How real projects configure their agents

43,853 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 agents7,784Claude Code6,676Data and AI3,658Backend and APIs3,500Languages3,392Git and workflow3,252Planning3,233Code review2,768Testing2,420Memory and context2,364Writing and docs2,341DevOps and cloud2,330Research2,286Frontend2,271Security2,055Project management1,754

All Claude Code32,000 Codex23,558 OpenCode22,502 GitHub Copilot3,568 Gemini CLI1,915 Cursor1,737 Windsurf150 Kiro87

Project Stars Configures Files Always loaded
gswartwood/sqlfluff-mcp-server MCP server exposing SQLFluff's lint/fix/parse over the Model Context Protocol 0 Claude Code 2 942 tok
arr-mcps/autobrr-mcp Model Context Protocol for autobrr/autobrr 0 Codex, OpenCode 1 1,539 tok
crodris/ctx Context-switching companion for git worktrees and coding-agent sessions: a board, recaps, 0 Claude Code 1 747 tok
brightredchilli/terraform-docs Terraform docs search and mcp tool 0 Codex, OpenCode 1 772 tok
Jeric-X/wd_tagger_mcp 0 Codex, OpenCode 1 15 tok
bot-qianjinyan/mcp-servers 0 Cursor 1 —
newcovid/LocalHands A guarded local MCP server that lets a cloud AI agent operate one real machine - path whit 0 Claude Code 1 2,027 tok
khanglvm/figma-lens npmjs.com Independent CLI for inspecting Figma designs: find screens, read layout and typography, an 0 Codex, OpenCode 1 527 tok
jaimeehd/personal-mcp Servidor MCP personalizado para orquestación de estaciones de trabajo Windows/Linux/macOS. 0 Codex, OpenCode 1 13,150 tok
rixzkiye/codex-router Durable MCP control plane for long-running Codex agents 0 Codex, OpenCode 1 221 tok
Zom31C/1confdb-knw 0 Claude Code, Codex, OpenCode 2 5,384 tok
JINDEZHIDIYE/linux-ssh-mcp 0 Claude Code 1 2,305 tok
CarlSamma/mcp-bdm 0 Claude Code 1 2,683 tok
princeruhulofficial/mcp-ai-roi-calculator MCP server that calculates ROI, break-even and cost projections for AI agents and automati 0 Claude Code 1 180 tok
Lianheng-Y/codex-mcp-todo-assistant 0 Codex, OpenCode 1 425 tok
RamidLab/mcp-service-template 0 Codex, OpenCode 1 3,049 tok
zaccomode/up-bank-mcp A Cloudflare Workers-based MCP server for Up's API 0 Codex, OpenCode 1 360 tok
William12556/mcp-git A local git MCP server based on https://github.com/modelcontextprotocol/servers/tree/main/ 0 Claude Code 3 438 tok
lukaisailovic/remarkable-mcp 0 Claude Code, Codex, OpenCode 2 702 tok
DBeidachazi/mcp-ssh MCP server for persistent SSH sessions 0 Codex, OpenCode 1 2,939 tok
kaattaalan/servicedesk-mcp A SD Ticket management MCP I built for Gemini CLI with Gemini CLI 0 Gemini CLI 1 206 tok
xiaogezi/taskcenter Local-first requirement radar for Codex and Claude sessions with MCP and hook integrations 0 Claude Code, Codex, OpenCode 2 2,400 tok
AIEterprise/mcp-web-crawler mcp-web-crawler.vercel.app 0 Claude Code, Codex, OpenCode 2 79 tok
ZivSapir/customer-support-analyst-mcp Local MCP server for natural-language Q&A over support ticket data (DuckDB + SQL + FTS) 0 Codex, OpenCode 1 156 tok
jetwind/mcp-context-forge mcp-context-forge copy 0 Claude Code, Codex, OpenCode 2 14,064 tok
Commodity-Price-API/commoditypriceapi-mcp 0 Claude Code 1 686 tok
