How real projects configure their agents

22,198 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 agents7,609Claude Code6,644Data and AI3,677Backend and APIs3,502Languages3,403Planning3,220Git and workflow3,193Code review2,743Testing2,377Memory and context2,363DevOps and cloud2,314Writing and docs2,311Research2,293Frontend2,259Security2,022Productivity1,721

All Claude Code32,006 Codex23,251 OpenCode22,198 GitHub Copilot3,552 Gemini CLI1,917 Cursor1,737 Windsurf138 Kiro81

Project Stars Configures Files Always loaded
olgasafonova/productplan-mcp-server MCP server for ProductPlan - enables AI assistants to interact with roadmaps, OKRs, and di 3 Claude Code, Codex, OpenCode 5 1,247 tok
yclenove/mysql-mcp-server A Node.js-based MySQL MCP (Model Context Protocol) server that supports operating MySQL da 3 Codex, OpenCode 1 330 tok
buYoung/mcp 3 Claude Code, Codex, OpenCode 2 853 tok
mokhtarabadi/blowsh-mcp Model Context Protocol (MCP) server for terminal-based, JS-capable web browsing via Browsh 3 Codex, OpenCode 1 3,319 tok
damieng-zx/zx84 zx84.envytech.workers.dev Sinclair ZX Spectrum emulator for your browser with MCP server 3 Claude Code, Codex, OpenCode 2 3,843 tok
vohongtho/code-intel-platform 3 Claude Code, Codex, GitHub Copilot, Kiro, OpenCode, Windsurf 24 9,599 tok
ralforion/orionbelt-semantic-layer-mcp ralforion.com MCP server for the OrionBelt Semantic Layer. Enables LLMs to explore semantic models, comp 3 Claude Code, Codex, OpenCode 2 1,763 tok
robotto-xyz/ai-drone-toolkit robotto.xyz AI Drone Toolkit - MCP servers and tools for intelligent drone development (PX4 and beyond 3 Codex, OpenCode 1 3,816 tok
1942293420/Evolvmem_MCP A memory management MCP with a vector database 3 Codex, OpenCode 1 880 tok
axelfreeman/tapac-mcp tapacapi.com Find & verify B2B contacts via MCP — real-time scraping (websites, Discord, Telegram) + SM 3 Codex, OpenCode 1 407 tok
HarperFast/skills Developer skills for building with Harper. Auto-generated from the documentation. 3 Codex, OpenCode 1 100 tok
dgutierrez1/concurrent-playwright-mcp 3 Codex, OpenCode 1 1,312 tok
contentstack/contentstack-ios iOS SDK for Contentstack's Content Delivery API 3 Codex, OpenCode 1 905 tok
grahama1970/extractor Advanced multi-format document processing with AI accuracy improvements - Enhanced marker- 3 Claude Code, Codex, OpenCode 54 8,882 tok
AtlassianPS/JiraAgilePS PowerShell module to interact with Jira's Agile plugin 3 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 5 2,263 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
alrcatraz/astra-knowledge-base-mcp Knowledge base for AI Agent, supports vectorisation, SAG 2 Codex, OpenCode 1 2,276 tok
liangyou09/lyshell AI-native terminal & SSH client built for vibe coding. Harness launches DeepSeek, Codex, a 2 Claude Code, Codex, OpenCode 2 2,751 tok
bobleer/deepseek-harness-plugin-mcp MCP server that lets any agent discover, install, and run DeepSeek Harness plugins (topic: 2 Codex, OpenCode 1 122 tok
Augustas11/antseed-explorer antfeed.org On-chain buyer intelligence for the AntSeed P2P AI services network on Base 2 Codex, OpenCode 1 163 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
BASIC-BIT/vrchat-mcp MCP server for VRChat friends, worlds, groups, events, notifications, and VRCX history. 2 Codex, OpenCode 1 1,604 tok
Agnuxo1/enigmagent-mcp npmjs.com Local encrypted vault MCP server. AES-256-GCM + Argon2id. Resolves {{PLACEHOLDER}} secrets 2 Codex, OpenCode 1 481 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
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
TheFractalyst/QuantConnectMCP QuantConnect/Lean MCP server - 6 tools for docs lookup, code validation, and code generati 2 Codex, OpenCode 1 437 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
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
TianLin0509/SuperRAN A wireless simulation channel depot for Agents: an MCP service providing standardized chan 2 Claude Code, Codex, OpenCode 2 37,924 tok
richardofortune/tyrekick Feedback loop for AI-built prototypes: reviewers pin comments on the live page; your codin 2 Codex, OpenCode 1 2,767 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
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
neurarelay/relay-action-card neurarelay.com Run a Neura Relay Action Card and receive a governed Decision Receipt before execution. 2 Codex, OpenCode 1 384 tok
energychain/cernion-energy-tools MicroService Agent System for Energy Markets 2 Claude Code, Codex, GitHub Copilot, OpenCode 28 5,644 tok
Tempguru-co/tempguru-mcp tempguru.co MCP server for W-2 event staffing across 345 US/CA markets: plan_staffing planner, live ra 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 5,545 tok
DanielGuru/repomemory Persistent, structured memory for AI coding agents. Your repo remembers what every session 2 Claude Code, Codex, OpenCode 2 5,463 tok
beel-es/beel-mcp docs.beel.es Servidor MCP de facturación electrónica española con VeriFactu (AEAT): emite facturas F1/F 2 Codex, OpenCode 1 880 tok
JoaoBerne/cli-bridge-mcp Your AI assistant, but it can phone a friend — an MCP server that consults a council of ot 2 Claude Code, Codex, OpenCode 2 1,318 tok
0xSardius/solenrich solenrich.com Onchain intelligence API for Solana AI agents. 45 pay-per-call x402 endpoints (USDC on Sol 2 Claude Code, Codex, OpenCode 5 27,426 tok
4DA-Systems/4DA 4da.ai Privacy-first developer intelligence — surfaces what matters from the noise 2 Claude Code, Codex, OpenCode, Windsurf 3 6,920 tok
FadingLight9291117/mcp-harmonyos Model Context Protocol server for HarmonyOS development 2 Codex, OpenCode 1 1,501 tok
MRNAQA/sourceweave-web-search Fully local MCP server and CLI for web research 2 Claude Code, Codex, OpenCode 3 995 tok
MakeaMouse/fish-bridge-mcp An economical and fuel(token) efficient AI tool, graph session memory for looong chat sess 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 360 tok
Nizoka/pdfnative-mcp pdfnative.dev Official Model Context Protocol (MCP) server for local-first PDF/A generation. Empowers AI 2 Claude Code, Codex, GitHub Copilot, OpenCode 7 16,512 tok