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
Sunbird-Knowlg/knowledge-platform Repository for Knowledge Platform - 2.0 17 Claude Code 7 1,219 tok
Trustless-Work/trustlesswork-backoffice dapp.trustlesswork.com Backoffice for smart escrows 17 Claude Code, Codex 15 —
Veblin/invest-skills A-stock research assistant, for learning purposes only and not for use as a basis for deci 17 Claude Code, Codex, OpenCode 2 5,204 tok
team-mirai-volunteer/video-processor video-processor-webapp.vercel.app A tool for processing videos 17 Claude Code 12 1,170 tok
wordbricks/onequery onequery.dev One interface for your whole data stack, with built-in safeguards and a simpler workflow f 17 Claude Code, Codex, OpenCode 21 354 tok
developerz-ai/open-mmorpg The best open-core MMORPG engine — Rust server + client, Bun/SolidJS operator web. Origina 17 Claude Code, Codex, OpenCode 11 2,427 tok
strandzen/AppImage-Manager Lightweight MacOS style AppImage installer with management options. Built for KDE Plasma 6 17 Claude Code, Gemini CLI 2 22,559 tok
painted-porch/marcus marcus-ai.dev 17 Claude Code, Codex 4 5,698 tok
ton-ai-core/contract-knowledge 17 Cursor, Windsurf 2 2,599 tok
emersonjds/santi getsanti.app santi — free, open-source, self-hosted project management and issue tracker for agile team 17 Claude Code 11 —
sideshowroberto/vfx-agent-toolkit Claude Code plugin marketplace + MCP connectors for VFX production - Nuke, Houdini, Unreal 17 Claude Code 1 730 tok
Abilityai/agent-corbin Business management assistant with Google Workspace integration 17 Claude Code 24 8,005 tok
Merck/ReactiveDynamics.jl merck.github.io A timed, stochastic, resource-constrained Petri net / discrete-event engine for modeling b 17 Claude Code, Codex, Gemini CLI, OpenCode 3 4,712 tok
stackhawk/agent-skills docs.stackhawk.com Security testing skills for AI coding agents. Find and fix exploitable vulnerabilities wit 16 Claude Code, Codex, OpenCode 2 2,352 tok
gemini-cli-extensions/angular Angular Extension for Gemini CLI 16 Gemini CLI 1 442 tok
terrense/ros2-multimodal-robot-collab 16 Claude Code 3 —
qualixar/slm-mesh Peer-to-peer communication for AI coding agents. 8 MCP tools, full CLI, Python client. Par 16 Claude Code 5 —
6ixGODD/mine Document-driven software engineering for coding agents, with Git worktrees, execution grap 16 Codex, OpenCode 1 2,222 tok
SummerSec/AI-Inner-Os AI Inner OS is a plugin for AI CLI tools, supporting Claude Code, Codex CLI, Cursor, and O 16 Claude Code 1 3,502 tok
playbookscom/playbooks-cli Add skills, MCPs, and context to your agents to make them smarter. 16 Codex, OpenCode 1 1,510 tok
hildersantos/things-mcp 16 Claude Code 1 693 tok
eat-pray-ai/wingman Showcase your AI pair usage — SVG cards, resumes, and more. 16 Codex, OpenCode 1 422 tok
thoreinstein/aix thoreinstein.github.io A unified CLI for managing AI coding assistant configurations across platforms. 16 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 3 4,455 tok
jonlwowski012/copilot-agent-factory Transform any codebase into an AI-powered development environment by automatically detecti 16 Claude Code, GitHub Copilot 17 6,065 tok
kirklin/cursor-thinking Enhanced thinking chain and reasoning capabilities for Cursor AI Assistant | A set of rule 16 Cursor 1 3,164 tok
jamesbrink/mcp-coroot MCP server for Coroot observability platform - integrate monitoring, troubleshooting, and 16 Claude Code 3 1,901 tok
