AI visibility report

Checked Tue, 06 Oct 2026 17:26:01 GMT

89grade B
Langflow
https://www.langflow.org/
AI crawler access · 100/100
Answer-engine content · 83/100
Structured data · 100/100
Agent readiness · 71/100

5 things hurting your AI visibility

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.
Pricing is machine-readable
No pricing found. Agents comparing tools for users skip products without clear prices.
→ Add a plain-HTML /pricing page and `offers` in your JSON-LD.
One clear H1
2 H1: "Stop fighting your tools"
→ Use exactly one H1 that names the product and its core benefit.
Scannable section headings
1 H2 headings. LLMs chunk pages by headings.
→ Break the page into H2 sections: what it is, how it works, pricing, FAQ.
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").
AI search & answer bots allowed
ChatGPT, Perplexity, Claude, Google and Bing can all read this page.
Content visible without JavaScript
474 words of readable text in the raw HTML.
llms.txt
Found /llms.txt and /llms-full.txt.
JSON-LD structured data
Types: Organization, SoftwareApplication, Offer, WebSite
Page is indexable
No noindex directive.
Entity / product schema
Declares who/what you are.
AI training crawlers
Models can learn about your brand from your site.
XML sitemap
Sitemap found.
Descriptive title tag
"Langflow | Low-code AI builder for agentic and RAG applications" (63 chars)
Meta description
53 chars.
Docs / help content linked
Docs or help pages linked.
Served over HTTPS
Secure connection.
robots.txt present
Found /robots.txt.
Fast response
Homepage responded in 395 ms. AI fetchers often time out on slow pages.
Linked brand profiles
12 social/profile links. Corroborating profiles help AI trust and identify your brand.
Open Graph tags
og:title and og:image set.
Language declared
html lang attribute set.

Your free fix files

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

# Langflow

> Welcome to Langflow - Build AI applications with ease

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

## Key pages
- [Home](https://www.langflow.org/)
- [Langflow 1.12 just released!](https://www.langflow.org/blog/langflow-1-12/)
- [Use Cases](https://www.langflow.org/use-cases/)
- [Blog](https://www.langflow.org/blog/)
- [Events](https://www.langflow.org/events/)
- [Podcast](https://www.langflow.org/podcast/)
- [Contact Us](https://www.langflow.org/contact-us/)
- [Download](https://www.langflow.org/desktop/)

## Optional
- [Sitemap](https://www.langflow.org/sitemap.xml)
We found 204 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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