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 |
|---|---|---|---|---|
| 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 |
| Dradebo/dhis2-mcp An MCP for dhis2 development | 7 | Claude Code | 1 | 706 tok |
| an1lam/fatebook-mcp Your new, favorite MCP server for what should be your favorite personal predictions tracke | 7 | Claude Code | 1 | 716 tok |
| inconceivablelabs/capacitiesMCP | 7 | Claude Code | 1 | 7,707 tok |
| 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 |
| 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 |
| mkotsollaris/kwrds-ai-mcp kwrds.ai SEO MCP server for kwrds.ai | 7 | Claude Code | 1 | 444 tok |
| cloudthinker-ai/postgres-mcp-pro-plus | 7 | Kiro | 3 | 1,443 tok |
| whiteprompt/15000-whiteprompt-eraserio-mcp | 7 | Claude Code | 1 | 938 tok |
| PiwikPRO/mcp Piwik PRO MCP server | 7 | Codex, OpenCode | 1 | 850 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 |
| wei/hn-mcp-server MCP Server for HackerNews using Algolia HackerNews API | 7 | GitHub Copilot | 1 | 613 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 |
| shape-network/mcp-server shape-mcp-server.vercel.app | 7 | Claude Code | 1 | 855 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 |
| 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 |
| kanishka-namdeo/yfnhanced-mcp Production-ready Model Context Protocol (MCP) server for Yahoo Finance financial data. Rea | 7 | Codex, OpenCode | 1 | 2,621 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 |
| FanMnz/ibmi-mcp-server Model Context Protocol server for IBM i AS/400 source member management with AI assistant | 7 | GitHub Copilot | 1 | 2,124 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 |
| hamzakammar/mcp-workspace AI-powered access to your D2L courses via MCP | 7 | Codex, OpenCode | 1 | 938 tok |
| ZanzyTHEbar/mcp-memory-libsql-go 🧠 High-performance persistent memory system for Model Context Protocol (MCP) powered by l | 7 | GitHub Copilot | 1 | 2,602 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 |
| project-you-apps/membot MCP server that gives AI agents physics-enhanced memory via swappable brain cartridges | 7 | Codex, OpenCode | 1 | 2,563 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 |
| genm/switchbot-mcp | 7 | Codex, OpenCode | 1 | 727 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 |