Rank-in-Maps MCP Server
★ FeaturedLive
Connect Claude, ChatGPT, Cursor, or any MCP client to your Rank-in-Maps workspace. Access OKF Second Brain, local visibility evidence layer, and public product docs via standard OAuth.
Free & Open-Source Tools
AI Productivity Tools for Gemini, Google Workspace, and Google Business Profile
Practical AI and automation tools for Gemini, Google Workspace, developer workflows, and Google Business Profile operations. Many were built during Google Cloud and Kaggle AI training programmes, and we use them in our own GBP work. Most are free, several are open source, and some are still experimental — every one is built so you keep control of your data and your profile.
OKF Builder
Live
Build a practical onboarding knowledge file for your business, then export it as a structured pack.
OKF Builder (Remix)
Live
Interactive engine and editor to inspect, edit, and generate Open Knowledge Format (OKF) specification bundles.
GBP Scorecard
Live
Check the public signals that affect how your Google Business Profile turns searchers into customers.
Multi-lingual Description Writer
Open Source
Draft and localize Google Business Profile descriptions in English and Thai, optimized for local SEO keywords.
GBP MenuMaker (MapsBusinessFinder)
Live
SEO-friendly menus for local businesses. Automatically extract and structure business menus from Google Maps using Gemini, creating public pages Google and AI can read.
Virtual Tyre Engineer
Open Source
An intelligent assistant developed for the Google Concierge Agents track. Ingests real-time telemetry (tyre pressure, wear, heat consistency) to deliver Safety & Performance audits.
Titan Inventory Agent
Open Source
A multi-agent inventory synchronization system built for the Google Kaggle Capstone. Ingests and matches CSV hardware listings for expert-mode compatible vehicles.
ThaiGuide-AI Planner
Open Source
Kaggle AI travel planner for exploring Thailand. Implements reasoning-based route calculation, conversational audio voice guidance, Google Search grounding, and real-time maps.
Thailand Graffiti Planner
Open Source
A Maps-powered day planner to coordinate, group, and map out graffiti location tours in and around Thailand.
Agency Coding Agent
Open Source
A ready-to-use template for building autonomous AI coding agents (similar to Lovable, Codex, or Cursor) powered by developer tools and APIs.
GCP MCP Bridge Kit
Roadmap
Establish zero-OAuth, secure API and MCP endpoints to share local business data directly with custom AI agents and automation.
Request a Feature 💡
Is there a tool or feature you want us to build? Submit your request directly to our public backlog.