How real projects configure their agents

32,137 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 agents7,541Claude Code6,614Data and AI3,687Backend and APIs3,492Languages3,397Planning3,211Git and workflow3,159Code review2,735Memory and context2,362Testing2,357DevOps and cloud2,306Writing and docs2,299Research2,296Frontend2,252Security2,009Productivity1,710

All Claude Code32,137 Codex23,307 OpenCode22,079 GitHub Copilot3,547 Gemini CLI1,916 Cursor1,738 Windsurf121 Kiro77

Project Stars Configures Files Always loaded
moonrunnerkc/swarm-orchestrator A coding agent whose claims about its own work resolve to machine-captured evidence: an ap 110 Claude Code, Codex, OpenCode 2 10,496 tok
yc-software/recruiting 110 Claude Code 13
sportsdataverse/cfbfastR cfbfastr.sportsdataverse.org An R package to quickly obtain clean and tidy college football play by play data 110 Claude Code, GitHub Copilot 2 9,181 tok
catoncat/notion-local-ops-mcp Use Notion AI with your local files, shell, and fallback local agents. 110 Claude Code, Codex, OpenCode 3 1,233 tok
ScrapeGraphAI/scrapegraph-mcp ScapeGraph MCP Server 110 Claude Code 1 170 tok
Gingiris-1031/Competitor-analysis-tool analook.com AI competitor analysis backend powering analook.com. Generates competitor teardowns from a 110 Claude Code, Codex, OpenCode 2 772 tok
kfirtoledo/multi-mcp 110 Claude Code 1 2,483 tok
Seekers2001/docs-governance A documentation-driven development governance plugin for Claude Code, Codex, and ChatGPT: 110 Claude Code, Codex, OpenCode 2 554 tok
smughead/Loupe smughead.github.io macOS accessibility inspector for AI-agent workflows. Hover, annotate, copy structured out 109 Claude Code 1 709 tok
TheEterna/api2mcp4j theeterna.github.io Spring Boot Starter: Auto-convert existing REST APIs (@RestController) to MCP Server with 109 Claude Code 1 5,501 tok
Vinalinux-Org/Nothan-OS A reference operating system for embedded platforms, with initial bring-up on Beaglebone B 109 Claude Code 1 499 tok
bh-rat/asyncmcp asyncmcp.mintlify.app Async transport layers for MCP 109 Claude Code 1 987 tok
jbarbier/claude-code-cost-estimate Claude Code skill that estimates the full development cost of any codebase 109 Claude Code 1
faucetdb/faucet faucetdb.ai Faucet is an open-source, single-binary server that turns any SQL database into a secure, 109 Claude Code 1 562 tok
gmickel/gno gno.sh Local AI-powered document search and editing with first-in-class hybrid retrieval, LLM ans 109 Claude Code, Codex, OpenCode 10 7,390 tok
singula-ai/alego Build AI Agents like playing LEGOs. Everything is a Plugin. 109 Claude Code, Codex, OpenCode 14 3,754 tok
atherio-danp/cde-dotnetcc Claude Code harness for .NET developers 109 Claude Code 33 2,519 tok
Litun/bloomy-linkedin-outreach 109 Claude Code, Codex, OpenCode 2 254 tok
hjtenklooster/claude-file-recovery pypi.org Recover files created and modified by Claude Code from JSONL session transcripts 109 Claude Code 1 777 tok
tanem/svg-injector npm.im :syringe: Fast, caching, dynamic inline SVG DOM injection library. 109 Claude Code, Codex, OpenCode 2 2,588 tok
aleemrehmtulla/kytelink kytelink.com a simple linktree alternative 109 Claude Code 1 2,524 tok
RebornQ/AnyRouter-Transparent-Proxy A lightweight transparent HTTP proxy service based on FastAPI, designed specifically to so 109 Claude Code, Codex, OpenCode 2 3,108 tok
sathergate/sathergate-toolkit A toolkit of agent primitives 109 Claude Code 1 112 tok
haoyu-haoyu/Multi-AI-Workflow Multi-AI orchestration framework for Claude Code — coordinate Claude, Codex, and Gemini wi 109 Claude Code 1 181 tok
