How real projects configure their agents

45,030 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
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 —
tcpiplab/Instability A network diagnostic chatbot that also works offline. It has over 50 built-in tools to pro 5 Claude Code 1 1,883 tok
bobaba76/Engram Local-first code intelligence and MCP-native review engine for Python and TypeScript repos 5 Codex, OpenCode 1 736 tok
alexmx/peek See and drive any Mac app from your terminal or your AI agent. 5 Claude Code, Codex, OpenCode 2 2,996 tok
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
shuchitajain/awesome-ai-setup npmjs.com Practical agents for AI-native repository workflows 5 Codex, OpenCode 1 2,265 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 —
theharithsa/dynatrace-mcp-otel Dynatrace MCP Server is an AI‑assistant back‑end that lets clients query Dynatrace data, e 5 GitHub Copilot 1 679 tok
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
mmornati/leanproxy-mcp mmornati.github.io A "Token Firewall" for MCP - reduce AI token costs by 50-80% while securing your code from 5 Codex, OpenCode 1 245 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
dubh3124/Director Director: AI-first local system for producing live-app presentation videos and decks. 5 Codex, OpenCode 1 651 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
velhud/PatchBay Route ChatGPT context into local Codex workers. 5 Codex, OpenCode 1 1,543 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
Afnanksalal/co-op co-op.software Co-Op is local-first business management software for company planning, research, files, c 5 Codex, OpenCode 1 1,095 tok
llmpolska/llm-design-engine Creative director and design compiler for coding agents 5 Codex, OpenCode 1 720 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
velias/mcp-auth-adapter An authentication adapter for Model Context Protocol (MCP) world. It sits in front of any 5 Codex, OpenCode 1 5,980 tok
MichaelCereda/stampo Turn any API or config into a real CLI. Single static binary, zero dependencies, tab compl 5 Codex, OpenCode 1 813 tok
alfredobs97/dart_docs_mcp A local Model Context Protocol (MCP) server that provides an AI agent with the ability to 5 Gemini CLI 1 723 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
lachlanchen/AgInTi-LabCanvas lazying.art AgInTi LabCanvas: agentic studio for editable scientific figures, CAD devices, and experim 5 Codex, OpenCode 1 9,085 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
brodewa369/roowet-semantic-vault-search Local RAG semantic search for Obsidian vaults — Ollama + LanceDB + MCP. Search your markdo 5 Codex, OpenCode 1 1,700 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
AryanRai/HowYouSeeMe World perception system combining computer vision models and systems like YOLO, SLAM, Segm 5 Kiro 1 505 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 —
noblepayne/mcp-injector HTTP shim for injecting MCP tools into OpenAI-compatible chat completions 5 Codex, OpenCode 1 7,776 tok
Leodorareluctant259/superpowers-zh Translate and adapt Superpowers for Chinese AI coding tools, with 20 skills and 6 China-sp 5 Gemini CLI 1 27 tok
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
FrangSierra/Alembic Reduce noisy shell, CI, diff, and MCP-adjacent output into compact answers your coding age 5 Codex, OpenCode 1 11 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 2 7,110 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
fishwww-ww/dingtalk-mcp geminicli.com A Gemini CLI extension for DingTalk's MCP server. 5 Gemini CLI 1 921 tok