How real projects configure their agents

32,540 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 agents8,549Claude Code6,896Git and workflow3,630Data and AI3,579Backend and APIs3,559Languages3,491Planning3,321Code review2,909Testing2,691DevOps and cloud2,492Writing and docs2,490Memory and context2,374Research2,321Frontend2,311Security2,183Project management1,977

All Claude Code32,540 Codex24,898 OpenCode23,819 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
infinitepi-io/bookmark-manager-mcp A lightweight Model Context Protocol (MCP) server that provides persistent bookmark manage 17 Claude Code 2 —
Mark7766/ai-coding-ok Helps you code with AI like an experienced developer, solving issues with poor AI-generate 17 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,374 tok
arthurfantaci/qlik-mcp-server MCP server providing AI assistants with comprehensive access to Qlik Sense applications - 17 Claude Code 1 1,042 tok
aartiq/nowaikit nowaikit.com ServiceNow MCP server: 500+ tools and 26 AI capabilities for any AI (Claude, ChatGPT, Gemi 17 Claude Code 10 —
protostatis/unbrowser unchainedsky.com Agent-native browser and MCP server for lightweight, Chrome-free web discovery, with expli 17 Claude Code 1 5,090 tok
sandsower/kronan-mcp MCP server for the Krónan grocery store API (Iceland) 17 Claude Code 1 249 tok
guptaprakhariitr/aiconnect-figma-mcp Open-source, local MCP server + Figma plugin: drive Figma from any AI agent. Build whole p 17 Claude Code 1 688 tok
four-meme-community/four-meme-ai CLI tool for creating and trading meme tokens on Four.Meme (BSC), with structured JSON out 17 Claude Code 1 1,458 tok
ajmcclary/Coolify-Manager This is a Claude Skill for managing and troubleshooting Coolify deployments. 17 Claude Code 1 1,482 tok
WordPress/trac-mcp wordpress-trac-mcp-server-prod.a8c-aiops.workers.dev MCP for WordPress Trac 17 Claude Code, Codex, OpenCode 2 623 tok
baichuan-inc/baichuan-mcp-servers Official Baichuan Intelligence MCP server collection 17 Claude Code 1 1,118 tok
jrjsmrtn/project-orchestration-skills Claude Code plugin: Skills for AI-assisted project orchestration 17 Claude Code 1 972 tok
appliedrelevance/frappe-mcp-server Python implementation of Frappe MCP server with advanced filtering, comprehensive API cove 17 Claude Code 1 690 tok
open-circle/agent-skills Public repository for Agent Skills 17 Claude Code, Codex, OpenCode 2 253 tok
liquidos-ai/Odyssey liquidos.ai Odyssey is an open-source, bundle-first agent runtime written in Rust 17 Claude Code, Codex, OpenCode 2 1,557 tok
willywg/prp-manager Agent Skill for creating and executing PRPs (Product Requirements Prompts) using Context E 17 Claude Code 1 1,240 tok
litestar-org/litestar-skills Opinionated first-party agent skills, plugins, subagents, slash commands, and MCP servers 17 Claude Code, Codex, OpenCode 1 1,905 tok
Raven-Scout/scout-plugin raven-scout.github.io Autonomous daily briefing for Claude Code that cross-checks Slack, Gmail, Calendar, Linear 17 Claude Code 1 721 tok
webrenew/unicon unicon.sh Shadcn for icons. 17 Claude Code, Codex, OpenCode 2 616 tok
block/model-ledger block.github.io Open-source model inventory & governance. Discovers every model, rule, and pipeline across 17 Claude Code 1 1,331 tok
harshithb3304/libre-office-mcp A cross-platform LibreOffice MCP server for AI assistants. Create, read, edit, and automat 17 Claude Code, Codex, OpenCode 2 1,640 tok
cyanheads/openalex-mcp-server npmjs.com Access the OpenAlex academic research catalog — 270M+ publications — via MCP. STDIO or Str 17 Claude Code, Codex, OpenCode 2 18,238 tok