natnew/Awesome-Prompt-Engineering natnew.github.io Awesome-Prompt-Engineering - This repository includes resources for prompt engineering. 🌟 109 Claude Code, Codex, GitHub Copilot, OpenCode 7 6,747 tok
linggen/linggen-memory linggen.dev Local-first semantic memory for AI assistants — one store your preferences, decisions and 109 Claude Code 1 728 tok
pminervini/deep-research-mcp MCP server for OpenAI's Deep Research APIs, Gemini Deep Research Agent, Allen AI's DR-Tulu 109 Claude Code, Codex, OpenCode 2 1,536 tok
extra-org/extra docs.extra-ai.co Turn your product into an AI-powered assistant 109 Claude Code, Codex, OpenCode 20 4,315 tok
just-every/mcp-screenshot-website-fast justevery.com Quickly screenshots webpages and converts to an LLM friendly size 109 Claude Code 1 1,059 tok
sine-io/byte-of-nanobot sineio.top A nanobot tutorial for beginners, taking you from "getting it running" to "understanding t 109 Claude Code 1 522 tok
Realistic-Farming/FS25_SoilFertilizer discord.gg Realistic soil nutrient management for Farming Simulator 25. Track N/P/K, pH, and organic 109 Claude Code 1 6,593 tok
jacob-dietle/context-os 109 Claude Code 14 675 tok
jiahuiqu17/paper-signal Subject-aware minimal-zine image production for Agent Skills: art direction, generation, s 109 Claude Code, Codex, Gemini CLI, OpenCode 3 566 tok
dimknaf/braindb An "LLM wiki" upgraded to a real database — typed entities, graph relations, HTTP API, and 109 Claude Code 1 2,806 tok
ChesterRa/mingpan Chinese metaphysics MCP chart-calculation service: Bazi, Zi Wei Dou Shu, Liu Yao, Plum Blo 109 Claude Code 3
Oblikovati/Oblikovati oblikovati.org Oblikovati is a parametric, feature-based, history-driven mechanical-CAD (MCAD) applicatio 109 Claude Code 1 3,145 tok
LotusDecoder/zhixin-companion A companion-style prompt and agent configuration file for personal journaling, reflection, 109 Claude Code, Codex, OpenCode 2 5,904 tok
DrDroidLab/open-index open-index.io The structured context layer for AI agents. Build self-learning specialised agents that ar 109 Claude Code 1 131 tok
tlbx-ai/tlbx tlbx.ai Self-hosted terminal browser multiplexer for persistent shells and coding agents on Window 109 Claude Code, Codex, OpenCode 2 5,034 tok
BrettKinny/dotty-stackchan youtube.com Self-hosted voice-assistant stack for the M5Stack StackChan desktop robot. Local ASR/TTS, 109 Claude Code 1 4,618 tok
usetrmnl/trmnl-framework trmnl.com TRMNL ePaper design system 109 Claude Code, Codex, OpenCode 3 757 tok
Necmttn/ax ax.necmttn.com the agent experience layer · observability + memory for AI coding agents (Claude Code + Co 109 Claude Code, Codex, OpenCode 2 16,547 tok
ChrisChen667788/pixcull Local-first AI photo culling for professional photographers — 6-axis rubric, XMP/IPTC expo 109 Claude Code 1 12,299 tok
fiorastudio/buddy A virtual pet companion for your AI — Designed to provide in-context code review feedback 109 Claude Code, Codex 2
cuihuan/awesome-ai-gateway cuihuan.github.io ⚡ Awesome AI Gateway — pick an AI gateway from 160+ (LiteLLM, OpenRouter, Portkey, Kong, H 109 Claude Code 1 988 tok
microsoft/vscode-copilotstudio VS Code Extension for Copilot Studio 109 Claude Code, Codex, GitHub Copilot, OpenCode 6 6,765 tok
peijun1700/bluemouse 109 Claude Code 5
opendatahub-io/opendatahub-operator opendatahub.io Open Data Hub operator to manage ODH component integrations 109 Claude Code, Codex, OpenCode 3 794 tok
SeJonJ/ChatForYou SpringBoot WebSocket & WebRTC Chatting 109 Claude Code, Codex, OpenCode 43 683 tok
Junliu1066/vibe-coding-kit Not teaching you to code, but helping you fully understand “using AI to code” — a vibe cod 108 Claude Code, Codex, OpenCode 4 5,326 tok