How real projects configure their agents

43,652 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
yeomyeonggeori/blueclaw A POSIX-isolated agent host: a Go daemon that runs an AI agent harness on behalf of the pe 5 Codex, OpenCode 1 3,135 tok
VitalyChashin/vais-runtime Open-source runtime for AI agents and multi-agent graphs — durable, declarative, self host 5 Codex, OpenCode 1 4,915 tok
DaveCoDev/TinkerTasker TinkerTasker is an open-source, local-first agent that runs in your terminal. 5 Claude Code 1 1,000 tok
jaysonmulwa/flanner flanner.io Plan file manager for AI coding agents: MCP server with versioned plans, git protection, l 5 Claude Code, Codex, OpenCode 5 300 tok
BlaiseMoses01/playback-mcp blaisemoses01.github.io Control YouTube playback from local AI agents and MCP-compatible tools like Claude Code, C 5 Claude Code, Codex, OpenCode 4 1,336 tok
ycanerden/mesh trymesh.chat Your AI team's home base. Connect Claude, Cursor, and Gemini into one room. Built and oper 5 Claude Code, Codex, OpenCode 2 1,745 tok
Prasad1612/NseKit-MCP NseKit-MCP server that exposes 100+ tools for accessing live and historical data from the 5 Claude Code, Codex 2
plugin87/figma-remote-server Figma MCP server — 46 tools for design system analysis, token extraction, accessibility au 5 Claude Code 1
hunter-heidenreich/academic-tools-mcp MCP server giving LLM agents lean, identifier-routed tools to look up, read, and cross-ref 5 Claude Code 4 1,007 tok
tarqd/action-relay tarq.net MCP server that discovers and executes App Intents from any installed macOS application 5 Claude Code 1 2,634 tok
zakariaf/SecScanMCP Comprehensive security scanner for MCP (Model Context Protocol) servers. 12+ analyzers, 5 Claude Code 1 4,392 tok
10xHub/agentflow-cli agentflow.10xscale.ai FastAPI server and CLI for Agentflow. Auto-generates a REST API from your agent graph, wit 5 Claude Code 1 3,664 tok
altendky/hamster-mcp Full AI debugging and maintenance access to your Home Assistant via MCP 5 Codex, OpenCode 1 636 tok
rafaelghif/antigravity-agents Universal agentic engineering layer for Google Antigravity. Features autonomous multi-agen 5 Claude Code, Codex, Gemini CLI, OpenCode 21 1,701 tok
syst3mctl/usectl-cli usectl.com usectl-cli is the official command-line interface (CLI) for the usectl.com platform. It al 5 Claude Code 1 443 tok
fabioc-aloha/Alex_Plug_In Transform GitHub Copilot into a sophisticated AI learning partner with meta-cognitive awar 5 Claude Code, Codex, GitHub Copilot 200 137,391 tok
Ambar-Gupta22/corvus Native C++17 AI agent runtime — local-first, embeddable, MCP-native. Tool-calling, memory, 5 Claude Code 1 4,253 tok
viartemev/outlook-ews-mcp Secure MCP server for on-prem Microsoft Exchange (EWS) with tools for email, calendar, con 5 Claude Code, Codex, OpenCode 2 1,055 tok
faith-tools/open-chat open-chat.dev Roll your own chat with just a few lines of code. Open source alternative to ChatKit. Use 5 Codex, OpenCode 1 1,579 tok
PostOakLabs/ainumbers ainumbers.co Deterministic fintech compliance tools + the OpenChainGraph verifiable-artifact standard 5 Claude Code, Codex, OpenCode 2 4,179 tok
deadtrickster/serenedash A live terminal dashboard for a SereneDB server: storage, memory, sessions, per-thread CPU 5 Codex, OpenCode 1 4,236 tok
WithAutonomi/saorsa-core P2P networking library - DHT, QUIC transport, four-word addresses, MCP integration. (Rust) 5 Claude Code, Codex, Cursor, OpenCode 10 3,702 tok
SukramJ/openccu-loom sukramj.github.io Standalone Go daemon bridging Homematic / HomeMatic IP CCUs to MQTT (with Home Assistant D 5 Claude Code 9 8,278 tok
kdpa-llc/mcp-compression-proxy Local MCP gateway with progressive tool discovery, description compression, and controlled 5 Claude Code 1 1,109 tok
