3,719 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 agents8,489Claude Code6,881Git and workflow3,605Data and AI3,580Backend and APIs3,556Languages3,486Planning3,323Code review2,893Testing2,681Writing and docs2,477DevOps and cloud2,477Memory and context2,375Research2,318Frontend2,308Security2,170Project management1,960
All Claude Code32,505 Codex24,785 OpenCode23,702 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,771 Windsurf202 Kiro114
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| Skeyelab/directus-mcp-server | 0 | GitHub Copilot, Cursor | 2 | 2,939 tok |
| hussainkazemian/mcp | 0 | Claude Code, Codex, GitHub Copilot | 2 | 888 tok |
| maanasa-s-5539/CrashPoint-IOS-MCP | 0 | Claude Code, Codex, GitHub Copilot, Cursor, OpenCode | 4 | 1,084 tok |
| Jita81/Claude-Desktop---Azure-DevOps-MCP | 0 | GitHub Copilot | 1 | 200 tok |
| glenngunnarsson-spp/atlassian-mcp | 0 | GitHub Copilot | 1 | 474 tok |
| jonnadul/newsapi-mcp MCP Server wrapping NewsAPI calls | 0 | GitHub Copilot | 1 | 352 tok |
| hailangx/codex-mcp-server Model Context Protocol (MCP) server for local repository indexing and code analysis with V | 0 | GitHub Copilot | 1 | 1,678 tok |
| jrmatherly/mcp-context-forge | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 6 | 4,859 tok |
| matracey/mcp-server-template A starter template for building MCP (Model Context Protocol) servers in TypeScript | 0 | Codex, GitHub Copilot, OpenCode | 2 | 1,026 tok |
| aniketbiswas/mcp-server-starter | 0 | GitHub Copilot | 1 | 263 tok |
| ATEMMETA/Jupyter-MCP-Server-New | 0 | GitHub Copilot | 1 | 2,268 tok |
| l4b4r4b4b4/news-mcp | 0 | GitHub Copilot | 1 | 708 tok |
| tuongbeo/mcp-atlassian-dc Fork of sooperset/mcp-atlassian with Jira Data Center OAuth 2.0 (3LO) wizard | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 4 | 2,240 tok |
| marc-hanheide/pdf-redaction-mcp | 0 | GitHub Copilot | 1 | 1,540 tok |
| sandeep-alluru/notarize pypi.org Canonical trace format and verifier for agent execution attestation | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 7 | 592 tok |
| RemseyMailjard/rabobank-mcp-server-training Rabobank MCP-server training — demo Model Context Protocol server built with TypeScript | 0 | GitHub Copilot | 1 | 257 tok |
| Evyatar108/gmail-mcp A local Windows Gmail MCP server for GitHub Copilot CLI with safe OAuth, draft-first sendi | 0 | Codex, GitHub Copilot, OpenCode | 2 | 802 tok |
| jthiruveedula/agent-memory-mcp jthiruveedula.github.io Self-improving agent memory MCP server with knowledge graph, preference learning, tool rec | 0 | Claude Code, GitHub Copilot | 3 | 1,400 tok |
| glide-the/im-dream | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 10 | 4,058 tok |