https://coder.com/ai-operating-layer·Oct 1, 2026, 06:57 PM UTC·14 technologies·AI

coder.com

Built with Cloudflare, Cloudflare Waf, Geist Font, Html5, Javascript and 9 more

https://coder.com/ai-operating-layer
Screenshot of coder.com

Performance

TTFB

319ms

DOM Ready

688ms

Load Complete

1954ms

Requests

114

Total Size

5299KB

Domains

21

Errors

5

4xx/5xx responses

Technologies

Other

Cloudflare
Scripthigh
Cloudflare Waf
Scripthigh
Geist Font
Scripthigh
Html5
Scripthigh
Javascriptv2
Scripthigh
Lit
AIhigh
Next Image Optimizationv16.3.3
Scripthigh
Open Graphv1.0
Scripthigh
Osano Consent Manager
AIhigh
Vercelvhzzl6
Scripthigh
Vercel Edge Network
Scripthigh
Web App Manifest
Scripthigh
Lit Ssr
AImedium
Node Js
AImedium

Company estimate

Company

—

Estimated annual tech spend

$25K

The provided page HTML contains only the Osano consent-manager stylesheet and no company-identifying content (no title, logo, headings, or body copy describing the product). The URL is coder.com, which superficially resembles the domain of Coder (cloud development environments), but the page content does not confirm that or any other company, so per the identification rules the company could not be identified from page content and all identity-based fields are null. techSpendUsd is a very rough inference from the visible stack complexity (Vercel Edge/Next.js hosting, Cloudflare, consent manager), with no scale signals available.

SEO recommendations

32

SEO health score

The provided HTML for coder.com/ai-operating-layer contains only Osano consent-manager CSS inside the head — no visible title, meta description, canonical tag, OpenGraph tags, or structured data — and the page appears to be a client-side-rendered (Lit/web-component) page, so essentially none of the on-page SEO signals can be verified and the head is not publishing crawlable metadata. Most meta/technical checks therefore need attention before this page can compete in search.

  • Improve page titlesVery High

    No <title> tag appears anywhere in the supplied head HTML, and the page is rendered client-side, so there is no indexable title signal for this URL.

    → Add a static <title> of 50-60 characters, e.g. 'AI Operating Layer | Coder', in the server-rendered head so crawlers get a keyword-relevant title without executing JavaScript.

    90%

    impact

  • Add structured data to your websiteVery High

    No JSON-LD or schema.org markup (Product, SoftwareApplication, WebPage, FAQPage, Organization) is present in the supplied HTML.

    → Inject JSON-LD (SoftwareApplication/Product with aggregateRating and offers, plus Organization logo) into the server-rendered head for this product page.

    85%

    impact

  • Improve page speedVery High

    The head ships a massive inline <style> block (Osano consent CSS) and the page is a JS-framework SPA, indicating heavy render-blocking CSS/JS and client-rendered content with no LCP/CWV evidence available.

    → Externalize and inline only critical CSS for the initial viewport, lazy-load the consent-manager bundle, and serve the hero content server-side to give crawlers and LCP a fast, non-JS path.

    70%

    impact

  • Trailing slashes may cause duplicate contentHigh

    No rel="canonical" tag is present in the supplied head HTML, leaving /ai-operating-layer vs /ai-operating-layer/ free to be treated as duplicate content.

    → Add a self-referencing canonical tag (https://coder.com/ai-operating-layer) to the server-rendered head and 301 one slash variant to the other.

    65%

    impact

  • Optimize your sitemapVery High

    No <link rel="sitemap"> or robots.txt reference appears in the supplied HTML, and the URL cannot be confirmed as present in an XML sitemap.

    → Confirm https://coder.com/ai-operating-layer is listed in the sitemap.xml that robots.txt references, and verify it is not a client-side-only route with no server-rendered content.

