How real projects configure their agents

24,842 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
KKSurendran06/Foresight-MCP 1 Claude Code, Codex 6 6,970 tok
matdev83/patch-file-mcp-fork Agent‑ready MCP server for precise, cross‑model file edits. Improves context management an 1 Codex, OpenCode 1 664 tok
gdavos007/stat-agent-mcp-spec Statistics Testing Agent 1 Codex, OpenCode 1 1,913 tok
jvanderberg/wikimemory Personal, passkey-protected memory for Claude, Codex, and other MCP clients 1 Claude Code, Codex, OpenCode 2 347 tok
totooss/relaycore RelayCore is a lightweight cross-agent memory and command relay for local AI runtimes. Ins 1 Claude Code, Codex, OpenCode 2 1,478 tok
teslashibe/web-scrape CLI-first website scrape + browser fetch with SSRF/robots guards and optional CapSolver Cl 1 Codex, OpenCode 1 592 tok
rome-protocol/rome-cli The Rome Protocol dev CLI + MCP server — grounded chain facts, build patterns, and the Rom 1 Codex, OpenCode 1 3,781 tok
marcmodin/mcp-prompt-server A demo of a universal prompt mcp that serves custom prompts that can be used in multiple A 1 Claude Code, Codex, OpenCode 5 374 tok
rayven122/mcp-ie-migration-vrt MCP server for paired Edge IE mode and Chromium Edge visual regression testing 1 Codex, OpenCode 1 1,011 tok
routemesh/routemesh-mcp MCP Server for the RouteMesh service 1 Codex, OpenCode 1 365 tok
projectakshith/netsniff MCP Server to sniff website traffic, host mock apis, and load tests 1 Claude Code, Codex 5 —
uscaidev/galpi-korean-law-mcp uscaidev.github.io Read-only MCP server for reviewing Korean laws by purpose 1 Claude Code, Codex, OpenCode 3 351 tok
alrcatraz/astra-aigate A all-in-one system to organise your LLM providers, MCP, and other supportive services for 1 Codex, GitHub Copilot, OpenCode 2 5,248 tok
TresorAlad/Software-Factory-MCP Turn Cursor into a local software factory: 10 MCP agents (architect, QA, security...) 1 Codex, OpenCode 1 521 tok
sandraschi/podman-mcp FastMCP 3.5 control plane for Podman on Windows/WSL2 — containers, pods, compose, analytic 1 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 1,201 tok
Xsxdot/super-dev gosuper.dev AI-native runtime collaboration layer / An AI-native runtime collaboration layer — AI shar 1 Claude Code, Codex 1 —
ourobx/agent-ebpf ksec.space Zero-Code, Zero-Overhead Kernel Firewall for AI Workflows & LLM Agents (eBPF / MCP) 1 Claude Code, Codex, GitHub Copilot, OpenCode 11 20,564 tok
Arjia-Labs/sark Slack → sandboxed coding agents. One ascii.dev Box per thread, on Cloudflare Workers. 1 Codex, OpenCode 1 2,580 tok
noisystreet/worbrow Agent search CLI: drives local headless browsers (Chrome/Firefox, self-built CDP/Marionett 1 Codex, OpenCode 1 665 tok
lujoai/Lujo-MCP AI debugging and tracing platform based on the MCP protocol, providing session management, 1 Codex, OpenCode 1 2,295 tok
Miraculix2050/LoxBerry-Plugin-MCP-Server MCP-Server für Loxone und LoxBerry – lokal, berechtigungsbasiert und ohne eigenen Cloud-Di 1 Codex, OpenCode 1 688 tok
abap2UI5/mcp-server The abap2UI5 MCP server — an agent writes an app, runs it and sees the screenshot, without 1 Claude Code, Codex, OpenCode 2 27,984 tok
ngabzar02/memo-server Local MCP server for latest library docs (Context7 clone): free, unlimited, offline-capabl 1 Codex, OpenCode 1 1,150 tok
110kc3/seo index.percall.dev Open registry and discovery API for AI products, agent tools, and MCP services. 1 Claude Code, Codex, OpenCode 2 1,020 tok
moonandecho/origin-memorycore LLM Agent memory governance layer — hot/cold tiers, automatic overflow + adaptive recall t 1 Codex, OpenCode 1 951 tok
