# KitRank use cases

> Read-only catalog of 950+ real, sourced AI agent use cases with tools, cost and setup prompts.

- name: dev.kitrank/kitrank
- version: 1.2.0
- connection class: R0 (autonomous)
- trust: 83/100 flags: no-repository
- quality: 81/100 (new)
- owner: not claimed
- descriptor: https://api.protogrid.dev/v1/servers/dev.kitrank%2Fkitrank
- tools: https://api.protogrid.dev/v1/servers/dev.kitrank%2Fkitrank/tools

**An agent can connect right now, no human step.** Remote endpoint, no authentication, reachable on the last probe.

## Connection (mcpServers)

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


## Trust

- hygiene: 80
- liveness: 100
- freshness: 100
- provenance: 55
- drivers: +dns-namespace +website +reachable +uptime-100% +updated-0d-ago -no-repository
- Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed.

## Quality 81/100 (new)

### protocol: 75 (weight 25)

- warn `protocol.modern`: newest supported version is 2025-06-18; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
- n/a `protocol.stateless`: only applies to 2026-07-28 servers
- pass `protocol.transport`: streamable HTTP
- n/a `protocol.list_ttl`: only applies to 2026-07-28 servers

### authorization: n/a (weight 15)

- n/a `auth.prm`, `auth.as_metadata`, `auth.cimd`: no remote uses OAuth
- n/a `auth.secret_in_url`: no templated URL

### tool hygiene: 86 (weight 30)

- pass `tools.descriptions`: every tool has a description
- pass `tools.description_length`: descriptions are concise
- pass `tools.schemas`: every tool has an object input schema
- pass `tools.annotations`: 5 of 5 tools declare readOnlyHint or destructiveHint
- fail `tools.directory_hints`: no tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: list_categories (destructiveHint, idempotentHint); get_use_case (destructiveHint, idempotentHint); latest_use_cases (destructiveHint, idempotentHint); …
- pass `tools.token_cost`: about 562 tokens to load every tool
- pass `tools.api_dump`: tools are not a one-to-one API dump

### stability: n/a (weight 15)

- n/a `stability.changes`, `stability.rug_pull`: tool history recorded for 2 of the 7 days needed

### dependencies: n/a (weight 15)

- n/a `deps.known_vulns`, `deps.mcp_sdk_version`, `deps.resolvable`: no npm or PyPI package

- tools: 5, about 562 tokens to load them all
- tool set hash: 519a292e8cdb3320d147e355fee599aa
- badge: [![protogrid quality](https://protogrid.dev/badge/dev.kitrank/kitrank.svg)](https://protogrid.dev/servers/dev.kitrank/kitrank)
- Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed.

### Tool changes

_No tool definition changes recorded._

## Remotes

- https://kitrank.dev/api/mcp (streamable-http, auth none, reachable true, uptime30d 1)

## Packages

_none_

## Tools (5)

- `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.
- `latest_use_cases`: Recently sourced use cases (by source publish date), newest first. Use to browse what builders shipped this week.
- `list_categories`: List the 8 KitRank categories with ids, blurbs and use-case counts. Call this before filtering search_use_cases by category.
- `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 code mac voice". Returns title, summary, tools, cost badge, setup time, difficulty, verification and source URL.
- `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.