www.mongodb.com

Report from 9/21/2026, 1:36:28 PM https://www.mongodb.com
Latest run · lab, cold cache
83
9/21/2026
28-day score · p75 · the standard
82
17 runs
CRR85%latest
SSD94%latest
TC1045 toklatest
TTFUT359 ms28-day p75

Scored by v3 · source-of-truth hashes: score db860d6ac94e · thresholds e94f8b33e500 — verifiable against the canonical scorer.

The 28-day score is the p75 of nightly runs — the stable number to cite. Deterministic metrics (CRR/SSD/TC) show their latest value (they move only when the site changes); timing (TTFUT) and answer-fidelity (AF) are smoothed by 28-day p75 — the same lab-vs-field split Core Web Vitals uses. Synthetic daily measurement, not real-user field data.

Core Agent Vitals badge  Embed this badge

Show your agent-readiness score anywhere — it links back to this report.

[![Core Agent Vitals](https://agentvitals.dev/badge/mongodb.com.svg)](https://agentvitals.dev/results?url=https%3A%2F%2Fwww.mongodb.com)
<a href="https://agentvitals.dev/results?url=https%3A%2F%2Fwww.mongodb.com"><img src="https://agentvitals.dev/badge/mongodb.com.svg" alt="Core Agent Vitals" height="20"></a>
What AI tells your customers about youAgent confidence: MEDIUM
Business nameMongoDB
CategoryOrganization
🟡Price$15 · guessed from page text (no structured data)
Locationnot found
Hoursnot found
Productsnot found
DescriptionGet your ideas to market faster with a flexible, AI-ready database. MongoDB makes working with data easy.

An agent gets the basics but will guess on the gaps. 3/7 applicable facts come from machine-readable structured data.

83
Overall score
weighted CAV (0–100)
WARN
0–4950–8990–100

Metrics

85%
CRR Content Recovery Needs work
0.94
SSD Semantic Signal Density Good
1,045 tok
TC Token Cost Good
386 ms
TTFUT Time to First Useful Token N/A

Token Cost breakdown

Where the page's tokens go (≈8,228 across regions). Most tokens are real content — the agent isn't paying much for chrome.

Content
98.7% · 8,120
Chrome (nav / header / footer)
0% · 0
Boilerplate (cookie / ad)
0.6% · 52
Other
0.7% · 56

Final screenshot

Final screenshot of https://www.mongodb.com

Diagnostics

medium CRR Content is hidden behind JavaScript

pre-JS raw HTML

Evidence15% of content requires JS · 85% of rendered content recovered (rest is placeholder/wrong)
ImpactA non-rendering agent never sees the JS-injected content.
Effort1–4 h

Fix: Server-render or statically generate the main content so a non-JS agent still receives it; make client rendering a progressive enhancement, not the source of truth.

Rendered profile: headless

Agent Discoverability 94/100 · Agent Ready

Access & discovery checks — separate from the gated CAV metrics above. Click an issue for business impact, what we measured, and how to fix. · Take the Agent Readiness course →

Agent files & endpoints

llms.txt Found at /llms.txt Learn →
robots.txt (AI bots) Major AI bots allowed Learn →
sitemap.xml Found at /sitemap.xml Learn →
JSON-LD structured data Types: Organization Learn →
agents.json Found at /.well-known/agents.json Learn →
WebMCP endpoint Found at /.well-known/webmcp Learn →
OpenAPI / API docs Found at /.well-known/openapi.json Learn →

Issues (1)

~ No login wall on public content high impact Login signal: /account/login

Business impact Public content behind authentication is unreachable to agents (they have no account). Gate only genuinely private material.

What we measured We follow redirects and detect 401/403 and login-form signals on content pages.

How to fix Separate public marketing/docs from authenticated areas; keep public pages reachable without login.

Spec: https://llmstxt.org

Passed audits (11)

✓ robots.txt allows AI bots✓ No CAPTCHA wall✓ No content-blocking cookie wall✓ Machine-readable prices✓ llms.txt present + valid✓ Structured data (JSON-LD)✓ XML sitemap present + fresh✓ Server response (TTFB)✓ agents.json discovery✓ WebMCP endpoint✓ API documentation

Transport & Trust (SEC 1.0.0)

HTTPS, HSTS, CSP, sniffing, referrer and CORS posture. Diagnostic only — this does not affect the CAV score. A security header does not make a page more legible to an agent, so scoring it would reward a CDN toggle that changes nothing an agent can recover. We measure it and say so.