maoxiangzhe/board-mcp A small MCP utility, an MCP bulletin board that enables AI tools to coordinate their work 1 Claude Code, Codex, OpenCode 2 1,008 tok
tuxevil/tuxnews An agent-native, AI-powered news engine that learns your taste, eliminates clickbait, arch 1 Claude Code, Codex, OpenCode 5 2,152 tok
pureia/wechat-devtools-mcp Local MCP server for the WeChat Mini Program automation tool miniprogram-automator, wrappi 1 Codex, OpenCode 1 120 tok
ncleton-petitmaker/leclerc-drive-mcp Unofficial E.Leclerc Drive MCP server and CLI backed by an isolated persistent browser ses 1 Claude Code, Codex, OpenCode 2 313 tok
harshitagarwal2/StockResearchAgents Harness-neutral, evidence-first company research with versioned contracts, MCP adapters, a 1 Claude Code, Codex, OpenCode 2 702 tok
Enthusiasm23/abacus Local Excel automation framework named after Chinese mathematical culture, providing three 1 Codex, OpenCode 1 1,637 tok
ishan-parihar/facebook-lyr Facebook / Messenger MCP server for AI agents (cookie-based web scraping) 1 Claude Code, Codex, OpenCode 3 1,482 tok
monroedean/doctor-of-credit-mcp Source-backed bank bonus and credit-card offer research through MCP. 1 Codex, OpenCode 1 79 tok
GeniusTechnoMystic/ossinsight-mcp MCP server wrapping the OSSInsight REST API — GitHub repo analytics, trending, collections 1 Codex, OpenCode 1 319 tok
26BB/agentic-awesome-skills-mcp Remote MCP SSE Server wrapper for agentic-awesome-skills 1 Codex, OpenCode 1 1,425 tok
andreibrosmaster/ph-compliance-mcp 1 Codex, OpenCode 1 1,187 tok
gaabrielrd/local-model-workers-mcp Servidor MCP para delegar tarefas de exploração e criação de testes a um modelo local 1 Claude Code, Codex, OpenCode 2 1,373 tok
codeyogi911/able codeyogi911.github.io Agent-first, open-source ERP for service businesses. Able Desk — a support desk and CRM on 1 Claude Code, Codex, OpenCode 3 771 tok
jcmaker/just-study Pick a topic and an agent researches sources, scores them, and builds a 30-day course you 1 Claude Code, Codex 1 —
seokh1213/unity-my-mcp 1 Codex, OpenCode 1 1,415 tok
shbernal/caniemail-ai-tooling An agent skill and an MCP server giving AI agents correct access to email client HTML/CSS 1 Codex, OpenCode 1 5,002 tok
Hackerprod/Agent-Orchestrator Shared MCP hub that lets multiple coding-agent CLIs (opencode, and others via adapters) re 1 Codex, OpenCode 1 60 tok
dkdottk/obsidian-bridge Connect Cursor agents to your local Obsidian vault via Local REST API — MCP tools, setup s 1 Codex, OpenCode 1 158 tok
Happypig375/vscode-jupyter-mcp-server 1 Codex, OpenCode 1 3,914 tok
John-CEO-HQ/cockroachdb-x-aws-hackathon john.ceo The memory layer behind John CEO - durable agent memory with CockroachDB VECTOR + AWS Lamb 1 Codex, OpenCode 1 530 tok
hadidwirsty/intervals-icu-mcp Model Context Protocol (MCP) server untuk Intervals.icu — 39 tools telemetri lari, fisiolo 1 Claude Code, Codex 6 —
lenhonbp/codex-memory-intelligence Persistent project memory and intelligence layer for Codex and AI coding agents. 1 Codex, OpenCode 1 803 tok
Ylyass/mcp-privilege-profiler Task-scoped least-privilege security proxy and Wazuh detection bridge for MCP-based AI age 1 Codex, OpenCode 1 172 tok
Valdivia94x/tizon-mcp tizon-mcp.vercel.app Servidor Model Context Protocol para operar un restaurante ficticio, con un playground que 1 Claude Code, Codex, OpenCode 2 159 tok
benkipnis/virtual_engineer AI-assisted chiller troubleshooting demo powered by MongoDB Atlas, MCP tools, and an LLM a 1 Codex, OpenCode 1 493 tok