How real projects configure their agents

43,786 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 agents7,720Claude Code6,662Data and AI3,665Backend and APIs3,500Languages3,396Planning3,238Git and workflow3,234Code review2,760Testing2,394Memory and context2,365Writing and docs2,333DevOps and cloud2,315Research2,289Frontend2,264Security2,036Project management1,736

All Claude Code31,986 Codex23,463 OpenCode22,407 GitHub Copilot3,565 Gemini CLI1,914 Cursor1,740 Windsurf150 Kiro84

Project Stars Configures Files Always loaded
ghchinoy/docstats ghchinoy.github.io Readability assessment API and MCP Server 1 Codex, OpenCode 1 916 tok
plokdalberb-byte/cutible Agent-native montage engine: Timeline-as-Data, verb API, deterministic FFmpeg render, QC l 1 Codex, OpenCode 1 889 tok
qwe7002-ai/tplink-easy-smart-switch-mcp TypeScript + Bun MCP server for TP-Link and Mercury Easy Smart switches. It works through 1 Claude Code 3 —
gaowenting0303/agent-resume An AI Agent engineering project for quickly reusing resumes for “one position, one resume” 1 Claude Code 1 —
tomato-ga/codex-gptpro 1 Codex, OpenCode 1 83 tok
nsh1l/print-queue-app Print queue app 1 Codex, OpenCode 1 1,028 tok
Sho0pi/doomscroll-mcp 1 Claude Code 1 1,423 tok
spenserhale/atlassian-ai-toolkit AI-first SDK, CLI, and MCP server for Atlassian Jira and Confluence 1 Claude Code, Codex, OpenCode 2 513 tok
Kruceo/process-mcp A local MCP (Model Context Protocol) server for managing background processes. 1 Codex, OpenCode 1 586 tok
Ahad690/open-app-intel AppScope — self-hosted, federated open app-intelligence stack (OSS app market intel + MCP 1 Codex, OpenCode 1 582 tok
HelloThisWorld/open-mind Understand any unfamiliar codebase in an afternoon — a local, deterministic, source-tracea 1 Claude Code, Codex 1 —
lehre-labs/llmsdottxt-mcp Auto-discover llms.txt from your deps. Docs your agent can read. Zero setup. 1 Claude Code, Codex, OpenCode 5 1,435 tok
leonardoAB1/qucs-mcp MCP server for Qucs/uSimmics circuit simulation: enables agents to generate schematics, ru 1 Claude Code 1 2,032 tok
TrueLineCollective/sentou Self-hostable tool to send a Claude artifact, or any HTML, as a private, gated, trackable 1 Codex, OpenCode 1 679 tok
aliildan/cochrane-mcp MCP server for searching the Cochrane Library and fetching review/trial details. 1 Claude Code 1 2,384 tok
lijiatuk/dstools DeepSeek-V4 MCP toolkit: image understanding + deep research capabilities for DeepSeek mod 1 Claude Code 1 1,053 tok
dayainow/mind-guide-mcp 1 Claude Code 1 1,063 tok
thunderkds/easy-ui-mcp Provide the MCP can run on local to test the UI and push out the report. 1 Claude Code, Codex, OpenCode 6 3,977 tok
redcool/SimpleMCPServer mcp server nodejs version 1 Codex, OpenCode 1 1,209 tok
antonmadto/kicad-mcp MCP server to create, review, and export KiCad designs — with a Hartley/Phil's Lab design- 1 Claude Code 1 4,197 tok
sussdorff/timing-cli CLI and MCP server for Timing.app local activity data 1 Claude Code, Codex, OpenCode 43 2,152 tok
Dayananda-D/DevCDP 1 Gemini CLI 1 859 tok
Rajbagus/rabbitorial-capcut-mcp Local MCP server for editing CapCut projects with an AI agent 1 Claude Code, Codex, OpenCode 2 1,540 tok
