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 |
|---|---|---|---|---|
| TICnine/autotask-mcp | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 59 | 22,920 tok |
| sangvucitek/MCP_SAP MCP_SAP | 0 | Claude Code, GitHub Copilot | 3 | 3,427 tok |
| PRAVEENM282/mcp_for_unviersity | 0 | GitHub Copilot | 1 | 213 tok |
| HyperHeroX/user-feedback-web Web version of the user-feedback MCP Tool | 0 | Claude Code, Codex, GitHub Copilot, Cursor, OpenCode | 9 | 4,537 tok |
| ONSdigital/stats-query-mcp | 0 | GitHub Copilot | 1 | 146 tok |
| Softalleys/softalleys-utilities-mcp A Model Context Protocol (MCP) server that provides utility tools for UUID generation, ULI | 0 | GitHub Copilot | 1 | 373 tok |
| u9401066/rootcause-mcp Clinical Root Cause Analysis MCP Server - AI-guided structured RCA with Fishbone (6M), 5-W | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 51 | 4,716 tok |
| oscarzamora/onpe-mcp onpe.ozamora.com 🗳️ MCP server para consultas electorales Peru 2026 y 2021— lenguaje natural | 0 | GitHub Copilot | 1 | 899 tok |
| AgentsGang/azure-devops-mcp The MCP server for Azure DevOps, bringing the power of Azure DevOps directly to your agent | 0 | GitHub Copilot | 1 | 200 tok |
| gmh5225/fabric-admin-mcp An open-source MCP server to perform operations on Microsoft Fabric, like administration | 0 | GitHub Copilot | 1 | 105 tok |
| writechoiceorg/mcp-writechoice-server | 0 | GitHub Copilot | 1 | 885 tok |
| mfalcirolli1/mcp-server | 0 | GitHub Copilot | 1 | 842 tok |
| igalarzab/mcp-multi-weather MCP Server (Model Context Protocol) for checking the weather history and forecast, using m | 0 | GitHub Copilot | 1 | 750 tok |
| sondt2709/cloud-vm-mcp-py | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 25 | 1,650 tok |
| zral/mcp-ws11 | 0 | GitHub Copilot | 1 | 183 tok |
| deeprave/mcp-guide MCP server for handling guidelines, project rules and controlled development workflow acro | 0 | Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode | 30 | 1,465 tok |
| fastmcp-me/agentknowledgemcp | 0 | GitHub Copilot | 2 | 2,498 tok |
| aliwatters/rod-mcp Model Context Protocol Server of Rod | 0 | Claude Code, GitHub Copilot | 2 | 820 tok |
| jagonzalr/knocoph npmjs.com Knocoph (nok-of) is a local MCP server that parses TypeScript and JavaScript codebases int | 0 | Codex, GitHub Copilot, OpenCode | 2 | 2,026 tok |
| Jamie-BitFlight/git-project-xray-mcp XRAY MCP provides progressive code intelligence and navigation capabilities for AI assista | 0 | Claude Code, GitHub Copilot | 51 | 3,692 tok |
| u9401066/asset-aware-mcp u9401066.github.io Turn PDF, DOCX, tables, and figures into citation-ready reusable agent assets and Foam/Lig | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 17 | 5,369 tok |
| alinjfz/fitness-agent-mcp Universal fitness MCP server for Claude, ChatGPT, and GitHub Copilot. SQLite-backed Expres | 0 | GitHub Copilot | 1 | 1,336 tok |
| Wint3rmute/redmine-mcp wint3rmute.github.io Model Context Protocol (MCP) Server for Redmine project management system | 0 | GitHub Copilot | 1 | 1,186 tok |
| mako10k/mcp-async MCP server bridge with async functionality and timeout handling | 0 | GitHub Copilot | 1 | 423 tok |
| drosadocastro-bit/PRAETOR_MCP_BICAMERAL Experimental | 0 | GitHub Copilot | 2 | 685 tok |
| kazuph/mcp-raindrop Raindrop MCP Server | 0 | Claude Code, GitHub Copilot | 2 | 4,274 tok |
| u9401066/academic-figures-mcp Academic figure generation MCP server for AI agents — turn papers into publication-ready m | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 43 | 2,813 tok |
| qsopht/mcp | 0 | GitHub Copilot | 1 | 128 tok |
| diloper/codebase-memory-mcp referenc from https://github.com/DeusData/codebase-memory-mcp | 0 | GitHub Copilot | 1 | 723 tok |
| jurislm/hetzner-mcp jurislm.github.io MCP server for managing Hetzner Cloud infrastructure from Claude Code | 0 | Claude Code, GitHub Copilot | 2 | 2,791 tok |
| jessica-writes-code/speechwire-mcp MCP server that gives AI assistants authenticated access to speech-and-debate competition | 0 | GitHub Copilot | 1 | 1,483 tok |
| maithanhduyan/pg-mcp Postgres - Model Context Protocol | 0 | GitHub Copilot | 1 | 1,096 tok |
| oldsnakenewtrik/redtrack_mcp | 0 | GitHub Copilot | 1 | 46 tok |
| RookiAi/tweet-mcp | 0 | GitHub Copilot | 1 | 433 tok |
| millsks/nvd-cve-mcp-server | 0 | GitHub Copilot | 1 | 1,646 tok |
| wate/openapi-mcp | 0 | Codex, GitHub Copilot, OpenCode | 6 | 9,286 tok |
| PedroHSGuimaraes/nuvem-shop-mcp-server | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 3 | 2,559 tok |
| zral/mcp-ws | 0 | GitHub Copilot | 1 | 130 tok |
| GeoAziz/mcp-server | 0 | GitHub Copilot | 1 | 2,758 tok |
| QWED-AI/qwed-mcp docs.qwedai.com Deterministic verification gateway for MCP — risk-gated Python execution in a restricted e | 0 | GitHub Copilot | 1 | 146 tok |
| volsch/md24de-mcp Unofficial MCP server for messdienst24.de - exposes heating and hot-water consumption data | 0 | GitHub Copilot | 1 | 708 tok |
| duplocloud/mcp MCP Server for the duplocloud API | 0 | GitHub Copilot | 3 | 1,417 tok |
| selfagency/git-mcp git-mcp.self.agency A Git MCP server that doesn't suck | 0 | GitHub Copilot | 1 | 1,885 tok |
| chf3198/receipts-api-mcp chf3198.github.io Receipts Statistics API — FastAPI server over monthly receipt CSVs with SQL-style grouped | 0 | GitHub Copilot | 3 | 637 tok |
| advaitgore/Arbor agent-payment-eight.vercel.app MVP for autonomous agent purchasing infrastructure | 0 | Claude Code, GitHub Copilot | 4 | 677 tok |
| sacahan/YTSearch Zero-cost YouTube video search API with MCP (Model Context Protocol) support for AI assist | 0 | Claude Code, GitHub Copilot | 17 | 10,256 tok |
| lklkxcxc/mcp-atlassian MCP server for Atlassian products (Confluence and Jira) | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 4 | 2,240 tok |
| BnJam/eo-processor-mcp | 0 | Codex, GitHub Copilot, OpenCode | 2 | 3,293 tok |
| pedroct/fastapi-llm-toolkit Toolkit de apoio à LLM no desenvolvimento com FastAPI. Monorepo com três consumidores sobr | 0 | Claude Code, GitHub Copilot | 2 | 7,250 tok |
| Tarunuppu/linkedIn-mcp | 0 | GitHub Copilot | 1 | 1,450 tok |