How real projects configure their agents

31,998 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
jojoprison/mcp-music-forge MCP tool: soundcloud / yandex music / youtube / spotify downloader, audio converter, audio 5 Claude Code 1 1,055 tok
cicbyte/siyuan-cli SiYuan Notes command-line tool — notebook/document/block management, full-text search, SQL 5 Claude Code 1 714 tok
enkhbold470/unegui.mn-mcp 🇲🇳 MCP server — search for cars, real estate, and jobs on unegui.mn | MCP server for Mon 5 Claude Code 1 1,113 tok
nalyk/gsccli opensource.yoda.digital Senior-grade Google Search Console + Indexing API CLI with MCP support, batch URL Inspecti 5 Claude Code 1 2,150 tok
mort-lab/excel-mcp A Model Context Protocol (MCP) server for working with Excel (.xlsx) files without requiri 5 Claude Code 50 6,071 tok
eljefedelrodeodeljefe/inventree-mcp-plugin MCP (Model Context Protocol) server plugin for InvenTree — exposes inventory data via Stre 5 Claude Code 2 1,539 tok
richardwooding/file-search-on richardwooding.github.io File content type aware search with attribute and cel support 5 Claude Code 11 4,681 tok
hrubymar10/aimebu IRC for you and your AI agents — shared rooms across Docker, harnesses, and machines. Sing 5 Claude Code, Codex, OpenCode 2 7,685 tok
AndurilCode/accordo medium.com An MCP (Model Context Protocol) server that provides structured workflow guidance to guide 5 Claude Code, GitHub Copilot 2 1,640 tok
anilcancakir/laravel-agent-mcp Read-only MCP (Model Context Protocol) server for Laravel. Give Claude Code, Cursor, and A 5 Claude Code, GitHub Copilot 3 2,583 tok
davo20019/aidaemon Personal AI daemon — Telegram interface, agentic tool use, MCP integration, email triggers 5 Claude Code, Codex, OpenCode 2 3,764 tok
VMAFx/vmafx vmafx.github.io VMAFX — perceptual video quality assessment. Modernized fork-evolved with SYCL/CUDA/HIP/Me 5 Claude Code, Codex, OpenCode 45 13,606 tok
nvdigitalsolutions/mcp-ai-wpoos nvdigitalsolutions.com NV Digital Open Operator System (NV oOS) is an Object-Oriented AI Framework/Harness for Wo 5 Claude Code, Codex, GitHub Copilot, OpenCode 73 36,914 tok
pdugan20/rewind docs.rewind.rest Personal data aggregation service. Syncs data from Strava, Last.fm, Discogs, Plex, Trakt, 5 Claude Code, Codex, OpenCode 5 2,285 tok
kruchenburger/another-s3-manager Lightweight self-hosted web UI for AWS S3, MinIO, R2 and any S3-compatible storage. Multi- 5 Claude Code 1 5,348 tok
jarmentor/obsidian-notebook-mcp MCP server to let claude connect to my obsidian notes for vector and full text search 5 Claude Code 1 1,700 tok
yigitkonur/mcp-better-vibe-kanban MCP server for Vibe Kanban — manage tasks and sessions from your AI editor 5 Claude Code 1 1,452 tok
silver-rain-dev/sk-wwise-mcp silver-rain-dev.github.io A modular suite of MCP (Model Context Protocol) servers for Audiokinetic Wwise, enabling A 5 Claude Code 19
mirkosertic/MCPLuceneServer MCP Lucene Server is a Model Context Protocol (MCP) server that exposes Apache Lucene's fu 5 Claude Code 1 876 tok
ayuksel-tenb/tenable-attack-mapper MCP server that maps Tenable Security Center findings to the MITRE ATT&CK framework, then 5 Claude Code 1
SalZaki/finnhub-mcp A real-time financial data streaming server built with the official Model Context Protocol 5 Claude Code 1 5,238 tok
Tom-R-Main/openFunctions siftable.io Lightweight TypeScript framework for building agentic tools. 5 Claude Code 1 2,680 tok
BjoernRave/i18n-magic CLI to help you manage your locales JSON with translations, replacements, MCP server using 5 Claude Code, Codex 1
ApexIQ/skillsmith pypi.org One command to make any repo agent-ready. Scaffolds .agent/ workspace, platform instructio 5 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 5 3,432 tok
