How real projects configure their agents

23,279 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 agents7,622Claude Code6,647Data and AI3,678Backend and APIs3,504Languages3,404Planning3,218Git and workflow3,203Code review2,744Testing2,378Memory and context2,367Writing and docs2,318DevOps and cloud2,312Research2,291Frontend2,259Security2,027Productivity1,717

All Claude Code32,008 Codex23,279 OpenCode22,224 GitHub Copilot3,555 Gemini CLI1,920 Cursor1,736 Windsurf139 Kiro81

Project Stars Configures Files Always loaded
shermozle/lms-mcp Model Context Protocol server for Lyrion Music Server (LMS) JSONRPC API 0 Codex, OpenCode 1 945 tok
mlnima/browser-use-native-windows Browser use MCP which only use your mouse, keyboard, screenshot, windows accessibility, No 0 Codex, OpenCode 1 234 tok
expandingideas-ai/Mnemo-MCP 0 Claude Code, Codex, OpenCode 2 6,417 tok
albeorla/personal-finance-agent Local MCP server giving an AI agent grounded, evidence-backed personal-finance tools: cash 0 Claude Code, Codex, OpenCode 4 303 tok
Clew-Code/mcp-coco MCP Bridge: OpenClaw ↔ Hermes Agent 0 Codex, OpenCode 1 338 tok
yoloyash/web-basics-mcp 0 Codex, OpenCode 1 763 tok
null-create/shodan-mcp-server An MCP server that provides Shodan query functionality to AI Agents 0 Codex, OpenCode 1 1,189 tok
Krat12/mcp-code-index 0 Codex, OpenCode 1 3,858 tok
wynnset/marketplace-mcp 0 Claude Code, Codex, OpenCode 2 3,860 tok
exabyteso/mailpit_mcp MCP server and HTTP client for Mailpit local email testing 0 Codex, OpenCode 1 178 tok
Ham12-3/tradinview-mcp 0 Claude Code, Codex, OpenCode 3 96 tok
markobullrush/motion-mcp-2 0 Claude Code, Codex, OpenCode 2 1,949 tok
markobullrush/motion-mcp-3 0 Claude Code, Codex, OpenCode 2 1,949 tok
xcodethink/openwaycast Turn a company URL into a vertical brand-film — script, voiceover, city backgrounds, MP4. 0 Claude Code, Codex, OpenCode 2 1,618 tok
vndmea/mcp-code-worker A TypeScript MCP-first runtime for safely coordinating multi-model coding workers, tools, 0 Codex, OpenCode 1 159 tok
myx0423/tech-memory-mcp Chinese technical knowledge memory MCP Server for AI agents, giving Claude Code long-term 0 Codex, OpenCode 1 2,046 tok
sdrpsps/towngas-mcp Hong Kong and China Gas MCP server, with a debugging CLI and TypeScript SDK. 0 Codex, OpenCode 1 1,866 tok
ussdeveloper/memory-star Local semantic memory MCP server for AI coding agents (Cursor, VS Code, OpenCode) 0 Codex, OpenCode 1 1,623 tok
andreparmar/hevy-mcp-remote Remote-ready MCP server for Hevy workout data — full API coverage via chrisdoc/hevy-mcp, w 0 Claude Code, Codex, GitHub Copilot, OpenCode 3 6,177 tok
Mnemoq/MnemoQ Local-first memory engine for AI agents — MCP-native, graph-linked, spaced repetition. Pro 0 Claude Code, Codex, OpenCode 21 641 tok
ashybulakstroy/youtube-unsubscribe-all-mcp mcp server for mass bulk unsubscribe from youtube feeds 0 Codex, OpenCode 1 1,977 tok
NicholasSynovic/scc-mcp A model context protocol that enables LLM interfacing with `boyter/scc` 0 Codex, OpenCode 1 660 tok
dfieser/lcf-strain-life dfieser.github.io AI-agent-native low cycle fatigue strain-life analysis. Python library plus MCP server: re 0 Claude Code, Codex, OpenCode 3 2,570 tok
