# KitRank use cases (remote · kitrank.dev)

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

- Trust score: 79/100 (medium)
- Change this week: +4
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-11-05

## Components

- remote · `kitrank.dev`: 79/100 (this document), [markdown](https://verifymcp.io/servers/dev-kitrank-kitrank/api-mcp.md), [page](https://verifymcp.io/servers/dev-kitrank-kitrank/api-mcp)

## Channel facts

- Endpoint: `https://kitrank.dev/api/mcp`
- Transports: `streamable-http`
- Auth: `none`
- Version: `1.6.0`

## Trust breakdown

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. Scores are 0–100 per category. Scoring method: https://verifymcp.io/docs/scoring (what has changed: https://verifymcp.io/docs/scoring/changelog)

Scored 2026-11-05.

- **Endpoint Security**: 80/100
  - The endpoint's TLS certificate is valid, in date, and uses a strong key.
  - No authorisation is required to call this server. Every tool declares its destructiveHint and none is destructive, so open access doesn't expose one.
  - HTTPS is enforced; there's no plaintext access path.
  - The HSTS (Strict-Transport-Security) header is present.
  - DNSSEC check failed: this domain isn't protected by DNSSEC.
- **Transport & Reachability**: 100/100
  - Verified streamable-http transport via a live MCP handshake.
- **Schema Quality & AI Usability**: 71/100
  - AI-judged instruction clarity (good).
  - Tool/resource definitions use about 444 tokens (~88/item across 5 items; 5 tools + 0 resources), lean.
  - Usage-examples check failed: none of the tools include examples.
- **Stability & Change Management**: 63/100
  - Stability observed for 19 of 30 days with no destabilising changes; credit accrues until the full window elapses.
- **Tool Coverage**: 83/100
  - 100% of tools have a non-trivial description (not blank, and not just the tool's name).
  - 50% of tool parameters carry a description.
- **Tool Safety**: 100/100
  - No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.
  - We read all 5 captured tool definition(s), and no name or description among them implies an irreversible operation.
  - An AI judge read all 6 captured unit(s) of tool text and found none that tries to manipulate the model reading it.
- **Capabilities**: 60/100
  - Spec-recency check failed: implements MCP spec 2025-06-18; the latest is 2026-07-28.

## Install

### How do I install the KitRank use cases MCP server?

KitRank use cases is a hosted endpoint at https://kitrank.dev/api/mcp, so there is nothing to install locally. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.

### Claude

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

### Cursor

```json
{
  "mcpServers": {
    "dev-kitrank-kitrank": {
      "url": "https://kitrank.dev/api/mcp"
    }
  }
}
```

### VS Code

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

### Codex

```toml
[mcp_servers.dev-kitrank-kitrank]
url = "https://kitrank.dev/api/mcp"
```

### opencode

```json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "dev-kitrank-kitrank": {
      "type": "remote",
      "url": "https://kitrank.dev/api/mcp",
      "enabled": true
    }
  }
}
```

### OpenClaw

```bash
openclaw mcp add dev-kitrank-kitrank --url 'https://kitrank.dev/api/mcp' --transport streamable-http
```

### Hermes

```yaml
mcp_servers:
  dev-kitrank-kitrank:
    url: "https://kitrank.dev/api/mcp"
```

### Netclaw

```json
{
  "McpServers": {
    "dev-kitrank-kitrank": {
      "Transport": "http",
      "Url": "https://kitrank.dev/api/mcp"
    }
  }
}
```

### Vellum

```bash
assistant mcp add dev-kitrank-kitrank -t streamable-http -u 'https://kitrank.dev/api/mcp'
```

### Other

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

The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.

## Changelog

Every change recorded for this component, newest first. Days that predate change tracking, or that we cannot explain, say so: "we were watching and nothing happened" and "we were not watching" are different claims.

