How real projects configure their agents

23,222 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
xeonvs/DDR-Price-MCP Lightweight Model Context Protocol (MCP) server that caches and serves weekly DDR/DRAM mem 1 Codex, OpenCode 1 893 tok
lesleslie/graphics-mcp MCP server for graphics-mcp 1 Claude Code, Codex, OpenCode 2 1,464 tok
sayuru-akash/web-audit-mcp Web Audit is a production-minded website audit and monitoring product with a local MCP std 1 Claude Code, Codex, OpenCode 10 287 tok
TheNovaNodes/searxng-mcp-control SearXNG Control Plane MCP Server for TheNovaNodes 1 Codex, OpenCode 1 255 tok
g-battaglia/mcp-seo Open-source SEO analysis toolkit for AI agents — CLI + MCP server 1 Codex, OpenCode 1 2,085 tok
BxNxM/micrOSMCP Standalone TypeScript MCP server and browser tester UI for micrOS devices. Use it to disco 1 Codex, OpenCode 1 1,868 tok
0xSplits/splits-cli A command line interface and MCP server for Splits 1 Claude Code, Codex, OpenCode 2 1,252 tok
taggedzi/Repo-Interrogator A local tool that helps AI understand large code projects. 1 Claude Code, Codex, OpenCode 2 3,769 tok
tuxr/bible-mcp tuxr.github.io MCP server for Bible verse lookup and search. Connect Claude or ChatGPT to Scripture with 1 Claude Code, Codex, OpenCode 2 2,800 tok
TheNovaNodes/anythingllm-mcp-control AnythingLLM Control Plane MCP Server for TheNovaNodes 1 Codex, OpenCode 1 267 tok
TheNovaNodes/nextcloud-mcp-control Nextcloud Control Plane MCP Server for TheNovaNodes 1 Codex, OpenCode 1 315 tok
gate/gatepay-local-mcp 1 Codex, OpenCode 1 517 tok
conorbronsdon/yt-analytics-mcp chainofthought.show Curated read-only YouTube Analytics MCP server — owner-side channel, video, and playlist a 1 Codex, OpenCode 1 785 tok
wangsquirrel/divination-chart-mcp divination-chart-mcp.vercel.app An MCP server for creating divination charts, including six-line and Bazi charts. 1 Claude Code, Codex, OpenCode 2 738 tok
TheNovaNodes/nextcloud-mcp-gateway Nextcloud Data Plane MCP Server for TheNovaNodes (WebDAV, Files, Notes, CRM & User Cloud S 1 Codex, OpenCode 1 661 tok
playforge-coding/scratch4js Edit Scratch .sb3 projects from JavaScript, plus an MCP server! 1 Claude Code, Codex, OpenCode 6 166 tok
jacwalste/vendorops-mcp 1 Codex, OpenCode 1 214 tok
ilyajob05/emo_bot 1 Claude Code, Codex, OpenCode 2 3,139 tok
TheNovaNodes/google-jules-mcp Integration module for Google Jules cloud workers via Model Context Protocol. 1 Codex, OpenCode 1 1,289 tok
bu5hm4nn/zoho-bookkeeper-mcp A Model Context Protocol (MCP) server for Zoho Books integration, designed for bookkeeping 1 Codex, OpenCode 1 380 tok
Frejixxx/telegram-agent Privacy-first Telegram MCP tools for Codex maintainers 1 Codex, OpenCode 1 1,165 tok
orchestratemcp/OrchestrateKIT-MCP orchestratemcp.dev The honest, evidence-backed MCP planner for safer AI agent workflows. 1 Claude Code, Codex, OpenCode 2 830 tok
ccchenhuohuo/sorftime-mcp Governed Sorftime MCP, AI Skill, and full CLI for secure team access to Amazon market data 1 Claude Code, Codex, OpenCode 2 1,957 tok
BASIC-BIT/soundiiz-mcp Local-first MCP server for safe AI access to Soundiiz syncs and SmartLinks. Read-only by d 1 Claude Code, Codex, OpenCode 2 1,903 tok
cacheout-app/cacheout-mcp MCP server for Cacheout — macOS cache management and memory telemetry tools for AI agents 1 Codex, OpenCode 1 2,112 tok
mkrech/anki-mcp-server 1 Codex, GitHub Copilot, OpenCode 2 1,977 tok
