How real projects configure their agents

32,008 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 agents7,622Claude Code6,647Data and AI3,678Backend and APIs3,504Languages3,404Planning3,218Git and workflow3,203Code review2,744Testing2,378Memory and context2,367Writing and docs2,318DevOps and cloud2,312Research2,291Frontend2,259Security2,027Productivity1,717

All Claude Code32,008 Codex23,279 OpenCode22,224 GitHub Copilot3,555 Gemini CLI1,920 Cursor1,736 Windsurf139 Kiro81

Project Stars Configures Files Always loaded
RunButter/runbutter runbutter.app RunButter.app - The command center for your entire company. Sales, marketing, finances, HR 2 Claude Code 1 27,663 tok
gethibiki/mcp gethibiki.com Model Context Protocol server for Hibiki — create and manage content from Claude, Cursor, 2 Claude Code 2 975 tok
gcake119/joplin-llm-wiki Local-first Joplin knowledge base tool: SQLite raw export, local/agent wiki compilation, C 2 Claude Code, Codex, Cursor 24 971 tok
halvrenofviryel/phionyx-research phionyx.ai Runtime evidence layer for agentic AI — signed audit chain, deterministic gate verdicts wi 2 Claude Code 4
cacity/ResearchBrain Windows-first, local-first AI research literature workspace: supports incremental Zotero s 2 Claude Code, Codex 6
haiiibin/claude-multi-agent-investing haiiibin.github.io Claude Code framework: 12 AI agents (Buffett/Munger/Burry personas + analysts) debate your 2 Claude Code 26 3,107 tok
ftaricano/mcp-outlook MCP server for Microsoft Outlook / Exchange via Microsoft Graph API — 40 tools, client-cre 2 Claude Code, Codex, OpenCode 2 3,194 tok
airano-ir/mcphub AI-native management hub for WordPress, WooCommerce, and self-hosted services via Model Co 2 Claude Code 1 2,642 tok
JoshuaShunk/Harbor harbormcp.ai Universal MCP Hub — discover, install, run, and sync MCP servers across Claude Code, Codex 2 Claude Code 1 624 tok
MacromNex/boltz_mcp Boltz2 MCP server for protein structure and affinity prediction 2 Claude Code 1 1,890 tok
fthsrbst/mnema Mnema — one memory for every AI agent. Shared memory, RAG and project maps over MCP + REST 2 Claude Code, Codex, OpenCode 2 3,869 tok
F0rty-Tw0/agentic-mcp npmjs.com Prove and compare the AI CLIs you already installed from one command surface or one MCP se 2 Claude Code, Codex, OpenCode 2 3,225 tok
akmalovaa/proxmox-mcp Minimal Proxmox VE MCP server - one Docker command, read-only by default 2 Claude Code 1 5,829 tok
lonexreb/MCPstudio Postman for MCP servers 2 Claude Code 1 2,472 tok
hunchom/claude-code-ssh MCP server giving Claude Code 51 typed SSH tools across your server fleet. Pooled, gated, 2 Claude Code, Codex, OpenCode 11 5,195 tok
ajbarea/ariadne ajbarea.github.io One agent tracing a single entity's evidence across graph, relational, and text stores int 2 Claude Code, Codex, OpenCode 2 617 tok
vedantggwp/grimoire Knowledge base builder — scouts sources, compiles wiki articles, generates study frontends 2 Claude Code 1 826 tok
sadopc/mcp-server-zig MCP server for Zig language intelligence — diagnostics, formatting, hover, go-to-definitio 2 Claude Code 1 1,069 tok
tertiarycourses/TGS-2020503207-AI-Vibe-Coding-for-Multi-Agents-System tertiarycourses.com.sg WSQ AI Vibe Coding for Multi-Agents System (TGS-2020503207) — 11 hands-on labs building co 2 Claude Code 21
MacromNex/bindcraft_mcp BindCraft MCP server for de novo protein binder design 2 Claude Code 1 737 tok
ajitpratap0/mcp-sdk-go A professional, high-performance implementation of the Model Context Protocol (MCP) specif 2 Claude Code 1 5,779 tok
adeoluwaadesina/genesis-mcp A self-extending Model Context Protocol (MCP) server. Ships with one tool that creates oth 2 Claude Code 1 1,041 tok
onwardplatforms/infracodebase-mcp infracodebase.com Connect your IDE's AI agent to Infracodebase — coding guidelines, rulesets, and CI complia 2 Claude Code 1
