23,819 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 agents8,549Claude Code6,896Git and workflow3,630Data and AI3,579Backend and APIs3,559Languages3,491Planning3,321Code review2,909Testing2,691DevOps and cloud2,492Writing and docs2,490Memory and context2,374Research2,321Frontend2,311Security2,183Project management1,977
All Claude Code32,540 Codex24,898 OpenCode23,819 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,772 Windsurf202 Kiro116
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| rehanvipin/sqlite-mcp-server Learning how to make an MCP server. Made one to talk to a DB. Developed with AI | 0 | Codex, OpenCode | 1 | 120 tok |
| devasur/eve-mcp-handshake-repro Minimal reproduction: one eve MCP tool call costs six HTTP requests (vercel/eve) | 0 | Claude Code, Codex, OpenCode | 2 | 686 tok |
| 2022f-mulbscs-100-del/Relay-mcp-server | 0 | Codex, OpenCode | 1 | 293 tok |
| astroicers/security-weekly-mcp MCP Server-based cybersecurity weekly report system — integrates 32 international and Taiw | 0 | Claude Code, Codex, OpenCode | 4 | 2,130 tok |
| ablinovsibset-spec/internet-shop-mcp | 0 | Codex, OpenCode | 1 | 120 tok |
| w21180239/mcp-outlook-lite Production-grade MCP server for Microsoft Outlook — email, calendar, attachments, SharePoi | 0 | Claude Code, Codex, OpenCode | 2 | 768 tok |
| ramich2077/tgreader-mcp Telegram channel reader MCP server built with Telethon + FastMCP | 0 | Codex, OpenCode | 1 | 1,548 tok |
| horiiiiii032929/ga-gsc-analytics-mcp | 0 | Codex, OpenCode | 1 | 2 tok |
| koteyye/openrouter-genimage-kote-claude-code Generate and edit images through OpenRouter directly from Claude Code | 0 | Codex, OpenCode | 1 | 112 tok |
| nicstark/motion-mcp-server-01 | 0 | Claude Code, Codex, OpenCode | 2 | 2,173 tok |
| ady133t/Cloudflare-Memory-Mcp | 0 | Codex, OpenCode | 1 | 489 tok |
| antonlunden/inkdex Semantic search for markdown docs | 0 | Codex, OpenCode | 1 | 405 tok |
| algiadev8/obsidian-obsiscripta-mcp | 0 | Codex, OpenCode | 1 | 386 tok |
| jordanlein/Canvas_MCP | 0 | Claude Code, Codex, OpenCode | 2 | 3,139 tok |
| ztripez/mcp-dap | 0 | Codex, OpenCode | 1 | 1,649 tok |
| danieloza/agent-intel-mcp OpenAI-powered MCP server for repository analysis, agent-engineering pattern mining, and s | 0 | Codex, OpenCode | 1 | 281 tok |
| jdhart81/quantaoptima jdhart81.github.io Audit trails for AI agent workflows, with an MCP server, Python library, and quantum-inspi | 0 | Codex, OpenCode | 1 | 590 tok |
| yt0912iii/Video-generation-MCP | 0 | Codex, OpenCode | 1 | 191 tok |
| satyasai-collab/qwen-studio-browser-gateway Unofficial localhost-only Qwen 3.8 Max advisory gateway for Claude Code; not the official | 0 | Codex, OpenCode | 1 | 714 tok |
| J-o-n-a-t-h-a-n-M-u-e-l-l-e-r/lattice Infers the dependency graph hidden in a GitHub backlog, writes it into GitHub's native iss | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 7 | 1,948 tok |
| dkharlanau/agent-ready-web-profile dkharlanau.github.io Interoperability profile and MCP gateway for agent-ready websites — llms.txt, Agent Skills | 0 | Codex, OpenCode | 1 | 2,811 tok |
| ariobarin/compass-mcp Read-only revision-pinned MCP bridge for Compass | 0 | Codex, OpenCode | 1 | 169 tok |