37Transport posture (0–100, unscored)
1pass
1warn
3fail
Per-header findings (6)
HeaderEvidence
✅ HTTPSserved over HTTPS
❌ HSTSno strict-transport-security header
❌ Content-Security-Policyno content-security-policy header
❌ X-Content-Type-Optionsmissing nosniff
⚠️ Referrer-Policyno referrer-policy header (browser default applies)
➖ CORS exposureno CORS headers on the document (normal for an HTML page)
Full profile — how to improve · unused JS · network · timing

How to improve

highSplit the heaviest unused bundlehighest leverage

mmm2eop9rq7t136qa-main.js — 515 KiB transferred, 65.3% unused

EvidenceCDP JS coverage: 336 KiB of this bundle is never executed on load.
Impact~-336 KiB transfer; lower Token Cost + faster agent parse.
Effort30–90 min
FixDynamic-import() the below-the-fold parts of mmm2eop9rq7t136qa-main.js, or drop unused dependencies.
highCut third-party weight

contentstack.io — 6031 KiB, 54 requests, 38 ms main-thread

EvidenceThird-party is 56.9% of total transfer (84 requests); contentstack.io is the largest.
ImpactFewer bytes + main-thread stalls before your content settles for an agent.
Effort1–3 h
FixLazy-load, self-host, or remove contentstack.io; defer non-critical third-party scripts.
mediumBreak up long main-thread tasks

longest task 102 ms (7 total)

EvidenceMain thread blocked 102 ms by the longest task.
ImpactFaster interactivity + content settling.
Effort1–4 h
FixSplit heavy work, defer third-party scripts, move compute off the main thread.
mediumCut total transfer weight

13.7 MB total

Evidence13.7 MB transferred.
ImpactCheaper, faster fetch on slow links.
Effort1–3 h
FixEnable Brotli, serve WebP/AVIF images, defer non-critical resources.

Third-party impact

84 third-party requests · 7989 KiB (56.9% of transfer) · 301 ms main-thread — code an agent must also fetch/run before your content settles. Fewer, lazier third-parties = faster, cheaper agent reads.

Third-party domainReqsTransferMain-thread
contentstack.io546031 KiB38 ms
unpkg.com2876 KiB41 ms
googletagmanager.com2364 KiB
intercomcdn.com3283 KiB57 ms
cookielaw.org6179 KiB64 ms
omtrdc.net183 KiB
segment.com676 KiB
jsdelivr.net173 KiB101 ms
intercom.io516 KiB
vimeocdn.com16 KiB
onetrust.com21 KiB
googlesyndication.com10 KiB

Wasted JavaScript (by bundle)

Transfer-accurate — each bundle's transfer size × its unused %, ranked by wasted bytes (the biggest code-splitting wins). Unused JS also inflates Token Cost (TC).

BundleTransferUnusedWasted
https://webassets.mongodb.com/_com_assets/cms/mmm2eop9rq7t136qa-main.js515 KiB65.3%336 KiB
https://www.mongodb.com/_next/static/chunks/9732e8d6-c79e056302a8467a.js447 KiB65.7%294 KiB
https://js.intercomcdn.com/frame-modern.edc9cb57.js 3P187 KiB76.2%143 KiB
https://www.googletagmanager.com/gtm.js?id=GTM-GDFN&l=dataLayer 3P182 KiB66.1%120 KiB
https://www.mongodb.com/_next/static/chunks/201-ff79081d477ae825.js150 KiB70.8%106 KiB
https://www.googletagmanager.com/gtm.js?id=GTM-GDFN 3P182 KiB56.5%103 KiB
https://cdn.cookielaw.org/scripttemplates/202605.1.0/otBannerSdk.js 3P136 KiB67.7%92 KiB
https://www.mongodb.com/_next/static/chunks/ec740807-fd1a0bd463e18ff9.js134 KiB67%90 KiB
https://www.mongodb.com/_next/static/chunks/pages/_app-2892105b97226b54.js95 KiB86.6%83 KiB
https://www.mongodb.com/_next/static/chunks/9a8bd14d-71540a3865856829.js56 KiB99.8%56 KiB
https://js.intercomcdn.com/vendor-modern.ec66fae1.js 3P93 KiB52.5%49 KiB
https://cdn.jsdelivr.net/npm/[email protected]/build/player/lottie.min.js 3P73 KiB66%48 KiB
https://pathway.mongodb.com/108 KiB43%47 KiB
https://cdn.segment.com/next-integrations/integrations/vendor/commons.1b78f84a8c1751144d06.js.gz 3P57 KiB60.8%34 KiB
https://www.mongodb.com/_next/static/chunks/framework-dcc9ed2d5170d70b.js45 KiB49.6%22 KiB

