How real projects configure their agents

22,170 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
shrwnsan/vibekit-claude-plugins VibeKit: Productivity Plus Claude Code Plugin Marketplace. A curated collection of product 7 Codex, OpenCode 1 1,238 tok
peterblazejewicz/claude-plugins .NET C# cross-platform Claude Code plugins 7 Claude Code, Codex, OpenCode 2 3,389 tok
andreasasprou/agent-skills Claude Code plugins: Oracle (GPT-5.2 advisor), Safety Net (block destructive commands), op 7 Codex, OpenCode 1 89 tok
jamstop/claude-code-nostalgia-sounds Nostalgic sound effects plugin for Claude Code - dial-up tones, Windows XP sounds, AOL mai 7 Codex, OpenCode 1 1,824 tok
URaux/archviber-plugin ArchViber: Architecture visualization plugin for Claude Code 7 Claude Code, Codex, OpenCode 2 1,234 tok
Consiliency/Flutter-Structurizr Flutter Structurizr diagram manipulation implementation. 7 Claude Code, Codex, OpenCode 8 9,684 tok
dhar174/custom_github_copilot_agent_builder A framework for building customized, optimized custom Github Copilot agents using custom r 7 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 91 92,360 tok
leprachuan/Wee-Orchestrator 🍀 Self-hosted multi-agent AI orchestrator — chat with Claude, Gemini & Copilot CLI from T 7 Codex, OpenCode 1 3,470 tok
bastos/skills My own collection of skills 7 Claude Code, Codex, OpenCode 2 993 tok
pamelafox/azure-cosmosdb-identity-aware-mcp-server pamelafox.github.io A code sample and presentation about building an identity-aware MCP server with FastMCP, A 7 Codex, OpenCode 1 690 tok
widoriezebos/descartes-mcp MCP server for java. Deep introspection and REPL out of the box 7 Claude Code, Codex, Gemini CLI, OpenCode 4 2,047 tok
magiclane/magiclane-mcp-server developer.magiclane.com A Model Context Protocol (MCP) server enabling AI agents with Magic Lane's location search 7 Claude Code, Codex, OpenCode 2 6,103 tok
CiscoDevNet/CiscoFMC-MCP-server-community 7 Codex, OpenCode 1 303 tok
nitish-raj/searxng-mcp-bridge npmjs.com Model-Context Protocol server that acts as a bridge to a SearxNG instance 7 Codex, OpenCode 1 917 tok
PiwikPRO/mcp Piwik PRO MCP server 7 Codex, OpenCode 1 850 tok
sumup/sumup-mcp mcp.sumup.com SumUp MCP Server. 7 Codex, OpenCode 1 471 tok
TheStranjer/foundry-vtt-mcp 7 Codex, OpenCode 1 204 tok
gemyago/atlacp Bitbucket MCP server 7 Claude Code, Codex, Gemini CLI, OpenCode 4 1,723 tok
sandraschi/bumi-mcp Noetix Bumi humanoid robot — MCP 3.1 server + webapp. virtual bot now, real bot asap 7 Claude Code, Codex, Cursor, OpenCode 3 574 tok
agent-network-protocol/mcp2anp A MCP server that can convert the MCP protocol into the ANP protocol, enabling application 7 Claude Code, Codex, OpenCode 2 1,227 tok
cortex-app/conduit Conduit - A Model Context Protocol (MCP) server for Phabricator and Phorge. 7 Codex, OpenCode 1 2,383 tok
DanWahlin/ai-repo-adventures danwahlin.github.io A fun, Model Context Protocol (MCP) server and/or HTML generator that transforms code repo 7 Codex, OpenCode 1 3,282 tok
clivejefferies/mobile-debug-tools MCP tools to enable agents to interact with mobile devices for mobile app development. 7 Codex, GitHub Copilot, OpenCode 2 1,365 tok
hamzakammar/mcp-workspace AI-powered access to your D2L courses via MCP 7 Codex, OpenCode 1 938 tok
