How real projects configure their agents

31,998 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
PO-VINCENT/ai-shopping-audit Lighthouse for AI shopping: audit any product page for AI-agent readiness. 0-100 score, ev 5 Claude Code, Codex, Gemini CLI, OpenCode 3 409 tok
markmhendrickson/ateles Operating system for humans and AI agents to jointly initiate, execute, approve, and recon 5 Claude Code 7 13,260 tok
aviraldua93/architect-ai AI-powered study tool for Claude Certified Architect exam. The codebase IS the curriculum. 5 Claude Code 5 1,853 tok
provasign/prism provasign.dev Semantic change intelligence for coding agents — complete impact sets, edit-ready context, 5 Claude Code, Codex, GitHub Copilot, Gemini CLI, Kiro, OpenCode 12 2,148 tok
ahmadshady747-create/LOCUS Deterministic AST Safety Guard, High-Throughput Compound Pipelines, Bidirectional Intent S 5 Claude Code, Codex, Gemini CLI 4 533 tok
wkusnierczyk/raku-mcp-sdk Raku MCP SDK 5 Claude Code 1 983 tok
pacnpal/mcpelevator The missing MCP gateway you always wanted. Elevate MCP servers into authenticated HTTP end 5 Claude Code, Codex, OpenCode 2 4,646 tok
asbrodova/aura-tracker-gcp The self-hosted GCP intelligence engine that explains architecture, investigates failures, 5 Claude Code 1 2,798 tok
BlockSecCA/joern-mcp MCP server wrapping Joern for AI-driven code security analysis 5 Claude Code 2 347 tok
q1ngn1ng-web/kb-rag Personal knowledge base engine: PDF/Word/EPUB → LLM entity relationship graph + hybrid ret 5 Claude Code, Codex, OpenCode 11 1,225 tok
MARUCIE/authbox Your keys. Your identity. Unstoppable. -- Seed-phrase password manager with AI agent gatew 5 Claude Code, Codex, Gemini CLI, OpenCode 3 45,287 tok
prototypdigital/bluetemberg prototypdigital.github.io AI coding standards shipped like a dependency. Version-locked, integrity-verified, signed, 5 Claude Code, Codex, OpenCode 6 740 tok
binary16labs/prime-silo binary16labs.github.io The canonical Sovereign AI Agent OS & runtime harness. Built for Model Context Protocol (M 5 Claude Code, Codex, OpenCode 13 11,239 tok
nuetzliches/powerbrain 🧠 Open-source context engine that feeds AI agents with policy-compliant enterprise knowle 5 Claude Code 1 13,337 tok
ashlrai/ashlrcode ashlr.ai Multi-provider AI coding agent CLI. 30 tools, 15 skills, MCP support, autopilot mode. 5 Claude Code 1 3,262 tok
JNZader/repoforge repoforge.javierzader.com Generate technical docs and AI agent skills (SKILL.md, AGENT.md) from any codebase — model 5 Claude Code 26
symphos-ai/orcho-core docs.orcho.dev Production harness and control plane for accountable AI-assisted software delivery 5 Claude Code, Codex, OpenCode 16 2,148 tok
PavelTkachenk0/ContextTax Measure the context-window tax an MCP server charges your AI agent — the real token cost o 5 Claude Code 4 400 tok
Dakera-AI/dakera-rs dakera.ai Rust SDK for Dakera AI agent memory — self-hosted, 88.2% LoCoMo. HTTP/gRPC, vectors, hybri 5 Claude Code 2 280 tok
zscaler/zguard-ai-integrations Central documentation repository for all integrations with Zscaler AI Guard 5 Claude Code 1 2,276 tok
swayamg20/AgentRelay swayamg20.github.io Self-hosted MCP mailbox for secure agent-to-agent collaboration across repositories and ma 5 Claude Code, Codex, OpenCode 2 1,685 tok
Mun1to/vidorq Open-source AI video editor built on DaVinci Resolve Free. Describe the edit, train it wit 5 Claude Code 1
Aditya251610/opentool opentool.space Open-source MCP server. Give AI agents authenticated access to GitHub, Notion, Slack and 1 5 Claude Code, Codex, GitHub Copilot 4 819 tok
ThalesMMS/dicom-viewer-mcp-app MCP app/server that renders local DICOM series into server-side PNG slices with window/lev 5 Claude Code 1
kungfusheep/mcpview Terminal UI for testing MCP servers (fast debugging and visualisation tool) 5 Claude Code 1 1,082 tok
wangjs-jacky/glm-coding-plan-statusline GLM Coding Plan smart status bar — displays real-time model usage, MCP quota, and 5H quota 5 Claude Code 1 115 tok
AugentDevs/augent augent.app Any audio. Any video. Find what matters through the wormhole. 5 Claude Code 1 6,656 tok
opensauria/sauria sauria.dev Your AI workforce. Multi-agent orchestrator across Telegram, Slack, WhatsApp, Discord, and 5 Claude Code 1 7,794 tok
HanSur94/matlab-mcp-server-python pypi.org MCP server that connects any AI agent to MATLAB — execute code, async jobs, interactive Pl 5 Claude Code 1 4,228 tok
mrzdevcore/haira haira.dev Haira: The programming language for AI agents. 5 Claude Code 3 221 tok
agent-receipts/openclaw obsigna.dev Agent Receipts / Obsigna plugin for OpenClaw — cryptographically signed audit trail for ag 5 Claude Code, Codex, GitHub Copilot, OpenCode 6 1,940 tok
meltforce/vimmary vimmary.meltforce.org YouTube video summary service. Karakeep webhook → transcript → LLM summary → semantic sear 5 Claude Code 2 6,730 tok
yintzuyuan/glyphs-info-mcp erikyin.net Unified MCP server for Glyphs handbook and API queries 5 Claude Code 1 170 tok
ArchCodexOrg/archcodex medium.com ArchCodex Specs and Guardrails for Coding agents 5 Claude Code 5 2,323 tok
LEEI1337/phantom-neural-cortex Professional multi-AI development environment with intelligent cost optimization (<5/month 5 Claude Code, GitHub Copilot 27 991 tok
pwrdrvr/PwrSnap pwrsnap.com Screenshots and recording for macOS and Windows. Snap, annotate, blur, ship. Optional AI r 5 Claude Code, Codex, OpenCode 6 26,566 tok
tomwojcik/news-ycombinator-mcp hn-mcp is an MCP server that gives AI agents full access to Hacker News — complete comment 5 Claude Code 1
JiuTian-dev/SupplyChainCortex An AI Agent that analyzes your supply chain.Ask questions. Agent analyzes data across inve 5 Claude Code, Codex, OpenCode 41 2,191 tok
eddmann/whatsapp-mcp MCP server enabling LLMs to interact with WhatsApp - send messages with fuzzy name matchin 5 Claude Code 2 2,608 tok
BUKOWSKIREAL/trace Trace — a local, background version tracker for multi-CLI-agent coding workflows (Claude C 5 Claude Code 1 560 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
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
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