How real projects configure their agents

31,984 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 agents7,571Claude Code6,627Data and AI3,684Backend and APIs3,492Languages3,401Planning3,221Git and workflow3,179Code review2,740Testing2,368Memory and context2,365Writing and docs2,309DevOps and cloud2,308Research2,298Frontend2,256Security2,015Productivity1,715

All Claude Code31,984 Codex23,196 OpenCode22,145 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,736 Windsurf133 Kiro79

Project Stars Configures Files Always loaded
ThreeFish-AI/negentropy threefish.site An agentic system built on a "One Root, Five Wings" architecture, dedicated to combating t 10 Claude Code, Codex 12
yujiachen-y/agent-bundle agent-bundle.com Bundle agent skills into a single deployable agent — sandboxed execution, token-scoped dat 10 Claude Code, Codex, OpenCode 2 1,101 tok
alexylon/sofos-code Terminal-based AI coding assistant with Claude/OpenAI support, secure local tools, web sea 10 Claude Code, Codex, OpenCode 2 4,935 tok
mambo-wang/ShowTime An all-in-one data collection/analysis/monitoring platform integrating domestic and intern 10 Claude Code, Codex, OpenCode 44 3,230 tok
0xMiden/docs 0xmiden.github.io Consolidated documentation for the Miden rollup 10 Claude Code 1 559 tok
zhound420/D365FO-claude-connector MCP server for Microsoft Dynamics 365 Finance & Operations - enables AI assistants to expl 10 Claude Code 1 1,582 tok
JosephOIbrahim/Synapse Artist-controlled AI assistance inside Houdini. Build editable node networks, connect loca 10 Claude Code, Codex, OpenCode 51 12,333 tok
nickschuetz/o3de-mcp Automate Open 3D Engine with AI — an MCP server for editor control, project & build manage 10 Claude Code, Codex, OpenCode 2 4,258 tok
shaharia-lab/goai AI SDK for building AI-powered applications in Go 10 Claude Code 1 1,119 tok
usrrname/cursorrules usrrname.github.io A wicked npx-able lib of Cursor rules with Otaku AI agents, optional lean workflow 🎀 10 Claude Code, Codex, OpenCode 4 2,493 tok
ukbodypilot/radio-gateway Multi-radio, multi-machine Linux gateway: ham/GMRS radios → Mumble, Broadcastify, Winlink, 10 Claude Code 2 1,569 tok
777genius/lintai 777genius.github.io Offline-first, precision-first security linter for SKILLS, MCP, plugins, configs and other 10 Claude Code, GitHub Copilot 3 21 tok
TangentDomain/excel-mcp-server pypi.org 🎮 Excel configuration table MCP server for game development | 42 professional tools | One 10 Claude Code, Codex, OpenCode 2 1,988 tok
prime-radiant-inc/scenarios A portable, model-agnostic test suite of declarative YAML scenarios for evaluating AI assi 10 Claude Code 1
gradion-ai/hybrid-groups gradion-ai.github.io Hybrid Groups integrates human team collaboration with AI agents 10 Claude Code 1 223 tok
kvncampos/nautobot-ai-ops kvncampos.github.io Nautobot AI Plugin - Large Language Models (LLM), Model Context Protocol (MCP), Middleware 10 Claude Code 1
pachca/openapi dev.pachca.com OpenAPI spec, SDKs (TypeScript, Python, Go, Kotlin, Swift, C#), CLI, n8n node, and AI agen 10 Claude Code, Codex, OpenCode 2 1,225 tok
maneja81/OpenOrbit OpenOrbit — A free, open source AI orchestrator that lives on your desktop. One central ag 10 Claude Code 2 6,082 tok
nobrainer-tech/langflow-mcp npmjs.com MCP server for Langflow — gives AI assistants full access to Langflow workflow automation 10 Claude Code, Codex, OpenCode 14 1,801 tok
LindaHaviv/second-brain Build a second brain every AI can share: your content in Oracle AI Database 26ai — semanti 10 Claude Code, Codex, OpenCode 4 1,743 tok
lsegal/aviary aviary.bot Aviary is a full AI assistant platform. Connect your AI models to Slack, Signal, Discord, 10 Claude Code, Codex, Gemini CLI, OpenCode 4 383 tok
swoelffel/claw-pilot clawpilot.eu Multi-agent orchestration runtime with task board, flow engine, budget control, MCP integr 10 Claude Code 1 4,142 tok