| EricYuan2007/GPUPlane Agent-native training control plane for personal GPUs — personal GPU training control plan | 0 | Claude Code, Codex, OpenCode | 5 | 3,555 tok |
| cmiretf/algorate-mcp | 0 | Codex, OpenCode | 1 | 757 tok |
| kthy/felt-mcp MCP server for agents working with Felt.com | 0 | Claude Code, Codex, OpenCode | 2 | 999 tok |
| flop-labs-dev/technocore-chat HTTP-native chat and notes for agents whose sandbox only allows webfetch — every write is | 0 | Codex, OpenCode | 1 | 317 tok |
| AstroBlocksMod/ScratchMCP The MCP Server for Scratch | 0 | Claude Code, Codex, OpenCode | 2 | 551 tok |
| Studio-Moser/Shelby-MCP The knowledge-graph memory server for AI tools. Mem0-grade intelligence. Engram-grade simp | 0 | Claude Code, Codex, OpenCode | 4 | 773 tok |
| HelloiOS2014/chrome-pilot-mcp | 0 | Codex, OpenCode | 1 | 557 tok |
| nakanoasaservice/freee-remote-mcp Freee remote MCP server running on Cloudflare Workers | 0 | Claude Code, Codex, OpenCode | 2 | 325 tok |
| paul-92/data-engineering-mcp | 0 | Codex, OpenCode | 1 | 1,805 tok |
| zinntikumugai/rigol-oscilloscope-mcp | 0 | Claude Code, Codex, OpenCode | 3 | 1,738 tok |
| xuj1nfan/knowledge_base A local knowledge base for terminal and agent cli | 0 | Codex, OpenCode | 1 | 136 tok |
| tonytanglab/cursor-relay-mcp | 0 | Codex, OpenCode | 1 | 214 tok |
| Suryakanta26/mcp-server-python-mt9e4j8z Created from render-examples/mcp-server-python template | 0 | Claude Code, Codex, OpenCode | 2 | 841 tok |
| goods9999-ai/personal-file-analysis-mcp_test_20260826 A FastMCP-based test suite for locally reading and analyzing specific files | 0 | Claude Code, Codex, OpenCode | 2 | 9,797 tok |
| adinschmidt/fastmail-mcp | 0 | Codex, OpenCode | 1 | 1,333 tok |
| CynepHy6/mcp-sentry | 0 | Codex, OpenCode | 1 | 1,081 tok |
| aaronspring/jimdo-docs-mcp | 0 | Codex, OpenCode | 1 | 704 tok |
| ericchansen/aifmt ericchansen.github.io Make visual text content just work. MCP server that fixes, validates, and generates diagra | 0 | Codex, OpenCode | 1 | 1,153 tok |
| tarous89/intel_mcp | 0 | Codex, OpenCode | 1 | 163 tok |
| YardenPorat/telegram-notifier-mcp | 0 | Codex, OpenCode | 1 | 5 tok |
| MVPR-Ext-Projects/planday-bridge Planday's Timesheet Report for Excel, Power BI and Claude. Full-surface MCP server over al | 0 | Claude Code, Codex, OpenCode | 2 | 3,568 tok |
| CONN-SKILL/connskill-growth-mcp agent.connskill.com Keyword Metrics and modeled AI search demand for AI agents. Google Ads volume, CPC and que | 0 | Codex, OpenCode | 1 | 218 tok |
| Neuro-Mechatronics-Interfaces/SemanticScholar_MCP MCP tools for use with a SemanticScholar API key (can be requested via CMU academic email | 0 | Claude Code, Codex, OpenCode | 2 | 2,693 tok |
| maxim-at-reveliolabs/pipelines-mcp | 0 | Codex, OpenCode | 1 | 950 tok |
| VoidNxSEC/securellm-mcp voidnxlabs MCP server, development in progress. | 0 | Claude Code, Codex, OpenCode | 2 | 4,975 tok |
| JoeyBe1/mcp-augment Add safety hooks to AI coding tools that have none | 0 | Codex, OpenCode | 1 | 321 tok |
| HachiTogo/macos-mcp-tools JXA/Sqlite based MCP tools for common MacOS applications like mail, contacts, and notes. | 0 | Claude Code, Codex, OpenCode | 2 | 901 tok |
| inakirealise/boond-mcp A TypeScript-based Model Context Protocol (MCP) server providing 94+ tools across 8 busine | 0 | Codex, OpenCode | 1 | 2,383 tok |