How real projects configure their agents

24,815 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 agents8,505Claude Code6,886Git and workflow3,611Data and AI3,580Backend and APIs3,556Languages3,487Planning3,327Code review2,899Testing2,686Writing and docs2,480DevOps and cloud2,479Memory and context2,375Research2,323Frontend2,308Security2,172Project management1,965

All Claude Code32,517 Codex24,815 OpenCode23,733 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,770 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
schplitt/mc8yp Full Cumulocity API access for AI agents via MCP, with fine-grained control 6 Claude Code, Codex, OpenCode 2 15,030 tok
mrorigo/code-flow-mcp Cognitive Load Optimized Code Analysis Tool 6 Codex, OpenCode 1 1,260 tok
Ramakrishnan24689/agent365-mcpapp Agent 365 — Reference implementation of an authenticated MCP App for M365 Copilot with Gra 6 Codex, OpenCode 1 1,078 tok
willhou/admob-mcp MCP server for Google AdMob API 6 Claude Code, Codex, OpenCode 2 1,856 tok
CRACKISH/mcp-creatio npmjs.com MCP server for Creatio CRM. Connect ChatGPT, Claude, and GitHub Copilot to Creatio via Mod 6 Codex, OpenCode 1 12,028 tok
vjik/my-prompts-mcp Lightweight MCP server for providing user prompts defined in Markdown with argument suppor 6 Codex, OpenCode 1 64 tok
kurcontko/mnemotree Memory module for LLMs and Agents with MCP 6 Claude Code, Codex, OpenCode 4 743 tok
afairai/afair afair.ai The open-source, self-organizing memory for all your AI tools. Single-tenant, yours, over 6 Claude Code, Codex, OpenCode 2 8,545 tok
MarlonJD/web-debug-mcp Evidence-first local MCP debugger for React, Vite, Next.js, Chromium, and Safari: reproduc 6 Codex, OpenCode 1 699 tok
recla93/Neuron Persistent semantic memory for AI. An MCP server that turns every conversation into a livi 6 Codex, OpenCode 1 445 tok
jiahuidegit/ssh-mcp-server SSH MCP Server - A secure remote server management tool based on the MCP protocol 6 Codex, OpenCode 1 143 tok
cyberpapiii/imessage-max MCP server for iMessage - AI-optimized tools for reading and sending messages 6 Claude Code, Codex, OpenCode 2 5,933 tok
dvd90/chassis dvd90.github.io Lightweight, decorator-driven Express + TypeScript backend starter — clone, run, ship. AI- 6 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,829 tok
jcode-works/jcode-ragmir ragmir.com Cited local project context for coding agents: open-source TypeScript library, CLI and MCP 6 Claude Code, Codex, OpenCode 2 3,831 tok
mahadansar/sol-luna-orchestrator npmjs.com Adaptive orchestration for OpenAI Codex — decide when to delegate, route bounded work to i 6 Codex, OpenCode 1 885 tok
EYH0602/skillshub skillshubco.com Unified package manager for agent skills, with version control!! 6 Claude Code, Codex, OpenCode 2 1,047 tok
TJC-LP/sanzaru Lightweight Multimodal MCP Server built with the OpenAI API 6 Claude Code, Codex, OpenCode 4 20,727 tok
angrysky56/astermind-elm-mcp A local Model Context Protocol server for training small text classifiers with Extreme Lea 6 Codex, OpenCode 1 686 tok
klauern/mcp-ynab 6 Claude Code, Codex, OpenCode 5 1,353 tok
chadru/assessor-lookup-public API-first county assessor record lookup, MLS discrepancy checks, and a local MCP server fo 6 Claude Code, Codex, OpenCode 9 7,714 tok
hampsterx/gemini-mcp-bridge [DEPRECATED] MCP bridge for Gemini CLI. Google is retiring Gemini CLI on 2026-06-18 in fav 6 Codex, OpenCode 1 2,211 tok
GleidsonFerSanP/pdf-utilities-mcp 6 Codex, OpenCode 1 2,480 tok
constant-itis/gimp-mcp Drive GIMP 2.10 from Claude (or any MCP client) via the Script-Fu bridge — 53 tools + an A 6 Codex, OpenCode 1 780 tok
AgentsKit-io/agentskit-registry registry.agentskit.io Ready-to-use AI agents for AgentsKit — shadcn-style: copy the source into your project. re 6 Claude Code, Codex, OpenCode 2 611 tok