khaoss85/mcp-orchestro Transform product ideas into reality with an intelligent orchestration system that bridges 16 Claude Code 5 —
ssssota/chapplin chapplin.vercel.app chapplin is a MCP Apps and ChatGPT Apps framework. 16 Codex, OpenCode 1 803 tok
kvncampos/nautobot_mcp kvncampos.github.io Nautobot Model Context Protocol (MCP) Server - Contains STDIO and HTTP Deployments with Em 16 Claude Code 1 —
jbenshetler/mcp-ragex MCP server for intelligent code search: semantic (RAG), symbolic (tree-sitter), and regex 16 Claude Code 1 832 tok
authprobe/authprobe authprobe.com authprobe pinpoints MCP OAuth failures 16 Codex, OpenCode 1 1,121 tok
ovr/vibecoder-connector Bridges the gap between your IDE and your body 16 Claude Code 1 446 tok
dend/guildbridge 🏰 Remotely hosted MCP server for Discord 16 Claude Code 1 1,065 tok
wayne930242/Reflexive-Claude-Code A skills-driven Agentic Context Engineering / Harness Engineering workflow for Claude Code 16 Claude Code 1 667 tok
Mallikarjun-Roddannavar/ai-testcase-generator-mcp An Model Context Protocol(MCP) server that generates comprehensive API test cases (positiv 16 GitHub Copilot 1 629 tok
CarlDog/openchronicle-mcp Memory database for LLM agents — persistent keyword + optional semantic memory, project na 16 Claude Code, Codex, GitHub Copilot, OpenCode 3 22,690 tok
multiplex-ai/muggle-ai-works muggletest.com An acceptance test agent that keeps your AI agent team building to your taste. Works with 16 Claude Code, Codex, OpenCode 6 2,456 tok
20alexl/claude-engram The flight recorder for Claude Code. Persistent memory across sessions, hook-level capture 16 Claude Code 1 9,931 tok
kajidog/mcp-tts-voicevox kajidog.github.io VOICEVOX MCP Server (MCP Apps対応) 16 Claude Code 1 2,803 tok
dotneet/aica aica(AI Code Analyzer) reviews your code using AI. Supports CLI and GitHub Actions. 16 Cursor 1 133 tok
isaacsight/kernel kernel.chat Three packages: @kernel.chat/agent-os (POSIX for AI agents — capabilities, namespaces, quo 16 Claude Code, Codex, OpenCode 2 1,709 tok
atman-33/kiro-for-codex-ide marketplace.visualstudio.com VS Code extension for spec-driven development with Codex CLI, leveraging OpenAI’s Codex VS 16 Codex, OpenCode 5 863 tok
sonisoft-cnanda/now-sdk-ext-mcp MCP server for ServiceNow — enables AI assistants (Claude, etc.) to execute scripts, query 16 Claude Code, Codex, OpenCode 2 3,479 tok
oodaris/autocodex autocodex orchestrates a structured loop: ideate → plan → implement → review → test 16 Codex, OpenCode 1 821 tok
kaustubhhiware/agent-skills-fullstack-development How to use agent skills for fullstack development: design, planning, development 16 Claude Code, Codex, OpenCode 2 142 tok
bekirdag/docdex A document index with MCP, http and client support. https://docdex.org/ 16 Codex, OpenCode 1 9,725 tok
Curt-Park/claudeview Terminal dashboard for real-time Claude Code session monitoring — k9s-style TUI with live 16 Claude Code 1 64 tok
phazonoverload/devadvokit devadvokit.com Agent Skills for Developer Advocates 16 Codex, OpenCode 1 1,082 tok
MuhammadHasbiAshshiddieqy/OpenClawn Lightweight, safe, self-improving multi-role AI agent framework. Hybrid local + cloud LLMs 16 Claude Code 1 6,049 tok
zeke/preview-deployments-skill agentskills.io An agent skill to add preview deployments to your Cloudflare apps using GitHub Actions wor 16 Codex, OpenCode 1 253 tok