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KitRank MCP server

Which MCP servers are KitRank's own, from the official registry and from asking its own domain, whether they answer, and what they offer. A program checked each of these, nobody copied them from a product page.

read 2026-10-28

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Whose server it is
  • Registry namedev.kitrank/kitrankverified in the MCP registry

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

When we asked itchecked 2026-10-28
  • Stateanswerschecked 2026-10-28
  • Tools5
  • Server calls itselfkitrank
  • Server version1.1.0
  • Protocol version2025-06-18

On 2026-10-28 the server answered initialize and tools/list without a sign-in. First answer in 1016 ms.

Should an agent connect itNot proven either way yet
  • Its tools do compare AI agent setups by cost and difficulty, but not set up smart home automations through an AI agent.
  • Checked on 6 of the 7 days it takes to judge reliability.

Once connected

  • For "compare AI agent setups by cost and difficulty", the likely first call is search_use_cases.
  • Parameters are untyped or undescribed in 3 of 5 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: 6, the first on 2026-10-28
  • INITE MCP scoreafter a weeka score needs 7 daily checks: 6 so far
  • What an agent can do with it1 of 2 use cases
  • Answeredmeasuring6 of the 7 daily checks it takes to print a share
  • Median first answer217 ms
  • Space in an agent's context≈ 568 tokensthe definitions of all its tools (5), which an agent carries on every turn
  • Tool definitionsA · 90 of 100
  • Typed results0 of 5 toolsdeclared outputSchema: results come typed, read once
  • Parameters without a description: in 3 of 5

What an agent can do with it

  • can do · compare AI agent setups by cost and difficulty
  • not sure · turn a podcast into short clips with AI
  • cannot · set up smart home automations through an AI agent

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 (25%), doing the product's job (25%), definitions (20%), context (10%), use (10%) and how readily a client connects (10%). 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 offers5 tools · read 2026-10-28
  • search_use_cases

    Search KitRank for real, sourced AI agent use cases people actually shipped. Prefer concrete goals people type into Google: "faceless youtube shorts", "cancel subscriptions with AI", "google ads dashboard", "meeting notes to CRM", "claude…

  • get_use_case

    Full recipe for one use case id: source credit, what they did, result as claimed, every named tool, cost note, setup time, difficulty, step-by-step setup and a copyable setup prompt for Claude Code, Codex or Grok Bot.

  • list_categories

    List the 8 KitRank categories with ids, blurbs and use-case counts. Call this before filtering search_use_cases by category.

  • latest_use_cases

    Recently sourced use cases (by source publish date), newest first. Use to browse what builders shipped this week.

  • use_cases_by_tool

    List use cases that name a specific consumer tool (claude-code, n8n, cursor, elevenlabs, remotion aliases, etc.). Useful when the user already picked a stack.

How to connect

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

{
  "mcpServers": {
    "kitrank": {
      "type": "http",
      "url": "https://kitrank.dev/api/mcp"
    }
  }
}

Add it

Claude Code, in a terminal

claude mcp add --transport http kitrank https://kitrank.dev/api/mcp

Add to CursorAdd to VS Code

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

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.