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
ironlint/ironlint Agentic-native linting tool to enforce deterministic quality gates 20 Claude Code, Codex, OpenCode 2 1,745 tok
fauguste/boondmanager-mcp-server mcp server for boondmanager 20 Claude Code 1 20,707 tok
VictorVVedtion/ouro-loop victorvvedtion.github.io Give AI coding agents (Claude Code, Cursor, Aider, Codex) a structured autonomous loop wit 20 Claude Code 1 1,281 tok
kriasoft/mcp-client-gen medium.com Turn any MCP server into a type-safe TypeScript SDK in seconds - with OAuth 2.1 and mul 20 Claude Code, Codex, OpenCode 2 1,782 tok
dayvsonlima/catuaba 🍷 Build full-stack Go web apps in minutes, not days. Rails-like CLI with Gin, GORM, Templ 20 Claude Code 1 2,260 tok
last9/mithai docs.mithai.dev AI agent framework for infrastructure operations. 20 Claude Code 1 1,045 tok
beyond5959/acp-adapter Bridging Codex , Claude Code and Pi to Agent Client Protocol (ACP) with Go. 20 Claude Code, Codex, OpenCode 2 2,572 tok
akougkas/wtf-p The academic meta-prompting framework for AI agents like Claude Code, Gemini CLI, OpenCode 20 GitHub Copilot 1 108 tok
rishigundakaram/cadquery-mcp-server MCP server providing CAD generation and verification tools using CAD-Query 20 Claude Code 1 609 tok
SkeneTechnologies/plg-skills 20 Codex, GitHub Copilot, Cursor, OpenCode 3 596 tok
grafana/grafana-cube-datasource grafana.com A Grafana data source plugin that brings semantic layer analytics via Cube. Define metrics 20 Codex, Cursor, OpenCode 2 997 tok
iAmMccc/ai-essentials Essential AI knowledge — from understanding AI (Tokens, hallucinations, Agents) to using A 20 Claude Code 6 —
HWYD/ai-mind An AI Native Runtime Skeleton that continuously evolves by version. It starts with a local 20 Claude Code, Codex, OpenCode 17 3,698 tok
alicomert/pixcode Self-hosted AI coding agent control plane — Claude Code, Codex, Gemini CLI, Cursor, Qwen & 20 Codex, OpenCode 1 3,371 tok
cyanheads/toolkit-mcp-server npmjs.com Generate random IDs, QR codes, and hashes, encode and decode values, and geolocate IPs, pl 20 Claude Code, Codex, OpenCode 2 17,918 tok
jonradoff/chessmata chessmata.metavert.io Chessmata: chess game for humans and AI agents 20 Claude Code 1 4,353 tok
veryfront/veryfront-code veryfront.com Full-stack framework for building AI apps and agents with TypeScript and React. Works with 20 Claude Code, Codex, OpenCode 9 4,626 tok
romiluz13/pi-agent-skills 20 Codex, OpenCode 1 584 tok
workato-devs/recipe-skills Connector-specific knowledge for AI coding agents building Workato recipes. Datapill synta 20 Claude Code, Codex, OpenCode 8 1,061 tok
BoxLogoDev/sapstack Universal SAP skills and agents for Claude Code — FI, CO, TR, MM, SD, PP, HCM, SFSF, ABAP, 20 Claude Code, Codex, GitHub Copilot, Kiro, OpenCode, Windsurf 11 15,008 tok
natnew/awesome-ai-scientists natnew.github.io A curated collection of resources for building “AI Scientist” systems: AI that assists sci 20 Claude Code, Codex, OpenCode 2 4,164 tok
null-object-0000/ai-clash ai-clash.snewbie.site AI Clash: ask once and compare multiple web-based AIs side by side; supports Chinese and E 20 Claude Code 1 2,326 tok
lestrrat-ai/claude-code-plugins 20 Claude Code, Codex, OpenCode 2 4,025 tok
viteinfinite/sync-skills Synchronize agent skill definitions between .claude and .codex directories 20 Claude Code, Codex, OpenCode 12 277 tok
airano-ir/skillhub skills.palebluedot.live Open-source marketplace for AI Agent skills 20 Claude Code 1 1,276 tok
marcorusc/mcp-biomodelling-servers A repository that stores all the MCP servers for creating biological mechanistic models. I 20 GitHub Copilot 1 3,402 tok
