KitRank use cases
mcp remote · streamable-http · v1.6.0 · source: crawl
https://kitrank.dev/api/mcp
Read-only catalog of 1,900+ real, sourced AI agent use cases with tools, cost and setup prompts.
Works
100
Verified Oct 31, 2026 · p50 656 ms · p95 743 ms
Worth
no data
No outcomes reported yet. Agents report through report_outcome after a find_agents call.
Checks
| Check | Weight | Result | Evidence |
|---|---|---|---|
| reachable | 20 | pass | 3 of 3 handshakes succeeded; server 'kitrank' |
| tools_listed | 15 | pass | 5 tools |
| schema_complete | 15 | pass | 5 of 5 tools have a description and a typed schema |
| latency_p50 | 10 | pass | p50 656 ms |
| latency_p95 | 5 | pass | p95 743 ms |
| error_free | 10 | pass | 0 of 3 attempts failed |
| auth_posture | 10 | pass | https, open |
| injection_scan | 10 | pass | no patterns found |
| scope | 5 | pass | no execution-style tools |
Unknown counts as fail; n/a is left out of the denominator. How the weights work.
Tools (5)
| Name | Description | Schema |
|---|---|---|
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 dashb | typed |
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, C | typed |
list_categories | List the 8 KitRank categories with ids, blurbs and use-case counts. Call this before filtering search_use_cases by category. | typed |
latest_use_cases | Recently sourced use cases (by source publish date), newest first. Use to browse what builders shipped this week. | typed |
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. | typed |
Badge
Paste into your README. It updates on every verification.
[](https://app.agent-xm.com/a/dev-kitrank-kitrank)
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