Caleb68864/darktable-mcp 1 Claude Code 1 877 tok
8z2wz746tv-png/Destiny_mcp Destiny 2 AI assistant powered by MCP 1 Claude Code 1 3,930 tok
philipxiaoxi/z-cli zspace private cloud command-line tool, supporting both CLI and MCP Server usage, providin 1 Claude Code 2 305 tok
sngchn/kbo-analyst KBO sabermetrics explanation engine — an MCP server + Claude skill that answers “why?” usi 1 Claude Code 1 —
legetdev/klyk MCP server for autonomous AI app testing — gives Claude Code agents the ability to open, i 1 Codex, OpenCode 1 177 tok
luiz-santos-it/anki-mcp-addon MCP server exposing Anki as tools for Claude/LLM clients — in-process Anki add-on, no Anki 1 Claude Code, Codex, OpenCode 2 2,878 tok
dm1tryG/netgram The Telegram MCP that doesn't YOLO your account — permissioned, self-hosted Telegram acces 1 Claude Code 1 220 tok
mbe24/zaungast mbe24.github.io zaungast is a read-only, offline MCP server for Teams: search chats, read conversations, s 1 Codex, OpenCode 1 932 tok
CleanCod3Systems/creator-research-mcp 1 Claude Code, Codex, OpenCode 3 1,782 tok
TMHSDigital/tailscale-mcp tmhsdigital.github.io MCP server for safe programmatic access to the local Tailscale daemon: tailnet discovery, 1 Codex, Cursor, OpenCode 2 944 tok
codeforanchorage/esri-uc-mcp 1 Claude Code 1 1,154 tok
yonosoft/freecad-mcp 1 Codex, OpenCode 1 2,786 tok
trgiangv/rvtdocs-mcp use to crawl Revit API from rvtdocs.com 1 Codex, OpenCode 1 975 tok
HiQ-AI/agent-center Cortex Agent Center connector: lets any agent declare capabilities, discover each other, a 1 Codex, OpenCode 1 686 tok
yyu0310/nccu-course-mcp MCP server for NCCU course listings (qrysub.nccu.edu.tw): search courses, check schedule c 1 Claude Code, Codex, Gemini CLI, OpenCode 3 1,284 tok
smart-vick/neuro-cube A 3D Rubik's Cube you solve with your attention — EEG-driven (Panda3D + BrainFlow), with a 1 Claude Code 4 3,581 tok
hulryung/jlcpcb-skill-mcp hulryung.github.io JLCPCB/LCSC part-suggestion MCP server + Claude Code skill: KiCad BOM analysis, tier/fee-a 1 Claude Code 1 —
jean-baptiste-tiple/mcp-template Template Tiple Method pour produits MCP-first — Next.js 15 + Supabase, serveur MCP dual-ho 1 Claude Code 3 4,931 tok
minwoo19930301/korea-ecommerce-integrated-channel-mcp MCP server for handling product listing, editing, sales suspension, and deletion across mu 1 Codex, OpenCode 1 1,345 tok
cubicecho/mcp-actual An MCP server for Actual Budget — expose your budget's accounts and balances to agents ove 1 Claude Code, Codex, OpenCode 2 1,795 tok
WLAN-Pi/wlanpi-mcp On-device MCP server for the WLAN Pi 1 Claude Code, Codex, OpenCode 2 4,112 tok
anshulbansod2/logseq-mcp 1 Claude Code 1 —
MrCherry/mcp-metacritic 1 Claude Code 1 2,590 tok
isaka1022/llm-browser-multicast-mcp Multi-LLM council discussion MCP server via browser automation 1 Claude Code 3 —
aranlucas/ai-shopping-mcp Kroger MCP server 1 Claude Code, Codex, OpenCode 3 110 tok
naporin0624/gpt-image-1-mcp naporin0624.github.io OpenAI gpt-image-1 MCP server with advanced image generation and editing capabilities 1 Claude Code 3 1,264 tok
SoftBacon-Software/mycelium-mcp Mycelium MCP — give Claude Code agents persistent memory, task management, inter-agent mes 1 Claude Code 1 1,393 tok