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AI Data Stream MCP server

Which servers in the official MCP registry are AI Data Stream's own, whether they answer, and what they offer. A program checked each of these, nobody copied them from a product page.

read 2026-10-20

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Whose server it is
  • Registry namestream.aidata/site-searchverified in the MCP registry

The registry name sits under aidata.stream. The registry only lets a publisher use that namespace after proving control of the domain through DNS or HTTP.

When we asked itchecked 2026-10-20
  • Stateanswerschecked 2026-10-20
  • Tools4
  • Server calls itselfAI Data Stream Site Search
  • Server version1.0.0
  • Protocol version2025-06-18

On 2026-10-20 the server answered initialize and tools/list without a sign-in. First answer in 88 ms.

Should an agent connect itSkip it
  • Its tools do none of the product's use cases we checked: find top landing pages from GA4 data; check whether a Google update caused traffic drops.
  • Checked on 2 of the 7 days it takes to judge reliability.

Once connected

  • Parameters are untyped or undescribed in 1 of 4 tools: check arguments before calling.

Said by rules from the measurements above. The likely first call is a model's pick from the tool list; read its description before relying on it.

Measured dailydaily checks: 2, the first on 2026-10-20
  • INITE MCP scoreafter a weeka score needs 7 daily checks: 2 so far
  • What an agent can do with it0 of 2 use cases
  • Answeredmeasuring2 of the 7 daily checks it takes to print a share
  • Median first answer2068 ms
  • Space in an agent's context≈ 536 tokensthe definitions of all its tools (4), which an agent carries on every turn
  • Tool definitionsA · 96 of 100
  • Typed results4 of 4 toolsdeclared outputSchema: results come typed, read once
  • Parameters without a description: in 1 of 4

What an agent can do with it

  • not sure · ask why website traffic changed
  • cannot · find top landing pages from GA4 data
  • cannot · check whether a Google update caused traffic drops

Each of the product's use cases, put to Jev against this server's tool list: can an agent do it with these tools?

Worth a look

None of the five warning signs in these definitions.

A program checks the server once a day: initialize and tools/list, no model. Tokens are the definitions' length at about four characters a token. The grade averages six checks of every tool's name, description, schema and annotations; it says how well the tools are described, not whether they work. The score weighs what was measured and nothing else: answering (30%), doing the product's job (25%), definitions (20%), context (10%) and use (15%). A part that was not measured is left out, and a hidden instruction caps the score at 40. The state of vendors' MCP servers: method and numbers →

Tools it offers4 tools · read 2026-10-20
  • search_site

    Full-text search across aidata.stream: documentation, blog posts, changelog, pricing, FAQ and the home page. Returns the best-matching sections with a snippet and a URL (with anchor where available). Use get_page to read a whole page…

  • get_page

    Fetch the full text of one aidata.stream page as Markdown. Accepts a path ("/pricing/", "/docs/getting-started/") or an absolute aidata.stream URL. Use list_pages or search_site to find URLs.

  • list_pages

    List the pages on aidata.stream with title and description, optionally filtered by section (docs, blog, changelog, core) and language. Good first call to see what documentation exists.

  • get_pricing

    Current AI Data Stream plans as structured data: monthly and annual prices in USD, GBP and EUR, what each tier includes, trial terms, extra seat cost and sign-up links. AI usage is never billed by AI Data Stream: users bring their own AI…

How to connect

Add the server to your MCP client config. Claude Desktop, Cursor and most other clients read this shape:

{
  "mcpServers": {
    "site-search": {
      "type": "http",
      "url": "https://aidata.stream/mcp"
    }
  }
}

Add it

Claude Code, in a terminal

claude mcp add --transport http aidata https://aidata.stream/mcp

Add to CursorAdd to VS Code

claude.ai, ChatGPT and other clients: add https://aidata.stream/mcp as a custom connector in the settings.

Other servers listed as AI Data Stream's
  • stream.aidata/aidataanswers, requires sign-inverified in the MCP registry

Each line is something a program found when it went looking: the registry entry, the server's own answer, a spec that parses. A missing line means we did not find it, not that it does not exist.