43,872 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 agents7,796Claude Code6,678Data and AI3,657Backend and APIs3,502Languages3,394Git and workflow3,252Planning3,236Code review2,768Testing2,425Memory and context2,361Writing and docs2,344DevOps and cloud2,337Research2,286Frontend2,272Security2,058Project management1,756
All Claude Code32,008 Codex23,577 OpenCode22,522 GitHub Copilot3,569 Gemini CLI1,916 Cursor1,739 Windsurf152 Kiro87
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| JimmyPaolini/codebase Jimmy's codebase | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 9 | 19,878 tok |
| DrDustinEdwards/dustinedwards-mcp MCP wrapper over the dustinedwards.info operator API. Contains no policy. | 0 | Claude Code | 1 | 2,185 tok |
| mei-shui-xing/douyin-transcript-mcp Local-first, read-only Douyin speech transcription MCP using Qwen3-ASR and OpenAI Secure M | 0 | Codex, OpenCode | 1 | 485 tok |
| t0uchY233/telegram-summarize Telegram discussion summaries with participants and source links for Codex, Claude, and MC | 0 | Claude Code, Codex, OpenCode | 2 | 1,115 tok |
| mrbruce516/agy-search Wrap local agy (Gemini-backed) as a stdio MCP server, exposing a web_search tool for Claud | 0 | Claude Code | 1 | 1,317 tok |
| gggab/gitlab_mcp | 0 | Claude Code, Codex, OpenCode | 2 | 238 tok |
| teenfo/JW-MCP | 0 | Claude Code | 1 | 2,224 tok |
| ai-cooperation/business-card-mcp business-card-mcp.aicooperation.workers.dev AI-native self-hosted private business card manager with ChatGPT Remote MCP, Cloudflare D1 | 0 | Codex, OpenCode | 1 | 1,386 tok |
| arthurglv/meet-memory Turn your Google Calendar history into a searchable people CRM. A local-first MCP server. | 0 | Claude Code | 1 | 4,458 tok |
| jackstewart254/groundtruth Assessing how well a place is actually served, from published sources. Data gathered by AI | 0 | Claude Code, Codex, OpenCode | 3 | 126 tok |
| NTUT-Vincent/TWFoodMCP | 0 | Claude Code, Codex, OpenCode | 2 | 789 tok |
| RikiGomes/woodpecker-mcp Read-only MCP server for Woodpecker CI | 0 | Claude Code | 2 | 703 tok |
| nestordemeure/lantern-mcp CLI and MCP server for Lantern, the Media History Digital Library's full-text index of the | 0 | Claude Code | 2 | 2,300 tok |
| alexmmatos/website-mcp-creator | 0 | Claude Code, Codex, OpenCode | 2 | 32 tok |
| JeffTiger96/mcp4acumatica | 0 | Claude Code | 1 | 15,857 tok |
| Snovak99/personal-mcp | 0 | GitHub Copilot | 1 | 227 tok |
| iondrive-co/xenia A local MCP and tray icon for keeping track of how well agents are acheiving their goals, | 0 | Claude Code | 2 | 583 tok |
| alejoacelas/07-30-docs-mcp Google Docs Preview MCP with comments, replies, suggestions, and organization OAuth | 0 | Claude Code, Codex, OpenCode | 2 | 109 tok |
| MkRafa/agentic-rag-coverage-determination Agentic RAG over payer medical-policy documents. Deterministic harness, MCP retrieval boun | 0 | Claude Code | 8 | — |
| ZenixSolutions/lumics-mcp | 0 | Claude Code | 1 | 2,691 tok |
| plemio/nanobanana-mcp-server Plemio fork of zhongweili/nanobanana-mcp-server — refusals explain themselves, up to 14 re | 0 | Claude Code | 1 | 3,030 tok |
