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
henrychong-ai/yggdrasil-mcp henrychong.com Reasoning orchestration MCP server — Tree of Thoughts with deep planning, branching, and r 3 Claude Code 1 5,952 tok
yasinyaman/graphlore MCP server that lets AI assistants explore a codebase through its knowledge graph (Graphif 3 Claude Code 1
PRUVALEX-Systems/PruvaGraph An MCP server and IDE extension that cuts Cursor and Claude API costs by 99% using local A 3 Claude Code 1 523 tok
v3velev/memorythreads MemoryThreads - MCP-based persistent conversation memory shared across Claude Code and Cod 3 Claude Code 1 614 tok
yangyue1974/kobox Talk to Claude, play your Teenage Engineering EP-133 K.O. II — an MCP server for MIDI cont 3 Claude Code 1 483 tok
stevemurr/windex Self-hosted web index for search agents: news, GitHub projects, Wikipedia, arXiv, small-we 3 Claude Code 1 811 tok
SpikedPunchVictim/mast MAST is a code-search engine that runs as either an MCP server (for AI assistants) or a st 3 Claude Code 1 10,821 tok
grahama1970/extractor Advanced multi-format document processing with AI accuracy improvements - Enhanced marker- 3 Claude Code, Codex, OpenCode 54 8,882 tok
tatargabor/set-copilot Voice dictation + real-time meeting copilot for Claude Code — speak into the mic, cross-re 3 Claude Code 60 11,768 tok
quay/ai-helpers 3 Claude Code 1
AtlassianPS/JiraAgilePS PowerShell module to interact with Jira's Agile plugin 3 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 5 2,263 tok
anthony-spruyt/claude-plugins 2 Claude Code 3 352 tok
stoeier87/stoeier87.github.io Homepage 2 Claude Code, Codex, OpenCode 21 654 tok
adam-s-k-i/super-backlog adam-s-k-i.github.io One command to give any repo an AI agent workflow: Backlog.md task tracking + Superpowers 2 Claude Code, Codex, OpenCode 2 1,021 tok
intercom/claude-plugin-external Intercom plugin for Claude Code 2 Claude Code 1 667 tok
Sharrmavishal/operating-kit Portable, project-agnostic operating kit for Claude Code and Cursor. A disciplined builder 2 Claude Code 1 1,086 tok
youngde811/Lisa A production-quality expert-system shell, written in thoroughly modern Common Lisp. 2 Claude Code 1 2,440 tok
PranavNagrecha/Salesforce-Intelligence sfi.auditforce.cloud Salesforce Org Intelligence for AI agents - a read-only, offline, source-available MCP ser 2 Claude Code 1 2,423 tok
ralvarezdev/ralvaskills skills.ralvarez.dev My personal, ever-growing collection of AI skills for OpenCode and Claude Code. Enforces s 2 Claude Code 1 10 tok
jspw/exciton npmjs.com Run Claude Code with an agentic framework dialled to the level the task deserves — for one 2 Claude Code 1 2,489 tok
prosperkartik/hostaway-mcp Open-source Model Context Protocol (MCP) server for the Hostaway PMS - connect Claude to 2 Claude Code 1 2,668 tok
raihan0824/mcp-fooocus-api 2 Claude Code 1 856 tok
Junjianxin/jjx-js-reverse-mcp An enhanced MCP tool combining js-reverse-mcp and chrome-devtool-mcp. 2 Claude Code 1 796 tok
Agenxy/dibs agenxy.org Keeps your agents in the loop about each other. See what the fleet is doing, then message, 2 Claude Code, Codex, OpenCode 2 4,341 tok
banksynchq/banksync-mcp BankSync MCP server — connect AI agents to bank accounts, transactions, balances, and inve 2 Claude Code, Codex, OpenCode 2 2,316 tok
SecondLifes/code-intel Hybrid semantic+keyword code search, RAG chat, and a 17-tool MCP server for Delphi/Pascal 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 50 8,454 tok
