How real projects configure their agents

23,280 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 agents7,521Claude Code6,606Data and AI3,688Backend and APIs3,494Languages3,401Planning3,209Git and workflow3,151Code review2,736Memory and context2,361Testing2,351DevOps and cloud2,300Writing and docs2,296Research2,295Frontend2,250Security2,004Productivity1,709

All Claude Code32,116 Codex23,280 OpenCode22,053 GitHub Copilot3,543 Gemini CLI1,915 Cursor1,736 Windsurf119 Kiro77

Project Stars Configures Files Always loaded
gotgenes/pi-anthropic-auth Pi extension package for Anthropic OAuth compatibility 248 Claude Code, Codex, OpenCode 14 7,847 tok
JayPokale/Chisle chisle.jaypokale.me Your AI talks less, builds less, says more. Like a senior dev who bills by the syllable. 248 Codex, GitHub Copilot, Gemini CLI, Kiro, OpenCode 4 2,193 tok
AgentOrchestrator/AgentBase Multi-agent orchestrator for tracking and analyzing AI coding assistant conversations (Cla 248 Claude Code, Codex, OpenCode 2 1,367 tok
assafelovic/skyll skyll.app A tool for autonomous agents like OpenClaw to discover and learn skills autonomously 247 Claude Code, Codex 1
Divkix/Alita_Robot alita-docs.divkix.me 🤖 Alita is a Telegram Group management bot made using Gotgbot and Go, which makes it mode 247 Claude Code, Codex, Gemini CLI, OpenCode 3 7,875 tok
EmpiricaAI/empirica getempirica.com Make AI agents and AI workflows measurably reliable. Epistemic measurement, Noetic RAG, 247 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 3 6,962 tok
pyth-network/pyth-crosschain pyth.network Crosschain Pyth programs and utilities 247 Claude Code, Codex, OpenCode 2 383 tok
level09/readykit readykit.dev Production-ready Flask SaaS template with multi-tenancy, billing, and teams 246 Codex, OpenCode 1 1,836 tok
ai-native-camp/camp-1 AI Native Camp — Cohort 1 course materials 246 Claude Code, Codex 7
NVIDIA/TensorRT-Model-Connect nvidia.github.io From PyTorch model to end-to-end TensorRT inference experience in two commands—AI-native, 246 Codex, OpenCode 1 877 tok
mjmirza/app-store-compliance Enterprise App Store and Google Play rejection compliance playbook: rejection maps, mistak 246 Codex, OpenCode 1 2,567 tok
luanmorenommaciel/agentspec 246 Claude Code, Codex 55 3,295 tok
openshift/oc openshift.org The OpenShift Command Line, part of OKD 245 Claude Code, Codex, OpenCode 8 1,622 tok
xucao-42/bilateral_normal_integration Official implementation of "Bilateral Normal Integration" (BiNI), ECCV 2022. 245 Claude Code, Codex, OpenCode 2 1,838 tok
SCStelz/security-investigator Automated security investigation tool using Microsoft MCP Servers, GitHub Copilot, Python 245 Claude Code, Codex, GitHub Copilot 29 22,159 tok
marcus/td A minimalist CLI for tracking tasks across AI coding sessions. 245 Claude Code, Codex, OpenCode 3 2,715 tok
LAIJiangFeng/resume-builder Choose a template and edit your resume with one click. 245 Claude Code, Codex, OpenCode 8 782 tok
Google-Health-API/google-health-cli developers.google.com Google Health CLI — one command-line tool for the Google Health API. Includes AI agent ski 245 Codex, OpenCode 1 570 tok
corosolto/client csbrasil.online FPS satírico de navegador: 5 facções brasileiras caricatas, 44 personagens, 5 mapas e 26 a 245 Claude Code, Codex, OpenCode 18 3,653 tok
RealSeaberry/AutoMCM-Pro Full-stack automated mathematical modeling competition Skill, supporting Claude Code / Cod 245 Claude Code, Codex 4
geolens-io/geolens getgeolens.com Self-hosted geospatial data catalog with semantic search (pgvector), OGC/STAC APIs, and ma 245 Claude Code, Codex, OpenCode 2 3,255 tok
zhixiaoqiang/antd-components-mcp npmjs.com An MCP service for querying Ant Design components that reduces hallucinations in component 244 Claude Code, Codex, Cursor, OpenCode 4 143 tok
mblayman/homeschool An app for homeschool planning 244 Codex, OpenCode 1 1,666 tok
jontsai/openclaw-command-center clawhub.ai 🤖 AI assistant command and control dashboard — Spawn more Overlords! 244 Codex, OpenCode 1 2,577 tok
