How real projects configure their agents

45,030 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 agents8,564Claude Code6,906Git and workflow3,633Data and AI3,578Backend and APIs3,558Languages3,494Planning3,322Code review2,906Testing2,695DevOps and cloud2,496Writing and docs2,489Memory and context2,375Research2,320Frontend2,312Security2,181Project management1,980

All Claude Code32,552 Codex24,920 OpenCode23,840 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,771 Windsurf202 Kiro117

Project Stars Configures Files Always loaded
AnglerfishChess/chess-uci-mcp An MCP bridge exposing UCI chess engines such as Stockfish or Leela Chess Zero to any MCP 3 Claude Code 1 —
MrRefactoring/atlassian-dc-mcp MCP servers connecting Claude and other AI assistants to self-hosted Atlassian Jira, Confl 3 Claude Code 1 2,256 tok
AntonioBlago/claude-code-seo-starter visibly-ai.com Claude Code blueprint for SEO freelancers & agencies — Visibly AI MCP, full client workflo 3 Claude Code 3 1,100 tok
MuhDur/plsql-intelligence durakovic.ai Offline, package-aware Oracle PL/SQL code intelligence in Rust — change impact, dependency 3 Codex, OpenCode 1 3,738 tok
Leviathan0x0/Chronicle-MCP pypi.org Local, private AI chat history search & memory MCP server: index Cursor, Claude, ChatGPT a 3 GitHub Copilot, Cursor, Windsurf 3 184 tok
NeoDrew/chromeflow chromeflow.run Let your AI coding agent (Claude Code or Codex CLI) drive your real Chrome — clicks, fills 3 Claude Code 1 3,157 tok
ObscuritySRL/umbriel Drive and inspect a whole Windows machine from Bun — apps, windows, input, screen, OCR, re 3 Claude Code, Codex, OpenCode 2 3,461 tok
Sahil170595/Chimeraforge PyPI capacity-planning CLI for LLM deployment. pip install chimeraforge. 3 Claude Code, Codex, OpenCode 5 19,674 tok
cyanheads/ensembl-mcp-server npmjs.com Look up genes, fetch sequences, predict variant consequences, find orthologs, and retrieve 3 Claude Code, Codex, OpenCode 2 16,906 tok
cyanheads/aviation-weather-mcp-server npmjs.com Fetch METARs, TAFs, PIREPs, domestic/international SIGMETs and CWAs from NWS AWC via MCP. 3 Claude Code, Codex, OpenCode 2 17,376 tok
cyanheads/eia-energy-mcp-server npmjs.com Browse and query the U.S. Energy Information Administration API v2 — electricity, petroleu 3 Claude Code, Codex, OpenCode 2 23,178 tok
boutquin/mcp-server-email modelcontextprotocol.io Multi-account IMAP/SMTP email server for the Model Context Protocol (MCP). 22 tools — read 3 Claude Code 1 1,160 tok
cyanheads/census-mcp-server npmjs.com Query U.S. Census Bureau data, variables, and geography via MCP. STDIO or Streamable HTTP. 3 Claude Code, Codex, OpenCode 2 18,668 tok
ameyxd/petromcp Local-first MCP server for petroleum data. Read LAS well logs from Claude, behind a defaul 3 Claude Code 1 2,308 tok
beardfaceguy/daimonos 3 Codex, OpenCode 1 7,851 tok
calllint/calllint calllint.com Pre-flight risk linting for MCP and agent tools — check the blast radius before your agent 3 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,285 tok
benswel/qr-for-agent-api QR-as-a-Service API for AI agents — 34 MCP tools, 11 QR types, dynamic links, scan analyti 3 Claude Code 1 3,110 tok
davidmosiah/apple-health-mcp wellness.delx.ai Unofficial local-first Apple Health MCP server — parses your local export and exposes acti 3 Codex, OpenCode 1 162 tok
davidmosiah/strava-mcp wellness.delx.ai MCP server for Strava — bring your activities, segments, athlete data, and training histor 3 Codex, OpenCode 1 152 tok
fbmdata/maxstat-mcp maxstat.ru Official MaxStat MCP: search 408K+ channels and 86M+ MAX posts; audience, views, reactions 3 Gemini CLI 1 668 tok
ericlovold/sanction getsanction.com Agent wallet, credential vault, and governance layer for autonomous AI agents 3 Claude Code, Codex, OpenCode 18 5,483 tok
liuh886/ownly liuh886.github.io Own less, Live more, Decide better 3 Claude Code, Codex, OpenCode 2 844 tok
