What it is
MCP (Model Context Protocol) is Anthropic's open standard for connecting LLMs to external tools and data. Theia ships an MCP server that exposes the underlying intelligence repository as a queryable interface.
A client (Claude Desktop, Cursor, a custom agent, the chatbot on a research firm's white-label dashboard) connects to the MCP server and can ask:
- "Which 5 vendors are most cited for GigE Vision compliance in EU machine-vision forums over the last 6 months?"
- "Show me the sentiment trajectory for Bose noise-cancellation across DE / FR / IT"
- "What share of UK 'mirrorless camera' queries cite Canon in AI Overviews?"
- "Compare the autofocus perception of EOS R8 vs A7C II vs Z5 II"
The MCP server translates the question into SQL against the underlying BigQuery tables, executes it, and returns a sourced, structured answer.
Why this matters
Most market research tools have a dashboard. Dashboards force you to navigate to the question you want to ask.
MCP-exposed intelligence inverts this: you ask the question and the answer comes to you, with sources, in the same conversation where you're already working.
For a research analyst, that's the difference between a 20-minute dashboard hunt and a 30-second answer.
For a CMO, it's the difference between "I'll ask the team to look into that" and "the answer is on my screen before the next sentence."
What the MCP server exposes
| Surface | Available data |
|---|---|
query_snippets | Full-text search across all extracted intelligence |
query_perception | Sentiment trajectories, leaderboards, brand gaps |
query_demand | Search volume, distinctive keywords, segment definitions |
query_visibility | Rankings, AI Overview citations, share of voice |
query_sales | Sales trajectories, market share, attach rates (where licensed) |
Every response includes source citations (URLs, ASINs, document IDs) so the answer is auditable.
Security model
The MCP server enforces per-client scoping. A client license to a research firm gets access only to that firm's contracted categories and markets. A consumer brand's MCP credential only sees their own portfolio and competitive set.
No raw competitive intelligence leaks across clients.
Comparison with chat-on-PDF tools
Tools like ChatPDF or "ask your dashboard" features query a single document or a fixed dataset.
The Theia MCP server queries the live intelligence repository — refreshed weekly, spanning all collected sources, harmonised across languages, with full source-level traceability.
It's the difference between asking a static report and asking a research department.
Strategic implication
For a research firm: shipping MCP access alongside the monthly L1-L4 report is a clear differentiator. The client gets the deck AND a continuous queryable interface.
For a consumer brand: MCP-in-Slack or MCP-in-Claude-Desktop changes how the team uses market data — from "weekly meeting" to "in the flow of work".