AI visibility report

Checked Tue, 06 Oct 2026 17:27:31 GMT

73grade C
liblab: Powerful SDK Generator for Seamless API Integrations
https://liblab.com/
AI crawler access · 95/100
Answer-engine content · 78/100
Structured data · 8/100
Agent readiness · 74/100

9 things hurting your AI visibility

JSON-LD structured data
No schema.org JSON-LD found.
→ Add JSON-LD (generated below) so engines know your entity, product and pricing unambiguously.
Entity / product schema
No Organization / Product / SoftwareApplication schema.
→ Add Organization + Product/SoftwareApplication schema with name, url, logo, sameAs (socials), offers.
Meta description
Missing. AI engines often quote this as your one-line summary.
→ Write a 50-160 char description stating exactly what the product does.
Machine-usable interface (API / MCP)
No OpenAPI spec, MCP server or API docs discovered. AI agents can read about you but can't act (sign up, query, buy).
→ Expose an MCP server or OpenAPI spec and link it from llms.txt so agents can use your product, not just read about it.
Docs / help content linked
No docs/help links. Agents rely on docs to answer how-to questions about you.
→ Publish public docs/how-to pages and link them from the homepage and llms.txt.
robots.txt present
No valid /robots.txt. Crawlers fall back to defaults.
→ Add a /robots.txt that explicitly welcomes AI search bots (see generated file below).
Question & answer content
No FAQ section found.
→ Add an FAQ answering the exact questions buyers ask ChatGPT ("best X for Y", "X vs Y", "how much does X cost").
Linked brand profiles
0 social/profile links. Corroborating profiles help AI trust and identify your brand.
→ Link your X, LinkedIn, GitHub, Product Hunt pages and list them in schema `sameAs`.
Open Graph tags
Missing og:title/og:image. Shared links look bare.
→ Add og:title, og:description and og:image (1200x630).
AI search & answer bots allowed
ChatGPT, Perplexity, Claude, Google and Bing can all read this page.
Content visible without JavaScript
728 words of readable text in the raw HTML.
llms.txt
Found /llms.txt.
Page is indexable
No noindex directive.
Pricing is machine-readable
Pricing page or prices found.
AI training crawlers
Models can learn about your brand from your site.
XML sitemap
Sitemap found.
Descriptive title tag
"liblab: Powerful SDK Generator for Seamless API Integrations" (60 chars)
Served over HTTPS
Secure connection.
Fast response
Homepage responded in 144 ms. AI fetchers often time out on slow pages.
One clear H1
1 H1: "Your API Deserves Better SDKs"
Scannable section headings
7 H2 headings. LLMs chunk pages by headings.
Language declared
html lang attribute set.

Your free fix files

Generated from your homepage. Edit, then publish at your site root.

# liblab: Powerful SDK Generator for Seamless API Integrations

> liblab: Powerful SDK Generator for Seamless API Integrations

Key facts for AI assistants: who it's for, main use cases, pricing, and how to get started.

## Key pages
- [Home](https://liblab.com/)
- [Pricing](https://liblab.com/pricing)
- [Docs](https://liblab.com/docs)

## Optional
- [Sitemap](https://liblab.com/sitemap.xml)
We found 319 pages in your sitemap. This free scan checked 1.
RankRoot Pro scans up to 50 pages and generates llms.txt, llms-full.txt and JSON-LD for every one of them.
Scan my whole site · $19/mo

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