How real projects configure their agents

24,842 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 agents8,530Claude Code6,887Git and workflow3,618Data and AI3,582Backend and APIs3,558Languages3,485Planning3,325Code review2,903Testing2,691DevOps and cloud2,482Writing and docs2,481Memory and context2,373Research2,322Frontend2,310Security2,179Project management1,971

All Claude Code32,523 Codex24,842 OpenCode23,761 GitHub Copilot3,723 Gemini CLI2,038 Cursor1,771 Windsurf201 Kiro116

Project Stars Configures Files Always loaded
CarlDog/servarr-mcp MCP server for the Servarr stack (Sonarr, Radarr, Lidarr, Readarr, Prowlarr), packaged as 1 Claude Code, Codex, OpenCode 2 5,186 tok
v-o-h-s/osc-mcp MCP server that supplies new sessions with context from prior sessions for project continu 1 Codex, OpenCode 1 1,388 tok
TheoGirardin/mcp-lbc Serveur MCP pour la plateforme Leboncoin, permettant de faire des recherches poussés sur l 1 Codex, OpenCode 1 925 tok
u9401066/rootcause-mcp Clinical Root Cause Analysis MCP Server - AI-guided structured RCA with Fishbone (6M), 5-W 1 Claude Code, Codex, GitHub Copilot, OpenCode 51 4,716 tok
standardbeagle/slop-mcp standardbeagle.github.io MCP orchestrator — connect dozens of MCP servers while exposing only 8 meta-tools, so tool 1 Claude Code, Codex, OpenCode 2 1,939 tok
Gitmaxd/context-repo-mcp MCP Server for Context Repo - enables MCP compatible software integration with your Contex 1 Codex, OpenCode 1 619 tok
Direct-TO/kail-mcp 1 Codex, OpenCode 1 30 tok
aipper/zentao-mcp 1 Codex, OpenCode 1 676 tok
CraigWetzelberger/sumo-mcp-readonly A mcp server for searching sumologic logs. 1 Codex, OpenCode 1 769 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 —
owrede/vault-memory Local-first semantic memory MCP server for Obsidian vaults 1 Claude Code, Codex, OpenCode 2 5,944 tok
obrien-matthew/mcp-spotify pypi.org MCP server for Spotify -- playlist building, playback control, and music discovery for Cla 1 Claude Code, Codex, OpenCode 2 295 tok
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
zhitongblog/unflick A video player for humans and AI 1 Claude Code, Codex, OpenCode 2 12,815 tok
thebtf/pr-review-mcp 1 Claude Code, Codex, OpenCode 2 2,902 tok
Oryntai/AgentLink Encrypted peer-to-peer conversation bridge for local Codex and Claude agents — no model AP 1 Codex, OpenCode 1 1,278 tok
Robernetes/zotero-mcp MCP server for your local Zotero library: search, CSL citations (APA, MLA, Chicago, Harvar 1 Claude Code, Codex, OpenCode 2 2,126 tok
exploitintel/eip-mcp exploit-intel.com Official MCP server for the Exploit Intelligence Platform 1 Claude Code, Codex, OpenCode 2 3,409 tok
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
rexlManu/lol-mcp-server MCP server for League of Legends player analysis, match review, and training plans via Rio 1 Codex, OpenCode 1 1,824 tok
netcare-io/fitnesse-mcp netcare.de An MCP server that exposes FitNesse's REST responders as tools, letting an MCP client read 1 Claude Code, Codex, OpenCode 2 1,042 tok
JOCOIN94/serial-mcp-server 1 Claude Code, Codex, OpenCode 3 2,193 tok
GermaniU/comfyui-mcp serverstack.solutions MCP server (HTTP/SSE) for image generation with ComfyUI (SDXL) on your own GPU. Python + F 1 Codex, OpenCode 1 1,063 tok
felixkwasisarpong/incident-triage-mcp Incident Triage MCP is a Model Context Protocol–native incident‑response tool server. It e 1 Codex, OpenCode 1 292 tok
woodwosj/GhostShell MCP-native credential vault — AI agents authenticate without holding secrets 1 Claude Code, Codex, OpenCode 5 286 tok
Guipegoraro/opencode-bridge MCP server that lets Claude Code delegate coding tasks to external models running on a loc 1 Codex, OpenCode 1 1,416 tok
benhodgson87/fireboard-mcp fireboard-mcp.hdgsn.dev Unofficial MCP server for the Fireboard BBQ temperature monitoring API 1 Claude Code, Codex, OpenCode 2 1,147 tok
mcallaway/safari-reading-list-mcp Python MCP server and CLI for Safari Reading List workflows 1 Claude Code, Codex, GitHub Copilot, OpenCode 4 995 tok
surendranb/wikipedia-mcp-server Progressive-retrieval MCP server for Wikipedia 1 Codex, OpenCode 1 580 tok
tradingvolatility/tv-mcp pypi.org Lets any AI agent discover and retrieve options market-structure data (GEX, gamma flip lev 1 Codex, OpenCode 1 740 tok
galimar/veridge The always-fresh, low-token map of a whole project — docs, code (to the symbol, multi-lang 1 Codex, OpenCode 1 511 tok
yamayued/houjin-bangou-api-mcp cocorobi.co.jp MCP server for the Japan National Tax Agency Corporate Number API 1 Codex, OpenCode 1 645 tok
hor-net/llm-wiki-kiss Wiki KISS self-hosted per agenti AI: file Markdown + server MCP (stdio) + REST API fallbac 1 Claude Code, Codex, OpenCode 3 3,120 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
gabrielbryk/arc-devtools-mcp Arc-compatible MCP server for Chrome DevTools. Fork of chrome-devtools-mcp with an --arc m 1 Codex, OpenCode 1 206 tok
ianf-ai/take-ur-turn npmjs.com TUT (Take Ur Turn): multi coding-agent collaboration via a local Context Hub — append-only 1 Codex, OpenCode 1 1,126 tok
Theorvane/proxmox-mcp A safety-gated TypeMCP server for the Proxmox VE API. 1 Codex, OpenCode 1 60 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
Mutigen/packforge AI Agent Instruction Hub — orchestrates context-aware instruction packs for Cursor, Claude 1 Claude Code, Codex, Cursor, OpenCode 3 3,123 tok
complynx/ff-mcp Firefox-attached MCP server 1 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,003 tok
Wsyjq/pollux 1 Claude Code, Codex, OpenCode 2 444 tok
zerotrust-labs/solodit-mcp 1 Codex, OpenCode 1 541 tok
orange521456/comfyui_mcp_project 1 Claude Code, Codex, OpenCode 2 45 tok
orkait/hyperstack Disciplined Engineering Harness for AI Agents. MCP server + 21 adversarial skill gates. Re 1 Codex, Gemini CLI, OpenCode 2 417 tok
swang62/hatchet-mcp Personal local AI agent framework with LangGraph orchestration, Hatchet tracing and durabi 1 Codex, OpenCode 1 390 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
fix-a-lot/crawl4ai-local-for-windows Crawl4ai local MCP server for Windows(no WSL) 1 Claude Code, Codex, OpenCode 4 20 tok
ShreeMulay/autoresearch-mcp MCP server for autoresearch technique discovery and experiment tracking. Inspired by Karpa 1 Codex, OpenCode 1 524 tok
fx/mcp-arr 1 Claude Code, Codex, OpenCode 2 87 tok
christianclaudio/mcp-server-snowflake Enterprise Model Context Protocol (MCP) server for Snowflake data cloud and Cortex AI. 1 Codex, OpenCode 1 5,941 tok