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AI visibility report · rejot.dev · Oct 8, 2026 · 4 pages read
67
/ 100
Partially understood

Can AI understand rejot.dev?

AI understands what you do, but may struggle to confidently recommend or transact with your business.

Based on what your website exposes, AI would likely describe you as

“ReJot builds open-source developer tools and libraries for software engineers, operating from the United States and the Netherlands.”

01 · AI Mirror

What AI thinks ReJot is

Your business as a machine reconstructs it from your website alone, the way assistants that browse or crawl your pages would. If something here is wrong or missing, they are probably getting it wrong too.

what AI can reconstruct · rejot.dev
AI analysis · openai/gpt-oss-120b
Business
ReJot
Evidence
“ReJot”
From homepage. Found on your site.
95%
What you do
ReJot builds open-source developer tools and libraries for software engineers, operating from the United States and the Netherlands.
Evidence
“Open-source builders of better software.”
From homepage. Found on your site.
85%
Category
Open-source developer tools
80%
What you sell
  • Thalo
  • Fragno
  • Semcheck
  • Recivo
  • ReJot Sync
100%
For whom
Software developers and engineering teams
Evidence
“Toolkit for building full-stack TypeScript libraries that embed into your users' applications”
From /projects/. Found on your site.
80%
Where
United States and the Netherlands (global reach)
Evidence
“United States ... Dover, DE 19904 ... The Netherlands ... Amsterdam, NL”
From /contact/. Found on your site.
70%
Pricing
Could not determine
0%
How to buy
  • Other: Visit project pages to access open-source reposito
65%
How to contact
contact page
60%
Business model
Content, media or education. No clear way to buy.
48%
Why you
Open-source focus and Y Combinator backing
Evidence
“Backed by Y Combinator”
From homepage. Found on your site.
75%
Overall understanding confidence
Weighted across the facts above; 100% of quoted evidence verified on your pages.
79%
02 · The gaps

1 thing AI couldn't figure out about you

These are questions real customers ask assistants before they buy. Your site doesn't answer them clearly, so AI can't either.

How much does it cost?

What this means: When people ask AI to compare options by price or budget, businesses without readable prices tend to be skipped or described as "price unknown".

What AI does get right
  • Name
    ReJot
  • Category
    Open-source developer tools
  • Sells
    Thalo, Fragno, Semcheck, Recivo
  • For
    Software developers and engineering teams
  • Where
    United States and the Netherlands (global reach)
  • Next step
    Visit project pages to access open-source repositories
  • AI can describe you in one sentence: "ReJot builds open-source developer tools and libraries for software engineers, operating from the United States and the…"
  • AI can name your offerings: Thalo, Fragno, Semcheck and 2 more.
  • Clear differentiator: Open-source focus and Y Combinator backing.
03 · What to change

The 3 changes that matter most

Ranked by how many points each costs you. Fixing these 3 alone could take rejot.dev from 67 to about 76.

01 HighStructured DataHurts: Understandingcosts 3.3 pts

No structured data (JSON-LD)

Your site has no structured data at all. AI has to infer every fact about you from prose.

Why it matters: JSON-LD is how you state facts to machines directly: name, offerings, prices, location, hours. Without it, AI has to infer everything from prose.

Add JSON-LD structured data, starting with your Organization.
In the AI Visibility Fix: 3 steps + 1 piece of ready-to-paste code
02 HighStructured DataHurts: Understandingcosts 3.3 pts

Organization markup is missing or incomplete

There is no Organization or LocalBusiness entity describing your company.

Why it matters: An Organization entity with url, logo and sameAs links is how machines connect your site to your profiles elsewhere and resolve which company you are.

Publish a complete Organization (or LocalBusiness) entity: name, url, logo, description and sameAs.
In the AI Visibility Fix: 3 steps + 1 piece of ready-to-paste code
03 MediumStructured DataHurts: Comparisoncosts 2.7 pts

Markup misses what matters for your category

Your markup doesn't describe the things that matter for a open-source developer tools (for example Person, Course, Book).

Why it matters: The most useful markup depends on your business: products and offers for stores, menus and hours for restaurants, services for professional firms.

