How real projects configure their agents

24,879 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971

All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
maxvoltage/sourcetap SourceTap is an MCP server that lets your AI assistant instantly learn and search any libr 0 Codex, OpenCode 1 332 tok
tazhate/claude-context-local Local semantic code search MCP server for Claude Code. Zero external APIs. 0 Codex, OpenCode 1 333 tok
gurezo/mdn-translation-ja-mcp gurezo.net MDN Web Docs translation support MCP server 0 Claude Code, Codex, Cursor 6 —
knowmax/mcp-atlassian-main 0 Codex, OpenCode 1 733 tok
mythopoeic/mcp-server-demo Demo MCP server wrapping the sheet-compressor library (tools, resources, prompts) over std 0 Claude Code, Codex 18 134 tok
b19805652/cloudflare-image-mcp-s3 OpenAI-compatible image generation API + S3 image storage+ Streamable HTTP MCP server powe 0 Claude Code, Codex, OpenCode 18 724 tok
rookslog/arxiv-sanity-mcp MCP-native arXiv research discovery substrate 0 Claude Code, Codex, OpenCode 2 3,755 tok
urjeetpatel/excel_mcp_server An MCP (Model Context Protocol) server for reading Excel workbooks (.xlsx). Built with Fas 0 Codex, OpenCode 1 204 tok
gabrielemidulla/argo-didup-mcp MCP server per il registro elettronico Argo (ScuolaNext) 0 Claude Code, Codex 6 —
hangboss1761/idux-mcp Mcp server for IDux UI 0 Claude Code, Codex, OpenCode 2 934 tok
revanshine/my-design-platform A professional-grade, containerized Model Context Protocol (MCP) server platform designed 0 Codex, OpenCode 1 4,078 tok
kogai/smaregi-mcp 0 Codex, OpenCode 1 1,494 tok
ch201y00n/cve-mcp 0 Codex, OpenCode 1 2,307 tok
TadMSTR/nextcloud-mcp FastMCP server for Nextcloud — occ admin, OCS provisioning, WebDAV file ops 0 Codex, OpenCode 1 559 tok
rbibbey/agileimagegen-mcp A proxy for generating images using AI models that also implements support for producing i 0 Codex, OpenCode 1 607 tok
laomeifun/ezssh-mcp Easy SSH MCP Server - Execute commands and transfer files via SSH with AI (OpenAI, Claude, 0 Codex, OpenCode 1 2,142 tok
trash-panda-v91-beta/truenas-mcp 0 Codex, OpenCode 1 917 tok
ArmorNGlory/armornglory-mcp-server MCP server for Christian streetwear, faith-based clothing, trucker hats, and foam clogs. E 0 Claude Code, Codex, Gemini CLI, OpenCode 3 2,374 tok
abetoluwani/linkedin-mcp-server Open-source MCP server for LinkedIn. Give Claude and any MCP-compatible AI agent access to 0 Claude Code, Codex, OpenCode 8 3,886 tok
jarnielcataluna/gtm-tag-architect Public Antigravity & Claude Code plugin for GTM container auditing, interactive setup, and 0 Codex, OpenCode 1 203 tok
theamargupta/memory-mcp mcp.devfrend.com 0 Claude Code, Codex, OpenCode 2 1,263 tok
waalwalker1/regulated-mcp-insurance-deployment Open-source reference architecture for deterministic, auditable insurance quotation workfl 0 Claude Code, Codex, OpenCode 14 702 tok
alekhya2395/Milestone-3---AI-agent-MCP 0 Claude Code, Codex 1 —
Raghu23-dev/trigsight trigsight.vercel.app Portfolio with an AI assistant that cannot make a claim it can't prove — every citation is 0 Claude Code, Codex, OpenCode 2 159 tok
assebler-grkha/VE-MCP 0 Claude Code, Codex, OpenCode 3 1,074 tok
megabaka404/steam-personal-mcp Let AI read your Steam library, wishlist, prices, achievements and play history via MCP. 0 Codex, OpenCode 1 67 tok
limjonathan/runtime-mcp Drop-in library exposing your app's live logs, DB schema, config, and feature flags to cod 0 Codex, OpenCode 1 701 tok
sebahrens/bpmn-mcp 0 Claude Code, Codex, OpenCode 4 1,526 tok
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
Omm2005/Canvas-LMS-MCP 0 Claude Code, Codex 1 —
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