Gurddy optimization library - CSP, LP, and SciPy integration for advanced optimization","description":"# Gurddy MCP Server \n \n[![PyPI version](https://badge.fury.io/py/gurddy-mcp.svg)](https://pypi.org/project/gurddy_mcp/) \n[![Python Support](https://img.shields.io/pypi/pyversions/gurddy_mcp.svg)](https://pypi.org/project/gurddy_mcp/) \n[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT) \n[![Live Demo](https://img.shields.io/badge/Live%20Demo-gurddy--mcp.fly.dev-blue)](https://gurddy-mcp.fly.dev) \n \nA comprehensive Model Context Protocol (MCP) server for solving Constraint Satisfaction Problems (CSP), Linear Programming (LP), Minimax optimization, and SciPy-powered advanced optimization problems. Built on the `gurddy` optimization library with SciPy integration, it supports solving various classic problems through two MCP transports: stdio (for IDE integration) and streamable HTTP (for web clients). \n \n**🚀 Quick Start (Stdio):** `pip install gurddy_mcp` then configure in your IDE \n \n**🌐 Quick Start (HTTP):** `docker run -p 8080:8080 gurddy-mcp` or see deployment guide \n \n**📦 PyPI Package:** [https://pypi.org/project/gurddy_mcp](https://pypi.org/project/gurddy_mcp) \n \n## Main Features \n \n### 🎯 CSP Problem Solving \n- **N-Queens Problem**: Place N queens on an N×N chessboard with no attacks \n- **Graph Coloring**: Assign colors to vertices so adjacent vertices differ \n- **Map Coloring**: Color geographic regions with adjacent regions differing \n- **Sudoku Solver**: Solve standard 9×9 Sudoku puzzles \n- **Logic Puzzles**: Einstein's Zebra puzzle and custom logic problems \n- **Scheduling**: Course scheduling, meeting scheduling, resource allocation \n- **General CSP Solver**: Support for custom constraint satisfaction problems \n \n### 📊 LP/Optimization Problems \n- **Linear Programming**: Continuous variable optimization with linear constraints \n- **Mixed Integer Programming**: Optimization with integer and continuous variables \n- **Production Planning**: Resource-constrained production optimization with sensitivity …","publisher":null,"homepage":"https://github.com/novvoo/gurddy-mcp#readme","repository":"https://github.com/novvoo/gurddy-mcp/issues","version":"0.1.11","license":"MIT","protocols":["mcp"],"tags":["mcp","model-context-protocol","optimization","constraint-satisfaction","linear-programming","csp","lp","gurddy","solver","ai-assistant","scipy","nonlinear-optimization","statistical-optimization","signal-processing"],"pricing":null,"endpoints":[{"url":"pypi:gurddy-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"}},"derived":{"capabilities":[{"slug":"dev.project-management","name":"Project Management","confidence":1,"provenance":"derived"},{"slug":"productivity.calendar","name":"Calendar & Scheduling","confidence":0.836,"provenance":"derived"},{"slug":"dev.package-management","name":"Packages & Dependencies","confidence":0.768,"provenance":"derived"}],"categories":["dev","productivity"],"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":"gurddy-mcp","registry":"pypi","observedAt":"2026-10-28T02:26:48.282Z","publishedAt":"2025-10-24T03:30:17.356950Z","latestVersion":"0.1.11"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"gurddy-mcp","url":"https://pypi.org/project/gurddy-mcp/","firstSeenAt":"2026-09-09T17:20:24.370Z","fetchedAt":"2026-10-28T02:25:22.427Z","normalizedAt":"2026-10-28T02:25:22.427Z"}]},"firstSeenAt":"2026-09-09T17:20:24.370Z","updatedAt":"2026-10-28T02:26:48.282Z"}