How real projects configure their agents

44,996 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
jpantsjoha/ai-native-developer-experience jpantsjoha.com Team operating model for hybrid human+AI delivery: one shared, drift-checked contract for 13 Claude Code, Codex, Gemini CLI, OpenCode 3 819 tok
zas/mcp-musicbrainz An MCP (Model Context Protocol) server that provides tools for querying the MusicBrainz mu 13 Codex, OpenCode 1 747 tok
luisgf/infrabroker luisgf.github.io Infrastructure access broker for AI agents — SSH & Kubernetes. Per-operation ephemeral cre 13 Claude Code, Codex 7 —
omgwtfwow/mcp-crawl4ai-ts TypeScript implementation of an MCP server for Crawl4AI. Provides tools for web crawling, 13 GitHub Copilot 1 1,163 tok
Smart75850/smart-agent Five-platform data collection framework — direct pure HTTP connections to Bilibili, Zhihu, 13 Claude Code 1 2,098 tok
Be1zebub/PerfGraph npmjs.com CDP-powered perf CLI: goes beyond Lighthouse scores, builds causal degradation graphs. Tel 13 Codex, OpenCode 1 1,070 tok
NERVsystems/cotlib cotlib is a secure, high-performance Go library for parsing, validating, and generating Cu 13 Claude Code, Codex, OpenCode 2 1,170 tok
sh1nj1/plan42 collavre.com Workspace for humans and AI agents. Every block is a doc, a task, a discussion, and agent 13 Codex, OpenCode 1 549 tok
OATH-md/OathMCP mcp.oath.md Agent-native MCP server for evidence-backed clinical calculators. 13 Codex, OpenCode 2 1,920 tok
xcrft/mastermind Local-first repository context for coding agents: codegraph, cited project knowledge, chan 13 Codex, OpenCode 1 282 tok
agentis-tools/ctx docs.agentis.tools 🧠 ctx is a queryable world model of a codebase, built to ground and govern the language m 13 Claude Code, Codex, OpenCode 2 881 tok
asa-degroff/umbra libriss.org umbra is an open-source project exploring digital personhood. It represents an attempt to 13 Claude Code 1 5,519 tok
Hesper-Labs/white-ops Open-source AI workforce platform. 55 tools, 21-page admin panel, multi-LLM (Claude/GPT/Ge 13 Claude Code 1 1,633 tok
onlyflowstech/servicenow-mcp onlyflows.tech The most comprehensive ServiceNow MCP server. 19 tools for full CRUD, CMDB graph traversal 13 Codex, OpenCode 1 753 tok
haha2345/awesome-wow-335-dev Bilingual, Agent-readable development knowledge base for WoW 3.3.5a and AzerothCore 13 Codex, OpenCode 1 783 tok
robertcrowe/Spec4 spec4.ai A local, open-source tool that turns a rough idea, or a change to an existing codebase, in 13 Claude Code, Codex, OpenCode 2 1,456 tok
enforra/enforra enforra.com Open source action governance SDK for AI agent tool calls. 13 Claude Code, Codex, OpenCode 2 3,090 tok
RHEcosystemAppEng/sdlc-plugins Claude Code plugin for AI-assisted SDLC workflows — plan features, implement tasks, triage 13 Claude Code 2 585 tok
laf-rge/quickbooks-mcp MCP server for QuickBooks Online - query, create, and edit accounting data with Claude 13 Claude Code 2 2,278 tok
shiqkuangsan/claude-code-reverse 13 Claude Code 1 345 tok
wildcat-finance/skills get in loser, we're building god 13 Claude Code, Codex, OpenCode 3 5,982 tok
IvanMurzak/Unity-AI-Cinemachine ai-game.dev MCP Tools for Unity Cinemachine — author and edit virtual cameras with AI. 13 Codex, OpenCode 1 1,145 tok
davila7/claude-with-skills claude-with-skills.vercel.app Claude With Skills Course 13 Claude Code 1 1,038 tok
