How real projects configure their agents

32,006 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 agents7,609Claude Code6,644Data and AI3,677Backend and APIs3,502Languages3,403Planning3,220Git and workflow3,193Code review2,743Testing2,377Memory and context2,363DevOps and cloud2,314Writing and docs2,311Research2,293Frontend2,259Security2,022Productivity1,721

All Claude Code32,006 Codex23,251 OpenCode22,198 GitHub Copilot3,552 Gemini CLI1,917 Cursor1,737 Windsurf138 Kiro81

Project Stars Configures Files Always loaded
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
adrojis/tracecat-mcp-community MCP server for Tracecat SOAR platform — 44 tools for workflows, actions, cases, executions 4 Claude Code 1 637 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
weilizhe8-del/claude-code-traffic-light Desktop traffic-light widget for Claude Code — multi-window support, per-session status ag 4 Claude Code 5
Shanko-26/mdfmcp MCP Server for ASAM MDF file analysis - enables AI assistants to access and analyze automo 4 Claude Code 1 815 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
kimon1230/claude_extensions Custom hooks, skills, and rules for Claude Code: adds automatic Python formatting, context 4 Claude Code 1 1,317 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
blizzy78/mcp-task-manager Task Manager MCP Server 4 Claude Code, GitHub Copilot 3 1,284 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
Harsh-2002/SSH-MCP harsh-2002.github.io MCP server for AI agents to connect and interact with remote servers over SSH. 4 Claude Code 1 2,915 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
Phoenixrr2113/agntk phoenixrr2113.github.io A modular AI agent framework built on Vercel AI SDK. Zero-config agents with real tools, d 4 Claude Code 1 1,796 tok
adamoutler/joplin-server-vector-memory An MCP search and memory system for Joplin Notes 4 Claude Code, Gemini CLI 4 489 tok
schlpbch/aareguru-mcp MCP server for the temperature & weather for beautiful Aare 4 Claude Code 1 4,347 tok
pouyanafisi/gmail-mcp Gmail MCP Server - Email management for AI assistants. Send, search, organize emails with 4 Claude Code, Gemini CLI 2 3,567 tok
than/secure-api-mcp MCP server that lets Claude Code use secrets without seeing them. 4 Claude Code 1 1,658 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
fastman/mcp-kaneo MCP server for Kaneo API enabling AI assistants to manage tasks, projects, labels, and com 4 Claude Code, OpenCode 18
nielspeter/sonarlint-mcp-server A Model Context Protocol (MCP) server that brings enterprise-grade code analysis to Claude 4 Claude Code 1 914 tok
mean-weasel/bullhorn bullhorn.to Agent-first social media scheduler that works from your IDE via MCP. Not an auto-poster or 4 Claude Code 17 5,938 tok
harsh5i/flux-memory Self-organizing retrieval fabric for AI memory — deployable MCP server, REST API, and Pyth 4 Claude Code 1 682 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
AndyForest/SoupNet soup.net Your taste and judgment, in every AI agent you use. Shared, append-only memory of a human' 4 Claude Code 4 5,990 tok
RutvikPansare/Reqly API testing for AI agents. From codebase to CI in one agent session. 4 Claude Code, GitHub Copilot, Gemini CLI 3 9,204 tok
Nobrega-Medtech/nobra_calculator nobregamedtech.com Medical Scores Calculator API For LLMs 4 Claude Code 1 7,067 tok
philipyaz/cos philipyaz.github.io Cos — your chief of staff 4 Claude Code 18 3,441 tok
sh-patterson/fec-mcp-server MCP server for querying FEC campaign finance data - search candidates, track donations, an 4 Claude Code 1 1,027 tok
eviltik/docker-tui A Text User Interface (TUI) for managing Docker containers and view realtime logs, embed a 4 Claude Code 1 3,118 tok
Manabu-GT/android-mock-location-mcp MCP server for controlling Android emulator GPS location during development/testing 4 Claude Code 1 601 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
shuji-bonji/w3c-mcp npmjs.com MCP Server for accessing W3C/WHATWG/IETF web specifications. Provides AI assistants with a 4 Claude Code 1 851 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
sgaunet/gitlab-mcp A Model Context Protocol (MCP) server that provides GitLab integration tools for Claude Co 4 Claude Code 1 5,221 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
techgangboss/agentstore agentstore.tools Open-source marketplace for Claude Code plugins. Publish in 2 HTTP requests, earn 80% in U 4 Claude Code 1 1,278 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
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
mrkhachaturov/mkdocs-ask-ai MkDocs plugin for AI-ready documentation — Use with AI dropdown, llms.txt, MCP server, i18 4 Claude Code 3 540 tok
adityasugandhi/skillsync-mcp SkillSync MCP — security-gated skill management for Claude Code, OpenClaw, Cursor & Windsu 4 Claude Code 1 1,276 tok
bookedsolidtech/discord-ops Agency-grade Discord MCP server — multi-guild project routing, AI-native notifications, an 4 Claude Code 1 1,131 tok