How real projects configure their agents

43,484 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 agents7,473Claude Code6,589Data and AI3,693Backend and APIs3,491Languages3,403Planning3,201Git and workflow3,131Code review2,731Memory and context2,354Testing2,335DevOps and cloud2,298Research2,288Writing and docs2,284Frontend2,242Security1,995Productivity1,703

All Claude Code32,066 Codex23,211 OpenCode21,984 GitHub Copilot3,528 Gemini CLI1,908 Cursor1,730 Windsurf104 Kiro70

Project Stars Configures Files Always loaded
jihe520/MathModelAgent mathmodel.top 🤖📐 An Agent and skills designed for mathematical modeling, automatically completing math 4,457 Claude Code 3 1,377 tok
IBM/mcp-context-forge ibm.github.io An AI Gateway, registry, and proxy that sits in front of any MCP, A2A, or REST/gRPC APIs, 4,446 Claude Code, Codex, OpenCode 2 7,791 tok
AlexAnys/awesome-openclaw-usecases-zh 🇨🇳 Complete collection of Chinese OpenClaw use cases | 50 real-world scenarios | Local a 4,439 Claude Code, Codex, OpenCode 2 3,872 tok
embabel/embabel-agent hub.embabel.com Agent framework for the JVM. Pronounced Em-BAY-bel /ɛmˈbeɪbəl/ 4,430 Claude Code 1 504 tok
intuitem/ciso-assistant-community intuitem.com CISO Assistant is a one-stop-shop GRC platform for Risk Management, AppSec, Compliance & A 4,416 Claude Code 5
facebook/buck2 buck2.build Build system, successor to Buck 4,415 Claude Code 2
imazen/imageflow docs.imageflow.io High-performance image manipulation for web servers. Includes imageflow_server, imageflow_ 4,412 Claude Code 1 3,644 tok
gptme/gptme gptme.org Your agent in your terminal, equipped with local tools: writes code, uses the terminal, br 4,411 Codex, OpenCode 1 933 tok
zgsm-ai/costrict costrict.ai Costrict - strict AI coder for enterprises, quality first, including AI Agent, AI CodeRevi 4,408 Codex, OpenCode 1 95 tok
mixedbread-ai/mgrep demo.mgrep.mixedbread.com A calm, CLI-native way to semantically grep everything, like code, images, pdfs and more. 4,393 Claude Code, Codex, OpenCode 7 1,917 tok
microsoft/FLAML microsoft.github.io A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP. 4,391 GitHub Copilot 1 1,772 tok
vijaythecoder/awesome-claude-agents x.com An orchestrated sub agent dev team powered by claude code 4,384 Claude Code 1 2,015 tok
eugeniughelbur/obsidian-second-brain eugeniughelbur.github.io Persistent memory for Claude Code and 6 other CLI agents, stored as plain markdown in your 4,376 Claude Code 1 1,943 tok
dmno-dev/varlock varlock.dev AI-safe .env files: Schemas for agents, Secrets for humans. 4,370 Claude Code, Codex, GitHub Copilot, OpenCode 6 2,320 tok
hao-ai-lab/FastVideo hao-ai-lab.github.io A unified inference and post-training framework for accelerated video generation. 4,363 Claude Code, Codex, OpenCode 19 1,342 tok
composio-community/open-claude-cowork Open Source version of Claude Cowork with 500+ SaaS app integrations 4,352 Claude Code 2
crmne/ruby_llm rubyllm.com One delightful Ruby framework for every major AI provider. Build AI agents, chatbots, RAG 4,344 Claude Code, Codex, GitHub Copilot, OpenCode 4 6,264 tok
walkinglabs/hands-on-modern-rl walkinglabs.github.io 🚀 An open-source, hands-on curriculum bridging the gap from basic RL concepts to LLM alig 4,325 Codex, OpenCode 1 1,305 tok
mattpocock/dictionary-of-ai-coding AI coding jargon, explained in plain English. 4,305 Claude Code 1 531 tok
httprunner/httprunner httprunner.com HttpRunner is an open-source API/UI testing framework that is easy to use, powerful, highl 4,295 Claude Code 1 1,029 tok
LycheeOrg/Lychee lycheeorg.dev A great looking and easy-to-use photo-management-system you can run on your server, to man 4,285 Codex, GitHub Copilot, OpenCode 2 4,407 tok
camunda/camunda camunda.com Process Orchestration Framework 4,273 Claude Code, Codex, GitHub Copilot, OpenCode 35 7,591 tok
archestra-ai/archestra archestra.ai Enterprise AI Platform with guardrails, MCP registry, gateway & orchestrator 4,265 Claude Code 2
