How real projects configure their agents

43,853 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 agents7,784Claude Code6,676Data and AI3,658Backend and APIs3,500Languages3,392Git and workflow3,252Planning3,233Code review2,768Testing2,420Memory and context2,364Writing and docs2,341DevOps and cloud2,330Research2,286Frontend2,271Security2,055Project management1,754

All Claude Code32,000 Codex23,558 OpenCode22,502 GitHub Copilot3,568 Gemini CLI1,915 Cursor1,737 Windsurf150 Kiro87

Project Stars Configures Files Always loaded
erpipe-org/erpipe erpipe.com ERPipe — open-core TypeScript MCP for Odoo. Hosted product: https://erpipe.com — MCP: http 0 Codex, Cursor, OpenCode 2 210 tok
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 —
holo-q/python-devtools-mcp 0 Codex, OpenCode 1 743 tok
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
elomokm/paper-hermes MCP Server de veille scientifique — arXiv/ChemRxiv → DeepSeek → Brain Obsidian → Telegram. 0 Codex, OpenCode 1 138 tok
tools-for-agents/prism tools-for-agents.github.io 🔻 The agent's data reader: any JSON/JSONL/CSV/TSV blob becomes its shape and the slice yo 0 Codex, OpenCode 1 1,427 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
Abramov-Front-end/rolldate-mcp rolldate.dev MCP server for RollDate Core (date picker) and RollDate Events (event calendar) — install 0 Codex, OpenCode 1 396 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
sontakmtp-cell/autocad-mcp AutoCAD MCP server with Streamable HTTP transport 0 Codex, OpenCode 1 522 tok
Harikrishnanspillai/nexusops NexusOps is an AI-powered autonomous incident triage platform that uses MCP to diagnose pr 0 Claude Code, Codex 5 —
resace3/mcp-local-study-app 0 Codex, OpenCode 1 33 tok
sreyak-s/CineOS An MCP-Powered AI Production Manager for Filmmakers. 0 Claude Code, Codex 5 —
ownasquare/context-loom Local-first, fidelity-audited context compilation for AI chat harnesses 0 Codex, OpenCode 1 566 tok
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
ErneG/svgo-jsx-mcp 0 Codex, OpenCode 1 781 tok
Caezarr/Bond-OpenAI Local provider-neutral MCP phone actions for Bond, Codex and compatible agents 0 Codex, OpenCode 1 299 tok
pooyanmajd/pmtechdev-mcp-plugins Local-first, safety-focused MCP servers, shared tooling, and a public Codex plugin marketp 0 Codex, OpenCode 1 326 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 —
Brair-Mpagi/Atlas A persistent Python code intelligence layer that gives AI coding agents a structured under 0 Codex, OpenCode 1 1,873 tok
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
joenukem/open-automation-platform-mcp MCP server exposing open automation platform tools to agents, gated by gateway auth, RBAC, 0 Codex, OpenCode 1 402 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
shivankj11/gdrive-mcp A read/write MCP for Google Drive, Docs & Sheets, built for agents: bounded/paged reads, s 0 Codex, OpenCode 1 195 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 —
jyswee/emailinabox Email hosting for coding agents — deploy domains, mailboxes, tracked send. 13 MCP tools, s 0 Codex, OpenCode 1 801 tok
rendyuwu/arknights-mcp 0 Claude Code, Codex, OpenCode 2 2,086 tok