How real projects configure their agents

31,993 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 agents7,750Claude Code6,665Data and AI3,660Backend and APIs3,501Languages3,396Git and workflow3,240Planning3,237Code review2,765Testing2,405Memory and context2,365Writing and docs2,337DevOps and cloud2,319Research2,286Frontend2,267Security2,044Project management1,742

All Claude Code31,993 Codex23,503 OpenCode22,448 GitHub Copilot3,567 Gemini CLI1,915 Cursor1,740 Windsurf150 Kiro86

Project Stars Configures Files Always loaded
janakir2006/Factory-mcp-Hackathon 0 Claude Code, Codex 5 —
hashirR786/incident-commander-mcp 0 Claude Code, Codex 5 —
AutumnsGrove/SchematronMCP MCP server for HTML to JSON 0 Claude Code 1 1,638 tok
EliaCinti/wadachi Persistent memory + semantic search MCP server for Claude Code & Desktop 0 Claude Code 1 346 tok
nitineeen/beerman dashboard-six-pink-41.vercel.app It's a memory layer for AI coding agents, it captures your planning conversations, screens 0 Claude Code, Codex, Cursor 10 581 tok
edefice/job-search-mcp MCP server for searching tech job boards and tracking job applications. 0 Claude Code 1 831 tok
dhaanish597/Security-Hardened-MCP-Server 0 Claude Code 1 3,930 tok
McCavity/homelab-asset-db-mcp Query a Markdown-based homelab asset database via Model Context Protocol — companion to io 0 Claude Code 1 638 tok
knandhini2208/EduAccess-AI EduAccess AI is an intelligent learning platform that bridges the language gap in educatio 0 Claude Code, Codex 5 —
ay-garg/openshift-mcp-server MCP server for OpenShift 4 — 216 tools for cluster operations, workloads, monitoring, RBAC 0 Claude Code 1 —
flyset/MyMCP Local-first MCP host for narrowly scoped integrations, with bundled Mnemosyne memory. 0 Claude Code, Codex, OpenCode 2 1,855 tok
Saimadhav27/mcp-execution-ledger 0 Claude Code, Codex 5 —
adwaithsanthoshh/hello-mcp 0 Claude Code, Codex 5 —
LaukikPatade/Elevate A verified, self-healing MCP server for the legacy and internal web apps you already own. 0 Claude Code 1 715 tok
CodeSmiths2026/AtlasOSv1 An interactive MCP Orchestration Control Plane that dynamically translates natural languag 0 Claude Code, Codex 5 —
AshutoshVatsg/proofyield-mcp 0 Claude Code, Codex 5 —
chadlis/anki-mcp 0 Claude Code 1 1,542 tok
tinygone/unlimited-ocr-mcp-server Created the corresponding MCP server for convenient use of unlimited-ocr 0 Claude Code, Codex, OpenCode 3 1,935 tok
TensorGymnastic/lean Lean Six Sigma PDF corpus MCP server (local snapshot of quanti/lean at HEAD 75cc41d) 0 Claude Code, Codex, OpenCode 13 4,699 tok
LesterAJohn/slack-mcp 0 Claude Code 1 —
adithyx-0/codeweaver AI-powered MCP server that extracts ICD-10-CM diagnosis codes from clinical notes, validat 0 Claude Code, Codex 6 1,128 tok
openmaxai/claude-openmax Claude Code (Category B) runtime adapter for OpenMax/CWS — Bridge process + experimental c 0 Claude Code 1 2,691 tok
alchemist-code07/researchflow-mcp 0 Claude Code, Codex 5 —
alejoacelas/gdoc-mcp Typed MCP tools backed by the gdoc CLI 0 Claude Code, Codex, OpenCode 2 469 tok
Harikrishnanspillai/nexusops NexusOps is an AI-powered autonomous incident triage platform that uses MCP to diagnose pr 0 Claude Code, Codex 5 —
sreyak-s/CineOS An MCP-Powered AI Production Manager for Filmmakers. 0 Claude Code, Codex 5 —
kcole16/company-state-mcp Control plane for an agent-operated company: MCP server with seat-scoped auth, determinist 0 Claude Code 2 —
kalcifield/ovf-data-mcp kalcifield.github.io Unofficial OVF API client, CLI, and MCP server for public Hungarian water-management data. 0 Claude Code, Codex, OpenCode 2 617 tok
Nitrostack-HAK/Fraud-Alert-MCP-HAK fraud-alert-mcp-ha-hak-team-amrita-university-amritapuri-campus.app.nitrocloud.ai A fraud alert mcp server which analyzes user transactions by assigning unique transaction 0 Claude Code, Codex 5 —
srihannarendula/ComplianceFabricMcp AI-powered RBI KYC Compliance Assistant built with NitroStack MCP 0 Claude Code, Codex 5 —
balonik/plavecka-akademia-mcp 0 Claude Code 1 1,951 tok
dingyifei/pubmed_proxy_mcp 0 Claude Code 1 574 tok
nubbthedestroyer/aws-calc-assistant MCP server for building shareable AWS Pricing Calculator estimates 0 Claude Code 3 293 tok
sandeepgandhi500/dice-mcp-server Demo MCP server to flip coin or roll a dice 0 Claude Code 1 710 tok
VRDhwaraganath/LogGuardian-AI LogGuardian AI is an AI-powered enterprise log analysis platform built with NitroStack MCP 0 Claude Code, Codex 5 —
hrideshmg/pulse Nitrostack hackathon project, MCP for the human body 0 Claude Code, Codex 1 —
bbarrosdavi/mechabrain Drop-in agentic memory for Markdown vaults (CoALA-based). Hybrid retrieval, write gate, MC 0 Claude Code 1 1,314 tok
bintangtimurlangit/threads-mcp npmjs.com MCP server for Meta's Threads via a logged-in browser session — read, post, reply, like, r 0 Claude Code 4 172 tok
rockitdev/macro-engine Conversational macro tracker: a local USDA food database exposed as an MCP server, so you 0 Claude Code 1 246 tok
jo-nike/homelab_mcp My personal homelab MCP. The code was written by an LLM using GSD spec-driven development 0 Claude Code 1 2,921 tok
sarahsl-prog/mcp-hayabusa 0 Claude Code 4 950 tok
colenew1/Instantly-Mcp 0 Claude Code 1 472 tok
rhll07/wealvest-ai MCP-Powered Wealth Intelligence Platform 0 Claude Code, Codex 5 —
Ragasri05/crisisnet-mcp 0 Claude Code, Codex 5 —
Asyncbot31/mcp 0 Claude Code, Codex 5 —
AnanthanarayanKV/SentinalMCP 0 Claude Code, Codex 5 —
rendyuwu/arknights-mcp 0 Claude Code, Codex, OpenCode 2 2,086 tok
agroznykh/telegram-mcp-ag An MCP server for reading Telegram with voice message transcription (a wrapper around chig 0 Claude Code 2 1,317 tok
gautham-sai05/omni-mcp 0 Claude Code, Codex 5 —
nekhss/viyan-mcp 0 Claude Code, Codex 5 —