Benchmarks

How ShortsMonkey scores on agent readiness and AI visibility AI Readiness and GEO Score are platform assessments generated by VibeLaunch after submission.

Overview

Finds breakout YouTube Shorts and long-form videos from low-subscriber channels using view-to-subscriber ratio.

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Agent Readiness

How well an agent can understand this product and reconstruct a documented workflow from its official information.

Automated agent-readiness assessment of https://www.shortsmonkey.com: 11 of 22 checks verified across 3 fetched pages. No substantial machine interface is documented — agents can understand and cite the product but not operate it. Absent: response_examples, error_documentation, version_information, cli, cli_non_interactive, cli_structured_output.

Readiness dimensions

Dimension	Score
Documentation quality	85
Execution verifiability	0
Machine interface	35
Project clarity	75
Resource discoverability	100
Workflow completeness	100

What helps agents

docs: verified during this run
llms txt: verified during this run
sitemap: verified during this run
quickstart: verified during this run
api reference: verified during this run
authentication: verified during this run

Where agents are blocked

No response examples signal matched across 3 fetched pages.
No error documentation signal matched across 3 fetched pages.
No version information signal matched across 3 fetched pages.
No cli signal matched across 3 fetched pages.
No sdk signal matched across 3 fetched pages.
No webhooks signal matched across 3 fetched pages.

Check	Status	Details
Learn4 of 5 verified
Documentation	Verified	Developer/documentation pages reachable from the entry page (e.g. https://www.shortsmonkey.com/en/docs).
Quickstart	Verified	Probe matched on https://www.shortsmonkey.com/en/docs: /quick ?start\|getting started\|in (five\|5)/.
API reference	Verified	Probe matched on https://www.shortsmonkey.com/en/docs: /api (reference\|documentation\|endpoints?)/.
Request examples	Verified	Probe matched on https://www.shortsmonkey.com/en/docs/quickstart: /curl\s+-X \|request (body\|example)\|<code>/.
Response examples	Not found in the audited source chain
Connect2 of 4 verified
SDK	Not found in the audited source chain
MCP interface	Verified	Probe matched on https://www.shortsmonkey.com/en/docs: /model context protocol\|\bmcp\b(?!-)/.
Webhooks	Not found in the audited source chain
Authentication documentation	Verified	Probe matched on https://www.shortsmonkey.com/en/docs/quickstart: /api key\|bearer\|oauth\|access token\|authen/.
Operate0 of 6 verified
CLI	Not found in the audited source chain
Non-interactive CLI	Not applicable	No CLI was found to evaluate for this property.
Structured CLI output	Not applicable	No CLI was found to evaluate for this property.
Structured import and export	Not found in the audited source chain
Success verification	Not found in the audited source chain
Agent tooling artifacts	Partial	One agent tooling signal: named slash-command skills (≥2 distinct) documented on https://www.shortsmonkey.com/en.
Maintain2 of 4 verified
Error documentation	Not found in the audited source chain
Rate limits	Verified	Probe matched on https://www.shortsmonkey.com/en/docs: /rate limit\|429\|throttl\|requests per (sec/.
Version information	Not found in the audited source chain
Changelog	Verified	Probe matched on https://www.shortsmonkey.com/en/docs: /changelog\|release notes\|what'?s new/.
Discover and verify3 of 3 verified
llms.txt	Verified	llms.txt published at the site root (36 lines).
Sitemap	Verified	sitemap.xml reachable and lists site pages.
Agent-native positioning	Verified	Agent-native positioning with a concrete operational path: "The docs provide a concrete operational path for agents via REST API and MCP, including quickstart and authentication details.".