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 |
|---|---|---|---|---|
| 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 |
| VinylStage/saju-mcp-dashboards | 0 | Claude Code, Codex, OpenCode | 2 | 1,862 tok |
| pnientiedt/project-memory-mcp Persistent AI knowledge base for Claude via Model Context Protocol — fully offline, no clo | 0 | Claude Code, Codex, OpenCode | 50 | 1,529 tok |
| Rethunk-AI/mcp-multi-root-git MCP git tools for multi-root workspaces — status, diff, batch commit, worktrees, merge, pu | 0 | Claude Code, Codex, OpenCode | 2 | 3,826 tok |
| bryanlabs/mcp-ebook-server MCP server providing AI access to ebook libraries | 0 | Codex, OpenCode | 1 | 1,231 tok |
| justfortytwo/memory forty-two.it Semantic-memory MCP server for Claude Code (SQLite + sqlite-vec + Ollama embeddings). | 0 | Claude Code, Codex, OpenCode | 2 | 2,790 tok |
| expandingideas-ai/mcp-wet | 0 | Claude Code, Codex, OpenCode | 2 | 6,320 tok |
| markobullrush/motion-mcp-server | 0 | Claude Code, Codex, OpenCode | 2 | 1,949 tok |
| gguatit/Prometheus-MCP | 0 | OpenCode | 1 | — |
| JareCoder/LounasMCP MCP to check Lunches nearby using www.lounaat.info | 0 | Codex, OpenCode | 1 | 635 tok |
| raeseoklee/artifacty npmjs.com Local agent-to-agent artifact exchange for LLM workflows via HTTP, CLI, and MCP. | 0 | Claude Code, Codex, OpenCode | 2 | 2,012 tok |
| Seetharam1999/jenkins-slack-mcp | 0 | Claude Code, Codex, OpenCode | 2 | 2,838 tok |
| alexxcpr/ONE-MCP MCP SERVER FOR ONE SOFTWARE | 0 | Codex, OpenCode | 1 | 4,950 tok |
| blueqwertz/linda-mcp | 0 | Codex, OpenCode | 1 | 514 tok |
| godrix/mcp-architecture-contract | 0 | Codex, OpenCode | 1 | 646 tok |
| ahmedadan/unix-mcp-server Linux and macOS MCP Server | 0 | Codex, OpenCode | 1 | 520 tok |
| arvindg4u/ddg-search-mcp DuckDuckGo Search MCP Server — search the web via MCP, deploy on Render | 0 | Claude Code, Codex, OpenCode | 2 | 574 tok |
| asamiile/google-drive-rag-mcp | 0 | Claude Code, Codex, OpenCode | 2 | 595 tok |
| TegroTON/tegro-money-mcp Read-only MCP server for the Tegro.Money payment API — connect Claude, Cursor & other AI t | 0 | Claude Code, Codex, OpenCode | 2 | 630 tok |
| brianMacao/ai-mcp-server Local MCP bridge that unifies multiple API endpoints into one model capability pool for Ag | 0 | Codex, OpenCode | 1 | 3,243 tok |
| alexgenovese/mcp-arxiv | 0 | Codex, OpenCode | 1 | 548 tok |
| Oshadha345/contxt-box Local-first MCP-compatible context box for coding agents. Index folders, preserve project | 0 | Claude Code, Codex, OpenCode | 2 | 843 tok |
| ChanMeng666/femtech-radar chanmeng666.github.io Agent-first FemTech intelligence: an MCP server that fetches, dedupes, and scores women's- | 0 | Claude Code, Codex, OpenCode | 5 | 5,416 tok |
| andrei-vintila/avemguvern.ro Does Romania have a government? Minimalist site + API + MCP on Cloudflare Workers. | 0 | Claude Code, Codex, OpenCode | 2 | 381 tok |
| ShreyasBidwai/AI_Loop_MCP | 0 | Codex, OpenCode | 1 | 284 tok |
| Plong-Wasin/outlook-mcp | 0 | Codex, OpenCode | 1 | 71 tok |
| Overtorment/remote-control-mcp | 0 | Codex, OpenCode | 1 | 3,386 tok |
| inho-team/qe-mcp | 0 | Codex, OpenCode | 1 | 426 tok |
| LeonidYasin/mcp-server Modular MCP HTTP server optimized for the DeepSeek++ plugin: 109 tools for GitHub API, web | 0 | Codex, OpenCode | 1 | 780 tok |
| Eun-Y0ung/agentic-player-10-mcp | 0 | Codex, OpenCode | 1 | 403 tok |
| abhishekY495/test-mcp-server | 0 | Codex, OpenCode | 1 | 360 tok |
| santhoshraje/wallet-analytics-mcp MCP server for analysing blockchain wallet transactions | 0 | Codex, OpenCode | 1 | 1,333 tok |
| ahmedtawfeeq1/loredex-obsidian Obsidian and MCP dashboard layer for loredex: shared memory, handoffs, focused views, and | 0 | Claude Code, Codex, OpenCode | 2 | 245 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 |
| linsipeng/agentkeychain Zero-knowledge credential store for AI agents — Agent Identity + scoped delegation, built | 0 | Codex, OpenCode | 1 | 1,150 tok |
| hyh0620/mcp-knowledge-service Reusable MCP-based knowledge retrieval service with ingestion, Hybrid Retrieval, citations | 0 | Codex, OpenCode | 1 | 266 tok |
| msradam/semley Autonomous SRE investigation agent: a governed state machine driven by a language model, a | 0 | Codex, OpenCode | 1 | 1,044 tok |
| Cafecitohq/cafecito cafecito.sh An integration control plane for AI agent fleets: land in parallel, regenerate collisions, | 0 | Claude Code, Codex, OpenCode | 6 | 1,108 tok |
| wlor0623/codex-notify-mcp Sends WeCom notifications after Codex tasks are completed. | 0 | Codex, OpenCode | 1 | 92 tok |
| jiangnuonnuo/draw-mcp-server A small MCP tool for drawing with draw | 0 | Claude Code, Codex, OpenCode | 4 | 2,130 tok |
| lukwe/mcp_or_skill_for_geoenquire_ogc agentic access to the Geo-INQUIRE services | 0 | Codex, OpenCode | 1 | 1,071 tok |
| chetto1983/turing_AgentMemory_MCP | 0 | Claude Code, Codex, OpenCode | 2 | 4,228 tok |
| ceweldy/bitwarden-agent-vault-mcp Bitwarden Secrets Manager MCP server and Codex plugin for least-privilege agent credential | 0 | Codex, OpenCode | 1 | 180 tok |
| Aptica-Solutions/a-mcp-runmeter Archived 2026-09-25. Canonical code: Aptica-Solutions/a-mcp-servers, servers/runmeter. | 0 | Claude Code, Codex, OpenCode | 4 | 4,705 tok |
| Upendrasengar/bitbucket-server-mcp MCP server for Bitbucket Server / Data Center with code review, cross-repo PRs, and CI ins | 0 | Codex, OpenCode | 1 | 155 tok |
| jpsweeney97/claude-code-docs-mcp BM25-indexed search MCP server for Claude Code documentation | 0 | Claude Code, Codex, OpenCode | 2 | 5,382 tok |
| kojaecheon/tripmoney-mcp | 0 | Codex, OpenCode | 1 | 8 tok |
| JLex11/json-ui-renderer-mcp | 0 | Codex, OpenCode | 1 | 368 tok |
| wirenboard/google-workspace-mcp Remote multi-user (OAuth 2.1) deployment of the Google Workspace MCP server | 0 | Codex, OpenCode | 1 | 661 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 |