KitRank use cases

dev.kitrankPublished by kitrank.devOfficial publisherv1.6.0Updated Oct 30, 2026

Read-only catalog of 1,900+ real, sourced AI agent use cases with tools, cost and setup prompts.

VerifiedStreamable HTTPWeb executableKnowledge & MemoryAI & ML

Overview

AI-generated overview

Read-only remote catalog of 1,900+ sourced AI agent use cases, with tools, cost notes and setup prompts an assistant can search and retrieve.

What you can do
  • Search use cases by goal or keyword, with title, summary, tools and cost badge
  • Browse recently sourced use cases, newest first
  • List use cases that name a specific tool such as claude-code, n8n, cursor or elevenlabs
  • List the eight categories with ids, blurbs and use-case counts
  • Fetch one use case in full: source credit, what was done, claimed result, tools, cost, setup time, difficulty, steps and a copyable setup prompt
When to use it
Useful when someone wants real examples of AI agent workflows that others shipped, or wants a ready-made setup prompt for a stack they already chose. Good for research and inspiration rather than for running anything itself.
Requirements
A remote streamable HTTP endpoint at kitrank.dev; no packages, environment variables, headers or authentication are declared.
Before you install
Read-only, but results are as claimed by their authors, so costs, times and outcomes may be inaccurate; the server asks assistants to cite the source URL and not invent figures. Setup prompts it returns should be reviewed before being run.

Installation

In SourceWeft

  1. Open KitRank use cases in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Use with an agent

Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.

Read https://sourceweft.com/mcp/dev.kitrank%2Fkitrank/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.

Read the install guide the agent follows

Other MCP clients

Add this to your client's mcpServers config.

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

Tools

5

search_use_cases

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

Parameterslimitqueryrequiredcategory

get_use_case

Get a use case recipe

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.

Parametersidrequired

list_categories

List categories

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

Takes no parameters.

latest_use_cases

Latest use cases

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

Parametersdayslimit

use_cases_by_tool

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.

Parameterstoolrequiredlimit

Version history

7
  1. v1.6.0LatestOct 30, 2026
  2. v1.5.1Oct 23, 2026
  3. v1.5.0Oct 23, 2026
  4. v1.4.0Oct 22, 2026
  5. v1.3.0Oct 20, 2026
  6. v1.2.0Oct 19, 2026
  7. v1.1.0Oct 17, 2026

Score

83% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 daysRequired25 pts
  • Auth declaredRequired10 pts
  • Tools listedRequired15 pts
  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts

    Declare a GitHub repository with a README, or serve resource_documentation in the OAuth protected-resource metadata.

  • LicenseNot applicable

    A hosted service is used under its provider's terms, so no license is expected here. This check is left out of the percentage.