How real projects configure their agents

31,992 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 agents7,690Claude Code6,656Data and AI3,669Backend and APIs3,506Languages3,395Planning3,227Git and workflow3,219Code review2,753Testing2,387Memory and context2,368Writing and docs2,331DevOps and cloud2,317Research2,292Frontend2,266Security2,036Productivity1,725

All Claude Code31,992 Codex23,401 OpenCode22,346 GitHub Copilot3,564 Gemini CLI1,917 Cursor1,741 Windsurf146 Kiro83

Project Stars Configures Files Always loaded
Sanoy24/safe-fetch-mcp-server 1 Claude Code 5 1,386 tok
TheSnakeFang/buyapi-mcp buyapi.ai BuyAPI MCP Server — unbiased vendor intelligence for AI coding agents 1 Claude Code 1 544 tok
The-Doxa-Way/doxa-mcp-schema doxa.app Free hosted MCP server for Christian encouragement and Bible lookup. Works with Claude Des 1 Claude Code 4
globalion/tor-mcp Route HTTP requests through the Tor network as an MCP skill. Rotating exit IPs, .onion sup 1 Claude Code 1 674 tok
Space-Raven/Smeltr smeltrweb.vercel.app Web3 token deployment platform 1 Claude Code, Codex, OpenCode 2 8,119 tok
Vasilispapg/claude-handoff vspapg.gr Summarize & export a Claude Code session into one clean handoff.md for Gemini, GPT, or ano 1 Claude Code, Codex, OpenCode 2 4,160 tok
XWeaponX7/rundida-mcp MCP server for running & fitness — AI agents compute paces, HR zones and race predictions, 1 Claude Code 1 528 tok
YS-projectcalc/agent-cold-email coldrig.dev Coldrig — cold email infrastructure run entirely by your coding agent (Claude Code / Codex 1 Claude Code, Codex, OpenCode 2 5,733 tok
XJTLUmedia/AI-HR-Management-Toolkit ai-hr-management-toolkit.vercel.app AI HR Management Toolkit 1 Claude Code, Codex, OpenCode 2 79 tok
YasuakiOmokawa/oura-mcp npmjs.com MCP server for Oura Ring API v2 1 Claude Code 1 740 tok
WYRE-AI/connectwise-automate-mcp conduit.wyre.ai MCP server for ConnectWise Automate (RMM) — computer management, patching, scripting, and 1 Claude Code, GitHub Copilot 2 1,355 tok
ZohaibCodez/discrete-structures-ai-platform discrete-structures-backend.vercel.app AI-powered web platform for learning discrete mathematics through interactive tools and n 1 Claude Code 9
aileron-sh/aileron Tamper-evident flight recorder for AI agents - hash-chained, signed audit log of every too 1 Claude Code 1 1,055 tok
aifity/omnigit-mcp GitHub's official MCP Server 1 Claude Code, GitHub Copilot 2 3,219 tok
aligndottech/align-cli Align CLI - capture decisions, check alignment, and query your decision graph from the ter 1 Claude Code 4 1,482 tok
alyiox/mcp-walmart-ads MCP server for Walmart Connect Ads, Walmart Marketplace, and Sam's Club Sponsored Ads behi 1 Claude Code, Codex, OpenCode 2 1,291 tok
achreftlili/code-index 1 Claude Code 6 226 tok
alex-odoo/myfinance-mcp myfinance-mcp.com A remote MCP server for personal finance - log expenses by talking to your AI, import bank 1 Claude Code 1 720 tok
almostjacked/fitness-tools almostjacked.github.io Composable, deterministic fitness calculators (BMR/TDEE, body fat, 1RM, macros, powerlifti 1 Claude Code, Codex, OpenCode 2 1,117 tok
Rajskij/oura-mcp Ask your Oura Ring anything, in ChatGPT or Claude, in any language. Remote MCP server for 1 Claude Code 1 710 tok
agentlux/agentlux-mcp Embedded MCP toolkit for AgentLux marketplace, identity, creator, services, and social flo 1 Claude Code 1 30 tok
ahmadsl/chartpane 1 Claude Code 1 2,443 tok