ManudotaORG/artist-mcp artist-mcp.vercel.app Read your OneNote pages in Claude Desktop or Codex. An npm-published MCP server that signs 1 Claude Code, Codex, OpenCode 2 4,001 tok
tboome33/obsidian-mcp-router MCP server that routes Claude tool calls to multiple Obsidian vaults (local or remote) ove 1 Claude Code, Codex, OpenCode 2 2,439 tok
techniondigitalsolutions/odoo-mcp Safety-first MCP server for Odoo 16-19 with controlled changes, audit journaling, rollback 1 Codex, OpenCode 1 115 tok
shayonpal/mcp-for-lifeos Model Context Protocol server for LifeOS Obsidian vault with dynamic template discovery an 1 Claude Code, Codex, GitHub Copilot, OpenCode 7 5,482 tok
berntpopp/mgi-link genefoundry.org MCP server for MGI (Mouse Genome Informatics): mouse gene, allele, mutation and phenotype 1 Claude Code, Codex, OpenCode 10 1,930 tok
grizzly2005/bidirectional-bridge-claude-codex Experimental MCP coordination bridge for bounded bidirectional delegation between Claude C 1 Claude Code, Codex 1
okx-wallet-H/hvip-mcp 1 Claude Code, Codex, OpenCode 3 3,765 tok
yurilopes/pydoll-mcp-server 1 Codex, OpenCode 1 1,478 tok
royhcj/prompt-gui-mcp Lets AI agents to show prompts with beautiful, interactive GUI forms instead of plain text 1 Claude Code, Codex, OpenCode 2 948 tok
WillHsiaoNYC/NYC-Opendata-Capital-Projects-MCP willhsiaonyc.github.io MCP server over NYC Open Data's Capital Projects Dashboard — 4 Socrata datasets in a local 1 Claude Code, Codex, OpenCode 2 2,281 tok
ewanc26/atproto-mcp-server An AT Protocol MCP server for Bluesky and decentralized social web interactions. 1 Claude Code, Codex, OpenCode 2 181 tok
iamseyhmus7/mcp-codebase-oracle 1 Claude Code, Codex, OpenCode 8 5,471 tok
linxxcat000/autodoubao Local Windows MCP bridge that automates Doubao web image generation for Codex, Hermes Agen 1 Codex, OpenCode 1 667 tok
bdhxhxhhxhxhxhhxjxhxhxhxhx2-del/codex-photoshop-psd-automation Turn AI-generated artwork into editable, validated layered PSDs with Codex + Photoshop MCP 1 Codex, OpenCode 1 148 tok
cyberuni/cyber-slack Slack CLI and MCP server for AI agents 1 Claude Code, Codex, OpenCode 2 544 tok
yigitkonur/mcp-supersubagents MCP server for spawning and managing parallel AI agents. Run multiple autonomous Copilot s 1 Claude Code, Codex, GitHub Copilot, OpenCode 9 9,778 tok
nathanasbury/razberri-AI-Agents-Microsoft Microsoft 365-aware ADHD companion with MCP, local AI, and privacy-first task scoring 1 Codex, OpenCode 1 1,341 tok
dongzhaohe321418-lab/zemax-mcp Local Web GUI for reproducible chick/human-eye illumination experiments with guided OpticS 1 Codex, OpenCode 1 205 tok
aferreiraguido/javascript-mcp-server 1 Codex, OpenCode 1 4,428 tok
gabriellopesdesouza2002/mcp-whatsapp The ultimate MCP Server for WhatsApp - Full History Search & AI Automation 1 Codex, OpenCode 1 1,114 tok
fw-magic/cisp-mcp cisp-mcp is a CISP API MCP service written in Python, wrapping CISP enterprise information 1 Claude Code, Codex 3
wcy88/hermes-mcp Hermes Memory MCP v2.3 - Locally enhanced memory system with self-evolution capabilities 1 Claude Code, Codex 4
Blueprint-Master/blueprint-modular mcp.blueprint-modular.com Semantic component system built for AI-driven UI generation. 101 curated components, dual 1 Codex, Cursor, OpenCode 2 5,080 tok
jremick/voice-memo-hub Local Apple Voice Memos ingestion, transcription, search, and safe Codex workflow handoff 1 Codex, OpenCode 1 256 tok