How real projects configure their agents

24,842 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 agents8,530Claude Code6,887Git and workflow3,618Data and AI3,582Backend and APIs3,558Languages3,485Planning3,325Code review2,903Testing2,691DevOps and cloud2,482Writing and docs2,481Memory and context2,373Research2,322Frontend2,310Security2,179Project management1,971

All Claude Code32,523 Codex24,842 OpenCode23,761 GitHub Copilot3,723 Gemini CLI2,038 Cursor1,771 Windsurf201 Kiro116

Project Stars Configures Files Always loaded
ttoino/material-mcp material.mcp.toino.pt MCP server to get Material Design documentation 0 Codex, OpenCode 1 1,053 tok
yagomp/seoagent Agent-first SEO toolkit — keyword research, rank tracking, site audits, competitor analysi 0 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 5 2,451 tok
ltaysh0/sage-mcp Local Semantic Search MCP Server 0 Codex, OpenCode 1 4,216 tok
egormak/tracker-mcp 0 Claude Code, Codex, Gemini CLI, OpenCode 3 4,540 tok
scopweb/mcp-go-github Go-based MCP server that connects GitHub to Claude Desktop, enabling direct repository ope 0 Claude Code, Codex, OpenCode 2 3,014 tok
Gleinkaa/td-mcp MCP server + web dashboard for TouchDesigner — patch inspection, optimization, CHOP recipe 0 Codex, OpenCode 1 1,492 tok
paulieb89/whatdotheyknow-mcp 0 Claude Code, Codex, OpenCode 2 753 tok
ajaaysrinivaas/reddit_mcp Reddit MCP Server is a read-only Model Context Protocol server that fetches and normalizes 0 Claude Code, Codex 2 —
snowykte0426/datagsm-mcp npmjs.com DataGSM MCP Server 0 Claude Code, Codex 5 —
Tatsh/wiswa-mcp tatsh.github.io FastMCP server exposing Wiswa settings discovery for AI assistants. 0 Claude Code, Codex, OpenCode 22 1,114 tok
derinworks/penr-oz-mcp-server Implementation of an MCP server 0 Codex, OpenCode 1 280 tok
Starlight143/mcp-server-stage0-authorization signalpulse.org MCP server demonstrating server-side authorization with Stage0 runtime policy validation 0 Codex, OpenCode 1 902 tok
dullroar/metadata_mcp This MCP server reads and writes metadata to a variety of file formats using exiftool, mut 0 Claude Code, Codex, OpenCode 2 627 tok
NeerajG03/vector-memory A vector search based simple memory 0 Codex, OpenCode 1 3,436 tok
hyamie/datagate-mcp MCP server and CLI for the DataGate billing platform API 0 Codex, OpenCode 1 372 tok
robcsaszar/sentinel A static security audit skill for Claude Code: OWASP-style findings with file:line evidenc 0 Codex, OpenCode 1 586 tok
robcsaszar/socratic A seven-question post-ship retrospective skill for Claude Code, built around confidence, b 0 Codex, OpenCode 1 516 tok
robcsaszar/tend Local, on-demand maintenance skills for SvelteKit + TypeScript repos: security, performanc 0 Codex, OpenCode 1 1,518 tok
robcsaszar/prose Drafts and reviews prose for Claude Code, writes new content in the right voice per channe 0 Codex, OpenCode 1 609 tok
robcsaszar/delve A research collaborator skill for Claude Code that flags its confidence, resists hallucina 0 Codex, OpenCode 1 576 tok
william-london/ownframework-loop ownframework.com Durable engineering protocol for AI coding agents with human-originated specs, exact-SHA r 0 Codex, OpenCode 1 1,569 tok
wefio/NodeMemoryGraph Local memory add-on for agents 0 Codex, OpenCode 1 439 tok
