How real projects configure their agents

24,879 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971

All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
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 Claude Code, Codex, OpenCode 4 1,572 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
smart-compost/mcp MCP server for the Smart Compost platform (Integration API). Local stdio; published on npm 0 Codex, OpenCode 1 1,116 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 33 tok
jiridudekusy/signal-cli-mcp 0 Claude Code, Codex, OpenCode 2 825 tok
neflingcreations/PBI-MCP MCP server giving AI agents live access to Polish business data — VAT whitelist (Biała Lis 0 Codex, OpenCode 1 1,250 tok
gavinsomers/obsidian-mcp-context Turn textual Obsidian vaults into AI-ready context exposed through MCP. 0 Codex, OpenCode 1 350 tok
xleepy/android-emulator-mcp An MCP server for inspecting and controlling Android devices through ADB 0 Codex, OpenCode 1 490 tok
domucchi/peer-cli-mcp MCP bridge for calling local coding-agent CLIs such as Codex and Claude Code 0 Codex, OpenCode 1 115 tok
edudutra/mcp-tableau Servidor [Model Context Protocol](https://modelcontextprotocol.io) construído com [FastMCP 0 Claude Code, Codex, OpenCode 22 1,580 tok
Nhuajia/RAG_MCP 0 Claude Code, Codex 9 —
C9Boom7/recycling-helper-mcp MCP server that provides guidance on properly sorting and disposing of confusing household 0 Claude Code, Codex, OpenCode 2 653 tok
nacho4d/mcp-web-search A local MCP server that gives Claude web search and page fetching capabilities — built to 0 Codex, OpenCode 1 472 tok
valternunez/refract Agent-first responsive screenshots — render a URL at N viewports, get images + structured 0 Codex, OpenCode 1 988 tok
tools-for-agents/lens tools-for-agents.github.io 🔎 Token-efficient code & doc retrieval for agents: FTS5 search, symbol outlines, surgical 0 Codex, OpenCode 1 717 tok
tools-for-agents/agent-hq tools-for-agents.github.io 🛰️ Operating platform for an all-agent company: shared memory, kanban-for-agents, agent r 0 Codex, OpenCode 1 1,041 tok
florianbuetow/low-latency-tts-api-server-mcp Local text-to-speech CLI and API server powered by the tiny tts kokoro model via tts.cpp, 0 Codex, OpenCode 1 1,027 tok
theperrygroup/Dotloop-MCP 0 Codex 1 —
alexlivre/minimax-image-mcp MCP server for MiniMax image generation API (image-01) 0 Codex, OpenCode 1 697 tok
0xFieldsy/node-mcp-template Build stdio and HTTP MCP servers in Node.js with modern tooling 0 Codex, OpenCode 1 335 tok
Grinv/mcp-server-template Template for building TypeScript MCP servers (stdio, .mcpb packaging, CI). Reusable carcas 0 Claude Code, Codex, OpenCode 2 1,301 tok
astragenie/astramem-local Local-first memory daemon for AI coding agents — SQLite + sqlite-vec + FTS5 + Ollama/Azure 0 Claude Code, Codex, OpenCode 9 4,221 tok
Ethereal-Jay/realtime-currency-exchange-mcp 0 Codex, OpenCode 1 764 tok
wjd0ha/moneyfit-mcp 0 Codex, OpenCode 1 1,834 tok
gab61201/NTUT-iSchoolPlus-MCP 0 Codex, OpenCode 1 1,042 tok
Simoon896/ai-detection-engineering-platform MCP server exposing Wazuh SIEM (manager + indexer) operations to AI clients, with false-po 0 Codex, Cursor, OpenCode 3 390 tok
vaxosv/FirabasePostMCP 0 Claude Code, Codex, OpenCode 2 1,353 tok
thronapple/chrome-local-mcp Lightweight MCP server for controlling a local Windows Chrome instance via CDP, optimized 0 Codex, OpenCode 1 714 tok
mno-d/kastor Local MCP tools for trusted ChatGPT and Codex-style coding workflows 0 Codex, OpenCode 1 351 tok
diekinari/ru-finance-mcp MCP server with data from the Moscow Exchange and the Bank of Russia, plus portfolio analy 0 Codex, OpenCode 1 740 tok
chenchihcu/DevSpace-MCP 0 Codex, OpenCode 1 351 tok
vsl8/ansible-mcp-server Lets Build the Great way to work Ansible with AI 0 Claude Code, Codex, GitHub Copilot 3 3,425 tok
leanhduy-iuh/notebooklm-mcp-fork 0 Claude Code, Codex, Gemini CLI, OpenCode 3 7,036 tok
offdutysorcerer-code/ProjectsMCP 0 Codex, OpenCode 1 670 tok
forthy/effect-qa-mcp 0 Claude Code, Codex, OpenCode 34 1,246 tok
foursecondfivefour/aether-linux-mcp-server AETHER_02 — Full-spectrum Linux MCP Server on Rust. 12 tools, 99.9% system management cove 0 Claude Code, Codex, GitHub Copilot 2 212 tok
lijunjie469/MODULAR-RAG-MCP-SERVER 0 Claude Code, Codex 11 434 tok
amstaff666/chrome-devtools-mcp 0 Codex, OpenCode 1 206 tok
kiuru/openclaw-mcp-tools My OpenClaw MCP tools 0 Claude Code, Codex 2 —
brenoperucchi/mcp-agent-relay A durable, MCP-native job relay: agents dispatch work, and a Claude Code session is woken 0 Codex, OpenCode 1 370 tok
FielderNik/mcp_notes 0 Codex, OpenCode 1 575 tok