How real projects configure their agents

22,170 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
itokun99/omotg omotg.indrawan.dev 💬 Interact with OpenCode directly from Telegram. A thread-safe, zero-dependency Go bridge 4 Codex, OpenCode 1 963 tok
broxy-dev/www broxy.dev Broxy - Turn any webpage into an MCP server. Let AI assistants directly control the browse 4 Codex, OpenCode 1 1,376 tok
futuretea/yunxiao-mcp-server MCP server for Alibaba Yunxiao (云效) 4 Codex, OpenCode 1 869 tok
agulaya24/BaseLayer base-layer.ai The interpretive layer above memory. Turns text into a portable specification of how a spe 4 Claude Code, Codex, OpenCode 2 4,727 tok
Iron-Mark/Iron-Mark iron-mark.github.io Mark Siazon — product designer & full-stack developer. A GitHub profile built for humans a 4 Codex, OpenCode 1 1,190 tok
adsabs/scix-mcp npmjs.com A Model Context Protocol (MCP) server for the NASA Astrophysics Data System (SciX) API 4 Codex, OpenCode 1 768 tok
HassanMahomed/HoloCore Local-first AI context engine combining a structural Atlas, verified Archive, episodic Ani 4 Claude Code, Codex, Gemini CLI, OpenCode 39 678 tok
SpekoAI/mcp-dev-calls agentvoice.to agentvoice: MCP server for real phone calls - your coding agent can call you when it gets 4 Codex, OpenCode 1 2,721 tok
metalralf/sonarqube-mcp An MCP server that exposes SonarQube data as AI agent tools. 4 Claude Code, Codex, OpenCode 8 3,450 tok
metago-ai/metagolifeform metago.life MetaGO Agent Harness (agent runtime control suite) — 100 skills · 112 MCP tools (55+57) / 4 Claude Code, Codex, OpenCode 1 26,447 tok
aotter/mantle mantle.tools AotterMantle SDK: agent-native CMS runtime, manifests, admin UI, and Cloudflare adapter. 4 Claude Code, Codex, OpenCode 3 332 tok
sponge-b0b/Polaris Decision-centered AI intelligence for trustworthy portfolio and investment decisions 4 Claude Code, Codex, OpenCode 54 5,743 tok
harindukavishka/agentify Convert OpenAPI specs into nine standard AI agent interfaces to integrate your API with va 4 Claude Code, Codex, OpenCode 2 2,479 tok
hlongc/claude-code-sentinel A native macOS AI coding assistant approval popup supporting permission confirmations, que 4 Claude Code, Codex, OpenCode 1 1,374 tok
eagleisbatman/eagle-mem eagleisbatman.github.io Lightweight persistent memory for Claude Code — SQLite + FTS5, no daemon, no bloat. Sessio 4 Codex, OpenCode 1 1,469 tok
outfitter-dev/carabiner Library for building Claude Code hooks that are type-safe, maintainable, and shareable 4 Claude Code, Codex, OpenCode 2 2,130 tok
asterixix/polish-academic-mcp Polskie bazy wiedzy (od naukowych po dane statystyczne, prawne, meteorologiczne, normy ora 4 Claude Code, Codex, GitHub Copilot, OpenCode 11 17,873 tok
vehiclesdb/vehicles vehiclesdb.com Vehicle makes & models for your Rails app — 18.5k models, 6 kinds, popularity + availabili 4 Claude Code, Codex, OpenCode 2 290 tok
dinglebear-ai/axon Self-hosted RAG stack for crawl, scrape, search, ingest, query, and ask workflows with Qdr 4 Claude Code, Codex, Gemini CLI, OpenCode 4 11,482 tok
mmgeorge/docs-mcp MCP server using the crates.io API and docs.rs published rustdoc JSON 4 Claude Code, Codex, OpenCode 2 2,194 tok
tsunamayo7/helix-pilot GUI automation MCP server powered by local Vision LLM (Ollama). Control your Windows deskt 4 Claude Code, Codex, OpenCode 2 1,171 tok
ambiental-media/jor-mcp jormcp.ambiental.media MCP server for newsrooms, developed by Ambiental Media. / Servidor MCP para redações, de 4 Claude Code, Codex, GitHub Copilot, OpenCode 9 2,515 tok
pickleshell/pickleshell PickleShell ChatGPT Plugin - Interactive sessions with your local AI agent from ChatGPT 4 Codex, OpenCode 1 2,628 tok
VitexSoftware/mcp-server-webdriver MCP Server for browser automation via Selenium WebDriver + geckodriver (Firefox) 4 Codex, OpenCode 1 1,494 tok
fastman/mcp-kaneo MCP server for Kaneo API enabling AI assistants to manage tasks, projects, labels, and com 4 Claude Code, OpenCode 18
