How real projects configure their agents

45,012 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
mtct/journaling-mcp MCP Server for journaling 7 Claude Code 1 479 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
mackerelio-labs/mcp-server Local MCP (Model Context Protocol) server for integrating LLMs with Mackerel. 7 Claude Code 1 466 tok
mmorris35/devplan-mcp-server MCP server for generating development plans, project roadmaps, and task breakdowns for Cla 7 Claude Code 2 —
SamMorrowDrums/mcp-go-starter A starter repo for building a go MCP server 7 Codex, OpenCode 1 1,131 tok
openSVM/dflow-mcp dflow.opensvm.com mcp server for dflow.net 7 Claude Code, Codex, OpenCode 2 2,958 tok
unionai-oss/union-mcp 7 Claude Code 1 1,841 tok
neriousy/gemini-mcp A simple MCP server for using the Gemini CLI. 7 Claude Code 10 —
zizzfizzix/mcp-server-bwt Model Context Protocol (MCP) server for Bing Webmaster Tools (BWT) allowing Claude.ai and 7 Codex, OpenCode 1 2,717 tok
rosenpin/todoist-mcp-server todoistmcp.rosenpin.io Remote MCP server for Todoist 7 Claude Code 1 98 tok
hew/n8n-money n8n workflow automation with MCP integration for insurance claims and AI video compilation 7 Cursor 1 843 tok
belt-sh/cli belt — the cloud platform cli for ai agents 7 Claude Code, Codex, OpenCode 3 479 tok
molavec/mcp-api-client 7 GitHub Copilot 1 321 tok
treasure-data/td-mcp-server npmjs.com An Official Treasure Data MCP Server 7 Claude Code 1 1,496 tok
MyceliumInc/Outfit Portable, enforced agent personas. One spec - any runtime. 7 Claude Code 3 1,250 tok
raheb77/saudi-open-data-mcp MCP server for reliable AI access to curated Saudi official open data. 7 Codex, OpenCode 1 639 tok
pyang2045/twsemcp MCP server for Taiwan Stock Exchange (TWSE) - Access real-time market data, financial repo 7 Claude Code 1 1,041 tok
Popplywop/tsql-mcp-server nuget.org SQL Server MCP Server - Provides SQL Server database access via Model Context Protocol 7 Claude Code 1 798 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
thomaspical/MCP-Outlook-Local-Server MCP Outlook Local Server sans nécessiter d'enregistrement d'application Azure ou d'authent 7 Claude Code 1 2,241 tok
ruliana/mcp-chain A middleware architecture for MCP (Model Context Protocol) servers with dict-based transfo 7 Claude Code 1 1,835 tok
dmae97/roblex-studio-mcp-server Model Context Protocol server for Roblex Studio 7 Claude Code 1 270 tok
ouranos-labs/pseolint pseolint.dev SpamBrain-proof your pSEO before you publish, audit page relationships, not just pages. AI 7 Claude Code 8 —
ABTdomain/domainkits-mcp domainkits.com Domain intelligence through MCP. Turn Claude, GPT, Gemini into domain agents. Search newly 7 Gemini CLI 1 1,463 tok
Zarl-prog/Smart-git-commit Stop writing "fix stuff". AI agent skill for gold-standard git commits across Claude Code, 7 Codex, OpenCode 1 527 tok
zzhang82/Agent-Memory-Bridge glama.ai Persistent engineering memory for coding agents over MCP. 7 Codex, OpenCode 1 1,090 tok
richfrem/agent-plugins-skills Agentic OS Control Plane: deterministic state-machine governance for AI coding agents with 7 Claude Code, Codex, OpenCode 2 2,391 tok
jojoprison/mnemo Persistent memory layer for Claude Code and Codex — your Obsidian vault on autopilot. Seve 7 Claude Code, Codex, OpenCode 2 1,018 tok
smicolon/ai-kit smicolon.com Convention packs for any AI coding tool - agents, skills, commands, and rules for 15 tools 7 Claude Code, Codex, OpenCode 2 6,135 tok
Nolpak14/getregdata apify.com Official business-registry data for AI agents - KYC/AML, beneficial owners (UBO), insolven 7 Codex, OpenCode 1 1,109 tok
altafino/FableClaudeMDForOpus altafino.com A Fable written Claude MD for Opus/Sonnet to give it some of the quality methodology that 7 Claude Code 1 1,403 tok
Minara-AI/media-agent 7 Claude Code 1 720 tok
8ix/neurodiverse-claude-skills A set of Claude skills I built for myself as a neurodivergent professional. If your brain 7 Claude Code 1 —
synaptiai/synapti-marketplace The Synapti Marketplace is a curated collection of Claude Code plugins designed for AI-aug 7 Claude Code, Codex, OpenCode 2 319 tok
WesleySmits/agent-skills 43 production-ready skills for AI coding agents. Works with Claude, GitHub Copilot, Cursor 7 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,432 tok
tiankonglan/TomeWiki Game wiki template: clone it, name the game, deploy. Unofficial fan sites you own — not Fa 7 Claude Code, Codex, OpenCode 2 1,065 tok
HK-hub/AgentSkills A curated collection of Agent Skills for Claude Code, Open Code, and more, covering Agent/ 7 Claude Code 1 852 tok
ramboz/jig A Claude Code and Codex plugin that scaffolds AI-native development practices into new pro 7 Claude Code, Codex, OpenCode 8 6,940 tok
will-17173/telegram-cli will-17173.github.io Multi-account Telegram CLI for syncing chats, searching messages locally, listening in rea 7 Codex, OpenCode 3 907 tok
handsomeng/Hskill-chatcut Reusable Agent Skills for ChatCut talking-head editing and AI-driven publishing to Xiaohon 7 Codex, OpenCode 1 32 tok
darecstowell/scratchboard darecstowell.github.io A kanban board for the markdown tickets already in your repo. One npx command, nothing ins 7 Claude Code, Codex, OpenCode 2 2,284 tok
pactflow/pactflow-agent-skills docs.pact.io Plugins, Subagents & Agent Skills for Pactflow, Pact & Drift 7 Codex, OpenCode 1 942 tok
Wolfe-Jam/faf-mcp faf.one Persistent Project Context for Cursor, IDEs and VS Code — IANA-registered .faf format · 29 7 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 5 2,473 tok
thettwe/nyann Nyann (ငြမ်း) is Burmese for scaffolding. Nyann is a Claude Code plugin that sets up and m 7 Claude Code 1 559 tok
ThoTischner/observability-mcp npmjs.com Unified observability gateway for AI agents — one MCP server for Prometheus, Loki, and any 7 Claude Code 1 1,961 tok
debugbundle/debugbundle debugbundle.com DebugBundle product source and runtime code. 7 Claude Code, Codex, OpenCode 7 3,481 tok
smallocean43658/codex-superpowers Codex-first fork of Superpowers skills with Codex-native tool guidance 7 Claude Code, Codex, Gemini CLI, OpenCode 3 1,849 tok
anh-chu/llm-wiki-pm PM knowledge base skill for Claude Code. Karpathy's LLM Wiki pattern with supersession, pr 7 Codex, OpenCode 1 1,415 tok
stewie-sh/agent-crystallize Local-first checkpoints and crystals for long-running AI coding agent sessions. 7 Claude Code, Codex, OpenCode 2 467 tok