rajephon/k-lottery CLI + MCP server for purchasing Donghaeng Lottery Lotto 6/45 tickets, checking balances, a 2 Claude Code, Codex, OpenCode 2 4,976 tok
isomorphic-team/isomorphic-app isomorphic.sh The Org Brain: a GitHub-backed team knowledge base that Claude can search, read, and edit 2 Claude Code 1 33,703 tok
sommio/qwen-omni-mcp An MCP server that gives Claude Code and other AI agents video, image, audio, and audio-vi 2 Claude Code, Codex, OpenCode 10 1,894 tok
moorej2400/ai-memory-mcp Portable hybrid AI-memory MCP with Graphify-backed retrieval 2 Claude Code, Codex, OpenCode 2 874 tok
xiaojiou176-open/multi-ai-panel xiaojiou176-open.github.io Compare-first, browser-native AI compare workspace for ChatGPT, Gemini, Perplexity, Qwen, 2 Claude Code, Codex, OpenCode 2 2,544 tok
vibegui/awesome-ai-native-cloudflare-app AI-native apps on Cloudflare Workers: one Worker = HTTP app + MCP server + MCP-App UI (dec 2 Claude Code 1 1,918 tok
MrJPTech/macro-pickle Local, database-free AI creative toolkit — image & video generation plus a typed, brand-aw 2 Claude Code 1 2,817 tok
mpasternak/dspace-mcp Read-only MCP server for DSpace 7+ repositories — let an AI assistant search, read and sum 2 Claude Code 1 2,347 tok
sandraschi/civitai-mcp FastMCP bridge for Civitai: search and download checkpoints/LoRAs into a ComfyUI-compatibl 2 Claude Code, Codex, OpenCode 2 512 tok
Noctilucenty/ATLAS Short-horizon FX binary-option prediction on IQ Option: calibrated LightGBM + expected-val 2 Claude Code 1 1,032 tok
dinglebear-ai/synapse npmjs.com Rust MCP and CLI server for local Synapse workflows: Docker/Compose control, host inspecti 2 Claude Code, Codex, Gemini CLI, OpenCode 4 5,463 tok
pinion05/supabase-mcp-lite Lightweight Supabase MCP server implementation 2 Claude Code 1 1,254 tok
shumi-ai/shumi-mcp Shumi crypto trade-intelligence MCP server — markets, funding rates, narratives, regime, a 2 Claude Code 1 187 tok
flight505/MCP_DinCoder 2 Claude Code 1 1,557 tok
ferocknew/cf-search-mcp 2 Claude Code 2 888 tok
TianLin0509/SuperRAN A wireless simulation channel depot for Agents: an MCP service providing standardized chan 2 Claude Code, Codex, OpenCode 2 37,924 tok
dinglebear-ai/rgotify npmjs.com Rust MCP server and CLI for Gotify push notifications, with stdio/HTTP transports, auth, C 2 Claude Code, Codex, Gemini CLI, OpenCode 4 4,153 tok
rolliinc/rolli-mcp npmjs.com MCP server for Rolli IQ — social media search and analytics 2 Claude Code 1 1,251 tok
AndreyTsibin/mcp-super-app-public MCP server for Claude Code: project bootstrap, skills, website generator (landing or donor 2 Claude Code 1
azerv1/thimiko Chat history search for your llm 2 Claude Code 1 945 tok
robinmordasiewicz/terraform-provider-f5xc registry.terraform.io Terraform provider for F5 Distributed Cloud (F5XC) - Community Edition 2 Claude Code 7 8,569 tok
kuiralabs/ada-dev-cli Cardano CLI wallet and MCP server — wallets, balances, transfers, native assets, atomic sw 2 Claude Code 1 625 tok
dinglebear-ai/rapprise npmjs.com Rust MCP server and CLI for Apprise notification fan-out across dozens of delivery backend 2 Claude Code, Codex, Gemini CLI, OpenCode 4 1,363 tok
RoscoNL/intodns-mcp-server intodns.ai MCP server for IntoDNS.ai — free DNS, DMARC, SPF, DKIM, BIMI, MTA-STS, DNSSEC & email secu 2 Claude Code, Codex, OpenCode 2 1,764 tok