3,543 repositories keep their own agent configuration in the open: a CLAUDE.md, a rules file, instructions for Copilot, a skill the project runs on itself. These are not mods to install. They are worth reading for what they reveal — what a maintainer thinks an agent gets wrong.
Building agents7,521Claude Code6,606Data and AI3,688Backend and APIs3,494Languages3,401Planning3,209Git and workflow3,151Code review2,736Memory and context2,361Testing2,351DevOps and cloud2,300Writing and docs2,296Research2,295Frontend2,250Security2,004Productivity1,709
All Claude Code32,116 Codex23,280 OpenCode22,053 GitHub Copilot3,543 Gemini CLI1,915 Cursor1,736 Windsurf119 Kiro77
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| sandeep-alluru/foghorn pypi.org Fact-level staleness detection for AI agent memory | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 7 | 604 tok |
| sandeep-alluru/agentcrdt pypi.org CRDTs for distributed AI agent state and conflict-free belief merging | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 7 | 619 tok |
| sandeep-alluru/normsync pypi.org Norm monitoring and violation detection for AI agent actions | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 7 | 630 tok |
| sandeep-alluru/humanproof pypi.org Human-in-the-loop checkpoints and approval gates for AI agents | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 7 | 648 tok |
| sandeep-alluru/balancelab pypi.org Economy balance analysis and exploit detection for AI game agents | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 7 | 1,169 tok |
| sandeep-alluru/worldoracle pypi.org World-state belief management and contradiction repair for AI agents | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 7 | 625 tok |
| sandeep-alluru/clickproof pypi.org Content-addressed GUI action facts for computer-use agents | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 7 | 630 tok |
| sandeep-alluru/rulegraph pypi.org Declarative rule graphs for AI agent policy and constraint enforcement | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 7 | 620 tok |
| sandeep-alluru/polaroid pypi.org Spatial scene graphs and belief state for embodied agents | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 7 | 628 tok |
| si30rowj2/mcp-server-employees | 0 | Claude Code, GitHub Copilot | 2 | 1,929 tok |
| Palo-IT-GitHub-Demos/lab-registry-mcp | 0 | Claude Code, GitHub Copilot | 3 | 841 tok |
| Peter-N91/hve-squad-mcp Deployable MCP server that publishes the hve-squad as model-invocable tools over Streamabl | 0 | GitHub Copilot | 1 | 638 tok |
| teardrop-ai/teardrop teardrop.dev Build, stream, and monetize interactive AI agents with federated MCP tools and pay-per-req | 0 | Claude Code, GitHub Copilot | 12 | 813 tok |
| ciaran-finnegan/cortex-xsiam-mcp-gateway Secure MCP gateway for governed Cortex XSIAM log search and security operations | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 4 | 477 tok |
| markgregg/coverage-orchestrator-mcp coverage orchestrator | 0 | GitHub Copilot | 1 | 92 tok |
| Thor-DraperJr/loop-improver-mcp Loop Improver MCP - a Python MCP server for modernizing repository improvement loops from | 0 | Claude Code, GitHub Copilot | 8 | 994 tok |
| Sekharz/finanal A small MCP server that combines a few tools to analyze stocks. | 0 | GitHub Copilot | 1 | 845 tok |
| meridun/pemr Personal EMR — local-first family medical record framework (SQLite source-of-truth, CLI+MC | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 17 | 12,177 tok |
| deanmcgowan/mcp-sgu-open-data | 0 | Codex, GitHub Copilot, OpenCode | 2 | 5,880 tok |
| crisgon0295/MCP-Siigo-Server | 0 | Codex, GitHub Copilot, OpenCode | 2 | 1,731 tok |
| teomarcdhio/okf-mcp An MCP server for Open Knowledge Format (OKF) | 0 | GitHub Copilot | 1 | 647 tok |
