How real projects configure their agents

23,251 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 agents7,609Claude Code6,644Data and AI3,677Backend and APIs3,502Languages3,403Planning3,220Git and workflow3,193Code review2,743Testing2,377Memory and context2,363DevOps and cloud2,314Writing and docs2,311Research2,293Frontend2,259Security2,022Productivity1,721

All Claude Code32,006 Codex23,251 OpenCode22,198 GitHub Copilot3,552 Gemini CLI1,917 Cursor1,737 Windsurf138 Kiro81

Project Stars Configures Files Always loaded
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
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
beejsbj/melograph melograph-swart.vercel.app Turn a hummed melody into an inspectable pitch contour, editable notes, and Strudel code. 0 Codex, OpenCode 1 250 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 1 319 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 Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 4 2,009 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 2,989 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 4,223 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 8 2,168 tok
lukastk/boxyard CLI for managing project folders and repositores across your local computer and remote ser 0 Claude Code, Codex, OpenCode 2 3,158 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
ramide1/arca-mcp MCP server for ARCA (Agencia de Recaudacion y Control Aduanero) 0 Codex, OpenCode 1 510 tok
proxynico/nico-apple-mcp Local MCP tools for Apple Calendar, Notes, and Contacts on macOS 0 Claude Code, Codex, OpenCode 2 696 tok
eq-kuldeep/fizzy-mcp 0 Claude Code, Codex 1
Ashutosh6393/Portfolio-MCP A remote MCP server for publishing to ashutoshverma.dev from any Claude client — including 0 Claude Code, Codex, OpenCode 17 2,092 tok
Cloudmeru/CodeWiki-MCP 0 Claude Code, Codex 7
valda/grok-mcp-server grok-mcp-server.vercel.app 0 Claude Code, Codex, OpenCode 3 1,411 tok
rvdbijl/dos-mcp DOS MCP Server 0 Codex, OpenCode 1 730 tok
cnavta/sprint-mcp A combination agent workflow and MCP server focused around iterative, collaborative develo 0 Claude Code, Codex, OpenCode 2 10,409 tok
deanxizian/balatro-codex-mcp 0 Codex, OpenCode 1 222 tok
jinnnyang/llm-wiki-ops Graph-level operations for Karpathy LLM Wiki — node/edge CRUD, metrics, MCP server, CLI 0 Claude Code, Codex, OpenCode 8 1,428 tok
KauaLealz/vault-mcp-server 0 Codex, OpenCode 1 139 tok
DeployFaith/Hermes_WorldKit_MCP Secure first-party MCP control plane and optional Godot editor bridge for Hermes WorldKit 0 Codex, OpenCode 1 420 tok
clemente-turrubiates/telegram-agent-mcp MCP server (Rust) exposing a Telegram bot for LLM agents to converse and orchestrate tasks 0 Codex, OpenCode 1 719 tok
danielk-am/wp-block-catalog-mcp Version-aware WordPress block catalogue MCP with runtime-verified public evidence 0 Codex, OpenCode 1 150 tok