robcsaszar/retrospective Reviews how a Claude Code session was conducted rather than what it shipped, classifies it 0 Codex, OpenCode 1 750 tok
ykorovko/dotagents Reusable AI agent skills for Codex, Cursor, and Claude Code. Install one skill or the whol 0 Codex, OpenCode 1 112 tok
klappy/transcode-mcp A media transcoding proxy. Automagic URL for optimized media delivery + MCP tool surface f 0 Codex, OpenCode 1 338 tok
voarsh2/mcp-atlassian mcp-atlassian.soomiles.com MCP server for Atlassian tools (Confluence, Jira, Btibucket DC) 0 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,240 tok
robcsaszar/ai-forge Claude Code skills covering the skill-authoring lifecycle: create, judge, eval with persis 0 Codex, OpenCode 1 1,467 tok
bnm12/1001-albums-generator-mcp A MCP server for interacting with 1001 albums generator. 0 Codex, OpenCode 1 4,594 tok
Robiton/notebooklm-mcp-cli Enterprise + Personal MCP server and CLI for Google NotebookLM. Adds Discovery Engine REST 0 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 8 6,392 tok
focus-mcp/cli npmjs.com Focus your AI agents on what matters. 68+ bricks, 1 MCP server, modular context — from 200 0 Claude Code, Codex, OpenCode 1 2,711 tok
mundizzle/mun.digital mun.digital mun.digital — personal site 0 Claude Code, Codex, OpenCode 10 1,077 tok
doshirush1901/ira-universe Public Ira Universe — visitor MCP + architecture docs (clean history) 0 Codex, OpenCode 1 1,554 tok
zc277584121/marketing-skills 0 Claude Code, Codex, OpenCode 2 531 tok
niels-2005/mcp-server-document-search 0 Claude Code, Codex, OpenCode 4 503 tok
boomsystel-code/openclaw-workspace OpenClaw workspace with 800 skills and AI knowledge base 0 Codex, OpenCode 1 1,838 tok
okash1n/kb A shared context platform for multiple projects and multiple AIs. Runs as a local MCP serv 0 Claude Code, Codex, OpenCode 2 2,173 tok
TadMSTR/memsearch-mcp FastMCP server wrapping the memsearch semantic memory search library 0 Codex, OpenCode 1 561 tok
HoukasaurusRex/jt-mcp-server Personal MCP server exposing reusable tools across JT Houk's projects 0 Codex, OpenCode 1 1,490 tok
andsnw/orca onorca.dev Orca is the ADE for working with a fleet of parallel agents. Run any coding agent with you 0 Claude Code, Codex, OpenCode 2 3,160 tok
cyrus123456/orca onorca.dev Orca is the ADE for working with a fleet of parallel agents. Run any coding agent with you 0 Claude Code, Codex, OpenCode 2 3,894 tok
StreakYC/googleworkspacecli developers.google.com Google Workspace CLI 0 Claude Code, Codex, OpenCode 3 2,720 tok
dboeckli/ai-agent-skills 0 Claude Code, Codex, OpenCode 9 2,421 tok
lukastk/boxyard CLI for managing project folders and repositores across your local computer and remote ser 0 Claude Code, Codex, OpenCode 2 1,705 tok
Incept5/eve-skillpacks 0 Claude Code, Codex, OpenCode 2 508 tok
Tomlord1122/tomtom-skill 0 Codex, OpenCode 1 1,754 tok
jerrar670/surf-website Modern surf website project 0 Claude Code, Codex 2 —
flin-agency/flin-linkedin-ads-mcp 0 Codex, OpenCode 1 304 tok
ramide1/arca-mcp MCP server for ARCA (Agencia de Recaudacion y Control Aduanero) 0 Codex, OpenCode 1 510 tok
proxynico/nico-apple-mcp Let your AI assistant run Apple Calendar, Notes, and Contacts on your Mac, without editing 0 Claude Code, Codex, OpenCode 2 603 tok
eq-kuldeep/fizzy-mcp 0 Claude Code, Codex 1 —