How real projects configure their agents

44,969 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 agents8,530Claude Code6,887Git and workflow3,618Data and AI3,582Backend and APIs3,558Languages3,485Planning3,325Code review2,903Testing2,691DevOps and cloud2,482Writing and docs2,481Memory and context2,373Research2,322Frontend2,310Security2,179Project management1,971

All Claude Code32,523 Codex24,842 OpenCode23,761 GitHub Copilot3,723 Gemini CLI2,038 Cursor1,771 Windsurf201 Kiro116

Project Stars Configures Files Always loaded
sibblegp/ODAI ODAI - Multi Agentic AI Tool System (Text and Voice) 21 Claude Code, Codex, OpenCode 2 4,835 tok
eastlondoner/emceepee MCP server to dynamically connect to other MCP servers & exposes the entire MCP protocol v 21 Claude Code 1 829 tok
AnisurRahmann/llm-wiki-kit 21 Claude Code 1 462 tok
mosheavni/dotfiles avni.us 😎 21 Claude Code 1 1,643 tok
dvlin-dev/agent-trace Desktop app for tracing Claude Code API traffic, sessions, tools, and thinking blocks 21 Claude Code 1 1,587 tok
pento/claudaborative-editing An MCP server for real-time collaborative editing of WordPress posts between Claude Code a 21 Claude Code 1 4,542 tok
gilestrolab/ethoscope lab.gilest.ro a platform from monitoring animal behaviour in real time from a raspberry pi 21 Claude Code 1 3,550 tok
talnetd/apex-kube-manager apex-kube-manager 21 Claude Code 1 10,279 tok
kalligator/ulauncher-gemini-direct ext.ulauncher.io Get answers from Gemini AI directly in your Ulauncher window. 21 Claude Code, Codex, OpenCode 2 848 tok
isartor-ai/Isartor Open-source Prompt Firewall — deflect up to 95% of redundant LLM traffic before it leaves 21 Claude Code, GitHub Copilot 2 3,741 tok
Kurogoma4D/file-search-mcp A specialized Model Context Protocol (MCP) server for full-text search within a filesystem 21 GitHub Copilot 1 1,101 tok
cyberash-dev/veche MCP server for bounded multi-agent committee meetings — Codex + Claude Code deliberate in 21 Claude Code, Codex, OpenCode 4 4,851 tok
PixelML/reachy-mini-mcp ishi.so Reachy mini MCP server for The On-Device Architect 21 Claude Code 1 1,002 tok
ilang-ai/Mem-Forever ilang.ai Every AI tool forgets you after every session. This repo doesn't. Ever. Zero install, zero 21 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 5 32,520 tok
mocasus/paleo 🦴 paleo — token-saving skills for LLM agents: compress output, trim context, cap budget ( 21 Claude Code, Codex, Gemini CLI, OpenCode 3 699 tok
ConnorGriffin/skills Portable coding-agent skills for UI mockups, browser verification, Codebase Memory, and is 21 Claude Code, Codex, OpenCode 2 504 tok
nicolasmaldonadoj/google-ads-cli-toolkit Toma control de tu Google Ads, GTM y GA4 desde la terminal — kit open source con playbook 21 Claude Code 1 1,909 tok
EslaMx7/ai-trailers npmjs.com Capture AI coding tool prompts as standard git trailers in commit messages. Supports Claud 21 Claude Code 3 555 tok
royashbrook/hush royashbrook.com a secret store for ai agents with one rule: the agent never sees the plaintext. get a secr 21 Codex, OpenCode 1 410 tok
Rainnystone/naive-harness-kit Prompt-first starter kit for Codex and Claude Code workspaces, with bootstrap, upkeep, and 21 Claude Code, Codex, OpenCode 2 908 tok
ManageXR/claude-unity-bridge A file-based Command Protocol enabling Claude Code to trigger Unity Editor operations. Bui 21 Claude Code, Codex, OpenCode 2 5,054 tok
PyModel/pythinker-cli pythinker.com Think first, then code. Where Claude Code and Codex jump straight to writing, this stays r 21 Claude Code, Codex, OpenCode 4 9,255 tok
jorgegorka/ariadna Ruby on rails meta-prompting, context engineering and spec-driven development system for C 21 Claude Code 2 1,061 tok
evanlong-me/model-usage npmjs.com Zero-config CLI for analyzing AI model usage & costs across all local TUI tools — pi, Clau 21 Codex, OpenCode 1 1,868 tok