    60%

    impact

  • Improve internal linkingHigh

    The HTML shows no body content or links at all — it is entirely head CSS from the Osano consent widget — so internal anchor text and link equity passing to this page cannot be verified.

    → Render the navigation and footer as server-side HTML and ensure this page is linked from related documentation and product pages with descriptive anchors like 'AI operating layer'.

    55%

    impact

  • Improve meta descriptionsMedium

    No meta description tag is present in the supplied head HTML, so Google will auto-generate a snippet from JS-rendered content.

    → Add a 140-160 character meta description such as 'Coder's AI operating layer gives AI coding agents governed access to your dev environments and codebase — learn how it works.'

    55%

    impact

  • Review similar contentHigh

    No body text is present in the supplied HTML, so the page's uniqueness versus other Coder product pages (e.g., 'AI coding agents', 'remote development') cannot be assessed, and it may be a thin client-rendered shell.

    → Ensure this page has a server-rendered, unique 500+ word body distinct from other Coder marketing pages, avoiding keyword cannibalization on AI/operating-layer terms.

    50%

    impact

  • Avoid internal redirectsHigh

    The supplied HTML gives no evidence of redirect behavior for this URL, and redirect chains (e.g., to /ai-operating-layer/ or a canonical variant) cannot be ruled out.

    → Crawl this URL and the non-trailing-slash variant to confirm a 200 response with a single target and no redirect chains that waste crawl budget.

    45%

    impact

  • Content to-do listMedium

    No semantic headings, paragraphs, or FAQ content are visible in the supplied HTML (only consent-manager CSS), so content depth and coverage cannot be verified.

    → Add an H1 and descriptive H2 sections (what the AI operating layer is, how it secures AI agents, use cases) with supporting paragraphs rendered in server HTML.

    45%

    impact

  • Add OpenGraph tagsLow

    No og:title, og:description, og:image, twitter:card, or other social tags appear in the supplied head HTML, so social shares will render with default/empty previews.

    → Add og:title, og:description, og:url, og:image (1200x630), and twitter:card=summary_large_image to the server-rendered head.

    35%

    impact

AI-generated SEO assessment · impact = estimated priority for this page

Specification compliance (3 shortcomings)

91

Specification compliance score

25/29 required and 33/38 recommended practices implemented. 3 shortcomings to address.

25/29

Required

33/38

Recommended

3

Shortcomings

91%

Overall

  • robots.txtRecommended

    robots.txt is served.

    100%

    Implemented

  • XML sitemapsRecommended

    An XML sitemap is present or referenced.

    100%

    Implemented

  • Sitemap index filesRecommended

    No sitemap index — only needed once you exceed 50k URLs / 50MB.

    —

    Needs review

  • Image and video sitemap extensionsOptional

    No image/video sitemap extensions detected.

    —

    Needs review

  • URL structureRecommended

    URL path is clean and readable.

    100%

    Implemented

  • Redirects (301/302/308)Required

    http:// redirects to https with a 3xx status.

    100%

    Implemented

  • Soft 404sAvoid

    Nonexistent paths return a real 404/410.

    100%

    Implemented

  • Meta robots and X-Robots-TagRequired

    Indexing is not being blocked by robots meta / X-Robots-Tag.

    100%

    Implemented

  • Heading hierarchyRequired

    Exactly one <h1> heading.

    100%

    Implemented

  • Internal linkingRecommended

    122 internal links found.

    100%

    Implemented

  • Structured data (JSON-LD)Recommended

    JSON-LD structured data present.

    100%

    Implemented

  • BreadcrumbsRecommended

    No breadcrumb structured data or navigation found.

    0%

    Not implemented

  • IndexNowOptional

    IndexNow integration cannot be detected from a page scan.

    —

    Needs review

  • Colour contrastRequired

    Colour contrast requires rendering analysis — review with an automated contrast checker.

    —

    Needs review

  • Image alt textRequired

    All 7 images declare alt text.

