How real projects configure their agents

43,636 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 agents7,571Claude Code6,627Data and AI3,684Backend and APIs3,492Languages3,401Planning3,221Git and workflow3,179Code review2,740Testing2,368Memory and context2,365Writing and docs2,309DevOps and cloud2,308Research2,298Frontend2,256Security2,015Productivity1,715

All Claude Code31,984 Codex23,196 OpenCode22,145 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,736 Windsurf133 Kiro79

Project Stars Configures Files Always loaded
Yurich-ru/yandex-ads-mcp MCP server for Yandex Direct, Metrika, Audience & Wordstat APIs — 152 tools for campaign m 30 Claude Code, Codex, OpenCode 4 3,735 tok
redhat-community-ai-tools/harness-eval Evaluate (lint, review, and security-audit) your AI coding agent harness. 30 Claude Code, Cursor 7 1,086 tok
jonradoff/lightcms metavert.io Self-hosted CMS that works human or headless: full admin UI plus REST and MCP APIs, built- 30 Claude Code 1 6,115 tok
Klievan/jlink-mcp marketplace.visualstudio.com Give AI hands to touch silicon — an MCP server for SEGGER J-Link, OpenOCD and Black Magic 30 Claude Code 1 1,162 tok
edvardgrishin27/frameproof An agent that watches videos without blind spots and proves it saw them with timecodes. Of 30 Codex, OpenCode 1 334 tok
cabbage2000-lab/textbook-writer-skills A UbD reverse-design-driven teaching material writing skill set, installable in one click 30 Claude Code, Codex, OpenCode 2 5,679 tok
RBraga01/Quality-Engineering-Skills rbraga01.github.io 22 quality engineering skills and 8 agents for AI — ISO 9001, IATF 16949, AIAG-VDA FMEA, V 30 Claude Code 1 417 tok
yuema137/scientific-eval-environments Live Knowledge Base of LLM Agents for Science 30 Claude Code 1 2,977 tok
leanprover/lean-beam Claude/Codex skill and local workflow layer for efficient interaction with Lean 4 and Mont 30 Claude Code, Codex, OpenCode 2 1,600 tok
shuangji66/fluxor A mihomo control panel for Linux 30 Codex, OpenCode 1 6,749 tok
hyperlogue/r3 hyperlogue.github.io Review coding agents without arguing through chat. Comment directly on plans and diffs, le 30 Claude Code, Codex, OpenCode 7 3,749 tok
neoswarm/neosh neoswarm.dev A TUI agent orchestrator for power users. 30 Claude Code, Codex, OpenCode 2 33,979 tok
ou524u/PKUOttoElective2026Spring 30 Claude Code 1 1,871 tok
Chasen-Liao/resume-skills Generate polished resume skills with an Agent in one sentence, and match them to relevant 30 Claude Code, Codex, OpenCode 8 1,067 tok
certinia/debug-log-analyzer-mcp npmjs.com Apex Log MCP Server - AI-powered Salesforce Apex debug log analysis. Find performance bott 30 Claude Code 4 1,585 tok
fishzjp/qa-skills fishzjp.github.io Make AI work like a senior test engineer: a testing engineering Skill framework for AI Age 30 Codex, OpenCode 1 1,261 tok
cubrid-lab/cubrid-mcp-server cubrid-lab.github.io A Model Context Protocol (MCP) server for CUBRID database — enabling LLMs to inspect schem 30 Codex, OpenCode 1 1,565 tok
techysy/10router 10Router — local AI routing gateway & dashboard (a streamlined and optimized version of 9R 30 Claude Code 1 2,747 tok
steveaimkt/proposal-agent-github Proposal agent 30 Claude Code 28 2,026 tok
dcloudio/uni-app-x-ai-rules 30 GitHub Copilot 1 17,451 tok
bigkevmcd/go-configparser An implementation of the Python ConfigParser in Go 30 GitHub Copilot 1 1,673 tok
gonzalop/wombatt A tool for monitoring batteries and inverters. 30 Gemini CLI 1 313 tok
container-registry/harbor-next container-registry.com Next-generation Harbor. Use features before they move upstream. 30 Claude Code, Codex, OpenCode 2 1,074 tok
