How real projects configure their agents

44,996 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971

All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
reshaprio/reshapr.io reshapr.io reShapr website and documentation: turn your APIs AI-Native, without rebuilding them 10 Codex, OpenCode 1 666 tok
aryankeluskar/polymarket-mcp smithery.ai MCP Server for Polymarket API. #6 most used MCP on Smithey leaderboards. 50.4k users in Ma 10 Codex, OpenCode 1 3,841 tok
Knuckles-Team/gitlab-api GitLab MCP Server and Python API Wrapper 10 Claude Code, Codex, OpenCode 2 3,937 tok
gitcoder89431/tuitube ruixen.app YouTube catalog TUI — browse curated channels, stream via mpv, download on demand. 10 Codex, OpenCode 1 1,807 tok
etr/wonk Structure-aware code search that cuts LLM token burn. Tree-sitter indexing, ranked results 10 Claude Code 1 1,820 tok
modeldriveprotocol/modeldriveprotocol modeldriveprotocol.github.io Model Drive Protocol (MDP): MDP turns runtime-local capabilities into MCP-reachable capabi 10 Codex, OpenCode 1 625 tok
Scaffoldic/agentforge-py pypi.org Production-grade, contracts-first framework for AI agents in Python — vendor-neutral, audi 10 Codex, OpenCode 1 2,434 tok
JoodasCode/SlopWatch SlopWatch is a Model Context Protocol (MCP) server that provides AI accountability tools. 10 Cursor 1 916 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
microsoft/Build26-BRK242-turn-your-agents-into-action-connect-tools-apis-and-documents build.microsoft.com Resources for connecting agents to the right tools, APIs, and documents with context-aware 10 Codex, GitHub Copilot, OpenCode 2 752 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
yllibed/repl repl.yllibed.org One .NET command graph. CLI, REPL, remote sessions, MCP. 10 Codex, OpenCode 1 74 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
C4AL/CodexCliPlus All-in-one Codex CLI manager for Windows based on CLIProxyAPI 10 Codex, OpenCode 1 172 tok
projectbluefin/website projectbluefin.io Website 10 Codex, OpenCode 1 3,332 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
milisp/codexsm Manage codex cli session base on project, Tauri app, view, rename, delete, resume session 10 Codex, OpenCode 1 88 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
woliveiras/dominando-agentes-ia woliveiras.github.io Livro aberto sobre AI Agents para Pessoas Engenheiras de Software focado em Python, LangCh 10 GitHub Copilot 1 1,222 tok
gradion-ai/hybrid-groups gradion-ai.github.io Hybrid Groups integrates human team collaboration with AI agents 10 Claude Code 1 223 tok
OtterlySpaceLabs/speekify otterlyspacelabs.github.io Speekify turns CLI text, stdin, local .txt/.md/.pdf files and YouTube video transcripts or 10 Codex, OpenCode 1 218 tok
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 1,990 tok
EuclideanAI/mcp-client A custom Model Context Protocol (MCP) Client interface with integrated LLM agent chat capa 10 GitHub Copilot 1 495 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
theSharque/mcp-jperf Java profiler and perfomance tool MCP 10 Codex, OpenCode 1 632 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
pmbstyle/Octopal octopal.ca A local AI agent platform for people who want broad, real-world automation with a design t 10 Codex, OpenCode 1 2,634 tok
jperrello/Saturn jperrello.github.io AI endpoints discoverable on local networks. 10 Codex, OpenCode 1 350 tok
xhwSkhizein/agiwo docs.agiwo.o-ai.tech Open-source streaming-first Python AI agent framework and console for building, orchestrat 10 Codex, OpenCode 1 6,762 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
rsoutar/claw-screener Stock screener using technical and fundamental analysis. Finding oversold stocks, screenin 10 Codex, OpenCode 1 517 tok
wouerner/cirurgia Cirurgico: Curso Engenheiro de Software com auxilio de IA 10 Gemini CLI 1 591 tok
bitcoinalexis/Lotokens-Skill-Claude-Code "Lotokens" es un skill para ahorrar tokens al momento de utilizar claude code 10 Codex, OpenCode 1 616 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
arcayne/agentic-delivery-playbook Spec first workflow for coding agents: choose the right model per task, use strong reasoni 10 Codex, OpenCode 1 111 tok
kwanpham2195/symphony-go Autonomous agent orchestrator — polls Linear issues, creates workspaces, runs Codex sessio 10 Claude Code, Codex, OpenCode 7 2,021 tok