    100%

    Implemented

  • Form labelsRequired

    3 form fields appear to have labels.

    100%

    Implemented

  • Keyboard navigationRequired

    Keyboard operability needs interactive testing.

    —

    Needs review

  • Visible focus indicatorsRequired

    Inline styles remove outlines without a :focus-visible replacement — verify focus stays visible.

    40%

    Partial

  • Skip linksRecommended

    Skip-to-content link present.

    100%

    Implemented

  • Semantic HTML and landmarksRequired

    Semantic landmark elements in use.

    100%

    Implemented

  • ARIA — first rule of ARIARecommended

    No obvious ARIA misuse, but full review needs assistive-tech testing.

    —

    Needs review

  • Descriptive link textRequired

    Link-text quality needs manual review.

    —

    Needs review

  • Empty links and buttonsAvoid

    No empty links or buttons detected.

    100%

    Implemented

  • Accessible form errorsRequired

    Form-error accessibility needs interactive testing.

    —

    Needs review

  • Document and parts languageRequired

    Document language is declared.

    100%

    Implemented

  • Reduced motionRequired

    No inline prefers-reduced-motion rule — verify external CSS respects reduced motion.

    —

    Needs review

  • Accessibility overlaysAvoid

    No accessibility-overlay widget detected.

    100%

    Implemented

  • Captions and transcriptsRequired

    Audio/video present without caption <track>s or transcripts.

    0%

    Not implemented

  • Accessible data tablesRequired

    Tables use <th> header cells.

    100%

    Implemented

  • Touch target sizeRequired

    Touch-target sizing needs rendering measurement.

    —

    Needs review

  • Hidden until foundRecommended

    Not used — only relevant for collapsible/accordion content.

    —

    Needs review

  • Native interactive elementsRecommended

    Native interactive elements (details/dialog) in use.

    100%

    Implemented

  • CSS state and relational selectorsRecommended

    CSS selector strategy needs source review.

    —

    Needs review

  • HTTPS and TLSRequired

    Page is served over HTTPS.

    100%

    Implemented

  • HSTS (Strict-Transport-Security)Required

    HSTS header present.

    100%

    Implemented

  • Content Security Policy (CSP)Recommended

    Content-Security-Policy header present.

    100%

    Implemented

  • /.well-known/security.txtRecommended

    security.txt is published.

    100%

    Implemented

  • X-Content-Type-Options: nosniffRequired

    nosniff header present.

    100%

    Implemented

  • Clickjacking protectionRequired

    Framing is restricted (frame-ancestors / X-Frame-Options).

    100%

    Implemented

  • Referrer-PolicyRecommended

    Referrer-Policy header present.

    100%

    Implemented

  • Permissions-PolicyRecommended

    Permissions-Policy header present.

    100%

    Implemented

  • Subresource Integrity (SRI)Recommended

    0/17 cross-origin scripts use SRI — add integrity hashes to the rest.

    1%

    Partial

  • Cookie attributes — Secure, HttpOnly, SameSiteRequired

    No cookies set on the document response.

    100%

    Implemented

  • DNS CAA recordsRecommended

    CAA records are not collected by the scanner — check your DNS provider.

    —

    Needs review

  • DNSSECOptional

    DNSSEC status is not collected by the scanner.

    —

    Needs review

  • Core Web Vitals (LCP, INP, CLS)Required

    Lab load completed in 1954ms (a proxy). Confirm LCP/INP/CLS with field data.

    85%

    Partial

  • Image optimisationRequired

    None of 2 raster images use WebP/AVIF — convert from PNG/JPEG.

    0%

    Not implemented

  • Lazy loading images, iframes, and videoRecommended

    loading="lazy" is used.

    100%

    Implemented

  • Preload, prefetch, preconnectRecommended

    Resource hints (preload/preconnect/…) present.

    100%

    Implemented

  • Cache-Control headersRequired

    Cache-Control set on the document (public, max-age=0, must-revalidate).