ai-ecoverse/slicc sliccy.com A browser-native AI agent (claw) for everyone that loves ice cream 30 Claude Code, Codex, GitHub Copilot, OpenCode 13 3,685 tok
Erikote04/Swift-API-Design-Guidelines-Agent-Skill Swift API Design Guidelines Agent Skill for AI coding tools that support the Agent Skills 29 Codex, GitHub Copilot, OpenCode 2 1,478 tok
publisher-skill/publisher Publish HTML frontend games to the AI Game MCP platform. 29 Codex, OpenCode 1 1,801 tok
charlie-labs/daemons Charlie Labs catalog of suggested daemon files and agent skills. 29 Codex, OpenCode 1 1,224 tok
halo-dev/cli npmjs.com CLI for Halo, Halo for Agents. 29 Codex, GitHub Copilot, OpenCode 2 2,095 tok
mennanov/blockwatch Language agnostic linter that keeps your code and documentation in sync and valid 29 Claude Code, Codex, OpenCode 3 2,920 tok
TheWinci/mimirs Local MCP server that gives AI coding agents persistent, searchable memory of your codebas 29 Claude Code 1 1,614 tok
kirbah/mcp-youtube High-efficiency YouTube MCP server: Get token-optimized, structured data for your LLMs usi 29 Codex, OpenCode 1 1,354 tok
tropeai/trope-cua trope.ai Background computer use for desktop agents on Windows and macOS 29 Codex, OpenCode 1 1,285 tok
bennypowers/asimonim bennypowers.dev The Design Tokens Multitool. CLI and go library; LSP and MCP; Generator and converter 29 Claude Code 1 1,930 tok
redis-developer/adk-redis redis-developer.github.io Redis integration for Google Agent Development Kit (ADK) - Memory, Sessions, Search Tools, 29 Claude Code, Codex, OpenCode 2 259 tok
nicholasglazer/gnosis-mcp gnosismcp.com Zero-config MCP server for searchable documentation (SQLite default, PostgreSQL optional) 29 Claude Code 1 3,714 tok
ginkida/agent-dispatch pypi.org MCP server + CLI that lets Claude Code agents delegate tasks to agents in other project di 29 Codex, OpenCode 1 4,481 tok
nidhinjs/prompt-mini A Claude Code plugin that stops vague prompts before they run. Detects your stack, asks ta 29 Claude Code 1 1,208 tok
AgamiAI/agami-core agami.ai The trust layer between AI and your data. Turns your database schema - messy joins, undocu 29 Claude Code 2 1,323 tok
derrickgong87/product-idea-excavator Open-source bilingual Claude Skill for product discovery interviews and high-quality PRDs. 29 Codex, OpenCode 1 6,140 tok
Z-Bra0/Ski skicli.com Install AI agent skills from Git into Claude, Codex, Cursor, and OpenClaw with a manifest, 29 Claude Code, Codex, OpenCode 2 418 tok
Litash/moomoo-api-mcp MCP Server for AI Agents to use Moomoo OpenAPI (https://www.moomoo.com/OpenAPI) 29 Codex, OpenCode 1 143 tok
wcollins/packt-netops-ai-workshop 🔧 Build Intelligent Networks with AI 29 Claude Code, Codex, OpenCode 2 1,075 tok
codefromkarl/ContextAtlas ContextAtlas — context infrastructure for AI coding agents: hybrid retrieval, project memo 29 Codex, OpenCode 1 1,144 tok
kuhumcst/DanNet wordnet.dk The Danish WordNet. 29 Claude Code 4 576 tok
janwilmake/agent-codemode npmjs.com Let the scripts your coding agent writes call your connected MCP servers (no extra auth) 29 Claude Code 1
omixam/pensamiento-critico Skill para Claude Code que analiza textos argumentativos con el marco Paul-Elder (8 elemen 29 Claude Code 1
philngt/contextd philngt.github.io Build system for AI coding-agent context. Generate deterministic, explainable context arti 29 Claude Code 13
democratize-technology/chronos-mcp MCP (Model Context Protocol) server for calendar operations 29 Claude Code 1 1,075 tok
Sitecore/xmcloud-starter-js xmcloud-starter-js-chi.vercel.app 29 Claude Code, Windsurf 2 18,405 tok
pe-menezes/vibeflow vibeflow.run Spec-driven development for AI agents. Define what to build, let the agent build it right. 29 Claude Code, Codex, OpenCode 2 1,217 tok