jamesbrink/mcp-deadmansnitch pypi.org MCP server for Dead Man's Snitch monitoring service - Monitor scheduled tasks and cron job 2 Claude Code 4 1,000 tok
stvlynn/dsh.fish dsh.fish Discover and install DeepSeek Harness plugins, skills, MCP servers, agent presets, bundles 2 Claude Code, Codex, OpenCode 3 2,068 tok
Achitokun14/claude-universal One portable bundle bringing 7 AI coding CLIs to feature-parity. Universal rules, hooks, M 2 Claude Code 1
tc-imba/ue-official-mcp tc-imba.github.io Regenerate and publish reference docs for the official Unreal Engine ModelContextProtocol 2 Claude Code 1 1,653 tok
uniatrix/claude-telegram-bridge Drive the full Claude Code agent from Telegram: owner-gated, persistent per-project sessio 2 Claude Code 1 1,661 tok
RichardGeorgeDavis/Codex-Workspace A local-first multi-repo workspace system with shared runtime control, memory, docs, and a 2 Claude Code, Codex, GitHub Copilot, OpenCode 11 1,610 tok
itsarmaanverma/local-token-saver Locally installed, folder-scoped retrieval-first context for Claude Code / Codex — SQLite 2 Claude Code, Codex, OpenCode 2 766 tok
nwthomas/oura-ring-mcp-server Oura Ring API model context protocol implementation 2 Claude Code, Codex, OpenCode 2 942 tok
timothywarner-org/mcp-teaching-kit anthropic.skilljar.com Course-ready CLI reference for the Model Context Protocol. Demonstrates all six MCP primit 2 Claude Code 1 3,618 tok
EndogenAI/dogma Values ingrained, sovereignty sustained — governance framework for endogenous AI workflows 2 Claude Code, Codex, OpenCode 64 26,171 tok
OktoLabsAI/okto-pulse-core oktolabs.ai Transport-neutral domain engine for Okto Pulse: governed SDLC workflows, knowledge graph c 2 Claude Code 1 2,155 tok
Skye-flyhigh/mnemo-mcp A portable cognitive memory for AI agents. An MCP server with semantic search and decay. 2 Claude Code 1 834 tok
TelecomsXChangeAPi/tcxc-mcp-server telecomsxchange.com MCP server for the TelecomsXChange (TCXC) API — give Claude, OpenAI, Cursor, and any MCP c 2 Claude Code 1 728 tok
nicculus/mcp-infra Deploy any MCP server on AWS, GCP, or Azure — serverless, zero idle cost, full CI/CD, no l 2 Claude Code 1 2,499 tok
DrishtantKaushal/LangfuseMCP Langfuse MCP server with built-in analytics. 34 tools — traces, observations, sessions, sc 2 Claude Code 2
pproenca/unifi-mcp npmjs.com Local MCP server for the UniFi Network API 2 Claude Code, Codex, OpenCode 7 627 tok
white1024/agent-nextup white1024.github.io Desktop app that keeps a long project handoff-ready for any AI agent — tasks, decisions an 2 Claude Code 4
eliassoares/trilium-fastmcp MCP server for Trilium Notes — exposes the ETAPI as tools for LLMs and AI agents 2 Claude Code, Codex, OpenCode 2 2,578 tok
starbringer/AI-Insights Understand and improve how you use AI coding tools. A local web app that turns raw usage d 2 Claude Code 2 155 tok
yoselabs/a2db Agent-to-Database — CLI and MCP server for AI agents to query databases. 2 Claude Code 1 469 tok
hieutachi/mavlink-mcp Vendor-neutral UAV capability layer + MCP server: connect AI agents to MAVLink drones (PX4 2 Claude Code 1 757 tok
Wolfe-Jam/bun-sticky-faf FAF CLI for Bun — zero-dependency .faf parser and validator 2 Claude Code 3 1,140 tok
asgard-ai-platform/mcp-newebpay pypi.org MCP Server for NewebPay (藍新金流) — 8 AI-callable payment tools via Model Context Protocol 2 Claude Code 1 461 tok
DoganayBalaban/finance-mcp WealthGuard — MCP server that connects Claude to your Google Sheets for personal finance t 2 Claude Code 1 965 tok
MacromNex/boltzgen_mcp BoltzGen MCP server for protein binder design 2 Claude Code 1 1,058 tok
Joe-Heffer/trainer An open-source agentic AI personal trainer for fitness and health. 2 Claude Code 1 1,005 tok
SixHq/bed-of-roses bor-os.io An AI companion that lives on your desktop and does things — builds native Mac apps on dem 2 Claude Code 1 4,381 tok