    100%

    Implemented

  • No-Vary-Search response headerRecommended

    Not set — optional; helps cache/prefetch URLs that differ only by tracking params.

    —

    Needs review

  • Compression (gzip, brotli, zstd)Required

    Document is compressed (br).

    100%

    Implemented

  • Web font loadingRecommended

    Font-display/font preload optimisation detected.

    100%

    Implemented

  • Critical CSS and render-blocking resourcesRecommended

    2 render-blocking stylesheet(s) in <head>.

    100%

    Implemented

  • Script loading — defer, async, moduleRecommended

    24/56 external scripts use defer/async/module — add defer to the rest.

    43%

    Partial

  • HTTP/2 and HTTP/3Recommended

    HTTP/3 advertised via Alt-Svc.

    100%

    Implemented

  • Speculation RulesRecommended

    No Speculation Rules — optionally prerender/prefetch likely next pages.

    —

    Needs review

  • Resource hints overviewRecommended

    Resource hints are in use.

    100%

    Implemented

  • View TransitionsRecommended

    No View Transitions detected — optional polish for navigations.

    —

    Needs review

  • Back/forward cache (BFCache)Recommended

    BFCache eligibility needs runtime testing.

    —

    Needs review

  • Visibility-aware renderingRecommended

    No content-visibility detected — optional offscreen-render optimisation.

    —

    Needs review

  • CSS containmentOptional

    No CSS containment detected — optional.

    —

    Needs review

  • Scroll-driven animationsOptional

    Not detected — optional.

    —

    Needs review

  • Scrollbar gutterRecommended

    No scrollbar-gutter — optional; prevents layout shift when scrollbars toggle.

    —

    Needs review

  • Privacy policyRequired

    A privacy policy link/reference is present.

    100%

    Implemented

  • Cookie consentRequired

    Consent manager detected (osano).

    100%

    Implemented

  • Global Privacy Control (GPC)Recommended

    GPC handling is server-side and cannot be confirmed from a scan.

    —

    Needs review

  • Third-party scripts and privacyRecommended

    16 third-party script origins — a large external surface; trim where possible.

    35%

    Partial

  • Privacy-respecting analyticsRecommended

    Tracking-based analytics (Google Analytics) detected — consider a cookieless alternative.

    40%

    Partial

  • Data minimisationRecommended

    Data-minimisation practices need a manual review of forms and backend.

    —

    Needs review

Deterministic audit against the website specification checklist. “Needs review” items can't be confirmed from a headless scan and are excluded from the score.

DNS & Infrastructure

DNSCloudflare
EmailGoogle Workspace
HostingCloudflare

IP Addresses

172.67.74.41
Cloudflare, Inc.
🇨🇦Toronto, Canada
104.26.13.17
Cloudflare, Inc.
🇨🇦Toronto, Canada
104.26.12.17
Cloudflare, Inc.
🇨🇦Toronto, Canada
2606:4700:20::681a:c11IPv6
2606:4700:20::681a:d11IPv6

Nameservers

clay.ns.cloudflare.com
diva.ns.cloudflare.com

Mail Servers (MX)

10aspmx.l.google.com
20alt1.aspmx.l.google.com
30alt2.aspmx.l.google.com
40aspmx2.googlemail.com
50aspmx3.googlemail.com

AI Analysis Notes

  • ·DNS hosted on Cloudflare (clay/diva.ns.cloudflare.com)
  • ·All A records resolve to Cloudflare IPs (AS13335), so Cloudflare CDN is in front of the origin
  • ·TXT record proxy-ssl.webflow.com indicates the origin site is hosted on Webflow behind Cloudflare
  • ·No SPF, DKIM, or DMARC records present
  • ·Many third-party domain verification TXT records (Google, Anthropic, OpenAI, Facebook, Notion, Linear, Atlassian, JetBrains, Tailscale, Zoom, etc.)