Klartika/gsc-mcp-server Google Search Console Insights with Claude AI for SEOs 0 Claude Code, Codex, OpenCode 2 3,335 tok
hayatosc/microsoft-bypass-mcp 0 Codex, OpenCode 1 745 tok
quochuy/ai-coord-mcp MCP server providing a shared task queue and coordination layer for independently-launched 0 Claude Code, Codex, OpenCode 2 1,191 tok
adam5isalive/mist-mcp-server MCP server for Juniper Mist REST API — 22 curated tools, Marvis AI, WLAN CRUD, device mana 0 Codex, OpenCode 1 1,724 tok
Service-Ai-LLC/todoist-ai Independent Git copy of Service-AI-HQ/todoist-ai — A set of tools to connect to AI agents, 0 Claude Code, Cursor 2 223 tok
Sen-platotech/xiaohongshu-auto-ops-assistant Xiaohongshu content production, human review, and controlled publishing workflow with huma 0 Codex, OpenCode 1 600 tok
SHENAO1/cuc-literature-mcp Local MCP and Codex Skill for CUC SCI literature search, verified PDF retrieval, and Tence 0 Codex, OpenCode 1 850 tok
SagaSmithAI/SagaSmith-narrative-mcp System-neutral authoritative long-form narrative MCP for SagaSmith 0 Codex, OpenCode 1 133 tok
lukislp/studylife-mcp MCP server exposing StudyLife (self-hosted study platform) data to Claude and other MCP cl 0 Claude Code, GitHub Copilot 2 1,968 tok
forthy/effect-stateless-mcp 0 Codex, OpenCode 1 588 tok
alexandreumatize/mcpanonimohealth Desidentificação local de documentos clínicos para uso seguro com agentes de IA 0 Claude Code, Codex, OpenCode 2 1,088 tok
mwe-support/DingTalkMCP A self-deployed dingtalk mcp based on DingTalk official OpenAPI 0 Codex, OpenCode 1 2,780 tok
ixijxjgxidj-cmd/everything-MCP 0 Claude Code 2 363 tok
davidmsawyer/discogs-mcp-v2 0 Claude Code 1 1,193 tok
ohnotnow/devnotes Tiny markdown dev notes for small teams - web UI, API and MCP server for agent capture and 0 Claude Code, Codex, OpenCode 12 14,238 tok
DykstraSound/McProxy A local, multi-tenant MCP server framework with a browser-based connection manager 0 Claude Code 1 975 tok
aayushchouhan24/limitless-reign-mcp AI-Powered Discord Bot Control | 100+ Tools | Works with Claude, ChatGPT, Cursor 0 Claude Code, Codex, OpenCode 3 731 tok
InfiniteRoomLabs/gmail-ai-broker Auditable CLI + MCP server filling the gaps the official Gmail connector leaves open: atta 0 Claude Code 1 1,254 tok
MrRolie/mm-ibkr-mcp Interactive Brokers MCP server for account monitoring, approvals, and basket trading 0 Claude Code, Codex, OpenCode 5 939 tok
creative-nam/media-gen-mcp An MCP server that allows you to connect your AI Agent to free image and video generation 0 Claude Code, Codex, OpenCode 5 2,182 tok
valrinx/raven-roblox-mcp A fast shared-daemon MCP bridge for Roblox executors, Codex, and multiple AI agents 0 Codex, OpenCode 1 407 tok
psanders/motionkit A programmable, branded video engine exposed through MCP — Remotion-based rendering driven 0 Claude Code 14 2,487 tok
redesignhealth/agent-comms-mcp MCP service for permissioned, structured agent-to-agent communications 0 Claude Code 1 1,135 tok
Robgonzalez/tenarius-wiki-mcp Community MCP (unofficial) to query the public Tenarius RO wiki via AI agents 0 Codex, OpenCode 1 783 tok