How real projects configure their agents

32,564 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 agents8,576Claude Code6,909Git and workflow3,638Data and AI3,577Backend and APIs3,561Languages3,499Planning3,322Code review2,907Testing2,704DevOps and cloud2,498Writing and docs2,488Memory and context2,373Research2,320Frontend2,317Security2,182Project management1,989

All Claude Code32,564 Codex24,947 OpenCode23,868 GitHub Copilot3,726 Gemini CLI2,040 Cursor1,770 Windsurf203 Kiro117

Project Stars Configures Files Always loaded
tohsaka888/trading-mcp MCP service designed for stock quantitative agents 9 Claude Code, Codex 2 —
redscaresu/goldfinger SRE toolkit for managing repos in github at scale 9 Claude Code, Codex, OpenCode 2 1,715 tok
Juwon1405/agentic-dart findevil.devpost.com Agentic-DART — autonomous detection & response agent. Architecture-first, not prompt-first 9 Claude Code, Codex, OpenCode 2 2,541 tok
gianlucamazza/mcp-ascii-charts MCP ASCII Charts tool 9 Claude Code 1 832 tok
anthillnet/sinain-hud Ambient intelligence that sees what you see, hears what you hear, and acts on your behalf 9 Claude Code, Codex, OpenCode 3 4,654 tok
jonaylor89/freqmoda blog.jonaylor.com audio editing server and playground 9 Claude Code, Codex, OpenCode 2 296 tok
fblgit/claudebench Claude Code Best Friend, a workbench for task management and swarm orchestration 9 Claude Code 4 2,377 tok
kevyder/banrepco_mcp Bank of the Republic of Colombia MCP Server 9 Claude Code, Codex, OpenCode 11 840 tok
beixiyo/ai-sync Migrate Commands, Skills, and MCP across Cursor, Claude Code, OpenCode, Codex, and other A 9 Claude Code, Codex, OpenCode 2 3,286 tok
0xrafasec/ai-workflow AI-assisted development workflow toolkit for Claude Code, Cursor, and Codex — skills, agen 9 Claude Code 1 1,179 tok
sitemd-cc/sitemd sitemd.cc Websites from Markdown. Built for AI coding agents. 9 Claude Code, Codex 1 —
baneeishaque/ai-agent-rules 9 Claude Code 1 —
montanetech/codeix Fast semantic code search for AI agents — find symbols, references, and callers across any 9 Claude Code 1 —
tago-io/mcp-server tago.io @tago-io/mcp-server | Model Context Protocol integration for TagoIO Platform 9 Claude Code, Codex, OpenCode 2 3,456 tok
gianlucamazza/mcp_python_toolbox Local stdio MCP server for Python workspaces: file tools, lint/format, venv/pip, and unsan 9 Claude Code 1 253 tok
AbdullahMalik17/Hacathan_5 hacathan5-4qk9qwxii-muhammad-abdullah-athars-projects.vercel.app Website Link 9 Claude Code 62 2,321 tok
dgenio/contextweaver Budget-aware context compilation and context firewall for tool-heavy AI agents. 9 Claude Code, Codex, GitHub Copilot, OpenCode 10 20,621 tok
gabcoyne/airflow-unfactor gabcoyne.github.io MCP server for LLM-assisted conversion of Apache Airflow DAGs to Prefect flows 9 Claude Code 1 1,029 tok
lhpaul/ai-dev-framework-template A tool-agnostic AI-assisted development framework template. Structured workflow (Spec → Pl 9 Claude Code, Codex, Gemini CLI, OpenCode 4 5,827 tok
bhargavamin/contexer contexer.ai Contexer keeps the important engineering decisions behind your software current and availa 9 Claude Code 1 4,327 tok
xLUPOx/cursor-ai-rules-framework Comprehensive AI prompting framework for Cursor IDE - Autonomous Principal Engineer operat 9 Claude Code, Cursor 2 —
dmitryprg-ai/cursor-develop-autorules 9 Claude Code, Codex, Cursor, OpenCode 28 2,082 tok
KumaBase/agent-base 9 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 7 3,029 tok
SarutobiSasuke8/agentops-template Governed, repo-native AgentOps template for AI-assisted software projects, with cross-agen 9 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 6 4,013 tok