24373054/TLAH-Studio download.matrixlabs.cn Native Windows AI agent workspace with observable runs, controlled tools, MCP, and provide 5 Claude Code, Codex, OpenCode 2 2,252 tok
4DA-Systems/Victauri 4da-systems.github.io X-ray vision and hands for AI agents inside Tauri apps — DOM, IPC, Rust backend, and datab 5 Claude Code 1 27,686 tok
tcpiplab/Instability A network diagnostic chatbot that also works offline. It has over 50 built-in tools to pro 5 Claude Code 1 1,883 tok
epicsagas/Episteme crates.io A production-ready knowledge graph system for software engineering that connects design pa 5 Claude Code, Codex, Gemini CLI, OpenCode 2 3,022 tok
srnichols/plan-forge Forge rough ideas into drift-proof execution contracts for AI coding agents. 6-step pipeli 5 Claude Code, GitHub Copilot 13 22,480 tok
opencue/cuecards cuecards.cc Agent profile manager for Claude Code & Codex. Per-directory profiles select which skills, 5 Claude Code, Codex, OpenCode 3 1,445 tok
automators-com/flowproof automators.ai Agents are starting to run real business processes. flowproof tests them like anything els 5 Claude Code 1 1,368 tok
jahales/mcp-zoekt MCP server for Zoekt code search - enables AI assistants (GitHub Copilot, Claude) to searc 5 Claude Code 10
honeycomb-Technologies/Mitsuro Mitsuro is a self-hosted AI workspace for coding, research, and durable agent work. 5 Claude Code, Codex, Cursor, OpenCode 9 6,399 tok
Sagargupta16/awesome-mcp-servers A curated list of MCP (Model Context Protocol) servers, tools, frameworks, and resources 5 Claude Code 1 2,020 tok
cmudco/dare-backend dare.cmu.edu Open-source Django REST backend for the DARE Platform, with multi-LLM chat, RAG, MCP tools 5 Claude Code, Codex, OpenCode 5 2,028 tok
alexmx/peek See and drive any Mac app from your terminal or your AI agent. 5 Claude Code, Codex, OpenCode 2 2,193 tok
chamuka-inc/vmette chamuka-inc.github.io A hardware-isolated microVM sandbox for running untrusted local AI agents on macOS. 5 Claude Code 1 3,645 tok
rnixai/rnix rnix.ai An operating system for AI agents — Unix philosophy: process, VFS, syscalls. Go 1.26. 5 Claude Code, GitHub Copilot 2 15,311 tok
johnkueh/bq-analytics Analytics your AI agent can actually query. Tiny SDK that pipes events to BigQuery — ~$0/m 5 Claude Code 1 287 tok
alxgmpr/serial-mcp Let agents talk to serial devices like UART adapters 5 Claude Code, Codex, OpenCode 2 1,399 tok
memtomem/memtomem-stm memtomem.com Short-term memory proxy gateway with proactive memory surfacing for AI agents 5 Claude Code 1 601 tok
mudrii/golink Production-grade LinkedIn CLI for humans and LLM agents 5 Claude Code, Codex 3 2,874 tok
TomasWard1/limbo heylimbo.com Your second brain via Telegram. 5 Claude Code 1 4,879 tok
yupeng0512/ai-auto-publisher yupeng0512.github.io Multi-platform publishing middleware with REST/MCP interfaces, task state, deduplication, 5 Claude Code, Codex 1
stoa-platform/stoa gostoa.dev 🏛️ The European Agent Gateway — Open-source MCP Gateway for Enterprise AI | gostoa.dev 5 Claude Code, Codex, OpenCode 40 4,126 tok
spacelobster88/centurion spacelobster88.github.io AI Agent Orchestration Engine — spawn and command an army of AI agents with Roman military 5 Claude Code 1 710 tok
vb-nattamai/agent-ready AgentReady — Transform any legacy repo into an AI-agent-ready codebase. Generates agent-co 5 Claude Code, Codex, OpenCode 2 5,630 tok
wallet-agent/wallet-agent wallet-agent.ai MCP server for Web3 wallet interactions on EVM-compatible chains 5 Claude Code 3 1,498 tok
comisai/comis comis.ai Open-source security-first runtime for AI agents that learn and act across sessions. 5 Claude Code, Codex, OpenCode 2 20,957 tok
arkon-ai/arkon The AI Operations Control Plane — monitor, govern, and automate your AI agents 5 Claude Code 1 1,839 tok