j2h4u/enji-guard-cli guard.enji.ai CLI/MCP agent surface for Enji Guard 4 Codex, OpenCode 1 843 tok
Coding-Dev-Tools/configdrift coding-dev-tools.github.io Detect configuration drift across environments before it causes incidents 4 Codex, OpenCode 1 345 tok
fabianoomura/MCP-Server-Totvs-Moda pypi.org MCP Server para API V2 do TOTVS Moda — integre Claude e outros clientes MCP ao seu ERP de 4 Claude Code, Codex, OpenCode 2 2,528 tok
enthouan/trello-mcp trello-mcp.com Self-hostable MCP server for Trello, built for LLM clients and local workflows. 4 Codex, OpenCode 3 3,378 tok
sairaph/interactive-terminal-mcp 7-tool terminal MCP server in Go - persistent shell sessions AI agents can type into and r 4 Codex, OpenCode 1 582 tok
sandraschi/jellyfin-mcp Jellyfin library automation via FastMCP — self-hosted media agent bridge. For Cursor / Cla 4 Claude Code, Codex, OpenCode 2 448 tok
liamparker17/architect-tool The browser layer for any AI agent - drives your real logged-in Chrome, learns workflows b 4 Claude Code, Codex, OpenCode 3 4,508 tok
eclipsesource/review-guard MCP Server to safely create and modify Github pending review comments. Optionally allows a 4 Claude Code, Codex, OpenCode 2 1,859 tok
leandre755/gui_agent Lightweight, ultra-fast FastMCP server for Computer Use & GUI automation on Linux and Wind 4 Claude Code, Codex, OpenCode 2 4,367 tok
AndreaBozzo/gitnodes A Git-native knowledge graph for engineering teams and AI agents. 4 Claude Code, Codex, OpenCode 3 1,610 tok
Wolfe-Jam/faf-one-svelte-new faf.one Official website for .faf — faf.one. SvelteKit, auto-deploys on push 4 Claude Code, Codex, OpenCode 2 5,093 tok
KyaniteLabs/DialectOS kyanitelabs.github.io Spanish dialect localization MCP server and CLI. Translate across 25 regional variants wit 4 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 5 5,173 tok
shaul1991/localmind 🧠 A local second brain that helps my AI remember “me” — a personal memory layer that reco 4 Claude Code, Codex, Gemini CLI, OpenCode 3 3,953 tok
shno-labs/mem-forge Self-evolving, evidence-based memory layer for coding agents and development teams. 4 Claude Code, Codex, OpenCode 2 2,555 tok
symphos-ai/orcho-mcp docs.orcho.dev MCP control surface for Orcho's durable AI software delivery lifecycle 4 Claude Code, Codex, OpenCode 3 1,303 tok
zuhabul/Fetchium fetchium.com Rust-native universal retrieval layer for humans and AI agents — search, extract, rank, an 4 Claude Code, Codex, OpenCode 4 4,956 tok
KPO-Tech/seshat seshat-ai.com Open-source Go agent runtime for autonomous AI systems and multi-agent automation. MCP, RA 4 Codex, OpenCode 1 1,425 tok
Humiris/wwa-transform WWA Transform — Turn any website into an AI-powered agentfront. Claude Code plugin + Codex 4 Codex, OpenCode 1 252 tok
DevNexsler/RAG-In-A-Box RAG pipeline for documents (Markdown, PDF, images). 10-step hybrid search, LLM enrichment, 4 Claude Code, Codex, OpenCode 2 2,133 tok
Qbandev/infura-mcp-server Infura MCP server! This project provides a ready-to-use Model Context Protocol (MCP) serve 4 Codex, OpenCode 1 4,814 tok
hhhh124hhhh/cocos-extensions Let AI directly drive Cocos Creator for game development — a full-stack DeepSeek Harness M 4 Codex, OpenCode 1 3,213 tok
Agnuxo1/EnigmAgent npmjs.com EnigmAgent — 6-layer encrypted vault for AI agents (AES-256 + ChaCha20 + Blowfish + Fernet 4 Codex, OpenCode 1 982 tok
davidnichols-ops/trustcard Cryptographic trust infrastructure for MCP servers — signed manifests, TOFU pinning, two-g 4 Claude Code, Codex, OpenCode 3 2,467 tok
EdwinHu-OvO/AOM An experimental Application Object Model for helping LLM agents understand, reason about, 4 Codex, OpenCode 1 844 tok
Moai-Team-LLC/AgenticMind agenticmind.moaiteam.com Auditable, self-improving knowledge & memory for AI agents over MCP. Zero-key & multilingu 4 Codex, OpenCode 1 1,118 tok