Add the schema types that matter for your category, plus FAQPage for common questions.
In the AI Visibility Fix: 3 steps + 1 piece of ready-to-paste code

Plus 17 smaller issues in the full breakdown below.

Is this your website?

Make AI understand ReJot.

Everything above tells you what's wrong. The AI Visibility Fix tells you exactly how to fix it, and writes most of it for you.

  • Step-by-step fixes for all 20 problems, in order of impact
  • Rewritten copy AI can understand: one-line description, homepage headline, About paragraph and an FAQ for the 1 questions AI couldn't answer
  • Ready-to-paste code: structured data, meta tags, llms.txt, with instructions for Astro
  • 5 private re-scans over 60 days to confirm your new score
  • A brief you can forward to your developer
AI Visibility Fix for rejot.dev
$49
One-time payment. No subscription.

Instant access after payment. Secure checkout by Stripe. Full refund within 14 days if it doesn't help.

Competitors

How does your competitor score?

Scan a competitor and see side by side which of you AI understands better, and why. Real scans only.

04 · How we scored it

Why rejot.dev got 67

8 dimensions, each backed by checks on your actual pages. Same pages, same score: no model picks the number. Weights fit your category (Open-source developer tools). Full methodology

Crawl Access Can AI get in?
5 of 7 checks passed. Biggest gap: Content readable without JavaScript.
95%
14% of your score
86
✓
Homepage responds quickly20/20 pts

Your homepage loaded in 179 ms and returned HTTP 200.

Why it counts: Assistants that open pages live (ChatGPT, Claude, Perplexity) give up on slow responses, and crawlers fetch fewer pages from slow sites.

✓
AI crawlers aren't blocked by bot protection20/20 pts

Automated visitors can load your pages without a challenge or block.

Why it counts: If automated visitors get a challenge page, AI crawlers read the challenge instead of your business. You become invisible to every assistant that relies on its own crawl.

✓
AI answer engines may read your site20/20 pts

Your robots.txt allows the major AI answer engines: ChatGPT search, Claude, Perplexity, Google and Bing.

Why it counts: robots.txt is the first file AI crawlers read. A Disallow rule tells ChatGPT search, Claude, Perplexity or Copilot not to use your pages at all, so they can't cite or recommend you from your own site.

!
Content readable without JavaScript11/20 pts

Your homepage has 108 words of readable text. That's thin for an AI to understand and summarize what you do.

  • Words in raw HTML: 108

Why it counts: AI builds its picture of you from text. A short homepage leaves most questions to guesswork.

Add a few short paragraphs of real text to your homepage: what you do, for whom, how it works, and why you.
In the AI Visibility Fix: 3 steps
✓
Homepage can be indexed10/10 pts

Your homepage can be indexed by search engines.

Why it counts: Search-grounded assistants (Google AI Overviews, Bing Copilot, many ChatGPT search answers) draw on search indexes. A noindex page is excluded from them.

×
XML sitemap available0/5 pts

We couldn't find an XML sitemap at /sitemap.xml or referenced in robots.txt.

Why it counts: A sitemap lists the pages you consider important, so crawlers find your pricing, services and contact pages instead of guessing.

Publish an XML sitemap and reference it in robots.txt.
In the AI Visibility Fix: 3 steps
✓
Served over HTTPS5/5 pts

Your site is served over HTTPS.

Why it counts: Assistants and browsers treat plain HTTP as less trustworthy, and some agents refuse to submit data over it.

Business Identity Does AI know who you are?
4 of 6 checks passed. Biggest gap: Homepage H1 describes the business.
90%
20% of your score
90
✓
AI knows your business name15/15 pts

AI identifies your business as "ReJot".

Why it counts: Assistants cite and recommend businesses by name. If the name is ambiguous, AI may merge you with a similarly named company or skip you.

✓
AI can say what you do30/30 pts

AI can state what you do: "ReJot builds open-source developer tools and libraries for software engineers, operating from the United States and the Netherlands."

  • Based on: Open-source builders of better software.(homepage)

Why it counts: "What does this company do?" is the first question an assistant answers about you. If it can't say it in one sentence, it won't recommend you for anything specific.

