How real projects configure their agents

1,724 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 agents7,374Claude Code6,573Data and AI3,706Backend and APIs3,486Languages3,398Planning3,181Git and workflow3,100Code review2,701Memory and context2,354Testing2,311Research2,292DevOps and cloud2,282Writing and docs2,269Frontend2,250Security1,980Productivity1,695

All Claude Code32,004 Codex23,112 OpenCode21,881 GitHub Copilot3,501 Gemini CLI1,902 Cursor1,724 Windsurf62 Kiro40

Project Stars Configures Files Always loaded
snyk/snyk-ls snyk.io Language Server used by IDEs as Snyk Backend for Frontends 83 Claude Code, Codex, Cursor, OpenCode 9 1,343 tok
synaptic-ai-consulting/AAMAD A Context Engineering Framework for AI-Assisted Multi Agent Applications Development 80 Claude Code, Cursor 11
parterburn/dabble.me dabble.me A private journal over email service. 80 Codex, Cursor, OpenCode 2 1,666 tok
AgentAnycast/agentanycast Connect AI agents across any network — zero config, encrypted, skill-based routing 79 Cursor 1 473 tok
speedpy/speedpy speedpy.com Free, MIT-licensed Django SaaS boilerplate for the AI era — production-ready APIs, teams, 79 Claude Code, Codex, Cursor, OpenCode 3 20,453 tok
amaynez/kiro-style-sdd Kiro Style Spec Driven Development using any LLM 78 Claude Code, Codex, Cursor 4 162 tok
vamshi4001/saas-clawds 78 Codex, Cursor, OpenCode 2 1,571 tok
sathish316/pied-piper Pied Piper is a team of AI SubAgents that can autonomously/semi-autonomously work on long- 78 Claude Code, Cursor 15
XiaoYiWeio/deepsafe-scan Universal preflight security scanner for AI coding agents — Detects hooks injection, crede 76 Claude Code, Codex, Cursor, OpenCode 3 1,625 tok
kivo360/OmoiOS omoios.dev Turn feature specs into merged PRs with a self-supervising swarm of coding agents — parall 76 Claude Code, Codex, Cursor, OpenCode 31 6,385 tok
mzxrai/mcp-openai Chat with OpenAI models from Claude Desktop 76 Cursor 1 62 tok
holger1411/astrodeck astrodeck.dev 74 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 27 10,121 tok
bahdotsh/indxr A fast codebase indexer and knowledge wiki for AI agents. 72 Claude Code, Cursor 4 3,890 tok
ssdeanx/deep-research-mcp-server deanmachines.com MCP Deep Research Server using Gemini creating a Research AI Agent 72 Cursor 1 10,405 tok
pinecone-io/pinecone-mcp Connect your Pinecone projects to Cursor, Claude, and other AI assistants 71 Claude Code, Cursor 10
toheart/cursor-agent Use OpenClaw chat conversations to call the local Cursor Agent CLI for in-depth project co 70 Claude Code, Codex, Cursor, OpenCode 10 1,088 tok
Synthesys-Lab/assassyn Asynchronous semantics for architectural simulation and synthesis. 70 Claude Code, Codex, Cursor, OpenCode 30 347 tok
pansila/mcp_server_gdb MCP Server to expose the GDB debugging capabilities 68 Cursor 1 5,013 tok
trueLoving/Pixuli pixuli-web.vercel.app 🖼️ Pixuli - AI-based image analysis, automatic tag generation, and batch processing. 67 Codex, Cursor, OpenCode 3 1,616 tok
johnneerdael/multiplatform-cursor-mcp 67 Cursor 1 1,045 tok
littlebearapps/untether untether.cc Code from anywhere — Telegram bridge for AI coding agents (Claude Code, Codex, OpenCode, P 66 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 34 12,692 tok
dgokcin/dotfiles A repository for storing my dotfiles. 65 Claude Code, Cursor 4
icraft2170/youtube-data-mcp-server 65 Cursor 1 410 tok
zwl467135974/lumina Lumina is an enterprise-grade AI Agent development framework built on AgentScope Java and 65 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 17 9,612 tok
bartholomej/node-csfd-api ČSFD API in JavaScript. Amazing NPM library for scrapping csfd.cz. Now with MCP server 61 Claude Code, Codex, Cursor, OpenCode 5 1,009 tok
