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
stixez/droid-mcp SDK for Android — gives local LLMs structured access to phone data (calendar, contacts, SM 33 Claude Code 1 4,073 tok
giantswarm/muster giantswarm.github.io Aggregating MCP server: one authenticated endpoint for every MCP server a platform runs, w 33 Claude Code, Cursor 3 953 tok
suiflex/suitest suitest.suiflex.dev Self-hostable, MCP-native testing platform. Manual test management, deterministic runs, op 33 Claude Code, Codex, Gemini CLI, OpenCode 3 4,876 tok
kts982/mcp-sap-gui MCP server for SAP GUI for Windows automation via the SAP GUI Scripting API. 33 Claude Code 3
OutSystems/outsystems-mcp Plugins for the OutSystems remote MCP. 33 Claude Code, Codex, OpenCode 2 3,611 tok
nekuda-ai/webmcp-kit docs.nekuda.ai Make your website agent-ready: a coding-agent plugin for Claude Code and Codex that adds W 33 Claude Code, Codex, OpenCode 1 571 tok
ReviewStage/luke tryluke.dev An open-source coding agent manager 33 Claude Code, Codex, OpenCode 4 5,706 tok
Yupcha/memXT yupcha.github.io MemXT is a Local long-term memory for Claude Code & coding agents. 100% local 33 Claude Code, Codex, OpenCode 1 379 tok
lacausecrypto/mcp-sports-hub npmjs.com Unified MCP server — 41 sports API providers, 396 tools in one process: scores, stats, odd 33 Claude Code 1 4,066 tok
joiha-steven/quireink quireink.com A blog you host yourself, and an AI agent can run it for you. No algorithm, no ads, no pla 33 Claude Code 4 2,349 tok
Imolatte/claude-cli-telegram Turn your Mac/Linux into a remote Claude Code terminal via Telegram. Spawns real CLI — ses 33 Claude Code 1 345 tok
modxcms-jp/evolution-jp modx.jp 33 Claude Code, Codex, GitHub Copilot, OpenCode 13 4,136 tok
kupzed/catatz catatz.vercel.app A personal finance management app powered by Next.js and Supabase. Key features include tr 33 Claude Code, Codex, Gemini CLI, OpenCode 26 2,822 tok
inflexa-ai/inflexa inflexa.ai Local-first CLI for reproducible biological analysis, with provenance tracked on every ste 33 Claude Code, Codex, OpenCode 28 3,843 tok
wix/skills Wix Skills 32 Claude Code, Codex, GitHub Copilot, OpenCode 3 455 tok
eddyzzl/imagegen-pptx-pipeline Agent skill for ImageGen-driven editable PowerPoint deck generation and strict slide-image 32 Claude Code, Codex, OpenCode 2 378 tok
jmxt3/gitscape.ai gitscape.ai Scan any agent skill — authored or compiled — for prompt injection, secrets, and malicious 32 Claude Code, Codex 56
evan966890/openclaw-bestroll-skills Executive Feishu OpenClaw 4-agent suite with questionnaire, provisioning and onboarding 32 Codex, OpenCode 1 383 tok
Fannon/u-he-preset-randomizer Generate u-he synth presets through randomization and merging of your existing presets. 32 Codex, OpenCode 1 1,656 tok
ethancod1ng/binance-mcp-server npmjs.com A Model Context Protocol (MCP) server for integrating AI assistants with Binance cryptocur 32 Claude Code 1 1,141 tok
quantamixsol/graqle graqle.com Persistent organisational intelligence for AI agents. Turn codebases, documents, policies 32 Claude Code 1 463 tok
verygoodplugins/mcp-evernote MCP server for Evernote integration with note management and synchronization 32 Claude Code, Codex, OpenCode 2 5,054 tok
arcadeai-labs/agent-library arcadeai-labs.github.io Agent Library personal knowledge base with a search and retrieval system MCP Server and CL 32 Claude Code 1 4,612 tok
S2thend/cursor-history-mcp npmjs.com MCP server for browsing, searching, and exporting Cursor AI chat history. 32 Claude Code 10 310 tok
klapaudius/symfony-mcp-server A Symfony package designed for building secure servers based on the Model Context Protocol 32 Claude Code, Cursor 3 1,268 tok
