MatchMind
Know Your Game. Own Every Moment.
From Question to Analyst Insight
Four steps. Real data. Analyst-grade answers — not hallucinated stats.
Classify Intent
Gemini analyzes your natural language question and classifies it into one of five types — stats, prediction, fantasy, tactical, or historical.
Query MongoDB
The agent generates an optimal aggregation pipeline and pulls live match data, player profiles, team form, and head-to-head records from Atlas.
Analyze Data
Gemini reasons over the retrieved data with a senior analyst system prompt, assembling structured insights backed by real database records.
Deliver Insight
You receive a structured analyst card — headline, full analysis, key stats, confidence signal, and a suggested follow-up question.
Frequently Asked Questions
Clear answers about MatchMind for fans, builders, and answer engines.
- What is MatchMind?
- MatchMind is an AI football intelligence agent for World Cup 2026 fans. It classifies natural-language questions, queries a MongoDB Atlas football database via MCP tools, and returns structured analyst-grade responses with key stats, confidence signals, and follow-up suggestions.
- What can I ask MatchMind?
- You can ask about World Cup 2026 stats, match predictions, fantasy lineups, tactical analysis, and head-to-head history. Example questions include top scorers by group, quarterfinal predictions, fantasy XI builds, and team weaknesses.
- How does MatchMind work?
- MatchMind uses a four-step pipeline: Gemini classifies your question intent, an MCP tool queries MongoDB Atlas with aggregation pipelines, Gemini reasons over the retrieved records, and the UI renders a structured analyst card with headline, analysis, stats, and a follow-up prompt.
- What technology powers MatchMind?
- MatchMind is built with Next.js, Gemini (gemini-2.5-flash-lite), MongoDB Atlas, Google Cloud Agent Builder (ADK), and TypeScript. It deploys on Vercel and uses an MCP tool interface in lib/mcp.ts for database retrieval.
- Does MatchMind use live FIFA broadcast data?
- MatchMind is powered by live MongoDB sync after tournament kickoff — independent of any official broadcast data feed. Before World Cup kickoff (11 June 2026), it shows clearly labeled preview mockup data for demo UX. After kickoff, real results sync via npm run sync or the admin agent and appear as live MongoDB data.
- Who built MatchMind?
- MatchMind was built by Mojeeb Titilayo (@mojeebeth) at BlindspotLab for the Google Cloud Rapid Agent Hackathon 2026, MongoDB Partner Track.
- Is MatchMind free to use?
- Yes. The fan-facing MatchMind agent at agent.matchmind.xyz is free to use. MatchMind is open source on GitHub at github.com/mojeebdev/matchmind.
Your Personal World Cup Analyst
Ask about stats, predictions, fantasy picks, tactics, or history. MatchMind queries real MongoDB data and responds like a broadcast analyst.
Open the Agent →