45,030 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 agents8,564Claude Code6,906Git and workflow3,633Data and AI3,578Backend and APIs3,558Languages3,494Planning3,322Code review2,906Testing2,695DevOps and cloud2,496Writing and docs2,489Memory and context2,375Research2,320Frontend2,312Security2,181Project management1,980
All Claude Code32,552 Codex24,920 OpenCode23,840 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,771 Windsurf202 Kiro117
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| LilMGenius/AFK Eyes & Hands for AI Agents. 👀🦾 You go AFK. AI opens its eyes, grabs your mouse. | 5 | Claude Code, Codex, Cursor, OpenCode | 7 | 2,819 tok |
| felixzhu97/explore-chat whatschat-web.vercel.app A social messaging app for posts, feed, chat, and calls. It is written in Java with Spring | 5 | Claude Code, Cursor | 6 | — |
| zpeakj/vibe-trace Help you manage your vibe coding project, enabling you to track and trace the entire proce | 5 | Cursor | 1 | 1,197 tok |
| Blazemeter/sv-mcp Virtual Services MCP Server | 5 | Claude Code | 1 | 1,845 tok |
| astralisone/rive-mcp-server-core # Rive MCP Server - Open Source Core An open source Model Context Protocol (MCP) server t | 5 | Claude Code | 1 | 1,115 tok |
| nickweedon/mouser-mcp-docker Mouser MCP Server (in Docker) | 5 | Claude Code | 4 | 2,028 tok |
| joe-elliott/tempo-llm-cli Tempo Claude/MCP server integration | 5 | Claude Code | 1 | 604 tok |
| asafkiv/appdynamics-mcp-server | 5 | Claude Code | 3 | 3,790 tok |
| wptrainingteam/wp-mcp-server-demo Implements a basic MCP server using Abilities API and the MCP Adapter | 5 | GitHub Copilot | 1 | 1,740 tok |
| Nidhideep/sap-s4-mcp-server MCP server for SAP S/4HANA OData — discover services, query entities, read metadata, full | 5 | Claude Code | 1 | 426 tok |
| RyanLisse/mexc-mcp-server | 5 | Claude Code | 1 | 899 tok |
| zloether/serverless-mcp-server Template for a serverless MCP server | 5 | Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode, Windsurf | 5 | 1,779 tok |
| sofianedjerbi/knowledge-tree-mcp MCP server for hierarchical project knowledge management with priority-based organization | 5 | Claude Code | 1 | 1,758 tok |
| pamelafox/py-ai-mcp-tool-schemas pamelafox.github.io "Improving MCP tool schemas for agent reliability" talk resources: MCP server, agents, eva | 5 | Codex, OpenCode | 1 | 1,203 tok |
| ifolin/glm-mcp-server General Read Image For Claude Code - A general-purpose large language model image-reading | 5 | Claude Code | 1 | — |
| No-name0719/db-mcp-server | 5 | Claude Code | 1 | 2,451 tok |
| devEcoConsultingLLC/thedeveco.com thedeveco.com Website for The Developer Ecosystem | 5 | Claude Code | 1 | 7,738 tok |
| patrickclery/ruly CLI tool for managing AI assistant rules and configurations | 5 | Claude Code | 5 | 4,520 tok |
| prizmPrograms/excel-mcp-server An MCP server for operating Excel VBA in a Windows environment | 5 | GitHub Copilot | 1 | 1,446 tok |
| dungnotnull/patent-application-analyzer-agent-skill ⚖️ An automated patentability analyzer. Evaluates novelty, obviousness, and claim scope ag | 5 | Claude Code | 1 | 1,325 tok |
| SteppieD/context-engineering | 5 | Claude Code | 3 | 1,535 tok |
| rbergman/claude-haskell-starter | 5 | Claude Code, Codex, OpenCode | 16 | 670 tok |
