How real projects configure their agents

31,993 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 agents7,750Claude Code6,665Data and AI3,660Backend and APIs3,501Languages3,396Git and workflow3,240Planning3,237Code review2,765Testing2,405Memory and context2,365Writing and docs2,337DevOps and cloud2,319Research2,286Frontend2,267Security2,044Project management1,742

All Claude Code31,993 Codex23,503 OpenCode22,448 GitHub Copilot3,567 Gemini CLI1,915 Cursor1,740 Windsurf150 Kiro86

Project Stars Configures Files Always loaded
charan-pagolu/deployflow-mcp 0 Claude Code 1 629 tok
charan-pagolu/fhir-tools-mcp 0 Claude Code 1 661 tok
letsagents/aseprite-mcp An MCP server that exposes Aseprite to AI clients — 76 tools for pixel art, animation & sp 0 Claude Code, Codex, OpenCode 2 3,226 tok
randyaswin/editor-mcp 0 Claude Code, Codex 1 —
coco-ari/runbook-bridge 本地 Agent 运维工作台:按项目和环境连接 SSH、MySQL、Redis,通过 MCP 辅助排障,人工掌控连接与变更。 0 Claude Code, Codex, OpenCode 3 1,454 tok
pathofleastresistor/polr-mcp-workout 0 Claude Code 1 —
markus-michalski/wikijs-plugin Claude Code plugin for Wiki.js integration — MCP server + docs-wiki skill 0 Claude Code 1 445 tok
Cynthiaflora/mcp 0 Claude Code 2 —
danielsuri/garmin-unofficial-mcp 0 Claude Code 1 2,374 tok
daniel-ddtech/diorama tryadlicio.com Reproducible demo videos for Chrome extensions, recorded from a YAML beat sheet. Agent-ope 0 Claude Code 1 —
ragubaran/project-advisors-mcp Analyze software architecture, security, REST API, MCP, compliance, and dependencies. 0 Claude Code, Codex 1 —
bitcoinaustria/pretix-agent-mcp MCP server that lets AI agents run a self-hosted pretix instance — without the API credent 0 Claude Code, Codex, OpenCode 3 1,788 tok
ShashankEd/demo-mcp-server This is a very small Model Context Protocol (MCP) example. 0 Claude Code, Codex, GitHub Copilot 3 166 tok
trankhanh040147/chatgpt-mcp Cursor ↔ ChatGPT MCP handoff 0 Claude Code, Codex, Cursor, OpenCode 10 1,566 tok
elias-ramzi/ClaudeCyclingMCP Author a structured cycling workout once; render it for MyWhoosh (.zwo) and Garmin Connect 0 Claude Code 3 1,150 tok
kjoonha/nvim-ui-mcp nvim-ui-mcp lets AI agents **see, interact with, and verify the actual Neovim UI** through 0 Claude Code 1 1,487 tok
vanamthrishul/ovb3-bridge MCP server + CLI for driving Oracle Visual Builder Studio / VBCS app development from Clau 0 Claude Code 18 —
GSA-TTS/mcp-server-usgs-nationalmap MCP Server for the USGS National Map APIs 0 Claude Code, Codex 2 —
bj-taduran/sendashield Self-hosted MCP server that filters sensitive content out of mail/calendar before it reach 0 Claude Code 1 2,805 tok
jmcneil86043/file-conversion Library, CLI, and MCP server for converting between everyday file formats (CSV/Excel/Markd 0 Claude Code 1 463 tok
soewal19/eracore-revit-mcp MCP Server for Autodesk Revit — BIM automation via LLM assistants 0 Claude Code, Codex, OpenCode 2 4,708 tok
henriv/ehr-mcp 0 Claude Code 1 1,513 tok
martin3000/mcp-server-unifi MCP server that gives AI models read/write access to a UniFi Network Controller (UniFi OS) 0 Claude Code 1 3,525 tok
shawnro/qbo-mcp shawnro.github.io MCP server for QuickBooks Online - query, create, and edit accounting data with Claude 0 Claude Code 2 2,712 tok
briandconnelly/moonbridge Connect your coding agent with Kimi for fresh perspectives, rigorous reviews, and delegate 0 Claude Code, Codex, OpenCode 6 3,036 tok
gswartwood/sqlfluff-mcp-server MCP server exposing SQLFluff's lint/fix/parse over the Model Context Protocol 0 Claude Code 2 942 tok
crodris/ctx Context-switching companion for git worktrees and coding-agent sessions: a board, recaps, 0 Claude Code 1 747 tok
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
Zom31C/1confdb-knw 0 Claude Code, Codex, OpenCode 2 4,164 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
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
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
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
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
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
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
alexandreumatize/mcpanonimohealth Desidentificação local de documentos clínicos para uso seguro com agentes de IA 0 Claude Code, Codex, OpenCode 2 1,088 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