olgasafonova/mcp-otel-go OpenTelemetry middleware for Go MCP servers (go-sdk) 5 Claude Code, Codex, OpenCode 5 1,233 tok
maciek-O-digiaidev/CodeRAG Intelligent codebase context engine for AI coding agents. Semantic RAG from source code vi 5 Claude Code 1 1,123 tok
Sagargupta16/SelfHub Personal MCP-powered digital hub - private data center with AI integration for memory, not 5 Claude Code 1 862 tok
sergiorbk/petri-net-sim An editor, a simulator, and a natural-language generator for Petri nets and Petri-object m 5 Claude Code, Codex, OpenCode 6 1,625 tok
zeshuochen/nekoro-browser pypi.org Lightweight browser automation CLI + MCP server driving your everyday Chrome via the exten 5 Claude Code, Codex, OpenCode 2 650 tok
ancilis/ancilis ancilis.ai Agents change faster than audits. Ancilis discovers what agents can do, classifies the dat 5 Claude Code 1 866 tok
dhasap/nft-mint-agent ⚡ Competitive multi-wallet NFT auto-minting agent for OpenSea/SeaDrop & direct contracts — 5 Codex, OpenCode 1 657 tok
msradam/rocannon msradam.github.io An MCP server generator for Ansible. Reflects every installed module from ansible-doc into 5 Codex, OpenCode 1 1,936 tok
managedcode/MCPGateway Searchable MCP and AITool gateway for .NET, built on Microsoft.Extensions.AI with embeddin 5 Codex, OpenCode 50 8,489 tok
sovantica/engrava engrava.ai The memory database for AI agents - graph memory, hybrid search, tamper-evident thought/ed 5 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 2,920 tok
gkoreli/backlog-mcp gkoreli.com Your backlog is your agent's memory 5 Claude Code, Codex, OpenCode 5 3,911 tok
Mazalucas/El-DT Orchestrator structure for projects management with Antigravity/Cursor, etc 5 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 8 24,428 tok
GauranshMathur/ARR_MCP An MCP server for your *Arr stack for you to be able to communicate, find out information 5 Claude Code, Codex, OpenCode 2 2,787 tok
latchkey-dev/gusset Deterministic blast radius for every change. Verified impact on every PR, self-updating ar 5 Claude Code 1 638 tok
yeheskieltame/claudelance The first onchain marketplace where idle Claude Code subscriptions earn cUSD/CELO/USDC by 5 Claude Code 1 7,992 tok
Sri-Krishna-V/Derived-WMD The Agentic Generative UI Platform: Transform natural language into production-ready React 5 Claude Code, Codex 11
mikhailkogan17/cybermem cybermem.dev Remote Self-hosted Memory MCP Server 5 Gemini CLI 1 7,572 tok
modrzjwzki/radarr-mcp MCP server exposing Radarr as 34 tools for any MCP-compatible AI client (Claude Desktop, C 5 Claude Code 1 475 tok
nette/mcp-inspector ai.nette.org Nette application inspector via MCP protocol 5 Codex, OpenCode 1 1,474 tok
cesarfrancots/Xolotl-Code Desktop AI coding-agent platform (Tauri + Rust) for racing, evaluating & orchestrating LLM 5 Claude Code, Codex, OpenCode 2 2,191 tok
a9a4k/tour Local code review at AI speed — TUI + webapp over a pinned git diff. 5 Claude Code, Codex, OpenCode 19 73 tok
willackerly/rebar Swarm collective learning & coordination framework with MCP-enabled ASK agents for enterpr 5 Claude Code, Codex, OpenCode 3 1,577 tok
franciscpd/batuta-compozy compozy.com Batuta, an independent community orchestration extension for CompozyOS 5 Claude Code 1 70 tok
nikolailehbrink/llm-stack llm-stack.nikolailehbr.ink Optimized full-stack starter repo for usage with Coding Agents 5 Claude Code, Codex, OpenCode 2 1,990 tok
Hyper3Labs/clawdrive claw3drive.com Google Drive for AI agents. Store any file and search by meaning across modalities. 5 Claude Code, Codex, OpenCode 3 241 tok
NicoGenti/opencode-orchestrator-kit Cost-aware multi-agent orchestrator kit for OpenCode CLI — one routing agent, 14 specializ 5 Codex, OpenCode 1 2,663 tok