daryllabar/XrmUnitTest Xrm Unit Testing Framework With "In Memory" CRM server 61 GitHub Copilot, Cursor 2 1,140 tok
aleyan/dela A task runner that delegates the work to other tools 59 Codex, Cursor, OpenCode 2 150 tok
lktiep/cortex-hub hub.jackle.dev Self-hosted AI Agent Memory + Code Intelligence Platform — one MCP endpoint for persistent 58 Claude Code, Codex, Cursor, OpenCode 10 2,119 tok
dunialabs/peta-core peta.io The Control Plane for MCP — secure vault, managed runtime, audit trail, and policy-based a 58 Claude Code, Codex, Cursor, OpenCode 3 8,861 tok
Harzva/learn-likecc Claude Code source code reverse-recovery project | Source map reverse engineering · archit 58 Claude Code, Codex, Cursor, OpenCode 15 146 tok
doncheli/don-cheli-sdd doncheli.tv Don Cheli — SDD Framework. The most comprehensive Specification-Driven Development framewo 57 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 62 3,547 tok
Meeting-BaaS/speaking-meeting-bot Fully autonomous speaking bots built using the MeetingBaas API and Pipecat. 57 Cursor 1 20,951 tok
ebibibi/ebi-agent-chat-relay Multi-frontend agent relay: run Claude Code, Codex, local, and AG-UI agents from Discord o 56 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 16 7,573 tok
xin-lai/CodeSpirit CodeSpirit is a revolutionary full-stack low-code + AI development framework that achieves 56 Claude Code, Codex, Cursor, OpenCode 48 1,352 tok
fuwenhao12/academic-ref-inserter 55 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 6 3,753 tok
poteto/verification-skill-example Example: project-local verification skill + large-app feature map (fictional Atlas / Harbo 55 Claude Code, Cursor 1
janespace-ai/claw-wallet clawwallet.top Web3 wallet for AI agents (OpenClaw). Self-hosted, non-custodial, multi-chain EVM. 16 tool 54 Claude Code, Cursor 10
poweroutlet2/openground openground.ai On-device documentation search for agents 54 Claude Code, Cursor 2
gaoweiblue-source/skill_lab 54 Claude Code, Codex, Cursor, OpenCode 3 79 tok
qingzhoupro/afsim-skill AFSIM-SKILL is an AI coding assistant designed for the AFSIM (Advanced Framework for Model 54 Claude Code, Cursor 4
SkeneTechnologies/skene-cookbook 700+ AI skills for Claude and Cursor — PLG, marketing, security, DevEx, and more. One comm 53 Codex, Cursor, OpenCode 2 3,860 tok
ruaan-deysel/unraid-management-agent Go-based Unraid plugin monitor and control your Unraid system via REST API, WebSocket, MCP 53 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 14 10,024 tok
doITmagic/rag-code-mcp doitmagic.github.io Privacy-first semantic code navigation MCP server using RAG. Features deep AST multi-langu 53 GitHub Copilot, Cursor 2 743 tok
ifmelate/n8n-workflow-builder-mcp MCP server that allow LLM in agent mode builds n8n workflows for you 52 Cursor 1 67 tok
T1nker-1220/memories-with-lessons-mcp-server I enhance the existing memory mcp server from the official mcp github, so big thanks and c 52 Cursor 1 607 tok
oliverearl/nes-php-glfw An NES emulator written in PHP 8.5 using the OpenGL GLFW extension. 52 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 10,859 tok
hongmaple0820/scale-engine scale-os.hongmaple.top SCALE Engine is an AI engineering scaffolding engine that provides a physical constraint l 52 Claude Code, Codex, Cursor, OpenCode 7 1,215 tok
radiantlogicinc/fastworkflow A framework for building large-scale, deterministic, interactive workflows with a fault-to 52 Claude Code, Codex, Cursor, OpenCode 18 2,117 tok
pomerium/mcp-app-demo Demo application showcasing how to build and secure MCP servers and clients with Pomerium 51 Claude Code, GitHub Copilot, Cursor 3 10,303 tok
erweixin/prompt-challenges prompt-challenges.pages.dev A practical LLM learning path from clear prompting to tool use, IDE collaboration, MCP, Sk 50 Cursor 1 1,498 tok