codingwithriha/ai-email-agent ai-email-agent-blue.vercel.app MailMind AI is a modern AI powered email generation platform built with Next.js 16, TypeSc 10 Claude Code, Codex, OpenCode 2 79 tok
seandavi/biomedical-agent-kg biomed-agents.cancerdatasci.org Generated knowledge graph of biomedical LLM agent systems 10 Claude Code 1 1,995 tok
echology-io/decompose echology.io The missing cognitive primitive for AI agents. Decompose any text into classified semantic 10 Claude Code 1 689 tok
ttpears/gitlab-mcp npmjs.com Community GitLab MCP Server — works with any GitLab tier (Free/Premium/Ultimate), no Duo r 10 Claude Code, Cursor 2 2,266 tok
grekt-labs/cli grekt.com AI artifacts versioned, synced, and shared across tools and teams. 10 Claude Code 2
boardwalk-labs/boardwalk Open-source control plane for agent workflows 10 Claude Code 1
fomyio/phantom-ear fomy.io PhantomEar is a privacy-first, local-only AI meeting assistant that runs invisibly on your 10 Claude Code 1 1,505 tok
lehuannhatrang/opsgentic OpsGentic — AI Agents for DevOps Automation. Self-healing Kubernetes with AI agents. 10 Claude Code 1 56 tok
ubcent/velar Local Privacy Firewall for AI 10 Claude Code 1 1,154 tok
xavyo/xavyo xavyo.net The Identity Platform for the AI Agent Era. Secure humans, machines, and AI agents with a 10 Claude Code, Codex, OpenCode 3 2,390 tok
emrecanozturk/intentflow-ios Workflow-first, AI-ready iOS architecture with typed effects, manifests, SwiftUI/UIKit exa 10 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 6 1,359 tok
zksecurity/zk-skills ZKSecurity's open-source AI-skills for pre-auditing ZK circuits 10 Claude Code 1 136 tok
mverab/claude-beyond-code verabadias.gumroad.com Make Claude Code your everything AI agent with customized agent features and subagents 10 Claude Code 20
codejunkie99/agent-harness Drop-in agent harness for shipping products with AI. 18 skill files across SaaS, CLI, MCP, 10 Claude Code, Codex 17
Sompote/plaxisMCP 10 Claude Code 1
whw23/searxng_http_mcp A zero-install, cloud-hosted SearXNG MCP server over HTTP — no local runtime required. 10 Claude Code 1 19 tok
aknochow/ogo aknochow.github.io OGO (OpenShell Gateway Operator): Deploy and manage NVIDIA OpenShell Gateway instances on 10 Claude Code, Codex, OpenCode 2 950 tok
krusemediallc/cursor-ad-agent skool.com Create AI marketing videos and images from inside Cursor. Human-approved Meta ad workspace 10 Claude Code, Codex, OpenCode 16 2,313 tok
square-story/blipko blipko.lol Blipko is a conversational personal-budget tracker on Telegram. Log what you spend in plai 10 Claude Code 1 3,915 tok
Rosentic/rosentic-action rosentic.com GitHub Action: find conflicts across branches before merge. One YAML file. Results on your 10 Claude Code 1 118 tok
mmartinez/postern Credential-brokering HTTPS proxy for AI agents — brokers 1Password & Bitwarden secrets at 10 Claude Code 1 2,460 tok
kwanpham2195/symphony-go Autonomous agent orchestrator — polls Linear issues, creates workspaces, runs Codex sessio 10 Claude Code, Codex, OpenCode 7 2,021 tok
bamdadd/lintel AI-human engineering platform where AI agents and humans collaborate as teammates to plan, 10 Claude Code 1 5,377 tok
runtimenoteslabs/memory-layer Persistent memory for AI coding agents with outcome-based learning 10 Claude Code 13
KevinYoung-Kw/robust-llm-wiki Research-backed schema framework for maintaining Karpathy-style LLM Wikis with robust inge 10 Claude Code 1 514 tok
minhlucvan/notebookmd pypi.org The notebook for AI agents. Write Python. Get Markdown reports. 10 Claude Code 6 1,402 tok
openshift-hyperfleet/kartograph openshift-hyperfleet.github.io Enterprise-Ready Bi-Temporal Knowledge Graph Platform 10 Claude Code, Codex, OpenCode 3 1,823 tok
codeready-toolchain/tarsy Intelligent Site Reliability Engineering agent for automatic alert processing 10 Claude Code, Codex, OpenCode 2 1,357 tok