How real projects configure their agents

32,564 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 agents8,576Claude Code6,909Git and workflow3,638Data and AI3,577Backend and APIs3,561Languages3,499Planning3,322Code review2,907Testing2,704DevOps and cloud2,498Writing and docs2,488Memory and context2,373Research2,320Frontend2,317Security2,182Project management1,989

All Claude Code32,564 Codex24,947 OpenCode23,868 GitHub Copilot3,726 Gemini CLI2,040 Cursor1,770 Windsurf203 Kiro117

Project Stars Configures Files Always loaded
mappedsky/seizu mappedsky.github.io A security graph reporting tool, with agentic workflows, AI chat assistant, and automation 5 Claude Code 1 6 tok
AvatarGanymede/MinerU-MCP MCP server to convert PDF/Word/PPT/Image/HTML to Markdown via MinerU API. 5 Claude Code 2 —
jojoprison/mcp-music-forge MCP tool: soundcloud / yandex music / youtube / spotify downloader, audio converter, audio 5 Claude Code 1 1,531 tok
cicbyte/siyuan-cli SiYuan Notes command-line tool — notebook/document/block management, full-text search, SQL 5 Claude Code 1 714 tok
enkhbold470/unegui.mn-mcp 🇲🇳 MCP server — search for cars, real estate, and jobs on unegui.mn | MCP server for Mon 5 Claude Code 1 1,113 tok
nalyk/gsccli opensource.yoda.digital Senior-grade Google Search Console + Indexing API CLI with MCP support, batch URL Inspecti 5 Claude Code 1 2,150 tok
mort-lab/excel-mcp A Model Context Protocol (MCP) server for working with Excel (.xlsx) files without requiri 5 Claude Code 50 6,071 tok
eljefedelrodeodeljefe/inventree-mcp-plugin MCP (Model Context Protocol) server plugin for InvenTree — exposes inventory data via Stre 5 Claude Code 2 1,539 tok
richardwooding/file-search-on richardwooding.github.io File content type aware search with attribute and cel support 5 Claude Code 11 4,855 tok
AndurilCode/accordo medium.com An MCP (Model Context Protocol) server that provides structured workflow guidance to guide 5 Claude Code, GitHub Copilot 2 1,640 tok
jarmentor/obsidian-notebook-mcp MCP server to let claude connect to my obsidian notes for vector and full text search 5 Claude Code 1 1,700 tok
yigitkonur/mcp-better-vibe-kanban MCP server for Vibe Kanban — manage tasks and sessions from your AI editor 5 Claude Code 1 1,452 tok
silver-rain-dev/sk-wwise-mcp silver-rain-dev.github.io A modular suite of MCP (Model Context Protocol) servers for Audiokinetic Wwise, enabling A 5 Claude Code 19 —
badchars/mcp-security-scanner npmjs.com 55-tool MCP server for security scanning of MCP servers. Runtime inspection, AST-based SAS 5 Claude Code 1 442 tok
BjoernRave/i18n-magic CLI to help you manage your locales JSON with translations, replacements, MCP server using 5 Claude Code, Codex 1 —
ApexIQ/skillsmith pypi.org One command to make any repo agent-ready. Scaffolds .agent/ workspace, platform instructio 5 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 5 3,432 tok
24373054/TLAH-Studio download.matrixlabs.cn Native Windows AI agent workspace with observable runs, controlled tools, MCP, and provide 5 Claude Code, Codex, OpenCode 2 2,252 tok
charliezstong/nutri-mcp nutri-mcp.com MCP server for nutritional data - query 4M+ food products from Open Food Facts, USDA & Nut 5 Claude Code 1 —
johnkueh/bq-analytics Analytics your AI agent can actually query. Tiny SDK that pipes events to BigQuery — ~$0/m 5 Claude Code 1 287 tok
memtomem/memtomem-stm memtomem.com Short-term memory proxy gateway with proactive memory surfacing for AI agents 5 Claude Code 1 664 tok
mudrii/golink Production-grade LinkedIn CLI for humans and LLM agents 5 Claude Code, Codex 3 2,874 tok
TomasWard1/limbo heylimbo.com Your second brain via Telegram. 5 Claude Code 1 4,879 tok
yupeng0512/ai-auto-publisher yupeng0512.github.io Multi-platform publishing middleware with REST/MCP interfaces, task state, deduplication, 5 Claude Code, Codex 1 —
spacelobster88/centurion spacelobster88.github.io AI Agent Orchestration Engine — spawn and command an army of AI agents with Roman military 5 Claude Code 1 710 tok
comisai/comis comis.ai Open-source security-first runtime for AI agents that learn and act across sessions. 5 Claude Code, Codex, OpenCode 2 20,957 tok
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
aviraldua93/architect-ai AI-powered study tool for Claude Certified Architect exam. The codebase IS the curriculum. 5 Claude Code 5 1,853 tok
wkusnierczyk/raku-mcp-sdk Raku MCP SDK 5 Claude Code 1 983 tok
asbrodova/aura-tracker-gcp The self-hosted GCP intelligence engine that explains architecture, investigates failures, 5 Claude Code 1 2,798 tok
supremeb/Oniva-ai oniva.ai Source-available AI agent workflow platform: visual builder, durable execution, signed aud 5 Claude Code 1 4,246 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
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
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 —
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
opensauria/sauria sauria.dev Your AI workforce. Multi-agent orchestrator across Telegram, Slack, WhatsApp, Discord, and 5 Claude Code 1 7,794 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 6 2,424 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
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 —
BUKOWSKIREAL/trace Trace — a local, background version tracker for multi-CLI-agent coding workflows (Claude C 5 Claude Code 1 560 tok
jaysonmulwa/flanner flanner.io Local-first agent context — versioned on your machine, synced peer-to-peer between your te 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