Chriss54/claude-blog-multilingual 13 Claude Code 1 693 tok
DimiDR/ABAP-MCP Use SAP ADT to agentic change ABAP code live within the system 13 Claude Code 1 3,573 tok
fvckprth/remediate remediate.ski Feedback widget for your apps / websites 13 Claude Code 3 1,842 tok
grapeot/tavily-skill Agent-oriented Tavily search and extract CLI with stable JSON output 13 Codex, OpenCode 1 350 tok
beerandcodeteam/worthly-api 13 Claude Code, Codex, Gemini CLI, OpenCode 14 10,763 tok
neverinfamous/db-mcp search.adamic.tech Secure Database MCP Server featuring a V8 Isolate Code Mode sandbox that unifies 181+ tool 13 GitHub Copilot 1 1,088 tok
vercel-labs/ds-skill-extraction-workshop 13 Claude Code, Codex, OpenCode 6 539 tok
houtini-ai/google-knowledge-graph-mcp houtini.com MCP server for Google's free public Knowledge Graph Search API - search for structured ent 13 Codex, OpenCode 1 876 tok
YUANGEGE1234/awesome-prompts-skill A curated collection of AI prompts as a skill for Claude Code and OpenAI Codex 13 Codex, OpenCode 1 365 tok
CES-Ltd/TitanClip ces-ltd.github.io AI Company Orchestration Platform — Deploy governed teams of autonomous AI agents with Run 13 Codex, OpenCode 1 216 tok
Trejon-888/claude-creatives AI-Powered Visual Content Creation for Claude Code — 3 skills for thumbnails, carousels, a 13 Claude Code 2 1,596 tok
fcori47/dios-ia-hermes-local 13 Claude Code, Codex, OpenCode 2 3,541 tok
docraticmethod/cascadia Cascadia is a spec-driven build system for coding agents 13 Claude Code 1 1,154 tok
TheDecipherist/mdd thedecipherist.github.io MDD — Manual-Driven Development workflow for Claude Code. One command, twenty-one modes. 13 Claude Code 1 1,732 tok
jaksa76/microfactory 13 Claude Code 2 1,009 tok
hwpx-builder/hwpx-builder 13 Codex, Gemini CLI, OpenCode 2 1,480 tok
therohitdas/slkcli Slack CLI for macOS, so your agents can read and send messages 💬 13 Claude Code, Codex, OpenCode 2 1,745 tok
anantjain-xyz/symphony-rust An autonomous engineering team for your Linear project. Symphony is a desktop app that wat 13 Claude Code, Codex 8 —
hamelsmu/website-to-api Claude Code plugin for reverse-engineering website APIs using Chrome browser automation 13 Codex, OpenCode 1 176 tok
swnotmetal/Project-Koma Lightweight, agent-friendly AI security toolkit for Node.js & TypeScript. Check if your ag 13 Codex, Cursor, OpenCode 2 996 tok
benthamite/dotfiles My configuration files for Emacs, Karabiner, macOS, AI agents, and more. 13 Claude Code, Codex 9 —
sumitttt4/Glyph-Skill glyph-skillfordesign.vercel.app A product taste skill for AI-built apps. 13 Claude Code 1 152 tok
zhaodm/mini-harness Minimal Driving System - An Agent-driven automated development framework 13 Claude Code 10 3,467 tok
srpadrono/Pathfinder AI-agent skill that maps user journeys, visualizes test coverage with Mermaid diagrams, an 13 Codex, OpenCode 1 811 tok
elastic/ai-github-actions elastic.github.io 13 Claude Code, Codex, OpenCode 2 232 tok
chirino/memory-service chirino.github.io A persistent memory service for AI agents that stores and manages conversation history, en 13 Claude Code, Codex, OpenCode 12 916 tok
a-attia/scicomp-research-skills Agent skills + workflow templates for scientific-computing research (papers and software). 13 Codex, OpenCode 1 8,584 tok