Directory · ML platforms and experiment tracking
Valohai — what a crawler receives from valohai.com
Website measurement, not a product review. This page records what machine clients received from valohai.com. It does not evaluate Valohai software, features, pricing or support.
Answer engines can reach and read this site. It needs more it can quote.
AI visibility 76/100, measured 2026-10-05 10:18 UTC from outside its network, as each named AI and search crawler and as a browser. An engine can reach and read this site. What is left is giving it something specific to say.
4
findings
✗
llms.txt on its host
✗
entity map on its host
5
scans on record since 2026-09-18
The three stages, in the order an engine hits a site
Each stage gates the next. An engine that cannot reach a page never reads it; one that cannot read it never quotes it. That is why reach is a ceiling and not just a weight.
Stage 1 · 40% of the score
Reach
Can a named answer-engine crawler get your pages at all?
Every named crawler was served the same page a browser gets.
Stage 2 · 30% of the score
Read
Once it has the bytes, can it find the words?
The delivered HTML is mostly content, and the machine files point at the rest.
Stage 3 · 30% of the score
Quote
Is there a specific fact it can state and attribute?
An assistant would have to paraphrase your page instead of quoting a fact.
- Structured data43
- Local presence & NAPn/a
- Claim consistencyn/a
- Authors & trust signals50
- Linked datan/a
- Quotable content50
- Entity corroborationn/a
- Page subjectn/a
The stage to fix first is quote, because the three run in order.
What to fix
4 findings on this site. Every one is named below; the top one is shown in full, free. What we saw, why each matters, how to fix it and the bytes behind it are what a licence buys — or we implement the whole list for you.
4 Note
1No llms.txtNot present: /llms.txt answered HTTP 404.NoteContent
What we saw
Not present: /llms.txt answered HTTP 404. /llms.txt
Why it matters
Not a defect. llms.txt is an emerging convention for telling AI systems what a site is and which pages matter.
How to fix it
Publish /llms.txt: a short Markdown file naming the business, what it does, and the pages worth reading, served as text/plain or text/markdown.
Content: words, markup or images on a page — no deploy
Why this was decided
| Rule | NO_LLMS_TXT · rule pack sv27 · scope core |
|---|---|
| Evaluated | 2026-10-05 10:18:52 UTC |
| Decision | d1:d69f1945440905cd50d0 · finding f1:e9b0e857df76c03c98a1 resolve either at /api/graph/<id> with a key |
| Observer | crawlcheck-worker build 71386c1f · audit v4 |
What it rests on
| Identity | Status | Bytes | sha256 | Kept |
|---|---|---|---|---|
| read: /llms.txt | 404 | 55,726 | 9394fb5c0ff2 | already_held |
23 more in the manifest.
Artifacts: manifest:846003f3809a49b18d4f7e59af2846d79474889a3f2a073c700e5420325fafe7
Grade effect Does not cap the letter: only medium, high and critical findings do. Moves no points either; the score is built from the measured rows.
Rule NO_LLMS_TXT under scoring rules v28 · fingerprint NO_LLMS_TXT|/llms.txt · persisting (5 scans)
Verify the fix Re-scan after the change. This finding is cleared when NO_LLMS_TXT is no longer reported at /llms.txt; if it comes back after clearing, it is marked a regression, not a new finding.
NO_LLMS_TXT · full transcript
Open the other 3
What we saw, why it matters, how to fix it, and the evidence bytes for every finding — on this report and every re-scan. From $29 a month.
Unlock the findingsOr have them fixed
We implement the list on your site and re-measure, with a sealed before and after. One site, $749 once.
Get this fixed — $749The main product
We fix the 4 findings on valohai.com. $749, once.
One site. You keep the grade for free — this is the part where the list stops being a list.
- Every finding implemented on the site itself: machine files, schema, NAP, the lot
- An entity map authored for your business, not a template with the name swapped
- Measured again afterwards — the before and the after, sealed, so it is evidenced rather than claimed
- Thirty days of monitoring included
- Work starts within two business days
What it covers · one payment, nothing recurring
The chain a crawler follows
The chain breaks at llms.txt. Everything after that point is only reachable by a crawler guessing the conventional path.
A machine file that does not parse is worth less than one that is absent, because it looks present. Rows behind this.
Where the bytes go
Of the 104,202 decompressed bytes the homepage delivers, 11.6% is text a reader or a model can actually use. Workable, with room to trim.
- Readable text 11.6% · 12,047 B
- Markup & attributes 46.8% · 48,737 B
- Inline CSS 12.6% · 13,107 B
- Inline JavaScript 5.9% · 6,137 B
- Inline SVG 22.5% · 23,466 B
- HTML comments 0.7% · 708 B
The individual blocks that weigh the most, so the fix is a search rather than a hunt:
- Inline CSS · 5,726 B (5.5%) — embedded web fontsopens
@font-face{font-family:Rubik-171a254e032fdea2;src:url("/_astro/fonts/e - Inline CSS · 4,100 B (3.9%) — unnamedopens
.agent-skills-line[data-astro-cid-rtrnvgfa]{opacity:0;transition:opaci - Inline JavaScript · 2,123 B (2%) — unnamedopens
function e(e,t){return e.find(e=>e.dataset.subnavPanel===t)||null}func
What changed
- 2026-10-01score moved 76 → 82score-up
- 2026-10-01a sitemap became readableresolved
- 2026-09-24no sitemap could be foundappeared
- 2026-09-19a stale edge copy was servedappeared
5 scans on record, first 2026-09-18. Score movements are shown only between readings taken under the same score version; finding codes are comparable across all of them.
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Dispute or re-scan
If a reading here is wrong, it is our instrument that is wrong, and we want to know. Tell us what is wrong and the site is re-measured; the result is published as measured. Nothing about a listing, a payment or a request changes a number.
By email instead: hello@crawlcheck.io. Category “ML platforms and experiment tracking” is our label for what the product is primarily sold as; it is not scored. Back to the directory.