Audit complete · 35d ago

codexmachina.dev

codexmachina.dev
Verdict
Caution

20 should-fix, 47 informational

  • Site typeunclear
  • Confidence0%
  • Discovered20 URLs
WARNING · codexmachina.dev/nextjs-postgres-better-auth-ai-wrapperWARNING · codexmachina.dev/nextjs-postgres-better-auth-ecommerceWARNING · codexmachina.dev/react-router-postgres-better-auth-ecommerceWARNING · codexmachina.dev/react-router-postgres-better-auth-ai-wrapperWARNING · codexmachina.dev/react-router-postgres-better-auth-marketplaceWARNING · codexmachina.dev/nextjs-postgres-better-auth-marketplaceWARNING · codexmachina.dev/nextjs-postgres-better-auth-blog-cmsWARNING · codexmachina.dev/nextjs-postgres-better-auth-crmWARNING · codexmachina.dev/nextjs-postgres-clerk-iotWARNING · codexmachina.dev/react-router-postgres-better-auth-saasWARNING · codexmachina.dev/nextjs-postgres-clerk-marketplaceWARNING · codexmachina.dev/nextjs-postgres-clerk-blog-cmsWARNING · codexmachina.dev/nextjs-postgres-better-auth-project-managementWARNING · codexmachina.dev/react-router-postgres-better-auth-blog-cmsWARNING · codexmachina.dev/nextjs-postgres-better-auth-helpdeskWARNING · codexmachina.dev/nextjs-postgres-clerk-ecommerceWARNING · codexmachina.dev/nextjs-postgres-clerk-crmWARNING · codexmachina.dev/nextjs-postgres-better-auth-bookingWARNING · codexmachina.dev/nextjs-postgres-clerk-saasINFO · codexmachina.dev/
Pages0with blockers19with should-fix1with info0clean20 scanned
Pages
20
scanned
Blockers
0
findings
Should fix
20
findings
Info
47
findings
Clean
0
pages

Heuristic score over 20 sampled pages, not Google's classifier. How to read this ↓

Category grades

Integrity
A
21 issues
Discoverability
A
0 issues
Citation
A
46 issues
Data
A
0 issues
Severity adjustments5 rules softened by the unclear profile

These rules still ran and emitted findings: the site-type profile lowered their severity so the score reflects how the signal applies to this kind of site, not a one-size-fits-all penalty.

aeo/answer-firstaeo/citable-factsaeo/freshness-signalscontent/eeat-signalscontent/missing-author

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Origin readinessConcerning
69 live fetches
Median TTFB
1038ms
p95 TTFB
6563ms
5xx rate
0%
Cache assisted
51%
Crawl coverageDiscovered 20 · audited 20 · skipped 0

Latency is high. Search-engine and AI-crawler bursts will amplify this: consider an edge cache or app-layer query cache.

Fix: add an edge CDN with a sensible s-maxage, or an app-layer query cache (Redis / Next.js unstable_cache) between the route handler and the database.

Findings · 67

sampled 20 pages
Top fixes by impactseverity × pages affected
  1. 1
    content/citation-coveragewarningmoderate19 pages

    https://codexmachina.dev/nextjs-postgres-better-auth-ai-wrapper makes 9 quantified claims but cites 0 authoritative sources (3 named entities: server components, cloudflare workers, toggle sidebar).

  2. 2
    aeo/llms-txtwarningmoderate1 pages

    No llms.txt found at https://codexmachina.dev/llms.txt. llms.txt is a draft standard with low adoption — absence isn't a defect, only a missed opportunity.

Should fix· 20

Severity warning · should fix before scaling
Warninglow confidencecontent/citation-coverage19 findings

https://codexmachina.dev/nextjs-postgres-better-auth-ai-wrapper makes 9 quantified claims but cites 0 authoritative sources (3 named entities: server components, cloudflare workers, toggle sidebar).

codexmachina.dev/nextjs-postgres-better-auth-ai-wrapper
Fix

Cite the primary sources behind your numbers — link the statute, standard, dataset, .gov/.edu page, or research that backs each statistic. AI Overviews and Google's helpful-content systems weight pages that ground claims in authoritative references. Note: this rule detects statistic+citation co-occurrence, not semantic correctness.

moderate↗ Read more↗ Google docs19 pages affected
Affected pages19
Warninglow confidenceaeo/llms-txt1 finding

No llms.txt found at https://codexmachina.dev/llms.txt. llms.txt is a draft standard with low adoption — absence isn't a defect, only a missed opportunity.