JulioMCruz/Stellar-mcp 0 Codex, OpenCode 1 996 tok
vvzvlad/research-mcp MCP facade: 3 curated tools (web_search, read_page, read_pages) over a plugin pipeline — S 0 Codex, OpenCode 1 1,292 tok
Howthemeaning/gnmi-mcp-server 0 Codex, OpenCode 1 736 tok
sandovaldavid/kioku kioku.sandovaldavid.com MCP Server for Obsidian. AI agents can read, search and write your vault via the Model Con 0 Claude Code, Codex, OpenCode 6 2,111 tok
bakaroart/blender-chatgpt-mcp 0 Codex, OpenCode 1 528 tok
parkavenue9639/jaeger-mcp 0 Codex, OpenCode 1 54 tok
Langclaw-AI-CROO/langclaw-croo-agent Paid callable research agent for CROO CAP and MCP clients. 0 Codex, OpenCode 1 86 tok
CoReason-AI/coreason-multi-agent-debate Dynamic Multi-agent MCP server 0 Codex, GitHub Copilot, Cursor, OpenCode 3 2,974 tok
foundryside-dev/plainweave plainweave.foundryside.dev Code-grounded intent for the Weft suite — a code-UP traceability graph (SEI → requirement 0 Claude Code, Codex, OpenCode 11 5,546 tok
synthaicode/XRefkit.MCP 0 Codex, OpenCode 1 244 tok
Prajwalprasanna/cf-mcp-server 0 Codex, OpenCode 1 360 tok
Knuckles-Team/aris-mcp Software AG ARIS (EPC process models) — MCP server / API client / A2A agent 0 Claude Code, Codex, OpenCode 2 1,503 tok
codingriver/upilot upilot Unity Editor automation bridge for AI agents and MCP clients 0 Claude Code, Codex, OpenCode 2 880 tok
baleen37/private-journal-mcp 0 Codex, OpenCode 1 653 tok
UnifyAPIPRO/UNIFYAPI unifyapi.pro Unified MCP gateway — 818 tools, one key, pay-per-call with crypto via x402 0 Claude Code, Codex, OpenCode 2 79 tok
Anjani27/Linkedin-Job-Scraper-MCP-Server 0 Claude Code, Codex, OpenCode 2 79 tok
rwjblue-glean/tool-name-normalization-mcp-server Probe MCP server to test whether MCP hosts (Cursor) munge tool names before invoking them 0 Codex, OpenCode 1 348 tok
50R1Paps/second-brain-worker Second Brain Serverless — Cloudflare Worker con retrieve ibrido (Vectorize + D1 FTS5) acce 0 Codex, OpenCode 1 110 tok
itslansa/motion-mcp-server 0 Claude Code, Codex, OpenCode 2 1,949 tok
bill-kopp-ai-dev/claude-code-cli-mcp A local MCP server that exposes tools and reusable prompts for running the Claude Code CLI 0 Codex, OpenCode 1 947 tok
kaero313/barrier-free-mobility-mcp 0 Codex, OpenCode 1 1,077 tok
LePomas/garminconnect-mcp MCP server exposing personal Garmin Connect data to Claude, Codex, and Gemini CLI — a thin 0 Codex, Gemini CLI, OpenCode 2 765 tok
mocchalera/xserver-files-mcp Local stdio MCP server and CLI for safe XServer file operations over SFTP. 0 Claude Code, Codex, Gemini CLI, OpenCode 3 571 tok
PieterVDMerwe/ollama-wrapper-mcp A Python-based Model Context Protocol (MCP) server wrapping local Ollama capabilities. 0 Claude Code, Codex 1
kieksme/mcp-hashnode MCP server for the Hashnode GraphQL API — create drafts, publish posts, manage your blog v 0 Codex, OpenCode 1 52 tok
jiridudekusy/signal-cli-mcp 0 Claude Code, Codex, OpenCode 2 825 tok
Ahad690/open-app-intel AppScope — self-hosted, federated open app-intelligence stack (OSS app market intel + MCP 0 Codex, OpenCode 1 582 tok