SYZ-Coder/codebase-knowledge-wiki An open-source project analysis and knowledge organization library for AI-assisted develop 9 Claude Code 4 —
madebyaris/design-rules-ai Skip the AI slop design, let's ship the OG 9 Claude Code, Cursor 5 —
kadiresen/context-bank npmjs.com Your AI memory bank is eating your context window. Capped, git-committed, retrieval-first 9 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 6 599 tok
sarkar-ai-taken/riva sarkar.ai Local-first observability and control plane for AI agents. 9 Claude Code 1 —
kevinslin/skillz 9 Claude Code, Codex, OpenCode 2 2,549 tok
catuscio/gh-stars-classifier-skill Classify your GitHub stars into semantic categories and sync to GitHub Lists, using LLM's 9 Claude Code, Codex, Gemini CLI, OpenCode 2 2,702 tok
tablackburn/ai-agent-instruction-modules AIM: Modular, opt-in AI agent instructions for any codebase 9 Claude Code, Codex, OpenCode 2 838 tok
mjunaidca/robolearn mjunaidca.github.io Book + RAG ChatAgent + SSO + Compunding RI Intelligence built in 2 days. Robolearn is what 9 Claude Code, Cursor 46 14,656 tok
WellDunDun/reins Harness Engineering CLI — scaffold, audit, evolve, and doctor agent-readiness for any repo 9 Claude Code, Codex, OpenCode 2 830 tok
eanai-ro/ean-agentos Persistent memory for AI coding agents. Never solve the same bug twice. Works with Claude 9 Claude Code, Codex, Gemini CLI, OpenCode 3 1,146 tok
2aronS/notion-md-agent Markdown-first Notion API server with 10 composite tools for AI agents 9 Claude Code, Codex, OpenCode 2 3,298 tok
seansoreilly/mcp-server-abs MCP server for Australian Bureau of Statistics 9 Claude Code 1 1,769 tok
sei-newbear/xp-harness A harness for driving AI coding agents through shared XP values — stage-driven skills from 9 Claude Code, Codex 33 2,925 tok
openbraid/braid Mission control for your agent swarm — know which agent is working, which is stuck, and wh 9 Claude Code, Codex, OpenCode 2 1,611 tok
sourjya/kiro-rails Steering files, hooks, and workflow scripts that give Kiro AI coding agent persistent engi 9 Claude Code 34 —
xiaomingleng/Chinese-New-Year-Skills 9 Claude Code 1 —
zelixag/ai-memex-cli zelixag.github.io Your AI agents, finally with a memory that compounds. AI Memex turns chats, documents, re 9 Claude Code, Codex, OpenCode 16 5,198 tok
fusebase-dev/fusebase-flow ai-dev.thefusebase.com The framework client-facing teams use to build internal & client apps with AI. Two agents 9 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 75 3,794 tok
jackofall1232/l00prite a vendor-neutral runtime protocol for autonomous AI coding agents persistent memory, execu 9 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 11 7,521 tok
ultrathink-art/agentbrush Image editing toolkit for AI agents. Agent Skills compatible. 9 Claude Code 1 523 tok
P2ERGmbH/agentic-coding A set of skills and AGENTS.md file to help boostrap Next.js development 9 Claude Code, Codex, OpenCode 14 3,896 tok
adamdroberts/agent-skills 9 Claude Code, Gemini CLI 2 —
ArianHobson333/claude-bug-bounty-stack Complete Claude Code setup for bug bounty hunting — 99 skills, 22 slash commands, 10 agent 9 Claude Code 1 500 tok
HaasStefan/skills-lint haasstefan.github.io A Linter for Agent Skills with Token Budget Rules 9 Claude Code, Codex 3 —
CaseyLabs/kc-secure-repo-template Security-hardened GitHub repository template, designed to prevent supply-chain attacks. In 9 Claude Code, Codex, OpenCode 2 1,825 tok
CarbeneAI/Forge carbene.ai Open-source AI operations platform built on Claude Code. 107 skills, 27 agents, security b 9 Claude Code 1 1,720 tok