KitRank use cases

Measured conclusion: Deep-tested. L2 outcome: tools_ok.

Read-only catalog of 1,000+ real, sourced AI agent use cases with tools, cost and setup prompts.

Add to your agent

Copy this into your MCP client config:

{
  "mcpServers": {
    "KitRank use cases": {
      "url": "https://kitrank.dev/api/mcp",
      "transport": "streamable-http"
    }
  }
}

Measured tools (5)

• search_use_cases read-only

  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 code mac voice". Returns title, summary, tools, cost badge, setup time, difficulty, verification and source URL.

  Parameters:

  • query (required) — string — Goal, tool name, or topic the user is trying to accomplish.
  • limit — integer
  • category — string — Optional category id from list_categories.

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world no

• get_use_case read-only

  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.

  Parameters:

  • id (required) — string — Use case id from search_use_cases, latest_use_cases or use_cases_by_tool.

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world no

• list_categories read-only

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

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world no

• latest_use_cases read-only

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

  Parameters:

  • days — integer
  • limit — integer

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world no

• use_cases_by_tool read-only

  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.

  Parameters:

  • tool (required) — string — Tool id or common name, e.g. claude-code, n8n, Cursor, Claude Code.
  • limit — integer

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world no

Publisher website

Measured by MCPYP probing. Untested fields are omitted, never estimated. Listing is always free; MCPYP never proxies calls or stores user tokens.