braintrustdata/braintrust-claude-plugin braintrust.dev Trace Claude Code sessions in Braintrust via the Braintrust Claude Plugin 21 Codex, OpenCode 1 261 tok
dinhnguyenngoc/spec-driven-claude-code AI-automated SDLC pipeline with human-controlled quality gates, for Claude Code — spec bef 21 Claude Code 37 —
pixlie/SmartCrawler smartcrawler.pixlie.com A smart web crawler built in Rust that uses Claude AI to select the most relevant URLs fro 21 Claude Code 1 760 tok
rodspeed/epistemic-memory What should a machine remember about a person? A protocol for AI memory that models who yo 21 Claude Code 2 —
moshehbenavraham/apex-spec-system youtu.be Specification-driven workflow system for AI-assisted development - break large projects in 21 Claude Code, Codex, Gemini CLI, OpenCode 3 198 tok
Accelerated-Innovation/governed-ai-delivery Governed AI Delivery (GovKit) is an open source toolkit for spec-driven, evaluation-aware 21 Claude Code 1 5,807 tok
Eigenwise/tesseron eigenwise.github.io Expose typed web-app actions to MCP-compatible AI agents over WebSocket. TypeScript SDK + 21 Claude Code, Codex, OpenCode 8 1,433 tok
hansipie/ecotokens Token optimizer for Claude Code Gemini CLI & Qwen Code — compresses shell outputs via PreT 21 Claude Code, GitHub Copilot 2 2,858 tok
izzzzzi/agent-assh SSH workflow helper for LLM agents 21 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,867 tok
seancrowe01/ads-machine instagram.com Closed-loop ad intelligence system built in Claude Code. Scrape competitors, grade by long 21 Claude Code 13 —
prospectio-ai/prospectio-api-mcp MCP/API server that helps you to connect to different lead generation app 21 GitHub Copilot 1 506 tok
ameshkov/mcp-compress-router Compress all connected MCP into a single router MCP and save up to 99% on tokens 21 Claude Code, Codex, OpenCode 3 6,925 tok
iliaal/codesage Code intelligence engine for AI coding agents. Structural graph queries plus semantic sear 21 Claude Code, Codex, OpenCode 4 4,725 tok
pomerium/mcp-app-typescript-template pomerium.com An MCP app template using Pomerium, the Model Context Protocol (MCP) TypeScript SDK, with 21 Claude Code, Codex, OpenCode 2 2,098 tok
rumi-chan/league-client-mcp Connect Claude, Antigravity to League Client via MCP & Pengu Loader. 21 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 14,093 tok
IvanMurzak/MCP-Plugin-dotnet .NET MCP bridge: expose app methods/data as MCP tools, prompts, and resources via an in-ap 21 Claude Code, Codex, GitHub Copilot, OpenCode 4 1,282 tok
SmythOS/smyth-docs smythos.com Everything you need to build, deploy, and collaborate with agents. Ride the llama, avoid t 21 Claude Code 1 683 tok
pioner92/symbolpeek-mcp Ask for the symbol, not the file. Token-efficient MCP server giving AI coding agents sym 21 Claude Code 1 354 tok
footprintjs/agentfootprint agentfootprint.dev TypeScript AI agent framework with recorded context, tool calls and decisions, plus config 21 Claude Code, Codex, OpenCode 4 12,692 tok
thomast1906/github-copilot-skills-terraform Template repository providing specialized GitHub Copilot agents and reusable skills for Te 21 Codex, GitHub Copilot, OpenCode 2 4,676 tok
kychee-com/run402-core run402.com Open-source, self-hostable server and runtime core for Run402 — backend infrastructure for 21 Claude Code, Codex, OpenCode 2 268 tok
berabuddies/puffer puffer-orpin.vercel.app 21 Codex, OpenCode 1 2,940 tok
10xHub/Agentflow agentflow.10xscale.ai Production-grade framework for building multi-agent AI systems. Graph-based orchestration, 21 Claude Code, GitHub Copilot 3 5,014 tok
JSONbored/mem0-aio aethereal.dev Unraid CA template and Docker build for Mem0 (OpenMemory). This mega-container utilizes s6 21 Codex, OpenCode 1 292 tok
buYoung/skills Initialize projects with AGENTS.md 1.1 standard support for seamless AI agent collaboratio 21 Codex, OpenCode 1 1,966 tok
ChrisRomp/copilot-bridge Bridge GitHub Copilot CLI to messaging platforms (Mattermost, Slack, etc.) 21 Codex, OpenCode 1 2,528 tok