CrawlReadable
60 C

Can AI crawlers read pipeline.app?

AI crawlers can read some of this site. The fixes below close the gaps. 11 of 20 checks failed.

Scored 60/100 on 2026-10-17 from https://pipeline.app/

What an AI crawler gets

The first 400 characters of text in the HTML, before any JavaScript runs.

Pipeline | Get more first-time donors Skip to content Login Schedule Call Get more first-time donors who love your mission, automatically! Finding new donors shouldn't mean wasting money on ineffective ads and piecing together expensive apps, spreadsheets, and sticky notes, a messy system that too often lets valuable donors fall through the cracks. We can turn your donor pyramid into a pipeli...

3,553 characters of readable text

Which AI crawlers are allowed

Crawlerrobots.txt says
GPTBotAllowed
OAI-SearchBotAllowed
ClaudeBotAllowed
Claude-SearchBotAllowed
PerplexityBotAllowed
Perplexity-UserAllowed
Google-ExtendedAllowed
CCBotAllowed
BytespiderAllowed
AmazonbotAllowed

Score by category

Access18 / 26 Content36 / 40 Structure6 / 20 Discovery0 / 10 Interface0 / 4

Fixes, biggest first

  1. Add structured data (JSON-LD)

    +6 points, about 1 hour

    Machine-readable facts about your business: name, logo, what you sell. AI systems use it to describe you accurately.

  2. Publish a sitemap.xml

    +6 points, about 1 hour

    A list of every page you want found. Without one, crawlers only find what's linked.

  3. Publish a robots.txt file

    +4 points, about 5 min

    Crawlers look here first for the rules of your site. With no file, every bot guesses.

  4. Add real copy to the page

    +4 points, about 1 hour

    Readable text is a tiny share of the page's code, or there's very little of it. Crawlers summarise words, not markup.

  5. Describe your organisation in JSON-LD

    +4 points, about 1 hour

    Organization or WebSite objects tie your site to a known entity, so answers name you correctly.

  6. Keep sitemap dates fresh

    +4 points, about 1 hour

    No lastmod date in the last 90 days, so crawlers can't tell what changed and may not come back.

  7. Offer a machine-readable interface

    +4 points, needs a developer

    A valid /openapi.json or /llms-full.txt lets AI agents use your product or read your docs in full, not just your homepage.

  8. Add an llms.txt file

    +3 points, about 1 hour

    A short Markdown summary of your site at /llms.txt. Cheap to add, but few AI systems request it yet, so it's worth 3 points.

  9. Add Open Graph tags

    +2 points, about 5 min

    og:title, og:description and og:image control how your link looks when shared, including in AI chat apps.

  10. Add a canonical link

    +2 points, about 5 min

    Tells crawlers which URL is the real one when the same page is reachable at several.

  11. Mirror llms.txt at /.well-known/llms.txt

    +1 points, about 5 min

    Some tools look in the .well-known folder instead. A copy of the same file covers both.

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CrawlReadable score for pipeline.app

9 checks passed
  • Let GPTBot crawl the site (6 points)
  • Let ClaudeBot crawl the site (6 points)
  • Let PerplexityBot crawl the site (6 points)
  • Put your words in the HTML (18 points)
  • Stop serving an empty app shell (10 points)
  • Give the page an h1 heading (4 points)
  • Use semantic HTML tags (4 points)
  • Write a descriptive page title (3 points)
  • Add a meta description (3 points)