How real projects configure their agents

1,769 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 agents8,442Claude Code6,875Data and AI3,584Git and workflow3,574Backend and APIs3,550Languages3,468Planning3,315Code review2,876Testing2,653DevOps and cloud2,462Writing and docs2,461Memory and context2,373Research2,315Frontend2,301Security2,167Project management1,944

All Claude Code32,436 Codex24,692 OpenCode23,614 GitHub Copilot3,700 Gemini CLI2,016 Cursor1,769 Windsurf202 Kiro113

Project Stars Configures Files Always loaded
Bike4Mind/bike4mind bike4mind.com The open-core AI workbench — notebooks, agents, RAG, voice, and images across any model: O 94 Claude Code, Cursor 2 5,010 tok
leboncoin/spark-web main--69d967830091f4360fd30d22.chromatic.com ✨ Simple, Modular & Accessible UI Components for your React Applications 94 Claude Code, Codex, Cursor, OpenCode 17 769 tok
Weaverse/shopify-hydrogen-skills weaverse.io Dedicated agent skills for building, upgrading, and maintaining Shopify Hydrogen storefron 93 Codex, Cursor, OpenCode 2 1,710 tok
LonelyHerbivore/Trellis-Herbivore Trellis-Meta 92 Claude Code, Codex, Cursor, OpenCode 38 3,579 tok
fancy1108/Clutch fancy1108.github.io Local AI multi-agent orchestration desktop app (Tauri · LangGraph) 92 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 5,435 tok
d3mocide/Sovereign_Watch Distributed Multi-INT Fusion Center designed for decentralized situational awareness. 91 Claude Code, Codex, Cursor, OpenCode 28 4,475 tok
zwl467135974/lumina Lumina is an enterprise-grade AI Agent development framework built on AgentScope Java and 91 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 17 9,612 tok
wiseman/osm-mcp Model Context Protocol server for OpenStreetMap data 90 Cursor 1 398 tok
WayneJin0918/Omni-Rewriter waynejin0918.github.io Open agentic prompt-expansion harness for image and video generation, bridging polished de 89 Codex, Cursor, OpenCode 4 141 tok
rwliebs/Dossier dossierbuilds.app Visual planning and context control for shipping big apps with AI coding. Build from scrat 88 Claude Code, Codex, Cursor 30 —
qpd-v/mcp-DEEPwebresearch Enhanced MCP server for deep web research 88 Cursor 1 62 tok
synaptic-ai-consulting/AAMAD A Context Engineering Framework for AI-Assisted Multi Agent Applications Development 88 Claude Code, Cursor 6 —
ThreeMoonsLab/agents-shipgate threemoonslab.com The deterministic merge gate for AI-generated agent capability changes — a local-first, st 87 Claude Code, Codex, Cursor, OpenCode 5 20,963 tok
the-cafe/git-ai-commit pypi.org let AI write your commit messages 87 Claude Code, Cursor 2 617 tok
agency-ai-solutions/agency-starter-template agency-swarm.ai 85 Claude Code, Codex, Cursor, OpenCode 13 1,986 tok
elliot35/deterministic-agent-control-protocol npmjs.com Governance gateway for AI agents — bounded, auditable, session-aware control with MCP prox 83 Cursor 1 —
AGI4Sci/SciForge agi4sci.github.io SciForge research Agent desktop client source code (Apache-2.0): human control plane and e 83 Claude Code, Codex, Cursor, OpenCode 19 553 tok
speedpy/speedpy speedpy.com Free, MIT-licensed Django SaaS boilerplate for the AI era — production-ready APIs, teams, 82 Claude Code, Codex, Cursor, OpenCode 3 20,862 tok
vamshi4001/saas-clawds 82 Codex, Cursor, OpenCode 2 1,571 tok
snyk/snyk-ls snyk.io Language Server used by IDEs as Snyk Backend for Frontends 82 Claude Code, Codex, Cursor, OpenCode 9 1,485 tok
holger1411/astrodeck astrodeck.dev 81 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 27 10,121 tok
amaynez/kiro-style-sdd Kiro Style Spec Driven Development using any LLM 81 Claude Code, Codex, Cursor 4 162 tok
sathish316/pied-piper Pied Piper is a team of AI SubAgents that can autonomously/semi-autonomously work on long- 81 Claude Code, Cursor 15 —