bcharleson/smartlead-cli CLI and MCP server for the Smartlead.ai API — 142 commands for campaigns, leads, email acc 7 Codex, OpenCode 1 2,096 tok
bartolli/kmd Knowledge-markdown CLI + MCP server. Validate, index, and serve a structured markdown vaul 7 Claude Code, Codex, OpenCode 1 1,875 tok
hydrosquall/vega-mcp-server Custom interactive charts in LLM conversations using MCP Apps 7 Codex, OpenCode 1 160 tok
ZHANG-923-ZE/origin-MCP Configure MCP to call Origin on opencode for image generation. 7 Codex, OpenCode 1 6,584 tok
drohi-r/beyond-mcp ecube-entertainment.com MCP server for Pangolin BEYOND with 117 tools for cue control, zones, effects, projector a 7 Claude Code, Codex, OpenCode 4 195 tok
weinaike/galaxy_morphology_mcp Galaxy Morphology Tools MCP Server 7 Claude Code, Codex, OpenCode 4 5,402 tok
teamchrisfromthelc/local-wp-mcp MCP server providing WP-CLI, MySQL, and filesystem access for Local by Flywheel WordPress 7 Codex, OpenCode 1 333 tok
haandol/ppt-generator ppt generation mcp server 7 Claude Code, Codex, Kiro, OpenCode 4 3,155 tok
genm/switchbot-mcp 7 Codex, OpenCode 1 727 tok
chrisleekr/mcp-server-playground A playground for Model Context Protocol (MCP) server built with TypeScript and Streamable 7 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 5 2,633 tok
SamMorrowDrums/mcp-go-starter A starter repo for building a go MCP server 7 Codex, OpenCode 1 1,129 tok
rokasklive/opengrok-go-mcp opengrok MCP but in Go 7 Claude Code, Codex, GitHub Copilot, OpenCode 35 2,055 tok
openSVM/dflow-mcp dflow.opensvm.com mcp server for dflow.net 7 Claude Code, Codex, OpenCode 2 2,958 tok
Radek44/mcp-tauri-automation MCP Server for Tauri Application Automation 7 Claude Code, Codex, OpenCode 2 651 tok
belt-sh/cli belt — the cloud platform cli for ai agents 7 Claude Code, Codex, OpenCode 3 478 tok
8090-inc/software-factory-plugin Software Factory plugin for coding agents 7 Codex, OpenCode 1 493 tok
raheb77/saudi-open-data-mcp MCP server for reliable AI access to curated Saudi official open data. 7 Codex, OpenCode 1 639 tok
Dellety/vision-mcp-for-ds Vision MCP for DS — an MCP Server that adds visual capabilities to DeepSeek agents 7 Codex, OpenCode 1 2,836 tok
saltyskip/rift riftl.ink Deep links for humans and agents. Cross-platform mobile deep linking with AI-readable cont 7 Claude Code, Codex, OpenCode 2 7,790 tok
christoph-hart/hise_mcp_server A MCP Server for AI Agents that verifies API methods & component properties 7 Codex, OpenCode 1 1,536 tok
KyaniteLabs/Epoch kyanitelabs.github.io Time estimation MCP server for AI agents: PERT, COCOMO II, Monte Carlo, sprint forecasting 7 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 5 2,396 tok
gaelic-ghost/socket macOS Agent Workflows, Research, & Experiments 7 Codex, OpenCode 1 741 tok
Amey-Thakur/AI-SKILLS amey-thakur.github.io Plug-and-play skills and prompts for every AI coding agent 7 Claude Code, Codex, OpenCode 2 1,738 tok
Bannovich/arabic-word-production Deterministic Agent Skill and plugin for Arabic-first and bilingual Microsoft Word DOCX pr 7 Codex, OpenCode 1 220 tok
buildinternet/releases releases.sh Open product release note registry, indexed and made for agents. Get recent product change 7 Claude Code, Codex, OpenCode 6 11,505 tok
mumez/pharo-agentic-browser A multi-agent AI coding workspace and orchestration environment for Pharo Smalltalk, featu 7 Codex, OpenCode 1 1,742 tok