mongodb.com
B (75/100) Open to Search & TrainingMongoDB | The Intelligent Data Platform for the AI Era | MongoDB
| AI & /llms.txt Readiness | Signal-to-Noise Ratio | Token Savings via /llms.txt | Network TTFB | TLS & HTTP Security | DNS & Edge Stack |
|---|---|---|---|---|---|
| 82/100 | 0.8% (2,450 / 319,228 tok) | -99.1% fewer tokens | 1752 ms (48/100) | 56/100 | AWS CloudFront (Next.js) |
Web-to-Token Efficiency & Agent Ingestion Cost
~4 bytes/token UTF-8 heuristic| Ingestion Source | Payload | Est. Tokens | Cost / 1k Reads (Flash $0.35) | Cost / 1k Reads (Pro $1.25) |
|---|---|---|---|---|
Raw HTML DOM (GET /) |
1,247.0 KB | 319,228 | $111.7298 | $399.0350 |
| Stripped Readable Text | 9.6 KB | 2,450 | $0.8575 | $3.0625 |
/llms.txt Manifest |
10.8 KB | 2,775 | $0.9713 | $3.4688 |
/llms.txt Spec Linter & Agent Endpoint Probe
Status: Spec Compliant
| GET /llms.txt | HTTP 200 · 11,099 bytes (~2,775 tokens · 115 lines) |
| Spec Check: # H1 Title | Pass ("MongoDB") |
| Spec Check: > Summary | Pass ("MongoDB is the world’s leading modern, general-purpose document database used by over 67k customers worldwide. Founded in 2007, MongoDB, Inc. is headquartered in New York and trade") |
| ## H2 Sections & Links | 10 sections · 64 canonical markdown links |
| GET /llms-full.txt | Not deployed |
| GET /.well-known/mcp.json | Not advertised |
| JSON-LD Schema Entities | Organization, ImageObject |
# MongoDB > MongoDB is the world’s leading modern, general-purpose document database used by over 67k customers worldwide. Founded in 2007, MongoDB, Inc. is headquartered in New York and trades on NASDAQ as MDB. Built for AI-ready applications, MongoDB Atlas database platform ensures unmatched resilience, scalability, and enterprise-grade security. It stores data as flexible BSON documents (binary JSON), supports rich querying via MongoDB Query Language (MQL), and is built for AI-ready applicat
AI Crawler /robots.txt Access Matrix
Open to Search & Training
| User-Agent Token | Purpose / Operator | Effective Directive |
|---|---|---|
| OAI-SearchBot | ChatGPT Search Citations | Allow: / |
| PerplexityBot | Perplexity Answer Citations | Allow: / |
| ChatGPT-User | Live User Agent Browsing | Allow: / |
| Claude-SearchBot | Anthropic Search Grounding | Allow: / |
| GPTBot | Foundation Model Training | Allow: / |
| ClaudeBot | Foundation Model Training | Allow: / |
| Google-Extended | Gemini Training Control | Allow: / |
| Applebot-Extended | Apple Intelligence Training | Allow: / |
| Meta-ExternalAgent | Llama Training & Indexing | Allow: / |
| CCBot | Open Dataset Training Corpus | Allow: / |
HTTP Response & Handshake Timing
GET https://www.mongodb.com/| DNS Lookup | 23 ms | HTML Document | 1247 KB |
| TCP Connect | 7 ms | Script Tags | 19 |
| TLS Handshake | 775 ms | Stylesheets | 1 |
| Time to First Byte (TTFB) | 1752 ms | Images (with alt) | 63 / 75 |
| Total Transfer | 2165 ms | HTTP/3 (Alt-Svc) | Not advertised |
Edge Network & Application Stack
Header & DOM Signatures| Edge / Reverse Proxy | AWS CloudFront |
| Application Framework | Next.js |
| Server Header | istio-envoy |
| Mail Provider (MX) | Google Workspace |
| Telemetry Signatures | Zero Client Trackers |
| TXT Verifications | Google Search Console, Stripe Verified, Anthropic Verified, Atlassian, Microsoft Entra, OpenAI Domain Verified |
TLS Certificate & HTTP Security Policy
Port 443 X.509| Certificate Issuer | Let's Encrypt (49 days remaining) |
| Strict-Transport-Security | Not set |
| Content-Security-Policy | Not set |
| X-Content-Type-Options | Not set |
| X-Frame-Options | Not set |
| Referrer-Policy | Not set |
| Permissions-Policy | Not set |
| SPF / DMARC Policy | SPF: Yes · DMARC: Yes |
Authoritative DNS & Document Head
A / AAAA / NS / Canonical| A (IPv4) | 3.33.132.188, 15.197.135.80 |
| AAAA (IPv6) | None |
| NS (Nameservers) | ns-cloud-e2.googledomains.com, ns-cloud-e1.googledomains.com, ns-cloud-e4.googledomains.com, ns-cloud-e3.googledomains.com |
| HTML Title (64c) | MongoDB | The Intelligent Data Platform for the AI Era | MongoDB |
| /sitemap.xml | Valid XML Sitemap |
Hosted /llms.txt Mirror & Status Badge
Platform Setup Guide →
<head> Tag (for Shopify, Webflow, Framer, Wix, Squarespace & WordPress):
Technical Synthesis & Agentic Ingestion Analysis: mongodb.com
Automated Engineering Assessment1. HTML-to-Token Efficiency & LLM Context Window Cost
An unauthenticated HTTPS GET request to https://www.mongodb.com/ returns an initial HTML payload of 1,247.0 KB, corresponding to approximately 319,228 UTF-8 tokens when ingested raw by an AI coding agent, retrieval pipeline, or headless browser. After stripping inline <script>, <style>, <svg>, and DOM markup tags, the human-readable text footprint measures 2,450 tokens (9.6 KB)—yielding an HTML Signal-to-Noise Ratio of 0.8%.
