How real projects configure their agents

23,799 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971

All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
olssonsten/mcp-redmine A redmine MCP server covering close to 100% of redmines API 1 Codex, OpenCode 1 412 tok
Jame0077/mcp-code-mode 🤖 Enable AI code generation using the Code Execution MCP Server, integrating large langua 1 Codex, OpenCode 1 243 tok
adpena/teadata-mcp Model Context Protocol server and assistant UI for Texas public school data. 1 Codex, Gemini CLI, OpenCode 2 1,541 tok
lidless-labs/n8nctrl lidless.dev n8n automations are locked behind its own UI. n8nctrl hands workflow inspect, validate, ru 1 Claude Code, Codex, OpenCode 2 1,673 tok
atobouh/symapse Symapse indexes a codebase, builds a deterministic call graph, and gives AI agents instant 1 Codex, OpenCode 1 497 tok
teleomorph/pinako-mcp An MCP server that lets Claude, Cursor, or any MCP client organize your Pinako tabs and li 1 Codex, OpenCode 1 599 tok
agentspan-ai/mcp-testkit 1 Codex, OpenCode 1 1,441 tok
uidaho-nsummers/tdx-cli-mcp TypeScript CLI and MCP server for the TeamDynamix Web API — built for AI coding agents (Cl 1 Claude Code, Codex, OpenCode 2 2,982 tok
aud1ence/obsidian-wiki-mcp MCP server implement Karpathy's LLM Wiki pattern 1 Claude Code, Codex, OpenCode 2 1,899 tok
zzhan111/multi-agents-browser MultiAgentsBrowser (ma-browser) - your real browser as the API, shared safely by many AI a 1 Claude Code, Codex, OpenCode 2 3,901 tok
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 1,580 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
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, Kiro, OpenCode 4 2,574 tok
Prekzursil/abbyy-finereader-ocr-mcp Multi-engine OCR MCP server (RapidOCR + Tesseract + ABBYY FineReader 16) with per-line con 1 Codex, OpenCode 1 299 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
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 4,066 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 2,494 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
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
ewanc26/atproto-mcp-server An AT Protocol MCP server for Bluesky and decentralized social web interactions. 1 Claude Code, Codex, OpenCode 2 181 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
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