Fix

Create https://codexmachina.dev/llms.txt to guide AI engines toward your most authoritative, citable content. Start with an # H1 title, a blockquote summary, then ## sections listing your key pages as markdown links. See https://llmstxt.org for the emerging convention.

Informational· 47

Severity info · tracked for trend analysis
Infolow confidenceaeo/answer-first19 findings

https://codexmachina.dev/nextjs-postgres-better-auth-ai-wrapper does not open with a direct, extractable answer: opener is identical to other pages after entity masking; no specific numbers, dates, or dollar amounts

codexmachina.dev/nextjs-postgres-better-auth-ai-wrapper
Fix

Restructure the template to open with entity-specific facts. Instead of boilerplate or a topic preamble, lead with a complete-answer sentence containing the key number, date, agency, or form name a reader (or AI Overview) would cite. Target: <100 words, at least one concrete number, at least one named entity.

moderate↗ Read more↗ Google docs19 pages affected
Affected pages19
Infolow confidenceaeo/freshness-signals14 findings

https://codexmachina.dev/ has no dateModified signal (no JSON-LD dateModified, no modification meta tag, no visible "Last updated"). Evergreen pages may legitimately omit this — verify whether freshness signals matter for this page type.

codexmachina.dev/
Fix

Add a freshness signal so AI engines know the page is current. Three recommended places: (1) dateModified in your JSON-LD schema, (2) a visible "Last updated: YYYY-MM-DD" line in the page content, (3) accurate <lastmod> in your sitemap. For pSEO templates, automate dateModified to update when your underlying data source changes.

moderate↗ Read more↗ Google docs14 pages affected
Affected pages14
Infolow confidenceaeo/citable-facts12 findings

https://codexmachina.dev/ has 0 unique citable facts. AI Overviews cite specific numbers and named references.

codexmachina.dev/
Fix

Replace vague language ("varies", "several weeks", "affordable", "many options") with specific values a reader or AI engine would cite: exact prices, percentages, dates, timeframes, version numbers, named products, standards, or regulations that apply to this page. For pSEO templates, bind these values from your data source so each page gets entity-specific numbers instead of repeating the same template wording. Target: 8+ unique facts per page.

moderate↗ Read more↗ Google docs12 pages affected
Affected pages12
Infolow confidencecontent/missing-author1 finding

All 20 pages have no author signals (meta author, schema author, byline, or rel="author" link). This is a site-wide E-E-A-T risk. Author bylines matter most on blog/news content; technical docs and product pages legitimately omit them.

Fix

Add author attribution site-wide: <meta name="author" content="Name">, a visible byline, or author data in your JSON-LD schema.

moderate↗ Read more↗ Google docs20 pages affected
Affected pages20
Infolow confidencecontent/eeat-signals1 finding

All 20 pages have fewer than 2 out of 4 E-E-A-T signal categories. Site-wide trust signals are missing.

Fix

Add trust signals site-wide: author info, publication dates, about page links, sources, or "last updated" markers.

structural↗ Read more↗ Google docs20 pages affected
Affected pages20

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How to read this report

  • Sample, not censusScored on 20 sampled pages from sitemap.xml. Template clusters across un-sampled pages may be missed.
  • Heuristic, not verdictRules inferred from public SpamBrain guidance, a structured conversation, not Google's classifier.
  • Server-rendered by defaultWe read the HTML the server returns. Client-rendered content looks empty to us; Pro audits can render JS-heavy / SPA pages in a browser first.
  • Page budgetpseolint samples up to 200 pages on free audits (50 without an account) and treats sitemap.xml as the source of truth. Pro lifts the budget to 500 pages on manual re-audits and crawls beyond the sitemap.
  • RetentionThis report is kept permanently because the site is on the public leaderboard.
  • Fair useRetention, rate limits and crawl behaviour are documented in full at pseolint.dev/limits.