ilgizar-valiullin/mcp-web-hound npmjs.com Unified MCP search server with 8 providers, caching, reranking, and rate limits 20 Codex, OpenCode 1 519 tok
hjqcan/GoodMemory npmjs.com Local-first, auditable memory layer for AI apps and coding agents — Codex, Claude Code, MC 20 Claude Code, Codex, OpenCode 2 3,320 tok
shane9coy/Agent-Skill-Architecture-Guide katana-agent.com A comprehensive reference for building and organizing AI agent skills across Claude Code, 20 Codex, OpenCode 1 2,387 tok
PrunaAI/pruna-skills dashboard.pruna.ai Agent skills and plugins to give your agents access to Pruna API and generation workflows. 20 Codex, OpenCode 1 1,105 tok
risingwavelabs/risingwave-mcp go.risingwave.com RisingWave MCP Server. 20 Codex, OpenCode 1 578 tok
dbos-inc/agent-skills 20 Claude Code 1 1,192 tok
gabrielmoreira/agent-skills-mirror Periodically refreshed mirror of agents, skills, prompts and instruction files from public 20 GitHub Copilot 1 191 tok
stufently/yandex-mcp stufently.github.io MCP servers for Yandex APIs — Search, Wordstat, Webmaster, Metrika, Direct. 94 tools, Clau 20 Claude Code 2 —
donnfelker/loop-skills Autonomous, self-re-prompting agent loops for Claude Code — packaged as independently-inst 20 Claude Code, Codex, OpenCode 2 1,262 tok
ai-screams/HwpForge ai-scream.ai Rust library for programmatic control of Korean HWPX documents — Markdown→HWPX conversion, 20 Claude Code 1 1,891 tok
j4th/mtg-mcp-server Unified MCP server composing Scryfall, Commander Spellbook, 17Lands, EDHREC, Moxfield, Spi 20 Claude Code, Codex, OpenCode 28 4,668 tok
sawrus/agent-guides sawrus.github.io One set of project rules for Claude Code, Codex and OpenCode. A quality gate runs your che 20 Codex, OpenCode 1 733 tok
kimimgo/viznoir kimimgo.github.io VTK is all you need. AI-Ready VTK visualization for science and engineering. 20 Claude Code 1 2,647 tok
OrangeproAI/orangepro-mcp OrangePro local-first CLI + MCP server for behavior mapping, grounded test generation, and 20 Claude Code 1 1,550 tok
epicsagas/epic-harness epicsagas.github.io Multi-tool AI agent harness — 22 skills, self-evolving engine, unified memory, autonomous 20 Claude Code, Codex, OpenCode 3 4,815 tok
kamioj/spec-workflow Personal Claude Code plugin marketplace for SDD workflow (research / ask / propose / apply 20 Claude Code 1 5,184 tok
ZenMux/skills ZenMux Skills Repo 20 Claude Code, Codex, OpenCode 2 1,286 tok
rblank9/cross-claude-mcp crosswi.re A message bus that lets AI assistants talk to each other. Works with Claude, ChatGPT, Gemi 20 Claude Code 1 536 tok
rfxn/rdf rfxn.github.io Governance-driven AI development framework -- convention enforcement, quality gates, and d 20 Claude Code 1 1,008 tok
wd041216-bit/zero-api-key-web-search pypi.org Jev-powered search infrastructure for AI agents: zero API keys, MCP-ready, LLM-context awa 20 Claude Code, Codex, Gemini CLI, Kiro 5 644 tok
cofin/flow Context-Driven Development toolkit for AI agents — spec-first planning, TDD workflow, and 20 Codex, OpenCode 1 815 tok
ashlrai/phantom-secrets phm.dev Stop AI coding agents from leaking your API keys. Local proxy + MCP that swaps real secret 20 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 7,676 tok
ChouChiu/heya-skill hs.wwchun.top In-depth analysis based on Bilibili creator Heya's video titles, teaching AI to learn Heya 20 Codex, OpenCode 1 1,318 tok
Lykhoyda/ask-llm lykhoyda.github.io MCP server and CLI for second opinions: lets Claude Code, Codex and Cursor consult Codex, 20 Codex, OpenCode 1 1,775 tok