31,986 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 agents7,699Claude Code6,660Data and AI3,668Backend and APIs3,501Languages3,399Planning3,231Git and workflow3,226Code review2,759Testing2,389Memory and context2,368Writing and docs2,333DevOps and cloud2,313Research2,290Frontend2,267Security2,038Project management1,731
All Claude Code31,986 Codex23,430 OpenCode22,372 GitHub Copilot3,564 Gemini CLI1,915 Cursor1,742 Windsurf150 Kiro84
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| Catter58/mcpBPMSoft MCP server for BPMSoft 1.8: 32 tools, 6 prompts, 4 resources. OData v3/v4, ProcessEngineSe | 1 | Claude Code | 1 | 2,525 tok |
| opcastil11/planckbot planckbot.com Adaptive tiny-model layer between LLMs and their tools — observes MCP traffic, trains per- | 1 | Claude Code | 1 | 5,147 tok |
| MahmoudHassanMustafa/querybridge-mcp mysql-mcp — MCP server connecting Claude Code to MySQL. Supports SSH tunnels, SSL/TLS, and | 1 | Claude Code | 1 | 1,999 tok |
| thoraxe/ols-mcp a PoC implementation of an MCP server to talk to OpenShift Lightspeed | 1 | Claude Code | 1 | 1,470 tok |
| Facets-cloud/control-plane-mcp-server | 1 | Claude Code | 1 | 1,133 tok |
| scarr7981/cargoshipper-mcp A comprehensive MCP server providing Claude with direct access to Docker, DigitalOcean, an | 1 | Claude Code | 1 | 3,877 tok |
| EduardoMoraga/moragent AI Agent Studio for Claude Code — Design, learn, and operate agentic AI projects with a gu | 1 | Claude Code | 1 | 171 tok |
| BhaumikAbhishek/oci-kafka-mcp-server AI-native MCP server for OCI Kafka — 42 tools, enterprise security, AI diagnostics | 1 | Claude Code | 1 | 1,084 tok |
| AyubMoh1/memory-mcp Persistent memory MCP server for Claude Code — vector + keyword hybrid search | 1 | Claude Code | 1 | 344 tok |
| robertsfeir/mybrain Personal knowledge base with semantic search for Claude — local PostgreSQL + pgvector, MCP | 1 | Claude Code | 1 | 1,487 tok |
| shamis6ali/mcp-clipstream | 1 | Claude Code | 1 | 868 tok |
| bhaktofmahakal/ops-copilot-mcp ops-copilot-mcp.vercel.app Remotely hosted TypeScript Model Context Protocol (MCP) server for automated e-commerce pa | 1 | Claude Code, Codex | 1 | — |
| nickvasilescu/slack-agent-mesh Portable Slack transport and coordination layer for agent-to-agent collaboration across He | 1 | Claude Code, Codex, OpenCode | 2 | 1,553 tok |
| alsimoes/mcp-redmine-rest A Model Context Protocol server that connects any MCP client — to a Redmine instance throu | 1 | Claude Code | 2 | 1,150 tok |
| owine/unifi-network-mcp | 1 | Claude Code | 1 | 2,035 tok |
| u9401066/academic-figures-mcp Academic figure generation MCP server for AI agents — turn papers into publication-ready m | 1 | Claude Code, Codex, GitHub Copilot, OpenCode | 43 | 2,813 tok |
| rex/mcp-apple-reminders MCP server for Apple Reminders. Full CRUD via EventKit, no shortcuts hacks. | 1 | Claude Code, Codex, Gemini CLI, OpenCode | 26 | 3,552 tok |
| k9fr4n/thruk-mcp mcp server for thruk monitoring | 1 | Claude Code | 1 | 1,789 tok |
| rowbotik/bambu-printer-mcp MCP server for Bambu Lab 3D printers — STL manipulation, BambuStudio slicing, and direct p | 1 | Claude Code | 1 | 535 tok |
| wuwux666/RAG-MCP-SERVER | 1 | Claude Code, Codex | 10 | — |
| nbiish/betterbrowsermcp Browser MCP — multi-agent local browser automation. Drop-in upgrade of @browsermcp/mcp wit | 1 | Claude Code, Codex, OpenCode | 2 | 3,978 tok |
| rollecode/obsidian-remote-mcp Remote Obsidian MCP server with OAuth 2.1, for Claude.ai custom connectors and Claude Code | 1 | Claude Code | 1 | 427 tok |
