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Turning Apify into a Production MCP Gateway

A Real-Time Voice- and Tool-Driven Transport Assistant

Aliyu Abdulbasit

Funsho Olalere

Presented by

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What we builit

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Understand Czech Transport & Air Quality

Calls real MCP tools for live data

Speaks back instantly using Elevenlabs TTS

Can self-monitor delays using n8n

Runs fully end-to-end inside Docker

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The Problem

People waste time searching for Transport apps for departures, delays and routing. → Visually impaired users struggle even more.

We built a hands-free agent that replaces:

  • Screens�
  • Timetables�
  • Manual searching�
  • Clicking through apps

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The Solution

Speech-to-text (Whisper)

LLM reasoning (GPT-4o-mini)

MCP tools from CzechFabric

n8n automation

TTS from ElevenLabs

Chainlit UI

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Key Features

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Real-time WebSocket voice interface

Autoplay ElevenLabs audio replies

Live departures, route planning, air quality

Autonomous delay alerts via n8n workflows

Runs fully end-to-end inside Docker

Bilingual: Czech & English, TONE format → 40 percent fewer LLM tokens

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End-to-End Flow

The user speaks/types → VAD → Whisper STT → LLM → MCP tools → LLM → ElevenLabs → audio stream back.

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Short Demo Video

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Why It’s Innovative

We integrated 12+ live Czech government APIs through CzechFabric MCP:

  • Departures
  • Reverse geocoding
  • Route planning
  • Air quality
  • Historical AQI
  • Nearby stops
  • GPS-based departures
  • Stop metadata

Designed for pure tool reasoning.

  • True agent architecture, not a chatbot
  • Uses MCP + n8n + ElevenLabs in one loop
  • Runs on live city data
  • Designed for accessibility and mobility
  • Autonomous behaviors
  • Token-optimized
  • Extensible to any city

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Real-World Use Cases

  • Transport navigation for locals

  • Accessibility for visually impaired users

  • Tourist assistant

  • Smart city kiosks

  • Embedded in trams, trains, stations

  • Home/phone voice assistant for Czechia

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Thank you

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We built CIA to show the future of voice agents in public infrastructure

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Links:

• GitHub: https://github.com/rightoncue-ai/elevenlabs_ai

• MCP Server: https://czechfabric.cz