aitrailblazer/deltasignal-atlas-codex-plugin api.aitrailblazer.net DeltaSignal ATLAS-7 native Codex MCP server plugin 1 Claude Code 1 4,068 tok
anthonysuherli/br8n anthonysuherli.github.io Git stash for your head. Saves what you were thinking when you get pulled away — branch, f 1 Claude Code 2 6,408 tok
b0ase/path402 1 Claude Code 1 954 tok
aniripsaretro-max/golemreach golemreach.com A persistent tile-based MMORPG for humans and AI agents alike — raw HTTP, TypeScript SDK, 1 Claude Code 1 642 tok
askads/mcp-yandex-direct npmjs.com MCP server for Yandex Direct — manage contextual advertising (campaigns, bids, ads, statis 1 Claude Code 1 1,836 tok
asokore/statcite statcite.com Economic data MCP server and REST API. Every number carries its citation, and a verifier c 1 Claude Code, Gemini CLI 2 2,846 tok
cadlens-co/cadlens-mcp cadlens.co MCP server for CADLens — parse DWG/DXF/DWF files with AI agents via Model Context Protocol 1 Claude Code 5
bjornj12/golf-coach MCP for trackman along with skills to help with analysing stats 1 Claude Code 1 4,913 tok
boyce-io/boyce convergentmethods.com Privacy-first SQL compiler and open semantic protocol exposed as an MCP server 1 Claude Code 1 6,243 tok
Fashad-Ahmed/universal-db-mcp The only database MCP server that treats LLM output as untrusted input, 8 layers of inject 1 Claude Code 1 2,017 tok
p-l-ta/mail-mcp Local MCP server that exposes Mail.app to Claude Cowork, giving Cowork Gmail-connector-lik 1 Claude Code 1 526 tok
instavar/remotion-templates instavar.com Open-source, agent-friendly Remotion templates for Codex and Claude Code 1 Claude Code, Codex, OpenCode 2 122 tok
ozten/mcp-server-cantrip 1 Claude Code 1 590 tok
builditwithgk/repo-cartographer Understand any codebase in 60 seconds - an MCP server, CLI and GitHub Action that turns an 1 Claude Code 1 1,083 tok
burakaydinofficial/searxng-deepdive 1 Claude Code, Codex, OpenCode 2 3,173 tok
benseverndev-oss/goldenflow [Archived] Now part of the Golden Suite monorepo: github.com/benseverndev-oss/goldenmatch 1 Claude Code, Codex, GitHub Copilot, OpenCode 3 13,577 tok
bierlingm/spikes Drop-in feedback collection for static HTML mockups 1 Claude Code, Codex, OpenCode 2 2,579 tok
capabilityhostprotocol/chp-core capabilityhostprotocol.com Capability Host Protocol — make agent and tool execution visible, replayable, and ready fo 1 Claude Code, Codex, OpenCode 2 3,361 tok
chrbailey/promptspeak-mcp-server promptspeak.admin-as-a-service.com Pre-execution governance for AI agents. Sub-millisecond tool call validation, drift detect 1 Claude Code 1 1,253 tok
chrischall/honeybook-mcp 1 Claude Code, Codex, OpenCode 2 11,592 tok
cocaxcode/devflow-mcp 1 Claude Code 1 1,018 tok
cbetz/ratebook Open database of US electricity tariffs, a deterministic rate engine, and an MCP server — 1 Claude Code 1 897 tok
chrischall/app-store-connect-mcp MCP server for App Store Connect — apps, TestFlight, reviews, users, sales. Built on @chri 1 Claude Code 1 1,264 tok
chrischall/hemnet-mcp 1 Claude Code, Codex, OpenCode 2 6,384 tok
chrischall/splitwise-mcp MCP for Splitwise 1 Claude Code 1 2,564 tok
cocaxcode/ai-context-inspector Scan any project to discover its complete AI ecosystem. MCP servers, tools, context files, 1 Claude Code 1 1,328 tok
cocaxcode/logbook-mcp MCP server — developer logbook. Notes, TODOs, and code TODOs without leaving your AI. 1 Claude Code 1 1,894 tok
cedricziel/truenas-mcp MCP server for TrueNAS SCALE — read-first, per-session credentials, deployable as a TrueNA 1 Claude Code 14