How real projects configure their agents

32,552 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
nikships/ultimate-image-gen-mcp pypi.org Ultimate Gemini 3.1 Flash Image MCP server with 4K generation, Google Search grounding, re 14 Claude Code 1 4,131 tok
Cam10001110101/mcp-server-outlook-email 14 Claude Code 1 4,027 tok
yejianye/ob-smart-connections-mcp MCP Server for Obsidian Smart Connections plugin 14 Claude Code 1 545 tok
lihei12345/RunCue RunCue is a WDA-powered iOS UI navigation MCP tool that lets coding agents drive, inspect, 14 Claude Code, Codex, OpenCode 2 1,005 tok
yuki-yano/macos-notify-mcp 14 Claude Code 1 1,118 tok
ericbuess/limitless-ai-mcp-server MCP server for integrating Limitless AI Pendant recordings with AI assistants 14 Claude Code 1 3,391 tok
HomenShum/NodeBenchAI nodebenchai.com Entity intelligence for any company, market, or question — not a chatbot that answers once 14 Claude Code, Codex, OpenCode 27 35,230 tok
brucepro/buildautomata_memory_mcp Memory MCP and CLI 14 Claude Code 1 3,758 tok
aborroy/aiup-alfresco A Claude Code plugin that packages Alfresco extension development as slash commands, skill 14 Claude Code, Codex, OpenCode 2 21,414 tok
xhongc/spark-novel AI fiction, short stories, Agent writing, and writing an engaging short story during your 14 Claude Code, Codex, OpenCode 2 1,759 tok
KingingWang/crates-docs A high-performance Rust crate documentation query MCP server supporting multiple transport 14 Claude Code, Codex, OpenCode 2 3,111 tok
PabloLION/bmad-plugin Claude Code plugin for BMAD Method — agile AI-driven development with specialized agents a 14 Claude Code, Codex, OpenCode 2 2,903 tok
Smithbox-ai/ControlFlow Multi-agent orchestration for VS Code Copilot, Claude Code, OpenAI Codex and Cursor 14 Claude Code, GitHub Copilot 3 2,885 tok
rushikeshmore/shopify-partner-agent MCP server for Shopify Partner API analytics - 25 tools for MRR, churn, retention, merchan 14 Claude Code 1 738 tok
voodootikigod/skills-check skillscheck.ai The missing quality toolkit for Agent Skills 14 Claude Code, Codex, OpenCode 2 7,374 tok
clomia/claude-automata claude-automata.clomia.com An autonomous agent environment for Claude Code. 24/7 full self-driving: delegate everythi 14 Claude Code 2 —
sidkandan/universal-remote-control Control Codex and Gemini from the Claude app on your phone. Cross-CLI agent communication 14 Claude Code, Codex, Gemini CLI, OpenCode 11 10,444 tok
OthmanAdi/MDDesign whimsy-finch-ty3m.here.now Orchestrator plugin: composes planning-with-files, DESIGN.md, memory routing, agent teams, 14 Claude Code, Codex, Gemini CLI, OpenCode 18 645 tok
Shreyas-Dayal/ai-cli-bridge Use your Claude Max / ChatGPT Pro subscription as an API. Self-hosted Express + Bun HTTP b 14 Claude Code 1 1,282 tok
chainofdive/ravenclaw Work context management for AI coding agents — web UI, MCP, CLI 14 Claude Code 3 —
Bpolat0/atlasmemory npmjs.com Proof-backed, drift-resistant AI memory for your codebase. 11 languages, 28 MCP tools, evi 14 Claude Code, GitHub Copilot 2 4,425 tok
QuickerHub/quicker-rpc QuickerAgent: AI desktop assistant for Quicker. Monorepo with QuickerRpc plugin + qkrpc CL 14 Claude Code, Codex, Cursor, OpenCode 23 5,606 tok
HyperAITeam/CLITrigger npmjs.com Dockable terminals for Claude Code, Codex & Antigravity by day, an unattended task queue b 14 Claude Code 12 1,216 tok
emdashcodes/claude-code-plugins emdash.codes Claude Code plugins featuring specialized agents, commands, and development skills. 14 Claude Code 1 1,222 tok
jukanntenn/glm-plan-usage GLM plan usage plugin for Claude Code 14 Claude Code 3 857 tok
Piebald-AI/splitrail-cloud splitrail.dev The cloud for Splitrail - analyzer for agentic AI coding tool usage. Sync your usage data 14 Claude Code 1 2,336 tok
