How real projects configure their agents

23,196 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 agents7,571Claude Code6,627Data and AI3,684Backend and APIs3,492Languages3,401Planning3,221Git and workflow3,179Code review2,740Testing2,368Memory and context2,365Writing and docs2,309DevOps and cloud2,308Research2,298Frontend2,256Security2,015Productivity1,715

All Claude Code31,984 Codex23,196 OpenCode22,145 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,736 Windsurf133 Kiro79

Project Stars Configures Files Always loaded
aarons22/paprika-tools MCP server for Paprika Recipe Manager 7 Codex, OpenCode 1 571 tok
addyosmani/rust-browser Robin - build a web browser engine from scratch in Rust 7 Claude Code, Codex, OpenCode 2 1,666 tok
no-hup/android-perfetto-skill Agent skill: Android Perfetto capture, trace analysis, scored reports (startup, jank, ANR, 7 Claude Code, Codex, OpenCode 2 1,065 tok
jeffrey-groneberg/ghcp_sdk 7 Claude Code, Codex 3
shihyuho/opencode-command-inject Turn your project commands, loaded skills into ready-to-run OpenCode commands. 7 Claude Code, Codex, OpenCode 2 5,407 tok
TheSmuks/ai-project-template Universal starter template for AI/LLM projects. Optimized for Oh My Pi (OMP) with cross-ag 7 Codex, OpenCode 1 1,879 tok
msitarzewski/phase Phase is an open protocol for distributed computation: workloads are discovered, executed, 7 Claude Code, Codex, OpenCode 2 7,956 tok
manti-by/demetra Autonomous coding platform (runtime over harness) 7 Codex, OpenCode 10 3,313 tok
shiaho777/andmx Android-native AI coding agent (AndMX) 7 Codex, OpenCode 1 802 tok
hardy4yooz/buzz-web Standalone browser client for a Buzz Relay 7 Codex, OpenCode 1 1,492 tok
lets-mica/mica-admin dreamlu.net A low-code administration backend based on the open-source mica toolkit, using Maven, Spri 7 Claude Code, Codex, OpenCode 5 5,742 tok
ericxuzhesheng/Convertible-Bond-Pricing-Research This project builds an absolute pricing framework for Chinese convertible bonds using BS a 7 Codex, OpenCode 1 3,893 tok
dosoos/Catpasswd-Hash-Extract Catpasswd Hash Extract Tool 7 Codex, OpenCode 1 223 tok
Habsaec/inpx-book-reader INPX Book Reader — Android client for INPX Library Server (Capacitor + Foliate) 7 Claude Code, Codex, Cursor, OpenCode 19 5,715 tok
spectra-g/scratch-tabs 7 Claude Code, Codex, OpenCode 2 1,210 tok
shuotao/NAVISWORK_MCP 7 Claude Code, Codex, OpenCode 2 2,320 tok
jasonrr/herdr-tally Project-scoped todos & scratchpads for you and your agents. 7 Claude Code, Codex, OpenCode 3 2,010 tok
scorbo2/mcp-light An extremely lightweight MCP server implementation for Java applications. 7 Codex, GitHub Copilot, OpenCode 2 1,386 tok
WhiteGiverMa/meme-skills A collection of meme skills maintained according to the current agent skills open standard 7 Codex, OpenCode 1 1,989 tok
MiiKiyoshi/tex-mcp-web Agentic-first PDF review for LaTeX papers: live web viewer, comment queue, and MCP server 7 Codex, OpenCode 1 21 tok
xiaoxiao341/Chat2Agent An open-source bridge suite that gives the ChatGPT web client local workspace capabilities 7 Codex, OpenCode 1 275 tok
AncientiCe/palace-rs Local-first memory for coding agents — MCP server, single SQLite file, local embeddings 7 Claude Code, Codex, OpenCode 2 2,694 tok
gelse/ssh-mcp Containerized MCP server exposing SSH command execution and SFTP file transfer as tools ov 7 Codex, OpenCode 1 3,377 tok
sunglasses-dev/sunglasses sunglasses.dev Open source input firewall for AI agents, beta. A local scanner checks text, code, PDFs, i 7 Claude Code, Codex, OpenCode 2 1,698 tok
spree/agent-skills spreecommerce.org Agent skills for Spree Commerce — works with Claude Code, Codex, Cursor, Copilot, Cline, A 7 Claude Code, Codex, OpenCode 1 3,126 tok