| kimss-ai/kimss-python-sdk Official Kimss Python control-plane SDK (PyPI: kimss). Register agents, report usage, MCP | 1 | Claude Code, Cursor | 2 | 250 tok |
| rajesh-kayal-dev/resume-assistant-mcp mcpize.com MCP server for ATS resume analysis — parse, score, improve resumes and generate cover lett | 1 | Claude Code | 1 | 746 tok |
| griffin-goepper/goetta-finance-mcp Ask Claude about your finances. A local-first MCP server that syncs accounts and transact | 1 | Claude Code | 1 | 7,170 tok |
| AryanBV/pdf-edit-mcp MCP server for format-preserving PDF text editing — find, replace, and batch-edit text in | 1 | Claude Code | 1 | 1,156 tok |
| gbram1/hivemind hivemindai.dev | 1 | Claude Code | 1 | 1,846 tok |
| Strand-AI/figma-slides-mcp | 1 | Claude Code | 2 | 441 tok |
| kuaizhongqiang/TencentAgentMemoryBridge Memory bridges for AI Agents — wraps TencentDB Agent Memory (4-tier local long-term memory | 1 | Claude Code, Codex | 3 | 1,431 tok |
| deja111vu/docuflow A unified interface for AI agents and scripts to work with office documents: `.docx`, `.xl | 1 | Claude Code | 1 | — |
| lleontor705/agent-mailbox-mcp MCP Server for inter-agent messaging — SQS-style mailbox for multi-agent AI systems | 1 | Claude Code | 1 | 1,433 tok |
| pyros-projects/beads-viz Read-only task graph visualizer for Beads projects — MCP App for Claude Desktop and VS Cod | 1 | Claude Code, Codex, OpenCode | 21 | 1,897 tok |
| Wsyjq/pollux | 1 | Claude Code, Codex, OpenCode | 2 | 444 tok |
| FahrenheitResearch/weather-mcp MCP server with 12 weather tools for Claude Code — NWS data, NWP model imagery, NEXRAD rad | 1 | Claude Code | 1 | 1,486 tok |
| datacraftdevelopment/MCP_RCC_SP | 1 | Claude Code | 1 | 1,827 tok |
| galacoder/mcp-whisper-transcription MCP server for audio/video transcription using MLX-optimized Whisper models | 1 | Claude Code | 1 | 2,054 tok |
| 64kramsystem/dos-mcp DOS-specific MCP tools for Ghidra and DOSBox-X | 1 | Claude Code, Codex, OpenCode | 2 | 73 tok |
| ygtdgn/codebase-indexer Semantic codebase indexer with Ollama + Qdrant, MCP server for Claude Code and Codex | 1 | Claude Code, Codex, OpenCode | 2 | 1,889 tok |
| AlexSKorn/TailscaleMCP MCP server that exposes your Tailscale tailnet as a queryable resource for LLMs | 1 | Claude Code | 1 | 435 tok |
| tattooinmtl/BlenderMCP_Dominator | 1 | Claude Code | 3 | — |
| sandraschi/bilibili-mcp Bilibili (B站) content-intelligence bridge - search, trending, video intel and transcript s | 1 | Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf | 6 | 2,097 tok |
| BIH-CEI/zotero-comfort Comfort layer for Zotero MCP integration with high-level research workflows | 1 | Claude Code, Codex, OpenCode | 2 | 333 tok |
| mpeciakk/warframe-mcp MCP server that gives AI assistants real-time access to Warframe game data | 1 | Claude Code, Gemini CLI | 2 | 2,682 tok |
| JorgeHI/mcp-harmony-context MCP to provide harmony API and tool context | 1 | Claude Code | 1 | 558 tok |
| hunmer/procm-mcp | 1 | Claude Code, Codex, OpenCode | 5 | 2,634 tok |
| SMSMy/shamela-mcp | 1 | Claude Code, Codex, OpenCode | 2 | 7,245 tok |
| ylz201/keyvault 🔐 Lightweight secrets manager for LLM Agents. CLI + MCP Server + Python SDK. | 1 | Claude Code, Codex | 2 | — |
| maehr/quarto-cli-mcp A thin MCP server that wraps the Quarto CLI. | 1 | Claude Code, Codex, OpenCode | 2 | 3,100 tok |
| qwe7002-ai/tplink-easy-smart-switch-mcp TypeScript + Bun MCP server for TP-Link and Mercury Easy Smart switches. It works through | 1 | Claude Code | 3 | — |
| TingdeLiu/quant.ai US-equity quant research that lives inside your AI assistant (Claude/Codex via MCP): expla | 1 | Claude Code, Codex, OpenCode | 2 | 2,529 tok |