| cerkut/SMC-JUCE-MCP | 5 | Claude Code | 3 | 5,106 tok |
| jqlts1/thebrain-mcp-server TheBrain MCP & API Server - Encapsulates TheBrain knowledge graph as an MCP protocol and R | 5 | Claude Code, Codex | 2 | — |
| smchughinfo/OpenClone | 5 | Claude Code | 1 | 774 tok |
| seanrreid/RAD_framework The AI Agent framework designed with small teams in mind | 5 | Claude Code, Codex, OpenCode | 62 | 1,528 tok |
| guilhermegouw/context-driven-documentation | 5 | Claude Code | 6 | 3,378 tok |
| lcvbeek/patina patinamd.vercel.app A powerful layer of patina for your agents' harnesses | 5 | Claude Code | 1 | 270 tok |
| ipea/geobr_prep_data Repo that prepares the data shared through geobr | 5 | Claude Code | 2 | 2,066 tok |
| DPBG/Engram.AI | 5 | Claude Code | 1 | 2,346 tok |
| tvergho/agentdex agentdex.sh Local search engine for your AI coding conversations. | 5 | Claude Code, Codex, OpenCode | 3 | 3,958 tok |
| alisheryeginbay/xpresso Xcode MCP server - build, test, run, and manage simulators from Claude Code | 5 | Claude Code, Codex, OpenCode | 2 | 588 tok |
| rocari/clickup-mcp-server A Model Context Protocol (MCP) server that provides tools for interacting with the ClickUp | 5 | GitHub Copilot | 1 | 1,061 tok |
| julesbonnard/afpnews-mcp-server MCP server exposing AFP news tools for AI assistants | 5 | Claude Code | 1 | 1,969 tok |
| guiguito/AppStoresMCP An mcp server scraping mobile apps store live. | 5 | Claude Code | 1 | 1,209 tok |
| LYFTIUM-INC/wireshark-mcp 🦈 Wireshark MCP Server - Enhanced Edition v2.0 | 5 | Claude Code | 63 | 3,526 tok |
| dsgarage/UniMCP4CC Unity MCP Server for Claude Code - DLL Distribution | 5 | Claude Code | 2 | 438 tok |
| cipher-rc5/firecrawl-mcp-effect Firecrawl MCP server — self-hostable, Vercel-compatible, Effect-TS | 5 | Codex, OpenCode | 1 | 218 tok |
| HsiangNianian/wechat-publisher-mcp Authenticated remote MCP server for publishing WeChat Official Account articles from Agent | 5 | Codex, OpenCode | 1 | 135 tok |
| Intellecy-Inc/dt-mcp MCP server for DEVONthink - enables AI assistants to interact with your databases | 5 | Claude Code | 4 | — |
| Mocha-s/dify-knowledge-mcp-server This project is a modern **Model Context Protocol (MCP) server** using a Python service-or | 5 | Claude Code | 1 | 1,030 tok |
| uopsdod/claude_code_custom_mcp_server | 5 | Claude Code | 1 | — |
| wink-/pzmcp Project Zomboid MCP Server | 5 | Claude Code | 1 | 799 tok |
| oddergaard/unofficial-dinero-mcp-server En MCP server til det danske regnskabsprogram Dinero, som tillader dine AI agents at håndt | 5 | Claude Code | 1 | 1,052 tok |
| derekvery666/dsmctl CLI and MCP server for managing Synology DSM devices | 5 | Claude Code, Codex, OpenCode | 5 | 295 tok |
| dashed/mcp-personal Model Context Protocol (MCP) servers that I personally use. | 5 | Claude Code | 3 | 246 tok |
| copyninja/debsecan-mcp Debian Security Scanner MCP Server - inspired from debsecan tool | 5 | Codex, OpenCode | 1 | 428 tok |
| dsociative/kaiten-cli CLI and MCP server for the Kaiten project tracker | 5 | Claude Code, Codex, OpenCode | 2 | 2,307 tok |
| yet-market/yet-sparql-mcp-server | 5 | Claude Code | 1 | 588 tok |
| Kunde21/forgejo-mcp MCP server for developer connection to Forgejo/Gitea repositories | 5 | Codex, OpenCode | 1 | 304 tok |