Email & Deliverability

85

Email health score

Google Workspace

coder.com has a strong email posture: it runs on Google Workspace with a hardened SPF record (hard fail), a working DMARC policy at p=quarantine, and DKIM signing on three selectors. The only meaningful gaps are hardening items: escalating DMARC to p=reject and adding MTA-STS/TLS-RPT to enforce encrypted delivery.

Mail configuration

  • Mail servers (MX)aspmx.l.google.com, alt1.aspmx.l.google.com, alt2.aspmx.l.google.com, aspmx2.googlemail.com, aspmx3.googlemail.com

    5 MX records — the domain can receive mail.

  • SPFv=spf1 include:_spf.google.com include:mail.zendesk.com include:6344640.spf06.hubspotemail.net include:_spf.salesforce.com -all

    SPF present with a hard fail (-all) — strong protection against spoofing.

  • DMARC policyv=DMARC1; p=quarantine; rua=mailto:a9c021408e8740a5a1dfec200b680075@dmarc-reports.cloudflare.net,mailto:dmarc@coder.com; ruf=mailto:ofu6ld13@fr.dmarcian.com; pct=100; adkim=r; aspf=r

    DMARC policy is p=quarantine — failing mail is sent to spam. Consider p=reject.

  • DKIMgoogle._domainkey, s1._domainkey, s2._domainkey

    DKIM signing keys found (selectors: google, s1, s2).

  • MTA-STS

    No MTA-STS policy — optional, but it enforces encryption for mail delivery.

  • SMTP serverGoogle Workspace

    Primary mail server responded (Google Workspace).

Recommended improvements

  • Enforce DMARC with p=rejectHigh

    DMARC is present with p=quarantine (pct=100), so spoofed mail is only sent to spam; p=reject instructs receivers to drop it outright, closing the remaining spoofing window.

    → Publish the DMARC TXT record at _dmarc.coder.com with p=reject instead of p=quarantine (keep the existing rua/ruf addresses) once you confirm legitimate mail still passes, e.g. v=DMARC1; p=reject; rua=mailto:a9c021408e8740a5a1dfec200b680075@dmarc-reports.cloudflare.net,mailto:dmarc@coder.com; ruf=mailto:ofu6ld13@fr.dmarcian.com; pct=100; adkim=r; aspf=r.

    60%

    impact

  • Add an MTA-STS policyLow

    No MTA-STS policy means TLS is only opportunistic when other servers deliver to coder.com, leaving mail vulnerable to downgrade attacks in transit.

    → Publish the MTA-STS policy at https://mta-sts.coder.com/.well-known/mta-sts.txt listing mx: aspmx.l.google.com, mx: alt1.aspmx.l.google.com, mx: alt2.aspmx.l.google.com, mx: aspmx2.googlemail.com, mx: aspmx3.googlemail.com with mode: enforce, then add the TXT record _mta-sts.coder.com with v=STSv1; id=20250101.

    35%

    impact

  • Add a TLS-RPT record for delivery visibilityLow

    Without an SMTP TLS-RPT record you get no reports on failed or downgraded TLS deliveries, so MTA-STS and transport issues go unnoticed.

    → Add the TXT record at _smtp._tls.coder.com pointing at your reporting endpoint, e.g. v=TLSRPTv1; rua=mailto:dmarc@coder.com (or the same Cloudflare report address used for DMARC).

    20%

    impact

  • Consider strict DKIM alignmentLow

    DMARC currently uses relaxed alignment (adkim=r), which lets a message pass DMARC if only the envelope domain matches, weakening spoof protection.

    → After moving to p=reject, tighten the DMARC record to adkim=s (and aspf=s once all senders sign with _spf.google.com / your DKIM selectors), so authentication must match coder.com exactly.

    15%

    impact

Auto-rated from DNS & SMTP records · improvements suggested by AI

Loaded Resources (114 requests · sorted by load time)

ResourceSizeTimeStatus
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