How real projects configure their agents

31,986 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 agents7,699Claude Code6,660Data and AI3,668Backend and APIs3,501Languages3,399Planning3,231Git and workflow3,226Code review2,759Testing2,389Memory and context2,368Writing and docs2,333DevOps and cloud2,313Research2,290Frontend2,267Security2,038Project management1,731

All Claude Code31,986 Codex23,430 OpenCode22,372 GitHub Copilot3,564 Gemini CLI1,915 Cursor1,742 Windsurf150 Kiro84

Project Stars Configures Files Always loaded
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 3,738 tok
blueshiftlabs-ai/mcp-mssql-server MCP (Model Context Protocol) server for Microsoft SQL Server integration built with NestJS 1 Claude Code 1 845 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
humandesignai/human-design-ai-mcp humandesignmcp.com Official HumanDesign.ai MCP for charts, bodygraph images, authorized libraries, reports, t 1 Claude Code 1 299 tok
JayLiuMLP/incident-agent A Python FastMCP (Model Context Protocol) server for incident management and analysis 1 Claude Code, Cursor 2 2,162 tok
danjam/mcp-govee A Model Context Protocol (MCP) server that lets AI assistants control your Govee smart dev 1 Claude Code 1 1,120 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
KKonstantinov/graphql2mcp graphql2mcp.vercel.app Convert any GraphQL API into an MCP server. CLI proxy or library mode. 1 Claude Code 1 528 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
pavecer/mcp-server-servicenow 1 Claude Code 2
SachinGawande2003/Heuris-BioMCP BioMCP - Comprehensive MCP server for bioinformatics and life sciences 1 Claude Code 1 988 tok
mocartlex-wq/cognitive-core Self-hosted Docker stack for cross-platform AI agent rooms (Claude Code + ChatGPT + any LL 1 Claude Code 6 4,131 tok
bird/sandbox-mcp Local AI agent sandbox — run isolated Linux VMs on your Mac in ~60ms. No cloud, no contain 1 Claude Code 1 355 tok
playforge-coding/scratch4js Edit Scratch .sb3 projects from JavaScript, plus an MCP server! 1 Claude Code, Codex, OpenCode 6 166 tok
ilyajob05/emo_bot 1 Claude Code, Codex, OpenCode 2 3,139 tok
don-aie-cohort8/langsmith-mcp-server 1 Claude Code 1 4,449 tok
ex-takashima/openAI-gpt-image-1-MCP-SERVER 1 Claude Code 3
tggo/templui-mcp-server 1 Claude Code 2 3,047 tok
vasyl-bilous/component-library-mcp MCP server that scans React/Vue projects and exposes component library metadata to AI codi 1 Claude Code 1 4,626 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
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
88plug/screen-mcp 88plug.github.io Linux Wayland computer-use MCP for Claude Code & Grok — screenshot, click, type any deskto 1 Claude Code 1 3,994 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
jclement/obsidian-mcp 1 Claude Code 2 1,607 tok
mplogas/psu-mcp 1 Claude Code 1 690 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
voho/midi-composer-mcp MIDI composer as an MCP server 1 Claude Code 1 1,454 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
Ayush-Sadekar/codelore-mcp 1 Claude Code 2
reposit-bot/reposit-mcp reposit.bot MCP (Model Context Protocol) server for Reposit - community knowledge sharing for AI agent 1 Claude Code 1 772 tok
budhasantosh010/AOCS-OmegaMCP AOCS-Omega FastMCP Server - Apex Omniscient Cognitive System reasoning framework 1 Claude Code 2
aleksbuss/mcp-second-opinion MCP server that asks a panel of LLMs (via OpenRouter) the same question in parallel and re 1 Claude Code 1 1,400 tok
izaitsevfb/grafana-mcp MCP server for grafana 1 Claude Code 1 171 tok
wx971025/TeamAPI-MCP Markdown-driven team API documentation MCP: Agents can query contracts, and the web can ma 1 Claude Code, Cursor 14
shaqmughal/seekstone.dev seekstone-dev.vercel.app Official website for Seekstone — the fastest Obsidian MCP server for Claude. Astro + Verce 1 Claude Code 1
iamseyhmus7/mcp-codebase-oracle 1 Claude Code, Codex, OpenCode 8 5,471 tok
Nikeandocean/carbon-factor-matcher MCP server for intelligent emission factor matching using LLM-powered semantic search 1 Claude Code 1 962 tok
SmartDogg/mnela Your second brain becomes an MCP server, in one click. 1 Claude Code 1 3,014 tok
wolog1/siglent-sds-mcp Exposes SIGLENT SDS824X HD oscilloscope control via MCP, supporting SCPI remote control, s 1 Claude Code 1 1,646 tok
cyberuni/cyber-slack Slack CLI and MCP server for AI agents 1 Claude Code, Codex, OpenCode 2 544 tok