| alkindivv/MCPishCode | 0 | Codex, OpenCode | 1 | 1,640 tok |
| Npab19/clickup-mcp Multi-user MCP server for ClickUp (API v2 + v3) — 150 tools, per-user OAuth, encrypted tok | 0 | Claude Code | 1 | 2,722 tok |
| fledgeling-co/media-gen-pro-mcp Image and video generation as an MCP tool. GPT Image 2, Gemini, Recraft, Seedream, Grok, A | 0 | Claude Code | 1 | 134 tok |
| GyeongHoKim/gerrit-mcp-server Model Context Protocol server for Gerrit code review — find changes, read diffs, draft and | 0 | Claude Code, Codex, OpenCode | 2 | 3,403 tok |
| joshuamoesa/mendix-marketplace-mcp-proxy | 0 | Claude Code | 1 | 308 tok |
| Chloride233/semantic-runtime Semantic infrastructure layer for AI Agents: semantic understanding, context resolution, e | 0 | Codex, OpenCode | 1 | 508 tok |
| francescojr/nobu **Game-agnostic MCP toolkit for composing chiptune / retro MIDI and rendering game audio.* | 0 | Claude Code, Codex, OpenCode | 2 | 2,333 tok |
| romprod/application-tracker A self-hosted, local-first job application tracker with web and MCP integrations. | 0 | Codex | 1 | — |
| malpanishubham2/laptop-care Cross-platform laptop maintenance AI agent — MCP server for Claude Desktop | 0 | Claude Code | 1 | 742 tok |
| PrimeUpYourLife/dynamic-telegram-bot-api-mcp npmjs.com Dynamic MCP server for Telegram Bot API with latest API methods. | 0 | Claude Code, Codex, OpenCode | 2 | 1,686 tok |
| paralelum/ipbx-mcp MCP Server - IPBX | 0 | Claude Code | 1 | 6,877 tok |
| r3-yamauchi/mcp-server-blastengine-mailer | 0 | Claude Code | 1 | 511 tok |
| georgeck/hn-companion-mcp MCP for Hacker News Companion | 0 | Claude Code | 1 | 319 tok |
| argia-andreas/linear-mcp-server A Linear MCP Server for interacting with Linear | 0 | Claude Code | 1 | 316 tok |
| obaid/resemble-mcp | 0 | Cursor | 1 | 635 tok |
| imax09-wq/mcp-py | 0 | Claude Code | 1 | 787 tok |
| bobby169/mcp-server-weather mcp-server-weather | 0 | GitHub Copilot | 1 | 100 tok |
| michaelahern/airthings-consumer-mcp A Model Context Protocol (MCP) server for Airthings air quality monitoring devices. | 0 | Claude Code | 1 | — |
| crdant/mbta-mcp-server | 0 | Claude Code | 1 | 2,564 tok |
| chadkunsman/netbox_mcp FastMCP server for read-only NetBox API access with natural language query support | 0 | Claude Code | 1 | 7,780 tok |
| tomnagengast/mcp-server-airflow Model Context Protocol server for Apache Airflow - enables AI assistants to interact with | 0 | Claude Code | 1 | — |
| atla-digital/mcp-gitlab Fork with more tools and streaming http | 0 | Claude Code | 1 | 4,273 tok |
| seletz/mcp-odoo-shell | 0 | Claude Code | 1 | 587 tok |
| wubbyweb/mcp-demo | 0 | Claude Code | 1 | 1,910 tok |
| alejoair/mcp-code-editor mcp-code-editor | 0 | Claude Code | 2 | 951 tok |
| fovi-llc/radicle-mcp MCP Server for radicle.xyz decentralized git-based PR and issues | 0 | GitHub Copilot | 1 | 375 tok |
| federated-alpha/MCP | 0 | Claude Code | 1 | 272 tok |
| JoshuaOliphant/scratchpad_mcp MCP server providing a 'think' tool for structured reasoning | 0 | Claude Code | 1 | 703 tok |
| currentspace/pg_mcp_prod | 0 | Claude Code | 1 | 653 tok |