Network

154Requests
14036 KiBTransferred
31Scripts
56.9%3rd-party
7Long tasks
Font (14)
4401 KiB
Media (1)
3005 KiB
Script (31)
2712 KiB
Image (85)
2566 KiB
Fetch (10)
1011 KiB
XHR (8)
202 KiB
Document (1)
93 KiB
Other (3)
33 KiB
Stylesheet (1)
13 KiB
Heaviest requests (30)
URLTypeStatusTransfer
https://assets.contentstack.io/v3/assets/blt7151619cb9560896/blt42dbc53bdab16822/6a68cf360b170725e3b73d54/mja8kr6504xg858d0-unicorn-1764973014218.mp4Media2063005 KiB
https://static.mongodb.com/com/fonts/NotoSansKR-Medium.woff2Font2002043 KiB
https://static.mongodb.com/com/fonts/NotoSansKR-Light.woff2Font2001954 KiB
https://unpkg.com/@rive-app/[email protected]/rive.wasmFetch200777 KiB
https://webassets.mongodb.com/_com_assets/cms/mmm2eop9rq7t136qa-main.jsScript200515 KiB
https://www.mongodb.com/_next/static/chunks/9732e8d6-c79e056302a8467a.jsScript200447 KiB
https://images.contentstack.io/v3/assets/blt7151619cb9560896/bltd76fcb7137856e3b/68d28345d8b5b361d56db23a/ljyc4a8m0km9pbxex-geospatial_workload_static_2.svgImage200341 KiB
https://images.contentstack.io/v3/assets/blt7151619cb9560896/blt652a3c49a99e5bb7/66829e0ebbf7b4303fa7657e/Capgemini.pngImage200236 KiB
https://images.contentstack.io/v3/assets/blt7151619cb9560896/blta3b57bc12ef274de/6903746cf62d8cfd9bc2efc7/Factory_AI.pngImage200230 KiB
https://images.contentstack.io/v3/assets/blt7151619cb9560896/blt8e525aa25c369eb6/67e67f6f6d13e7638936ee26/Victoria_s-Secret-VS&Co-Logo_Primary_Black.pngImage200230 KiB
https://images.contentstack.io/v3/assets/blt7151619cb9560896/blt1343dffd662fd5b2/68d281dadfcdb6d22cb4f8c4/laiiydry7smc2irny-workload_analytical.svgImage200204 KiB
https://assets.contentstack.io/v3/assets/blt7151619cb9560896/blt80fdf94445731646/6a68cbdf78b5feba2a8ef146/mjkbrcc2rfga9s0ap-homepage-bar-chart-V2.rivFetch200198 KiB
https://js.intercomcdn.com/frame-modern.edc9cb57.jsScript200187 KiB
https://www.googletagmanager.com/gtm.js?id=GTM-GDFNScript200182 KiB
https://www.googletagmanager.com/gtm.js?id=GTM-GDFN&l=dataLayerScript200182 KiB
https://images.contentstack.io/v3/assets/blt7151619cb9560896/blt05ad01e1196c9814/68d28179cc4a0bc52ef0c840/laiixb6jchu7w5al7-workload_search.svgImage200173 KiB
https://www.mongodb.com/_next/static/chunks/201-ff79081d477ae825.jsScript200150 KiB
https://images.contentstack.io/v3/assets/blt7151619cb9560896/blt1486888ac3ae72e6/68d2810f6b68c3fa85c4821d/laiiwn6jy6mbjk647-workload_transactional.svgImage200148 KiB
https://images.contentstack.io/v3/assets/blt7151619cb9560896/blt2f481a2fe943cfa7/6734948cd01b2c5c938ebe7f/homepage_hero_vs_static.svgImage200146 KiB
https://cdn.cookielaw.org/scripttemplates/202605.1.0/otBannerSdk.jsScript200136 KiB
https://www.mongodb.com/_next/static/chunks/ec740807-fd1a0bd463e18ff9.jsScript200134 KiB
https://pathway.mongodb.com/Script200108 KiB
https://assets.contentstack.io/v3/assets/blt7151619cb9560896/blt8f8c170a29c85074/6a68d0ab8e0e24ff6d7173b3/lpr2xqfc4vp8chwr6-vs_2_(1).jsonXHR200102 KiB
https://images.contentstack.io/v3/assets/blt7151619cb9560896/blt7f6c15398dfe2414/68d27fc1acae5f77bf79eeeb/ljyc55w2a9c5e2jxo-stream_processing_2.svgImage200100 KiB
https://unpkg.com/@rive-app/[email protected]/rive.jsScript20099 KiB
https://www.mongodb.com/_next/static/chunks/pages/_app-2892105b97226b54.jsScript20095 KiB
https://www.mongodb.com/Document20093 KiB
https://js.intercomcdn.com/vendor-modern.ec66fae1.jsScript20093 KiB
https://images.contentstack.io/v3/assets/blt7151619cb9560896/blta6bcd33bea31d877/68d282c74c215712f5856a09/ljyc4xc4kls0cdm7u-graph_workload_static.svgImage20091 KiB
https://images.contentstack.io/v3/assets/blt7151619cb9560896/blt91d09f59740eb89a/69680ab9f4f25c00087aa249/Mercor_Logo.pngImage20088 KiB

Long tasks (>50 ms)

StartDuration
467 ms102 ms
887 ms102 ms
1015 ms75 ms
284 ms71 ms
594 ms69 ms
1272 ms63 ms
1439 ms56 ms
Analyzing…
running mobile + desktop · ~30s