adcontextprotocol/adcp Docs and reference implementation for the Ad Context Protocol 244 Claude Code, Codex, OpenCode 31 218 tok
memory-graph/memory-graph A graph DB-based MCP memory server for coding agents with intelligent relationship trackin 244 Claude Code, Codex, OpenCode 2 2,572 tok
yzhao062/anywhere-agents anywhere-agents.readthedocs.io One config to rule all your AI agents: portable (every project, every session), effective 244 Claude Code, Codex, OpenCode 3 27,832 tok
alvinunreal/lazyskills lazyskills.sh mission control for agent skills 244 Codex, OpenCode 1 154 tok
a-Fig/Accordion get-accordion.dev 🏆 AI Hackathon 2026 @ UC Berkeley Intelligent context management for developers 244 Claude Code, Codex, OpenCode 2 14,163 tok
maoxiansheng0323-a11y/shubi-shot-director Graybox camera previs tool driven by natural-language shot descriptions. 243 Codex, OpenCode 2 764 tok
Yeachan-Heo/My-Jogyo Your one-click scientific research lab for Opencode - with seamless .ipynb and REPL integr 243 Codex, OpenCode 1 12,003 tok
astrochili/awesome-defold Awesome Defold 243 Codex, OpenCode 1 271 tok
knowns-dev/knowns knowns.sh The memory layer for AI-native development - giving AI persistent understanding of your so 243 Claude Code, Codex, Gemini CLI, OpenCode 3 2,766 tok
callstackincubator/agent-react-devtools Gives AI agents access to React DevTools ⚛️🤖 243 Codex, OpenCode 1 148 tok
NanmiCoder/open-image-prompts openimages.relakkesyang.org Open, local-first visual prompt archive with traceable prompt-image references and install 243 Codex, OpenCode 1 1,323 tok
arcee-ai/nac Give AI agents ambitious work without losing the plot. nac is an open-source harness for l 243 Codex, OpenCode 1 1,970 tok
Dictation354/paper-fetch-skill Fetch papers as agent-ready markdown — DOI/URL/title in, structured full text out. CLI · M 242 Codex, OpenCode 1 709 tok
surendranb/google-analytics-mcp ga4mcp.com Google Analytics 4 data to AI agents, agentic workflows, and MCP clients. Give agents anal 242 Codex, OpenCode 1 1,032 tok
felipebarcelospro/igniter-js igniterjs.com Igniter is a modern, type-safe HTTP framework designed to streamline the development of sc 242 Codex, GitHub Copilot, Gemini CLI, OpenCode 4 26,005 tok
jdrhyne/agent-skills A collection of AI agent skills for Clawdbot, Claude Code, Codex 241 Codex, OpenCode 1 603 tok
masc-ucsc/livehd Live Hardware Development (LiveHD), a productive infrastructure for Synthesis and Simulati 241 Claude Code, Codex, OpenCode 3 3,607 tok
osovv/grace-marketplace GRACE (Graph-RAG Anchored Code Engineering): open Agent Skills for contract-driven AI cod 241 Claude Code, Codex, OpenCode 3 671 tok
doka-guide/platform doka.guide Doki platform: templates, styles, scripts, and everything needed to build a website. 241 Claude Code, Codex, OpenCode 2 2,985 tok
responsibleai/ASSERT responsibleai.github.io Requirement-driven evaluation harness for AI agents and LLM applications. Generate behavio 241 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 6 6,087 tok
vishalsachdev/canvas-mcp canvas-mcp.illinihunt.org Canvas LMS MCP server — up to 102 tools and 8 agent skills for students & educators. Works 241 Claude Code, Codex, OpenCode 4 15,466 tok
johnku2011/boilerplates-with-ai-skills boilerplates-with-ai-skills.vercel.app 240 Codex, OpenCode 1 936 tok
laiso/ts-bench laiso.github.io Benchmark CLI for comparing AI coding agents on TypeScript workloads. 240 Codex, GitHub Copilot, OpenCode 2 343 tok
udecode/plate-playground-template playground.platejs.org Plate AI template with React 19, Next 16, Tailwind 4, MCP. 240 Claude Code, Codex, OpenCode 5 1,397 tok
telagod/code-abyss npmjs.com Give your AI coding agent a personality. Composable persona + style + skills for Claude Co 240 Claude Code, Codex 1 5,156 tok
scarletkc/vexor pypi.org A semantic search engine for files and code. 240 Claude Code, Codex, OpenCode 2 990 tok