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
segentic-lab/periscope-mcp lab.segentic.dev Web-app QA, testing & analysis for AI agents — 74 Playwright tools: authenticated flows (2 10 Claude Code, Codex, OpenCode 2 8,976 tok
AlanOgic/mcp-odoo-adv Enhanced Odoo MCP server (STDIO, SSE, Streamable HTTP) 10 Claude Code, Codex, OpenCode 10 4,934 tok
MadnessEngineering/Omnispindle madnessinteractive.cc A comprehensive MCP-based todo management system, that serves as a central nervous system 10 Claude Code 2 5,096 tok
Knuckles-Team/gitlab-api GitLab MCP Server and Python API Wrapper 10 Claude Code, Codex, OpenCode 2 3,937 tok
etr/wonk Structure-aware code search that cuts LLM token burn. Tree-sitter indexing, ranked results 10 Claude Code 1 1,820 tok
mjunaidca/taskforce avixato.com MultiTenant Human-Agent (claude, gemini etc.) Task Orchestration Platform. 10 Claude Code, Cursor, Gemini CLI 41 5,814 tok
mdesalvo/Morgana mdesalvo.github.io A magical witch assistant equipped with an enchanted grimoire powered by AI, yet shaped by 10 Claude Code 6 —
Metaworkers-ai/governedmemory demo.metaworkers.ai Open-source governed memory for AI agents: prompt-injection-resistant writes, purpose-boun 10 Claude Code 1 48 tok
DesignPipe/exfig designpipe.github.io ExFig — fast design-to-code CLI for Figma & Penpot with parallel exports, batch processing 10 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 34 2,210 tok
MCPWorks-Technologies-Inc/mcpworks-api mcpworks.io Open-source platform for token-efficient AI agents. Self-host with docker compose up. 10 Claude Code, Codex, OpenCode 12 4,187 tok
onEnterFrame/lobsterroll lobsterroll.chat 🦞 Agent-native messaging — where AI agents and humans are equal participants. Open source 10 Claude Code, Codex, OpenCode 2 3,245 tok
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 4,931 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
shaharia-lab/goai AI SDK for building AI-powered applications in Go 10 Claude Code 1 1,119 tok
Deepractice/UIX uix-c3n.pages.dev AI-to-UI IR Protocol Layer — The Last Mile from AI to Human. Includes Lucid UI Skill for p 10 Claude Code 1 365 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
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 —
nobrainer-tech/langflow-mcp nobrainer.tech MCP server for Langflow — gives AI assistants full access to Langflow workflow automation 10 Claude Code, Codex, OpenCode 14 3,840 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
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
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 2,582 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
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
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
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 runtimenotes.com 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
zhangyu94/humanfile Declare boundaries for coding agents with .human files. 10 Claude Code, Codex, GitHub Copilot, OpenCode 9 1,003 tok
jeremylongshore/perception-with-intent perception-with-intent.web.app Perception watches the web, ranks what matters, and delivers a finite, source-backed signa 10 Claude Code, Codex, OpenCode 2 4,139 tok
happyhqdotcom/happyhq happyhq.com HappyHQ is the AI workspace for everyday work. 10 Claude Code 1 299 tok
uwzis/UniSpec Spec-driven development (SDD) for agents, all in a docker-like interface with your own cus 10 Claude Code 1 —
solvela-ai/solvela solvela.ai Solana-native AI agent payment infrastructure. AI agents pay for LLM API calls with USDC-S 10 Claude Code, Codex, OpenCode 4 6,632 tok
agentii-ai/blog-tech-kit kits.agentii.ai Spec-driven toolkit for building authority blogs with AI agents. Define content strategy, 10 Claude Code, Codex, OpenCode 1 3,473 tok
nanocoai/nanoclaw-telegram NanoClaw Telegram channel integration 10 Claude Code 31 948 tok
cooco119/djk-research 10 Claude Code 1 857 tok
aurehub/skills A collection of reusable Agent Skills for AI coding agents 10 Claude Code, Codex, OpenCode 2 1,795 tok
enricai/leerie Leerie is a graph-engineered task driver for Claude Code. One prompt. Finished, committed, 10 Claude Code 1 9,789 tok
Kalapaja/Kalatori Kalatori daemon to handle chain-to-webstore interaction 10 Claude Code, Codex, OpenCode 3 2,166 tok
crazynomad/apple-podcast-downloader A comprehensive Claude Code skill for searching, browsing, and downloading podcast episode 10 Claude Code 1 1,075 tok
hidumou/xsh-info-card SupSub financial information card production pipeline · JSON → Jinja2 → PNG 10 Claude Code 2 443 tok