sanity-io/context sanity.io Tools for building AI agents with structured access to Sanity content 7 Claude Code, Codex, OpenCode 2 1,320 tok
tinhien11/remem-mcp Long-term memory MCP server for AI coding agents. SQLite + FTS5 + vector search, CodeGraph 7 Claude Code, Codex, OpenCode 1 3,501 tok
RosMarinas/Research-Pi Research Pi is a multi-model Agent Runtime for computational research, organized around pr 7 Claude Code, Codex 1
agentprism/agentprism-workflows agentprism.com AgentPrism Workflows — run dynamic agent()/parallel()/pipeline() workflow scripts over any 7 Claude Code, Codex, OpenCode 4 1,710 tok
matskevich/tg-mcp-guarded dual-plane telegram mcp: read-only analytics + guarded actions with anti-spam and block-ri 7 Claude Code, Codex, OpenCode 2 2,847 tok
Ramsbaby/jarvis-board Real-time AI agent collaboration board — agents post decisions, issues & discussions via R 7 Claude Code, Codex, OpenCode 2 957 tok
borgius/kanban-lite borgius.github.io A kanban board for your codebase. Features stored as markdown. 7 Claude Code, Codex, GitHub Copilot, OpenCode 29 1,590 tok
stellar-experimental/stellar-raven raven.stellar.org Stellar MCP server for AI agents: one authenticated gateway to official docs, live ecosyst 7 Claude Code, Codex, OpenCode 10 2,463 tok
alilee/cranelisp Statically typed, jit compiled, pure functional lisp 7 Claude Code, Codex, GitHub Copilot, OpenCode 18 6,595 tok
bybren-llc/rendertrust RenderTrust™ is an open‑source standard Edge-AI Fabric that balances privacy, security, an 7 Claude Code, Codex, Gemini CLI, OpenCode 75 5,888 tok
erlef-cna/varsel Varsel is the software behind the EEF CNA. 7 Claude Code, Codex, OpenCode 2 22,996 tok
TryGhost/Deploy Shipit plugin that deploys internal Ghost projects to servers over SSH 7 Claude Code, Codex, OpenCode 2 1,307 tok
supremehui/-Auto-Accounting An AI-powered Android automated expense-tracking tool 7 Claude Code, Codex, Gemini CLI, OpenCode 3 2,264 tok
hybridlabor-api/bdb-dev-optimized-agent-skills A Curated AI AGENT OS – Optimized agent skills and add-ons like memB, OpenWiki, Heimdall T 6 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 7 2,961 tok
ainetx/FDD Feature Driven Design AI Framework 6 Codex, OpenCode 1 1,040 tok
GrillerGeek/idd-framework A process framework for teams building software with AI coding agents. Replaces Epics/Feat 6 Claude Code, Codex, GitHub Copilot, OpenCode 3 5,506 tok
Kripu77/software-factory Lanes, tickets, and a human merge. Runner and telemetry are plugs. 6 Codex, OpenCode 1 1,052 tok
cyanseek/dsh-landscape Agent-first DeepSeek Harness plugin intelligence: verify existing plugins, identify missin 6 Codex, OpenCode 1 190 tok
fantay0312/ida-pro-mcp-plus Enhanced IDA Pro MCP Server - multi-instance broker + bulk export for AI analysis 6 Claude Code, Codex, OpenCode 2 2,263 tok
orifisher2/sqlike sqlike.com MCP server and CLI for sqlike: deterministic SQL analysis and query-equivalence checking. 6 Codex, OpenCode 1 560 tok
New1Direction/webmcp-anything wmcp.sh Turn any URL into agent-callable MCP tools. One spec-compliant MCP server endpoint, no per 6 Codex, OpenCode 1 4,267 tok
fulcradynamics/fulcra-context-mcp 6 Codex, OpenCode 1 2,997 tok
memo-fs/memofs docs.memofs.dev File-first memory runtime for AI agents — versioned, portable, and always there when the n 6 Codex, OpenCode 1 646 tok
SunrisesIllNeverSee/sigrank-app signalaf.com SigRank SignalAF — AI operator evaluation leaderboard. Ranks how efficiently you use AI by 6 Claude Code, Codex, OpenCode 4 3,652 tok
wklm/beacio-sdk beacio.com Web Bluetooth SDK for iOS Safari — https://beacio.com 6 Codex, Cursor, OpenCode 2 1,348 tok