How real projects configure their agents

31,977 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 agents7,557Claude Code6,620Data and AI3,682Backend and APIs3,496Languages3,401Planning3,217Git and workflow3,165Code review2,733Testing2,364Memory and context2,364DevOps and cloud2,310Writing and docs2,303Research2,297Frontend2,252Security2,013Productivity1,710

All Claude Code31,977 Codex23,157 OpenCode22,109 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,739 Windsurf129 Kiro79

Project Stars Configures Files Always loaded
Zuehlke/labview-mcp The best way out there for any AI to connect to LabVIEW. 29 Claude Code 10 35,398 tok
wn-mitch/40kdc-data wn-mitch.github.io Community-owned data schemas for Warhammer 40,000 developer tooling 29 Claude Code, Codex, OpenCode 7 13,345 tok
AI-agents-incubator/n8n-pilot 29 Claude Code, Codex, OpenCode 24 3,184 tok
JamesonRGrieve/ServerFramework Automatically generate database models, GraphQL schema, REST endpoints, MCPs, SDKs and tes 29 Claude Code, Codex, OpenCode 2 2,055 tok
Softleif/seqair seqair.softleif.se BAM/SAM/CRAM/FASTA reader, pileup engine, BCF/BAM writing 29 Claude Code, Codex 6 3,154 tok
Weixi779/WICompress ImageIO-based Swift image compression with hard byte limits, metadata stripping, JPEG/PNG/ 29 Claude Code, Codex, OpenCode 2 1,341 tok
PaulJPhilp/effect-cli-tui 29 Claude Code, Gemini CLI 2 8,970 tok
xiaolai/claude-english-buddy-for-claude 29 Claude Code 2 805 tok
catcam/hads Human-AI Document Standard — lightweight convention for AI-optimized technical documentati 28 Claude Code 1 619 tok
cilangzzz/yudao-skill-pro An optimized skill version of RuoYi-Vue; this branch builds a complete AI Skill developmen 28 Claude Code 2 2,656 tok
Joncik91/ucai A Claude Code plugin that solves the same problems as community frameworks (GSD, BMAD, Ral 28 Claude Code 1 2,628 tok
rollbar/rollbar-mcp-server Model Context Protocol server for Rollbar 28 Claude Code 1 261 tok
ekingunoncu/izan.io izan.io Turn Any Browser Action & Data Extraction into an AI Tool in 60 Seconds 28 Claude Code 1 1,172 tok
dnnyngyen/gemini-cli-orchestrator An MCP server that allows Claude Code orchestrate Gemini for analysis and context-heavy ta 28 Claude Code 1 363 tok
okuvshynov/cubestat Horizon chart for CPU/GPU/Neural Engine utilization monitoring. Supports Apple M1-M4, Nvid 28 Claude Code 2 1,639 tok
lacion/fleet-deck Mission control for every Claude Code session on your machine. 28 Claude Code 2
ziniman/ai-instruct Turn your AI assistant into a senior web developer. Production-ready guides for SEO, perfo 28 Claude Code 1 1,428 tok
mshadmanrahman/claude-for-designers A working repository for designers who use Claude as a collaborator. Skills, principles, p 28 Claude Code 1 4,346 tok
inngest/inngest-skills inngest.com Agent Skills for building with Inngest 28 Claude Code, Codex, OpenCode 2 1,281 tok
vishalguptax/claude-code-manager claudemanager.vishalg.in Claude Code Manager - sessions, MCP, skills, usage & accounts in your VS Code sidebar. 100 28 Claude Code, Codex 3
zircote/subcog Persistent memory system for AI coding assistants. Captures decisions, learnings, and cont 28 Claude Code, GitHub Copilot 5 1,821 tok
khadinakbarlabs/ai-brand-monitor-mcp apify.com Track brand mentions across Perplexity, ChatGPT, Claude & Gemini AI search inside any MCP 28 Claude Code 1 1,254 tok