### 2026-11-05 (score 79, +1)

No change was recorded against any check on this day. Stability & Change Management went from 60 to 63. That category is still filling its 30-day observation window: 18 days of observed history at the previous scan, 19 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-11-03 (score 78, +1)

No change was recorded against any check on this day. Stability & Change Management went from 53 to 57. That category is still filling its 30-day observation window: 16 days of observed history at the previous scan, 17 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-11-01 (score 77, +1)

No change was recorded against any check on this day. Stability & Change Management went from 47 to 50. That category is still filling its 30-day observation window: 14 days of observed history at the previous scan, 15 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-30 (score 76, +1)

No change was recorded against any check on this day. Stability & Change Management went from 40 to 43. That category is still filling its 30-day observation window: 12 days of observed history at the previous scan, 13 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-28 (score 75, +1)

No change was recorded against any check on this day. Stability & Change Management went from 33 to 37. That category is still filling its 30-day observation window: 10 days of observed history at the previous scan, 11 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-25 (score 74, +1)

No change was recorded against any check on this day. Stability & Change Management went from 23 to 27. That category is still filling its 30-day observation window: 7 days of observed history at the previous scan, 8 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-23 (score 73, +1)

No change was recorded against any check on this day. Stability & Change Management went from 17 to 20. That category is still filling its 30-day observation window: 5 days of observed history at the previous scan, 6 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-21 (score 72, +1)

No change was recorded against any check on this day. Stability & Change Management went from 10 to 13. That category is still filling its 30-day observation window: 3 days of observed history at the previous scan, 4 at this one. The score rises as the window fills, whether or not the server changes.

## MCP tools (5)

### `search_use_cases` (~122 tokens)

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.

Input parameters:

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

### `get_use_case` (~84 tokens)

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.

Input parameters:

- `id` (string, required): Use case id from search_use_cases, latest_use_cases or use_cases_by_tool.

### `list_categories` (~35 tokens)

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` (~45 tokens)

Latest use cases

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

Input parameters:

- `days` (integer)
- `limit` (integer)

### `use_cases_by_tool` (~83 tokens)

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.

Input parameters:

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

## Diagnostics

Captured diagnostic sections: TLS, DNSSEC, Authorisation, Transports. The full working is on the page: https://verifymcp.io/servers/dev-kitrank-kitrank/api-mcp#diagnostics

## Score history

- 2026-11-05: 79
- 2026-11-04: 78
- 2026-11-03: 78
- 2026-11-02: 77
- 2026-11-01: 77
- 2026-10-31: 76
- 2026-10-30: 76
- 2026-10-29: 75
- 2026-10-28: 75
- 2026-10-27: 74
- 2026-10-26: 74
- 2026-10-25: 74
- 2026-10-24: 73
- 2026-10-23: 73
- 2026-10-22: 72
- 2026-10-21: 72
- 2026-10-20: 71
- 2026-10-19: 71
- 2026-10-18: 70
- 2026-10-17: 70

## Common questions

### What is the KitRank use cases MCP server?

KitRank use cases is an MCP server listed in the public MCP registry as dev.kitrank/kitrank. Read-only catalog of 1,900+ real, sourced AI agent use cases with tools, cost and setup prompts. This page covers its hosted endpoint (https://kitrank.dev/api/mcp).

### Is the KitRank use cases MCP server safe to use?

KitRank use cases scores 79 out of 100 on VerifyMCP. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.

### What tools does the KitRank use cases MCP server expose?

KitRank use cases exposes 5 tools: search_use_cases, get_use_case, list_categories, latest_use_cases, use_cases_by_tool. Their descriptions and schemas cost roughly 369 tokens of context every time the server is loaded.

### Does the KitRank use cases MCP server require authentication?

No. We connected to KitRank use cases without credentials and it answered, so anything it exposes is reachable by anyone who knows the address.

### Is the KitRank use cases MCP server still maintained?

KitRank use cases is still listed as active in the MCP registry. We last reached this channel on 5 November 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.

## Links

- Remote endpoint: https://kitrank.dev/api/mcp
- Website: https://kitrank.dev/mcp.html
- Changelog RSS feed: https://verifymcp.io/servers/dev-kitrank-kitrank/api-mcp.xml
- Changelog JSON feed: https://verifymcp.io/servers/dev-kitrank-kitrank/api-mcp.json
- HTML version of this page: https://verifymcp.io/servers/dev-kitrank-kitrank/api-mcp