How real projects configure their agents

32,564 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 agents8,576Claude Code6,909Git and workflow3,638Data and AI3,577Backend and APIs3,561Languages3,499Planning3,322Code review2,907Testing2,704DevOps and cloud2,498Writing and docs2,488Memory and context2,373Research2,320Frontend2,317Security2,182Project management1,989

All Claude Code32,564 Codex24,947 OpenCode23,868 GitHub Copilot3,726 Gemini CLI2,040 Cursor1,770 Windsurf203 Kiro117

Project Stars Configures Files Always loaded
nizovtsevnv/outline-mcp-rs Outline knowledge base MCP Server 7 Claude Code 3 1,458 tok
koki-develop/todoist-mcp-server ✅ MCP server for Todoist integration with AI assistants 7 Claude Code 2 3,360 tok
teknologika/Deckbuilder MCP Server for building powerpoint presentations 7 Claude Code, Gemini CLI 2 4,926 tok
mkotsollaris/kwrds-ai-mcp kwrds.ai SEO MCP server for kwrds.ai 7 Claude Code 1 444 tok
whiteprompt/15000-whiteprompt-eraserio-mcp 7 Claude Code 1 938 tok
aotakeda/local-lens npmjs.com A 100% local HTTP/MCP server for capturing browser console logs and network requests and s 7 Claude Code 1 1,324 tok
gemyago/atlacp Bitbucket MCP server 7 Claude Code, Codex, Gemini CLI, OpenCode 4 1,723 tok
shape-network/mcp-server shape-mcp-server.vercel.app 7 Claude Code 1 855 tok
alessio-web-dev/social-cli-mcp CLI tool and MCP server for posting to multiple social media platforms (Twitter, Reddit, L 7 Claude Code 1 2,758 tok
roarkhq/sdk-roark-analytics-node NodeJS SDK for customers to track their voice calls with Roark 7 Claude Code, Codex, OpenCode 2 464 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
armonge/wahoo-mcp Wahoo MCP 7 Claude Code 1 2,979 tok
halilc4/tabby-mcp MCP server for controlling Tabby terminal via Chrome DevTools Protocol 7 Claude Code 1 727 tok
albert-mr/genlayer-mcp-server MCP server for generating GenLayer Intelligent Contracts 7 Claude Code 3 —
SafeBreach/safebreach-mcp Model Context Protocol (MCP) server that bridges the gap between natural language queries 7 Claude Code 2 14,689 tok
florinel-chis/magento-api-mcp This is an MCP (Model Context Protocol) server that provides tools to search and retrieve 7 Claude Code 1 2,572 tok
userFRM/kimi-code-mcp MCP server wrapping Kimi Code CLI (kimi-k2.5) — 14 tools for filesystem, shell, web, and a 7 Claude Code 1 908 tok
greddy7574/taigaMcpServer Node.js server for automating Taiga project management with MCP (Modular Control Protocol) 7 Claude Code 1 4,163 tok
fumi-sagawa/obsidian-mcp-server MCP Server for Obsidian Local REST API integration 7 Claude Code 1 4,832 tok
josefbacik/kerneldev-mcp A MCP server for configuring, building, booting, and testing kernels 7 Claude Code 1 1,725 tok
jafreck/Lore Code intelligence MCP for AI Agents 7 Claude Code, Codex 3 611 tok
lancejames221b/agent-hivemind ClaudeOps hAIveMind - Distributed AI collective memory MCP server for DevOps automation an 7 Claude Code 23 6,122 tok
randomm/files-db-mcp 7 Claude Code 1 263 tok
washyu/ansible-mcp-server 7 Claude Code 1 3,151 tok
K1ta141k/mcp-bench-router MCP server that routes design tasks to designarena.ai's current top-ranked model via OpenR 7 Claude Code 1 978 tok
calltelemetry/cisco-axl-mcp Cisco AXL MCP Server - Administrative XML API integration 7 Claude Code 1 710 tok
ohah/react-native-mcp ohah.github.io 7 Claude Code, Cursor 15 —
c0ffee0wl/feedly-mcp-server MCP server for Feedly 7 Claude Code 1 491 tok
weinaike/galaxy_morphology_mcp Galaxy Morphology Tools MCP Server 7 Claude Code, Codex, OpenCode 4 5,839 tok
eyadsibai/ltk 7 Claude Code 2 1,466 tok
codex-curator/studiomcphub studiomcphub.com Creative AI MCP server — 32 tools (18 free): image generation, upscaling, bg removal, mock 7 Claude Code 1 1,906 tok
haandol/ppt-generator ppt generation mcp server 7 Claude Code, Codex, Kiro, OpenCode 4 3,361 tok
jimsantora/simple-steam-mcp Simple Steam Library MCP integration. 7 Claude Code 1 788 tok
artvepa80/Agents-Hefesto hefestoai.narapallc.com Release-truth gate for AI-generated code: catches hallucinated APIs, missing imports and c 7 Claude Code, GitHub Copilot 2 954 tok
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 —
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 —
rosenpin/todoist-mcp-server todoistmcp.rosenpin.io Remote MCP server for Todoist 7 Claude Code 1 98 tok
belt-sh/cli belt — the cloud platform cli for ai agents 7 Claude Code, Codex, OpenCode 3 479 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
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
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