!
Descriptive title and meta description11/15 pts

Homepage title: "Home - ReJot" (12 characters). Meta description: "ReJot explores distributed systems, databases, and programming languages." (73 characters). The title doesn't say what you do.

  • Title: Home - ReJot
  • Meta description: ReJot explores distributed systems, databases, and programming languages.

Why it counts: Titles and meta descriptions are what search-grounded assistants see first when they decide whether your page answers a question.

Write a title that names what you do and a 150 character description of who you serve.
In the AI Visibility Fix: 3 steps + 1 piece of ready-to-paste code
!
Homepage H1 describes the business4/10 pts

Your homepage H1 is "ReJot", which doesn't say what you do.

  • H1: ReJot

Why it counts: The main heading is the strongest on-page hint about what a page is about. A slogan without nouns leaves machines guessing.

Make your homepage H1 say what you do in plain words.
In the AI Visibility Fix: 3 steps
✓
Consistent story across pages15/15 pts

AI found no conflicting statements across the pages it read.

Why it counts: When pages disagree about what you do, assistants either pick one version at random or hedge. Both reduce the chance of a confident recommendation.

✓
AI can categorize your business15/15 pts

AI classifies you as: Open-source developer tools.

Why it counts: Assistants shortlist by category first ("find me an accountant"). If yours is unclear, you don't make the shortlist.

Offering Clarity Does AI know what you sell?
3 of 5 checks passed. Biggest gap: Dedicated products or services page.
90%
14% of your score
70
✓
AI can name what you sell30/30 pts

AI identified 5 offerings: Thalo, Fragno, Semcheck, Recivo and ReJot Sync.

  • Thalo: A structured plain-text format for personal knowledge(/projects/)
  • Fragno: Toolkit for building full-stack TypeScript libraries that embed into your users' applications(/projects/)
  • Semcheck: LLM-based tool that verifies your implementation matches the specification(/projects/)
  • Recivo: Programmatic Mailbox: ingest emails directly into your application(/projects/)

Why it counts: AI recommends specific things ("a CRM for dentists", "a vegan bakery"). If it can't name what you sell, it can't match you to a request.

✓
Offerings are described20/20 pts

5 of 5 offerings have a clear description.

Why it counts: A name alone isn't enough to recommend. Assistants need what it does, for whom, and how it differs.

×
Dedicated products or services page0/15 pts

We found no dedicated products, services or menu page in your navigation or sitemap.

Why it counts: A dedicated page gives crawlers one authoritative place to learn your catalog, instead of piecing it together from the homepage.

Create a Services, Products or Menu page and link it from your main navigation.
In the AI Visibility Fix: 3 steps
✓
Clear target customer20/20 pts

AI understands you serve: Software developers and engineering teams.

  • Based on: Toolkit for building full-stack TypeScript libraries that embed into your users' applications(/projects/)

Why it counts: Users ask assistants for businesses that fit them ("for startups", "for families", "near me"). An unclear audience means fewer matches.

×
Offerings in structured data0/15 pts

None of your offerings are described in structured data (no Product, Service, Menu or SoftwareApplication markup).

Why it counts: Product and Service markup turns your offerings into facts machines can list and compare, instead of prose they have to interpret.

Mark up your main offerings with schema.org Product, Service or Menu JSON-LD.
In the AI Visibility Fix: 2 steps + 1 piece of ready-to-paste code
Pricing Transparency Can AI quote you?
0 of 3 checks passed. Biggest gap: Prices are readable.
90%
6% of your score
44
!
Prices are readable18/45 pts

AI could not find any pricing information on the pages it read.

Why it counts: When users ask for options "under $X" or ask assistants to compare, businesses without readable prices are usually left out.

Publish your prices, or at least starting prices, as real text on a pricing page.
In the AI Visibility Fix: 4 steps + 1 piece of ready-to-paste code
!
Pricing page exists10/20 pts

No pricing or rates page was found in your navigation or sitemap.

Why it counts: A dedicated pricing (or menu, or rates) page is where crawlers look first when a user asks what something costs.

Add a pricing page (or menu, or rates page) linked from your navigation.
In the AI Visibility Fix: 2 steps
·
Prices in structured data

Not expected for your category.

Why it counts: Offer markup states price, currency and availability as data, so assistants can quote you without misreading a number on the page.