algorithmicsuperintelligence/optillm Optimizing inference proxy for LLMs 4,262 Claude Code 1 1,227 tok
rolldown/tsdown tsdown.dev The elegant bundler for libraries powered by Rolldown 4,258 Claude Code, Codex, OpenCode 2 2,613 tok
macro-inc/macro macro.com Macro is a unified workspace for teams: email, chat, docs, tasks, agents, calls, and CRM — 4,256 Claude Code, Codex, Cursor, OpenCode 19 979 tok
m1heng/clawdbot-feishu 4,245 Claude Code 4 1,599 tok
conorbronsdon/avoid-ai-writing chainofthought.show Skill that audits and rewrites content to remove AI writing patterns. Use it with your fav 4,244 Claude Code 1 918 tok
magnitudedev/magnitude magnitude.dev Open source inference server for Apple silicon. Profiles your Mac, recommends the best mod 4,229 Claude Code, Codex, OpenCode 3 1,903 tok
IvanMurzak/Unity-MCP ai-game.dev AI Skills, MCP Tools, and CLI for Unity Engine. Full AI develop and test loop. Use cli for 4,223 Claude Code, GitHub Copilot 5 1,398 tok
arcboxlabs/arcbox arcbox.dev Run AI agents on real and isolated machines — own kernel, filesystem, and network — with < 4,223 Claude Code, Codex, GitHub Copilot, OpenCode 3 4,748 tok
0xNyk/council-of-high-intelligence nyk.dev Structured multi-perspective deliberation for hard decisions. Run full councils, focused t 4,216 Claude Code, Codex 1 626 tok
dmmulroy/anti-slop Opinionated Oxlint rules for rejecting low-evidence TypeScript and JavaScript patterns 4,192 Codex, OpenCode 1 90 tok
CodeGraphContext/CodeGraphContext cgc.codes An MCP server plus a CLI tool that indexes local code into a graph database to provide con 4,179 Cursor 1
txn2/kubefwd kubefwd.com Bulk port forwarding Kubernetes services for local development. 4,166 Claude Code 1 3,958 tok
microsoft/flint-chart microsoft.github.io 🪄 Flint is a visualization language that lets AI agents reliably create expressive, good- 4,166 Claude Code, Codex 2
LeagueAkari/LeagueAkari akari.yuru-yuri.com An all-in-one toolkit for LeagueClient. Gathering power 🚀. 4,164 Claude Code, Codex, OpenCode 2 3,170 tok
Hisn00w/ASu-skills 🚀 A collection of practical AI Skills for job seeking and development, supporting resume 4,146 Claude Code, Codex, OpenCode 2 623 tok
flox/flox flox.dev The Deterministic Foundation for your SDLC 4,124 Claude Code, Codex, OpenCode 8 5,169 tok
ericc-ch/copilot-api ericc-ch.github.io Turn GitHub Copilot into OpenAI/Anthropic API compatible server. Usable with Claude Code! 4,115 Codex, OpenCode 1 441 tok
ardanlabs/service ardanlabs.com Starter-kit for writing services in Go using Kubernetes. 4,110 Codex, OpenCode 1 1,002 tok
spencermountain/spacetime spacetime.how A lightweight javascript timezone library 4,106 Codex, OpenCode 1 4,399 tok
thinking-machines-lab/tinker-cookbook Post-training with Tinker 4,106 Claude Code, Codex, OpenCode 2 1,838 tok
langroid/langroid langroid.github.io Harness LLMs with Multi-Agent Programming 4,101 Claude Code 1 2,637 tok
inkeep/open-knowledge openknowledge.ai Beautiful, AI-native markdown IDE and LLM wiki 4,101 Codex, OpenCode 1 1,886 tok
groupultra/telegram-search search.lingogram.app 🔍 Export and fuzzy search your Telegram chat history | Export and fuzzy search your Teleg 4,098 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 5 2,384 tok
moonrepo/moon moonrepo.dev A build system and monorepo management tool for the web ecosystem, written in Rust. 4,096 Claude Code, Codex, OpenCode 4 1,231 tok
tolgee/tolgee-platform tolgee.io Developer & translator friendly web-based localization platform 4,094 Codex, OpenCode 1 2,094 tok
robinebers/openusage openusage.ai Burning through your subscriptions too fast? Paying for stuff you never use? Stop guessing 4,079 Claude Code, Codex, OpenCode 29 1,514 tok
ai-boost/awesome-harness-engineering Awesome list for AI agent harness engineering: tools, patterns, evals, memory, MCP, permis 4,078 Claude Code, Codex, OpenCode 2 342 tok