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
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
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
BlockSecCA/joern-mcp MCP server wrapping Joern for AI-driven code security analysis 5 Claude Code 2 347 tok
llmpolska/llm-design-engine Creative director and design compiler for coding agents 5 Codex, OpenCode 1 720 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
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
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
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
MendCode/MendCode mendcode.dev MendCode: Customizable CLI for agents, teams, memory, reviews, and TUI. 5 Codex 2
HosungYou/LongTable Research control plane for AI-assisted scholarship: durable human checkpoints, lawful evid 5 Codex, OpenCode 1 750 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
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 1,221 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
HERRY423/CellTypePilot Agent-native, local-first plugin for auditable single-cell annotation with governed eviden 5 Codex, OpenCode 1 4,451 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
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
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
fishwww-ww/dingtalk-mcp geminicli.com A Gemini CLI extension for DingTalk's MCP server. 5 Gemini CLI 1 921 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
eddmann/whatsapp-mcp MCP server enabling LLMs to interact with WhatsApp - send messages with fuzzy name matchin 5 Claude Code 2 2,608 tok
ApiliumCode/aingle apilium.com The verifiable memory cortex for AI agents: a semantic graph and vector search with zero-k 5 Gemini CLI 1 627 tok
jianchen08/Agent-os-open A highly configurable, self-evolving AI Agent operating system with plugin pipeline, multi 5 Codex, OpenCode 1 3,236 tok
BUKOWSKIREAL/trace Trace — a local, background version tracker for multi-CLI-agent coding workflows (Claude C 5 Claude Code 1 560 tok