Benchmarks

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

Overview

Create AI images and edit photos online with one creative workspace.

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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://createimg.ai/: 4 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: api_reference, request_examples, response_examples, error_documentation, rate_limits, version_information.

Readiness dimensions

Dimension	Score
Documentation quality	50
Execution verifiability	0
Machine interface	0
Project clarity	75
Resource discoverability	100
Workflow completeness	45

What helps agents

docs: verified during this run
llms txt: verified during this run
sitemap: verified during this run
quickstart: verified during this run

Where agents are blocked

No api reference signal matched across 3 fetched pages.
No request examples signal matched across 3 fetched pages.
No response examples signal matched across 3 fetched pages.
No error documentation signal matched across 3 fetched pages.
No rate limits signal matched across 3 fetched pages.
No version information signal matched across 3 fetched pages.

Check	Status	Details
Learn2 of 5 verified
Documentation	Verified	Developer/documentation pages reachable from the entry page (e.g. https://createimg.ai/docs).
Quickstart	Verified	Probe matched on https://createimg.ai/docs: /quick ?start\|getting started\|in (five\|5)/.
API reference	Not found in the audited source chain
Request examples	Not found in the audited source chain
Response examples	Not found in the audited source chain
Connect0 of 4 verified
SDK	Not found in the audited source chain
MCP interface	Not found in the audited source chain
Webhooks	Not found in the audited source chain
Authentication documentation	Partial	Weak signal on the entry page only: /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: code distribution via git clone documented on https://createimg.ai/docs/quickstart.
Maintain0 of 4 verified
Error documentation	Not found in the audited source chain
Rate limits	Not found in the audited source chain
Version information	Not found in the audited source chain
Changelog	Not found in the audited source chain
Discover and verify2 of 3 verified
llms.txt	Verified	llms.txt published at the site root (7 lines).
Sitemap	Verified	sitemap.xml reachable and lists site pages.
Agent-native positioning	Not found in the audited source chain