kivo360/OmoiOS omoios.dev Turn feature specs into merged PRs with a self-supervising swarm of coding agents — parall 80 Claude Code, Codex, Cursor, OpenCode 31 6,385 tok
parterburn/dabble.me dabble.me A private journal over email service. 80 Codex, Cursor, OpenCode 2 1,751 tok
Zizka-ai/ZizkaDB db.zizka.ai Self-hosted DB for AI agents. Prove why an agent did something , causal lineage (why()), 80 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 8 3,871 tok
AgentAnycast/agentanycast Connect AI agents across any network — zero config, encrypted, skill-based routing 79 Cursor 1 473 tok
CCDawn/Vibelution Local multi-Agent platform: build AI teams that communicate, collaborate, and evolve for a 79 Codex, Cursor, OpenCode 2 3,726 tok
XiaoYiWeio/deepsafe-scan Universal preflight security scanner for AI coding agents — Detects hooks injection, crede 77 Claude Code, Codex, Cursor, OpenCode 3 1,625 tok
gaoweiblue-source/skill_lab 77 Claude Code, Codex, Cursor, OpenCode 3 79 tok
mzxrai/mcp-openai Chat with OpenAI models from Claude Desktop 77 Cursor 1 62 tok
littlebearapps/untether untether.cc Run your coding agents from Telegram. A bridge for Claude Code, Codex, OpenCode, Pi and An 75 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 36 5,532 tok
bahdotsh/indxr A fast codebase indexer and knowledge wiki for AI agents. 73 Claude Code, Cursor 4 3,890 tok
pinecone-io/pinecone-mcp Connect your Pinecone projects to Cursor, Claude, and other AI assistants 72 Claude Code, Cursor 10 —
nitinjain999/platform-skills A platform engineering handbook covering Kubernetes, OpenShift, Argo CD, Flux CD, AWS, Azu 71 Claude Code, GitHub Copilot, Cursor 3 8,537 tok
Synthesys-Lab/assassyn Asynchronous semantics for architectural simulation and synthesis. 71 Claude Code, Codex, Cursor, OpenCode 30 347 tok
ssdeanx/deep-research-mcp-server deanmachines.com MCP Deep Research Server using Gemini creating a Research AI Agent 70 Cursor 1 10,405 tok
toheart/cursor-agent Use OpenClaw chat conversations to call the local Cursor Agent CLI for in-depth project co 68 Claude Code, Codex, Cursor, OpenCode 10 1,088 tok
pansila/mcp_server_gdb MCP Server to expose the GDB debugging capabilities 68 Cursor 1 5,013 tok
johnneerdael/multiplatform-cursor-mcp 68 Cursor 1 1,045 tok
ebibibi/ebi-agent-chat-relay One cockpit for all your coding agents: a web console (plus Discord & Teams) to run Claude 66 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 15 8,545 tok
seldonframe/seldonframe seldonframe.com Open-source AI front-office factory for agencies serving local businesses: website, bookin 66 Claude Code, Codex, Cursor, OpenCode, Windsurf 22 5,556 tok
icraft2170/youtube-data-mcp-server 65 Cursor 1 410 tok
ruaan-deysel/unraid-management-agent Go-based Unraid plugin monitor and control your Unraid system via REST API, WebSocket, MCP 65 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 20 10,246 tok
sandraschi/blender-mcp Headless Blender automation via FastMCP — 41 portmanteau tools (150+ ops). Batch mesh/VSE/ 65 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 8 971 tok
trueLoving/Pixuli pixuli-web.vercel.app 🖼️ Pixuli - AI-based image analysis, automatic tag generation, and batch processing. 64 Codex, Cursor, OpenCode 3 538 tok
qingzhoupro/afsim-skill AFSIM-SKILL is an AI coding assistant designed for the AFSIM (Advanced Framework for Model 64 Claude Code, Cursor 4 —
Meeting-BaaS/speaking-meeting-bot Fully autonomous speaking bots built using the MeetingBaas API and Pipecat. 61 Cursor 1 20,951 tok
daryllabar/XrmUnitTest Xrm Unit Testing Framework With "In Memory" CRM server 61 GitHub Copilot, Cursor 2 1,163 tok
fuwenhao12/academic-ref-inserter 60 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 6 3,753 tok