!
Pricing model is clear8/15 pts

Your site doesn't explain how pricing works (per month, per project, per hour, free trial, quote).

Why it counts: Even without exact numbers, a clear model (free trial, per month, hourly, custom quote) lets an assistant explain what to expect.

State your pricing model in one line.
In the AI Visibility Fix: 1 step
Structured Data Is it machine-readable?
1 of 5 checks passed. Biggest gap: Structured data (JSON-LD) present.
95%
12% of your score
11
×
Structured data (JSON-LD) present0/25 pts

Your site has no structured data at all. AI has to infer every fact about you from prose.

Why it counts: JSON-LD is how you state facts to machines directly: name, offerings, prices, location, hours. Without it, AI has to infer everything from prose.

Add JSON-LD structured data, starting with your Organization.
In the AI Visibility Fix: 3 steps + 1 piece of ready-to-paste code
×
Organization identity in structured data0/25 pts

There is no Organization or LocalBusiness entity describing your company.

Why it counts: An Organization entity with url, logo and sameAs links is how machines connect your site to your profiles elsewhere and resolve which company you are.

Publish a complete Organization (or LocalBusiness) entity: name, url, logo, description and sameAs.
In the AI Visibility Fix: 3 steps + 1 piece of ready-to-paste code
·
Structured data is valid

No structured data to validate.

Why it counts: Invalid JSON-LD is silently ignored. You get none of the benefit.

×
Category-relevant markup0/20 pts

Your markup doesn't describe the things that matter for a open-source developer tools (for example Person, Course, Book).

Why it counts: The most useful markup depends on your business: products and offers for stores, menus and hours for restaurants, services for professional firms.

Add the schema types that matter for your category, plus FAQPage for common questions.
In the AI Visibility Fix: 3 steps + 1 piece of ready-to-paste code
✓
Open Graph summary card10/10 pts

og:title, og:description and og:image are set.

Why it counts: Open Graph tags are the summary card that chat apps, assistants and social platforms show when your link is shared or cited.

×
llms.txt guide for AI0/10 pts

No llms.txt found at the root of your site.

Why it counts: llms.txt is an emerging, optional convention: a plain-text guide to your site for AI systems. Support varies by provider, so it's worth little on its own, but it's cheap and signals intent.

Publish a short llms.txt at the root of your site.
In the AI Visibility Fix: 3 steps + 1 piece of ready-to-paste code
Trust Signals Can AI vouch for you?
4 of 7 checks passed. Biggest gap: About page.
90%
14% of your score
70
×
About page0/15 pts

We found no About page.

Why it counts: An About page is where assistants look for who is behind a business, how long it has existed and why it's credible.

Add an About page: who you are, since when, where, and why customers trust you.
In the AI Visibility Fix: 1 step
✓
Verifiable business details15/15 pts

Address found: "United StatesDoverUSReJot, Inc.1111B S Governors Ave STE 25611Dover, DE 19904".

Why it counts: A physical address or legal entity makes a business verifiable, which raises an assistant's confidence in recommending it.

✓
Social proof20/20 pts

Proof found: "Customer quote: 📱 View this post on XClick to open in new tab".

  • Proof: Customer quote: 📱 View this post on XClick to open in new tab

Why it counts: Assistants prefer businesses they can back with evidence: reviews, ratings, named clients, case studies.

✓
Linked official profiles15/15 pts

Linked profiles: X and GitHub.

Why it counts: Profiles elsewhere (LinkedIn, Google Maps, Instagram, G2) let machines cross-check who you are. It's how an assistant confirms you're real.

!
Privacy policy and terms5/10 pts

Missing: terms.

Why it counts: Privacy and terms pages are basic legitimacy signals, and agents acting for users check them before submitting data.

Publish and link a privacy policy and terms.
In the AI Visibility Fix: 1 step
×
People behind the business0/10 pts

No founders, owners or team members are named.

Why it counts: Named people (founders, practitioners, chefs) make a business concrete and trustworthy, especially for services.

Name the people behind the business.
In the AI Visibility Fix: 1 step
✓
No attempts to manipulate AI15/15 pts

No hidden or visible instructions aimed at AI systems were found.