nrwl/polygraph-skills skills, subagents and the claude plugin for polygraph 14 Claude Code, Codex, OpenCode 2 159 tok
serpentine-parser/serpentine serpentine.app See every reference between every named entity in your codebase — functions, classes, modu 14 Claude Code 6 1,014 tok
suiflex/ForgeGuard Token-efficient engineering discipline for AI coding agents. 14 Claude Code, Codex, OpenCode 2 496 tok
ArtemisAI/Harness_Engineering A template project for harness engineering and grounding long running agentic AI coding sw 14 Claude Code, Codex, GitHub Copilot, OpenCode 8 6,305 tok
firatcand/forge A lightweight framework for shipping software products from idea to production with AI cod 14 Claude Code, Codex, OpenCode 2 820 tok
initialneil/project-with-reflect Claude Code meta-skill: turn each project/machine/device into a self-improving skill (log 14 Claude Code, Codex, GitHub Copilot, OpenCode 4 508 tok
LiaScript/teaching-agent A BMAD-method-inspired teaching agent to support the creation of lectures with LiaScript 14 Claude Code, Codex, OpenCode, Windsurf 3 13,869 tok
hekivo/superpowers-sage Sage + Acorn + Lando superpowers for Claude Code — ACF Composer, Livewire, Eloquent, Route 14 Claude Code, Codex, OpenCode 2 2,014 tok
kyungseo/ai-workflow-harness A manual-first, human-in-the-loop workflow harness for AI-assisted development—aligns plan 14 Claude Code, Codex, OpenCode 30 1,483 tok
nongjun/feishu-cursor-claw Turn Feishu/Lark into a remote control for Cursor AI — your personal AI strategic partner 14 Claude Code, Codex, Cursor, OpenCode 5 1,840 tok
baijum/ukulele-companion baijum.github.io An offline app for learning ukulele — on Android and iOS. Chords, scales, music theory, co 14 Claude Code, Codex, Cursor, OpenCode 25 3,299 tok
vin-spiegel/htmldrop htmldrop.link Publish HTML for agents — one API call, MCP server included 14 Claude Code, Codex, OpenCode 2 1,597 tok
tigrisdata/mcp-oidc-provider tigrisdata.com Open-sourced mcp-oidc-provider: a minimal, vendor-neutral OIDC layer that sits between MCP 14 Claude Code, Codex, OpenCode 2 724 tok
mbrummerstedt/powerbi-analyst-mcp This repo is a local mcp server made for connecting Power BI to your llm for analysis purp 14 Claude Code 1 625 tok
willwebster5/crowdstrike-mcp 14 Claude Code 1 —
christopherekfeldt/mcp-bitbucket-dc MCP server for Bitbucket Data Center — code search, file browsing, PRs, commits, and more 14 Claude Code, Codex, OpenCode 5 572 tok
thaleslaray/hotmart-mcp Hotmart API MCP server — sales, subscriptions, club, products, coupons, tickets, negotiati 14 Claude Code 1 949 tok
emergent-wisdom/sema Sema is a content-addressed vocabulary for AI agents. Precise thinking, reliable reference 14 Claude Code, Codex, OpenCode 2 7,423 tok
th3nolo/openrouter-mcp th3nolo.com Stateless MCP server and CLI for OpenRouter (MCP 2026-07-28): use any OpenRouter model fro 14 Claude Code 1 471 tok
smykla-skalski/klaudiush A validation dispatcher for Claude Code hooks that enforces git workflow standards, commit 14 Claude Code, Codex, GitHub Copilot, OpenCode 3 10,355 tok
subvertnormality/paranoia Local MCP server for cross-agent adversarial code review — Claude Code and Codex CLI criti 14 Claude Code, Codex, OpenCode 2 14,666 tok
dylan-gluck/mcp-background-job Execute long-running commands in the background while continuing to work with Claude 14 Claude Code 1 850 tok
sysdiglabs/sysdig-mcp-server Sysdig MCP Server 14 Claude Code, Codex, OpenCode 2 1,581 tok
NoesisVision/nasde-toolkit noesis.vision CLI for benchmarks & evals of AI coding agents — on tasks you already understand, using yo 14 Claude Code, Codex 3 10,788 tok