Icarus603/claude-code Refactored fork of the sourcemap-leaked Claude Code CLI 28 Claude Code, Codex, OpenCode 2 12,622 tok
kornia/bubbaloop kornia.org Open-source Hardware AI agent. Single Rust binary for cameras, sensors, robots, and IoT fl 28 Claude Code 2 4,789 tok
arturogarrido/claudinho npmjs.com ⚽ 2026 World Cup live scores in your terminal — MCP server, CLI & statusline for Claude Co 28 Claude Code, Codex, OpenCode 2 7,715 tok
kznr02/OpenTester AI-Drived end-to-end test platform 28 Claude Code 1 1,473 tok
ThinkyMiner/codeTree code-tree-website.vercel.app MCP server with 23 tools for structured code understanding via tree-sitter. 10 languages. 28 Claude Code, Codex, OpenCode 2 12,779 tok
barbacane-dev/barbacane barbacane.dev Barbacane API and Bidirectional AI Gateway 28 Claude Code 1 1,171 tok
EchoingVesper/mcp-task-orchestrator A Model Context Protocol server that provides task orchestration capabilities for AI assis 28 Claude Code 34 3,416 tok
dr-robert-li/cowork-wordpress-expert A plugin to turn your Claude agent into a WordPress expert 28 Claude Code 1 1,243 tok
pixell-global/sayou The persistent workspace for AI agents 28 Claude Code 1 520 tok
dynatrace-oss/dynatrace-managed-mcp An MCP server for self-hosted Dynatrace Managed platform 28 Claude Code, GitHub Copilot 2 2,151 tok
frozenlib/mcp-attr A library for declaratively building Model Context Protocol servers. 28 Claude Code 1 2,068 tok
tari-project/tari-ootle tari.com Tari Layer-2 Protocol 28 Claude Code 1 1,496 tok
shidesheng0218/repo-ready npmjs.com Make your repo ready for Codex, Claude Code, Cursor, and contributors. 28 Claude Code, Codex, OpenCode 2 323 tok
bejranonda/LLM-Autonomous-Agent-Plugin-for-Claude Autonomous self-learning agent plugin for Claude Code — 36 specialized subagents in a 4-ti 28 Claude Code 1 5,627 tok
morphllm/morph-claude-code-plugin Morph plugin for Claude Code 28 Claude Code 1 79 tok
ReviewToolkits/cext-review-toolkit A Claude Code plugin for reviewing CPython C extensions — finding API misuse, memory safet 28 Claude Code 1 2,660 tok
vimo-ai/memex vimoai.dev One Memory. All CLIs. Never Compacted. Exact Search. 28 Claude Code 1 1,000 tok
Ivlad003/mcp_newrelic 28 Claude Code 1 183 tok
MyrikLD/memlord Self-hosted MCP memory server for personal use and teams 28 Claude Code 1 1,291 tok
iamrichardD/mcp-server-pinescript AI-optimized MCP server for PineScript v6 development with documentation access and code r 28 Claude Code 6
Ventuss-OvO/cc-costline Enhanced statusline for Claude Code — see your 7d/30d spend at a glance 28 Claude Code, Codex, OpenCode 2 2,622 tok
NotNull92/hera-agent-unity Low-token CLI for AI agents to control a live Unity Editor. 28 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 6 24,428 tok
nrwl/nx-ai-agents-config 28 Claude Code, Codex, OpenCode 3 1,202 tok
alexcong/gemini-deepsearch-mcp 28 Claude Code 1 1,593 tok
Zeus-Deus/omarchy-mcp 28 Claude Code 1 718 tok
danieleteti/mcp-server-delphi MCP (Model Context Protocol) server library for Delphi. Built on DMVCFramework, it lets yo 28 Claude Code 1 1,686 tok
estevesjh/mcp-ads-arxiv MCP server for Claude: Read scientific papers from LaTeX source, not PDFs. NASA ADS search 28 Claude Code 1 1,415 tok
theagenticguy/erpaval ERPAVal — autonomous software development. Six-phase Explore/Research/Plan/Act/Validate/Co 28 Claude Code 1 562 tok