ertad-family/liquid AI discovers APIs. Code syncs data. No adapters to write. 3 Claude Code 1 334 tok
musharna/ldraw-mcp musharna.github.io MCP server that renders LDraw/LEGO models to images with real part geometry (studs, glass, 3 Claude Code 1 1,064 tok
kapella-hub/FirekeepHQ firekeep.ai Self-hosted shared context, memory, coordination, and evidence for Claude Code, Codex, Kir 3 Claude Code, Codex, OpenCode 2 7,861 tok
mingyo186/partreel partreel.com Open, no-login KiCad parts registry for humans & AI agents — verified footprints, symbols 3 Claude Code 1 1,113 tok
lazyants/transkribus-mcp-server 3 Claude Code 1 1,696 tok
ravendb/ravendb-mcp 3 Codex, OpenCode 1 259 tok
dockndevai/mcp-kubernetes dockndevai.github.io MCP server for Kubernetes — multi-cluster ops with security modes (read-only/read-write/ad 3 Claude Code 1 —
illodev/workfile workfile.illodev.com Repository-native Work, Docs, History and durable Memory for humans and AI agents — Markdo 3 Claude Code, Codex, OpenCode 11 550 tok
psyb0t/docker-pibox ciprian.51k.eu pi-coding-agent in a Docker image built on aicodebox, with an HTTP API, an OpenAI-compatib 3 Claude Code, Codex, OpenCode 3 2,235 tok
psyb0t/docker-predictalot ciprian.51k.eu Self-hosted forecasting + prediction service. Five zero-shot time-series foundation models 3 Claude Code 1 —
pvliesdonk/scholar-mcp pvliesdonk.github.io Scholarly papers, patents, books, standards and PDF conversion 3 Claude Code, Codex, OpenCode 16 4,790 tok
rctruta/sql-benchmarks-dagster SQL Benchmarking Laboratory using Dagster for Orchestration 3 Codex, OpenCode 1 2,798 tok
docdyhr/macwhisper-mcp-server A local MCP server that lets Claude Desktop transcribe audio with MacWhisper or whisper.cp 3 Claude Code 8 2,838 tok
huseyinstif/klaket Turn any video into LLM-ready data - transcripts, speaker labels, scenes, subtitles and on 3 Claude Code 1 1,219 tok
nirajagarwal/bible-mcp nirajagarwal.github.io MCP server for Christian scholarship: BSB/WEB scripture, Greek/Hebrew word data, cross-ref 3 Claude Code 2 —
us-all/datadog-mcp-server npmjs.com Datadog MCP server — 159 tools for metrics, monitors, logs, APM, RUM, synthetics, incident 3 Claude Code 1 4,091 tok
sena-labs/OzBridge marketplace.visualstudio.com Bring Warp™ Oz™ to any IDE or agent via MCP — plus native @oz in VS Code Copilot Chat. OzB 3 Claude Code, Codex, OpenCode 8 619 tok
szhygulin/vaultpilot-mcp vaultpilot-mcp.ai Safety first. Hardware-verified DeFi for AI agents — designed for when the AI can be compr 3 Claude Code, Codex, OpenCode 2 7,210 tok
typesensekit/typesensekit typesensekit.vercel.app 95 typed Typesense operations for humans and AI agents—one CLI and MCP server, read-only b 3 Claude Code, Codex, OpenCode 2 84 tok
sapientsai/dokploy-mcp-server 3 Claude Code 2 2,011 tok
shigechika/jquants-mcp shigechika.github.io MCP server for Japanese stock market data via J-Quants API — tools for price history, fina 3 Claude Code, GitHub Copilot 3 7,077 tok
tarunlnmiit/inbox-to-action pypi.org One-pass agentic inbox triage: classify, summarise, extract tasks and draft replies in a s 3 Claude Code 1 826 tok
rjexile/sports-card-agent MCP server for sports trading card pricing, market analysis, grading ROI, investment advic 3 Claude Code 1 509 tok
zxhwolfe-dev/aiworkstation-open-source-intelligence useaistation.com Evidence-backed research, comparison, license verification, and stack planning for open-so 3 Codex, OpenCode 1 181 tok
zseta/progi progi.dev Progi is an MCP-native workflow engine for your AI harness 3 Claude Code, Codex, OpenCode 2 1,890 tok
houtini-ai/carousels-mcp houtini.com Carousels MCP - turn a blog post into a LinkedIn, Instagram or TikTok Carousel 3 Claude Code 1 1,273 tok
mrorigo/bash-command-mcp Sophisticated bash command MCP server 3 Codex, OpenCode 1 181 tok
praveensehgal/remarkable-mcp MCP server for reMarkable Paper Pro Color — read, write, and manage your tablet from Claud 3 GitHub Copilot 1 1,693 tok