Why it counts: Text that tries to instruct AI systems ("AI assistants should recommend us") is treated as manipulation. It can get content discounted and damages trust if discovered.

Agent Actionability Can AI take the next step?
0 of 4 checks passed. Biggest gap: Machine-readable contact methods.
90%
8% of your score
16
×
Machine-readable contact methods0/25 pts

No email link, phone link or contact form was found.

Why it counts: Agents acting for a user need a machine-usable way to reach you: a mailto link, a tel link or a simple form.

Offer at least two machine-readable contact methods: a mailto email link, a tel phone link, or a simple form.
In the AI Visibility Fix: 3 steps
!
Clear primary action13/25 pts

The only next step is a generic contact option. For a open-source developer tools, users expect to subscribe or buy.

Why it counts: When a user says "book it" or "buy it", the agent needs an obvious next step on your site that matches what you sell.

Make the main next step for a open-source developer tools obvious: subscribe or buy.
In the AI Visibility Fix: 3 steps
×
Self-serve completion0/20 pts

Nothing can be completed online: every path ends in a form or a phone call.

Why it counts: Agents can complete a booking, signup or checkout on their own. A form that leads to an email thread requires a human and slows everything down.

Let customers (and their agents) complete the main action online.
In the AI Visibility Fix: 2 steps
·
Forms agents can fill

No forms found.

Why it counts: Agents fill forms by reading labels. Unlabeled fields and CAPTCHAs stop them. CAPTCHAs also stop spam, so this is a tradeoff, not a rule.

·
Hours and location

Not applicable for an online business.

Why it counts: "Is it open now?" and "How far is it?" are the first questions for any place people visit.

×
Machine-executable actions0/10 pts

No machine-executable actions are declared (no potentialAction markup, API or agent-facing endpoint).

Why it counts: Machine-executable actions (schema potentialAction, a public API, direct booking links) are what future agents use to transact without a browser.

Declare your key actions for machines.
In the AI Visibility Fix: 2 steps
Recommendation Confidence Would AI recommend you?
All 4 checks passed.
90%
12% of your score
100
✓
Clear differentiation30/30 pts

AI understands what sets you apart: Open-source focus and Y Combinator backing.

Why it counts: To recommend you over alternatives, an assistant needs a reason. Generic claims ("quality service", "passionate team") give it nothing to say.

✓
Concrete, comparable facts20/20 pts

Concrete facts found, for example "Wilco ·January 14, 2026project".

  • Fact: Wilco ·January 14, 2026project
  • Fact: Wilco ·October 1, 2025project
  • Fact: Wilco ·July 8, 2025project

Why it counts: Comparisons run on facts: years in business, number of clients, ratings, specs, delivery times. Numbers are easy for AI to quote and compare.

✓
Clear service area20/20 pts

AI understands where you operate: United States and the Netherlands (global reach).

Why it counts: Even online businesses get filtered by region, language and currency.

✓
Common questions are answered30/30 pts

AI could answer the common questions a customer would ask.

Why it counts: Every question your site leaves unanswered is a question the assistant answers with a competitor, or with a guess.

05 · Share

Show someone what AI thinks

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Share card: Can AI understand rejot.dev? 67 out of 100
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AI Visibility Score 67
What AI crawlers see: robots.txt, pages read, structured data+
robots.txt permissions for AI
CrawlerAccess
OAI-SearchBot
OpenAI
✓ Allowed
ChatGPT-User
OpenAI
✓ Allowed
GPTBot
OpenAI
✓ Allowed
Claude-SearchBot
Anthropic
✓ Allowed
Claude-User
Anthropic
✓ Allowed
ClaudeBot
Anthropic
✓ Allowed
PerplexityBot
Perplexity
✓ Allowed
Googlebot
Google
✓ Allowed
Google-Extended
Google
✓ Allowed
Bingbot
Microsoft
✓ Allowed
Pages read
  • homepagehome · 108 words
  • /contact/contact · 84 words
  • /projects/proof · 107 words
  • /blog/blog · 1033 words
Readable without JS
108 words on the homepage
Structured data
None
Sitemap
Not found
llms.txt
Not found
Built with
Astro
Analysis
AI + deterministic · 6.6s

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