Geo-ff/make-it-real A portable AI-agent skill that turns rough ideas into project specs, delivery scopes, and 17 Claude Code, Codex, Gemini CLI, OpenCode 3 412 tok
alexjbarnes/cockpit Claude Code, freed from your terminal: parallel sessions on any device, scheduled jobs, PR 17 Claude Code 12 —
nirholas/automate-glama-submit CLI that bulk-submits all your MCP server repos to glama.ai by committing glama.json throu 17 Claude Code, Codex, OpenCode 2 430 tok
mishanefedov/agentwatch Local-only observability for AI agents on your machine. One timeline across coding and non 17 Claude Code, Codex, OpenCode 2 1,254 tok
doublesq97-ui/su-webstyle-top12 Top 12 overseas web style atlas skill for Codex, Claude Code, and agentic coding tools. 17 Claude Code, Codex, OpenCode 2 294 tok
aplaceforallmystuff/cheaters-generator jimchristian.net Claude Code plugin for generating personalized cheatsheet systems 17 Claude Code, Codex, Gemini CLI, OpenCode 4 107 tok
eirichmond/wordpress-plugin This repo is a Claude Code plugin with the skills, reference and commands needed to build 17 Claude Code 1 612 tok
markusl/alko-mcp 17 Claude Code 1 4,176 tok
Mofesto/fubon-api-mcp-server 17 Claude Code, Codex, GitHub Copilot, OpenCode 18 5,373 tok
Emily2040/rapid-domain-mastery A universal Agent Skill for deep, multi-source learning across 18+ AI coding agents 17 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 5 872 tok
dirmacs/daedra dirmacs.github.io Self-contained web search MCP server in Rust. 13 search backends with automatic fallback. 17 Claude Code, Codex, OpenCode 2 1,543 tok
jbwashington/ebay-mcp eBay listing automation plugin for Claude Code with AI-powered image analysis, pricing res 17 Claude Code 1 3,746 tok
pleaseai/claude-code-plugins plugins.pleaseai.dev 17 Claude Code, Codex, OpenCode 13 5,072 tok
BWB03/amazon-catalog-cli Agent-native CLI for querying Amazon Category Listing Reports 17 Claude Code 1 363 tok
Open-Agent-Tools/open-paper-trading-mcp Open Paper Trading MCP - A dual-interface paper trading simulation platform with FastAPI R 17 Claude Code 1 6,749 tok
devemberx/mcp-server-polarion MCP server for Polarion ALM — read and write documents, work items, test runs, traceabilit 17 Claude Code, Codex, OpenCode 15 3,033 tok
ChistokhinSV/gns3-mcp GNS3 MCP Server - Model Context Protocol server for AI assisted GNS3 network simulation 17 Claude Code 1 7,949 tok
chenhunghan/garmin-mcp-app Garmin MCP app server 17 Claude Code 2 13,574 tok
theam/claude-dev-kit theagilemonkeys.com Open-source, stack-agnostic issue-to-PR workflow plugin for Claude Code: quality gates, tr 17 Claude Code 1 1,076 tok
skael-dev/skael skael.dev 17 Claude Code, Codex, OpenCode 2 1,625 tok
jeonghwanko/onesub npmjs.com Server-side receipt validation for react-native-iap. Apple StoreKit 2 + Google Play Billin 17 Claude Code, Codex, OpenCode 3 7,673 tok
seleniumboot/selenium-boot seleniumboot.com The Spring Boot of Selenium — conventions and sensible defaults for Java test automation, 17 Claude Code 1 1,971 tok
mrhinkle/VibeCoding-a-Website VibeCoding a Website — Build professional websites with AI (Claude Code + Manus). 11 skill 17 Claude Code 21 —
Xero-Team/zpdf A PDF parsing library written in pure Rust. 17 Claude Code 1 1,790 tok
ag2ai/ag2-assistant AI Assistant, fully transparent events, multiple isolated profiles, generative UI 17 Claude Code, Codex, OpenCode 12 3,306 tok
badapplesdotdev/gtm-grid gtm-grid-web.vercel.app GTM Grid — local-first programmable GTM spreadsheet. Columns are functions. Source-availab 17 Claude Code, Codex, OpenCode 2 4,897 tok
teableio/agent-skills 17 Claude Code, Codex, OpenCode 2 2,242 tok
noerd-dev/noerd 17 Claude Code, Codex, OpenCode 2 2,211 tok