Because mongodb.com publishes a valid /llms.txt manifest (measuring 2,775 tokens across 115 lines), AI retrieval agents that read /llms.txt instead of scraping the raw DOM reduce token consumption by 99.1%—cutting 1,000-read inference input costs from $399.0350 to $3.4688 at frontier model rates ($1.25/1M tokens), or $0.9713 on Gemini 4 Hydrogen ($0.35/1M).
2. Indexed Structure Inside mongodb.com/llms.txt
Sitecube’s specification linter verified 10 H2 section headings and 64 Markdown links inside https://mongodb.com/llms.txt under the primary heading "MongoDB".
Documented sections include: About this site</code>, <code>Key Facts</code>, <code>Key Links</code>, <code>Product</code>, <code>AI and Vector Search Capabilities</code>, <code>Other Platform Services and Capabilities</code>, <code>Developer Tools</code>, <code>Use Cases.
Key canonical endpoints referenced in the manifest include
technical documentation index (https://www.mongodb.com/docs/llms.txt), Company Information (https://www.mongodb.com/company), Products (https://www.mongodb.com/products), Pricing (https://www.mongodb.com/pricing.md), Register (https://www.mongodb.com/cloud/atlas/register).
3. Edge Delivery, TLS Handshake & Security Header Assessment
Traffic for mongodb.com resolves to 3.33.132.188 via AWS CloudFront running Next.js, achieving a measured Time to First Byte (TTFB) of 1752 ms (DNS lookup: 23 ms, TCP connect: 7 ms, TLS handshake: 775 ms). The port 443 TLS certificate is issued by Let's Encrypt with 49 days remaining before expiration (valid through 2027-01-03). Outbound email authentication via SPF is present and DMARC (_dmarc.mongodb.com) is enforced.
Comparable Hosts in Web-to-Token & /llms.txt Registry
Full Index (27 hosts) →| Host | Rating | /llms.txt | HTML Tokens | Text Tokens | Signal % | Crawler Posture | TTFB |
|---|---|---|---|---|---|---|---|
| sitecube.com | A+ 98 | 1,600 tok | 11,832 | 1,132 | 9.6% | Open to Search & Training | 99 ms |
| cloudflare.com | A+ 96 | 4,294 tok | 333,631 | 471 | 0.1% | Open to Search & Training | 291 ms |
| trendyflash.com | A+ 95 | 2,987 tok | 12,123 | 1,660 | 13.7% | Open to Search & Training | 112 ms |
| multifactor.com | A+ 94 | 656 tok | 98,275 | 673 | 0.7% | Open to Search & Training | 97 ms |
| github.com | A+ 92 | 7,165 tok | 131,504 | 1,159 | 0.9% | Open to Search & Training | 35 ms |
| vercel.com | A+ 92 | 1,385 tok | 149,859 | 889 | 0.6% | Open to Search & Training | 53 ms |
| aiimpacted.org | A+ 92 | 971 tok | 17,598 | 3,568 | 20.3% | Open to Search & Training | 55 ms |
| tierones.io | A+ 92 | 481 tok | 3,744 | 693 | 18.5% | Open to Search & Training | 95 ms |
| cloq.com | A 91 | 1,169 tok | 2,109 | 690 | 32.7% | Open to Search & Training | 51 ms |
| supabase.com | A 89 | 879 tok | 337,513 | 1,905 | 0.6% | Open to Search & Training | 48 ms |
| dosefacts.org | A 89 | 10,936 tok | 29,008 | 7,291 | 25.1% | Open to Search & Training | 335 ms |
| postman.com | A 89 | 5,375 tok | 118,892 | 11,040 | 9.3% | Open to Search & Training | 947 ms |