| pedroct/mcp-fastapi Servidor da documentação de referências do FastAPI. | 0 | Claude Code, GitHub Copilot | 11 | 401 tok |
| pablostefan/soma_nexus MCP server for pulling Figma data and preparing Flutter code generation | 0 | GitHub Copilot | 1 | 90 tok |
| Venkatesh-Jyothula/GTech-Context-MCP-Server This Repo contains a MCP server which can be integrated into agents like claude and copilo | 0 | Claude Code, GitHub Copilot | 2 | 7,246 tok |
| lHyperionl/WG-Console-MCP-server | 0 | GitHub Copilot | 1 | 306 tok |
| TigerToker/mdi-mcp-server MCP server for Microsoft Defender for Identity — query MDI data and generate HTML reports | 0 | GitHub Copilot | 1 | 395 tok |
| Matt-Beyond-Tech/superops-mcp | 0 | GitHub Copilot | 1 | 858 tok |
| Brooks-Sem/mcpserver | 0 | GitHub Copilot | 1 | 173 tok |
| kylemabry95/intervals.icu_to_claude_mcp_connection A standalone desktop application + Model Context Protocol (MCP) server that gives you comp | 0 | Claude Code, GitHub Copilot | 13 | 1,346 tok |
| Alexisb1988/hevy-mcp | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 10 | 7,262 tok |
| Cogni-AI-OU/vastai-host-mcp MCP server to manage host-side Vast AI written in TypeScript. | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 18 | 6,662 tok |
| lucascortazz/mcp-cucumber-js-mobile-automation MCP server for mobile automation testing with Cucumber.js integration. Provides natural la | 0 | GitHub Copilot | 1 | 419 tok |
| aterx-hobby/effective-potato a runner mcp workspace | 0 | GitHub Copilot | 1 | 1,661 tok |
| devgabrielsborges/bullet-mcp-server A Model Context Protocol (MCP) server that provides physics simulation capabilities using | 0 | GitHub Copilot | 1 | 426 tok |
| matutezam/atlassian-mcp mcp-atlassian.soomiles.com MCP server for Atlassian tools (Confluence, Jira) | 0 | Codex, GitHub Copilot, OpenCode | 2 | 2,677 tok |
| wisenbergg/couchloop-mcp MCP server integration with CouchLoop AI backend | 0 | GitHub Copilot | 1 | 1,349 tok |
| amanarneja/XSpreadsheet MCP Server to perform CRUD operations on an Excel. This code has been generated by GitHub | 0 | GitHub Copilot | 1 | 330 tok |
| davidbuenov/dbv-pdf2md Conversor avanzado de PDF a Markdown optimizado para agentes de IA (Claude, Gemini), con e | 0 | Claude Code, GitHub Copilot, Gemini CLI | 3 | 1,343 tok |
| Rounit-1st/VectorCart MCP-powered multimodal product search using Fashion-CLIP and Sentence Transformers. | 0 | GitHub Copilot | 1 | 1,762 tok |
| expansing/mcp_server_ha | 0 | GitHub Copilot | 1 | 2,274 tok |
| sandraschi/benny-the-dog-mcp Benny the dog health and care monitor - water bowls, movement, loneliness detection, sausa | 0 | Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf | 6 | 1,778 tok |
| mrsuber/davinci-resolve-mcp | 0 | Claude Code, Codex, GitHub Copilot, Cursor, OpenCode | 12 | 5,925 tok |
| mrodgersjs-web/rigforge rodgersintelligence.com ProofPacket platform package — deterministic 7-phase agentic engineering with CLI, MCP ser | 0 | Codex, GitHub Copilot, OpenCode | 2 | 598 tok |
| 79cbd8hmgj-wq/RE-MCP | 0 | Claude Code, Codex, GitHub Copilot | 2 | 353 tok |
| usmanzia7864561/mcp-github-server | 0 | GitHub Copilot, Cursor | 2 | 241 tok |
| kazuki0529/git-readonly-mcp | 0 | GitHub Copilot | 1 | 234 tok |
| Imburr-BEL/ninjaone-mcp | 0 | GitHub Copilot | 1 | 858 tok |
| Dans-Plugins/dpc-mcp-server An MCP server for the DPC Zettelkasten — query the knowledge graph and read the commit-pin | 0 | GitHub Copilot | 1 | 577 tok |
| datamathcode/gitea-mcp Local Gitea MCP server | 0 | Codex, GitHub Copilot, OpenCode | 3 | 1,101 tok |
| JustinUbes/rag-nfl-analyst This is a RAG system and MCP server built to act as an NFL sports analyst for use in Ameri | 0 | GitHub Copilot | 1 | 44 tok |