amurshak/congressMCP congressmcp.lawgiver.ai An MCP server allowing AI agents and MCP clients to interface with the Congress.gov API 32 Codex, OpenCode 1 371 tok
thought2code/mcp-annotated-java-sdk thought2code.github.io Build lightweight MCP servers in plain Java with annotations, generated schemas, and no Sp 32 Codex, OpenCode 1 141 tok
aywengo/kafka-schema-reg-mcp A comprehensive Message Control Protocol (MCP) server for Kafka Schema Registry. 32 Claude Code, Codex, Cursor, OpenCode 3 2,940 tok
siqiliu-tsinghua/mma-mcp A MCP server that wraps a local Wolfram Engine, enabling AI assistants (Claude, ChatGPT, e 32 Claude Code 1 2,190 tok
willibrandon/NetContextServer A .NET implementation of the Model Context Protocol enabling AI assistants to explore and 32 Claude Code 1 776 tok
neno-is-ooo/claudify npmjs.com Use Claude Code as an LLM provider with your subscription flat fee instead of pay-per-toke 32 Claude Code 1 888 tok
fastly/fastly-agent-toolkit Fastly skills for AI Agents. 32 Claude Code, Codex, OpenCode 2 44 tok
dososo/agent-loop-skill A skill for long-running AI agent loops with contracts, traces, restarts, scoring, and cle 32 Claude Code, Codex, OpenCode 2 1,588 tok
YCSE/nanobanana-mcp Gemini Vision & Image Generation MCP for Claude Desktop and Claude Code 32 Claude Code 1 923 tok
jianger666/cursor-feedback-extension Save your Cursor monthly quota! Unlimited AI interactions in one conversation via MCP feed 32 Cursor 1
dodobrands/Peekie swiftpackageindex.com An xcresult parser CLI for CI and AI coding agents. 32 Claude Code, Codex, OpenCode 2 1,461 tok
PackmindHub/context-evaluator Evaluator context and documentation setup for ai coding agents 32 Claude Code 1 9,000 tok
myths-labs/muse 🌀 MUSE — Memory-Unified Skills & Execution. A pure-Markdown OS for AI pair programming wi 32 Claude Code, Codex, OpenCode 15 2,390 tok
Numaira-Technology/weclaw-cua numaira.org WeClaw-CUA — A vision-based CLI tool that captures WeChat desktop messages, then generates 32 Claude Code, Cursor 1
vakovalskii/phantom-agent Autonomous AI agent for BitGN PAC1 Challenge — ~86% score with 12 hot-reloadable skills, l 32 Claude Code, Codex, OpenCode 2 2,613 tok
mverab/metaclaw clawbiz.io Founder-first meta-layer to generate production-ready OpenClaw multi-agent setups from one 32 Claude Code, Codex 1
chacosoldier/compabob A customizable Claude Code setup for knowledge workers: agents, safety hooks, skills, memo 32 Claude Code 35 164 tok
micheltlutz/dev-challenge micheltlutz.me Repository with technical challenges for front-end, back-end and mobile 32 Claude Code, Codex, GitHub Copilot, OpenCode 12 3,095 tok
ocbunknown/fastapi-claude-template Agent-first FastAPI template built to pair with Claude Code - opinionated architecture kep 32 Claude Code 4 7,589 tok
floomhq/moto Floom's terminal IDE for AI agents: Claude control plane, Codex workers, Docker runtime, h 32 Codex, OpenCode 1 868 tok
netclaw-dev/skill-server A self-hosted skill server that provides versioned skill feeds for use by agents. 32 Claude Code, Codex, OpenCode 2 877 tok
arvindand/maven-tools-mcp dev.to MCP server providing AI assistants with Maven Central dependency intelligence for all JVM 32 Claude Code, GitHub Copilot 7
anatomia-dev/anatomia anatomia.dev Spec-driven agent harness for Claude Code and Codex — five-agent pipeline (scope, plan, bu 32 Claude Code, Codex, OpenCode 10 129 tok
asynkron/asynkron-skills ASYNKRON developer tools skills — profiler, test runner, code duplication detector, and li 32 Codex, GitHub Copilot, OpenCode 2 1,111 tok
hummingbot/skills skills.hummingbot.org Reusable skills for AI agents to interact with Hummingbot trading infrastructure 32 Claude Code 1 522 tok