AlvisoOculus/optionsahoy-mcp optionsahoy.com Free equity-compensation tax optimizer for AI agents — ISO/AMT, NSO, RSU sell-vs-hold, QSB 6 Codex, Gemini CLI, OpenCode 2 2,717 tok
mrslbt/rakuten-mcp npmjs.com MCP server for the Rakuten Web Service API. 28 read-only tools across Ichiba (e-commerce), 6 Codex, OpenCode 1 4,319 tok
tokenrip/cli tokenrip cli 6 Codex, OpenCode 1 11,495 tok
cherninlab/ennodia ennodia.cherninlab.com Connects the AI agents you use: your agent hands a task to another and gets the answer bac 6 Claude Code, Codex, OpenCode 3 153 tok
dynamitecircle/dc dynamitecircle.com The official Python client for the Dynamite Circle Member API — your own profile, trips, e 6 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 5 3,269 tok
sidebutton/sidebutton sidebutton.com Open-source browser automation for AI agents. MCP server + Chrome extension + YAML workflo 6 Codex, OpenCode 1 405 tok
geeknees/wakatime-mcp npmjs.com An MCP server that exposes WakaTime summary tools over stdio. 6 Codex, OpenCode 1 333 tok
Vit129/agy-plugin-cc Claude Code plugin for Google's Antigravity (agy) CLI — job tracking, background execution 6 Claude Code, Codex, OpenCode 3 815 tok
sandraschi/sandraschi Reactivated software engineer in Vienna building a fleet of 100+ MCP servers and DIY robot 6 Claude Code, Codex, OpenCode 2 254 tok
cs0lar/treelang A typed orchestration language for AI-generated, validated tool programs that execute loca 6 Codex, OpenCode 1 4,066 tok
Zts0hg/codexspec zts0hg.github.io A Requirements-First Spec-Driven Development (SDD) toolkit for Codex and Claude Code with 6 Claude Code, Codex, OpenCode 2 16,958 tok
pleasedodisturb/llm-safe-haven One-liner for AI solo developers to fasten the security bolts on their systems 6 Claude Code, Codex, OpenCode 2 2,287 tok
jasonhnd/life_OS agentskill.sh 🏛️ Manage your life with a 1,400-year-old governance framework. 15 AI agents with separat 6 Codex, OpenCode 1 670 tok
Mr-AK-AI/agent-office Terminal-native delegation for local CLI agents. Launch and message real agents in isolate 6 Claude Code, Codex, OpenCode 2 57 tok
winoooops/herdr-agent-watcher Coding-agent observability for Herdr: live sidebar cards, lifecycle notifications, and a z 6 Claude Code, Codex, OpenCode 2 4,894 tok
EvilFreelancer/screenshotting-gui Agent skill for Claude Code, Codex and Cursor: repeatable screenshots of GUI desktop apps 6 Codex, OpenCode 1 907 tok
jlevy/supply-chain-hardening Supply-chain payloads run at install, import, or repo-open time. Copy-pasteable hardening 6 Claude Code, Codex, OpenCode 6 1,947 tok
neul-labs/brat brat.neullabs.com Multi-agent harness for AI coding tools. Crash-safe state, parallel execution, one CLI. 6 Codex, OpenCode 1 323 tok
nsyll/clawdometer-eink Claude Code usage monitor on an e-ink desk gadget — rate-limit meters, live WORKING/NEEDS- 6 Claude Code, Codex, OpenCode 2 2,346 tok
addicted2crypto/DCGP Context governance kernel for LLM agents. Predicts entropy, blocks hallucinations. Pairs w 6 Claude Code, Codex, OpenCode 2 3,610 tok
thanhtung2693/specgate thanhtung2693.github.io Governed handoff and evidence verification for AI coding agents. 6 Claude Code, Codex, OpenCode 2 2,246 tok
zzy2289/better-call-saul AI dispute & negotiation fixer — structured scripts, escalation paths, and risk-aware stra 6 Codex, OpenCode 1 837 tok
shipstatic/ship shipstatic.com The simplest CLI for shareable links to your web files. Password optional. 6 Claude Code, Codex, OpenCode 2 21,663 tok
fmind/agent-supagents pypi.org Maintain shared subagent instructions and generate native coding-tool configurations. 6 Codex, OpenCode 1 860 tok
OmniPass-world/clan-world clan-world.com On-chain Game as an Arena for LLM Agent Swarm Orchestration Testing 6 Claude Code, Codex, OpenCode 4 2,446 tok
mickeyyaya/evolve-loop mickeyyaya.github.io CI/CD for AI-written code: a different model audits each change, and deterministic gates d 6 Claude Code, Codex, Gemini CLI, OpenCode 7 17,524 tok