mistral.ai

scanned 7/25/2026, 8:40:55 PM · cached · refresh in 20h · rubric 2026.07.4

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At risk

This is how AI agents (not browsers) experience mistral.ai. The score weights five categories of machine-readability; the ticks on the arc are the 30 individual checks behind it.

✉ Email me this report + alert me when it changes ↓

Top fixes

Checks tagged “emerging” are 2026 agent-protocol standards most of the web hasn’t adopted yet — adopting early is an edge, not a defect.

failSitemap presentDiscoverability

No reachable sitemap.xml. Publish one and reference it in robots.txt.

Fix · Webflow: Publish /sitemap.xml and reference it from robots.txt with a Sitemap: line.

failJSON-LD presentStructured data

No JSON-LD blocks found. Add a <script type="application/ld+json"> with a schema.org type for this page.

Fix · Webflow: Add JSON-LD in Page Settings → Custom Code (inside <head>) for the page’s type.

failLink response headersDiscoverability

No HTTP Link: response headers. Emit canonical/alternate/describedby relations so HEAD-only or stream-rendering agents get them without parsing HTML.

Fix: Emit `Link:` headers for canonical, alternate-language, and describedby relations. Agents that fetch HEAD-only or stream-render rely on these.

failText-to-markup ratioReadability

Visible text is 1.6% of HTML weight (7082/434813 bytes). Low. Markup may be crowding out agent-usable text.

Fix: Heavy ad or navigation markup crowds out agent-usable text. Aim for a text-to-DOM ratio above 15%.

failContent-Signal directivesemergingDiscoverability

No Content-Signal directives. Add e.g. `Content-Signal: ai-train=no, ai-summarize=yes` to declare granular AI usage policy beyond binary allow/disallow.

Fix: Add `Content-Signal:` directives to your robots.txt. This is the emerging standard (Cloudflare-driven) for declaring fine-grained AI usage policy beyond a binary allow/disallow.

failMCP server cardemergingDiscoverability

No valid MCP Server Card at /.well-known/mcp/server-card.json. Publish one so agents can discover your tools without HTML scraping.

Fix: Publish an MCP Server Card describing the tools your site exposes. Agents discover capabilities via `/.well-known/mcp/server-card.json`. See modelcontextprotocol.io for the schema.

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Fix it

Generated, ready-to-ship files for the gaps above — copy them or download and drop them into your repo.

Add JSON-LD structured data

Paste inside <head>. Use Article/Product instead of Organization on those page types.

<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Organization",
  "name": "Frontier AI LLMs, assistants, agents, services | Mistral",
  "url": "https://mistral.ai/",
  "description": "The most powerful AI platform for enterprises. Customize, fine-tune, and deploy AI assistants, autonomous agents, and multimodal AI with open models."
}
</script>

What the agent receives

The agent’s-eye view

Frontier AI LLMs, assistants, agents, services | Mistral Contact sales Menu Products Solutions Research Developers Blog Customers Company Contact sales Start building Studio Build, test, and run AI agents and apps. Forge Train, align, and evaluate custom AI models. Vibe AI agent for long-horizon work. Vibe for code Coding agents in the terminal, IDE, and background. Compute Frontier-scale infrastructure for training and inference. Pricing Plans API pricing For enterprises Services Delivery methodology Model customization Industries Financial services Public sector &amp; government Manufacturing Energy &amp; utilities Use cases Use case overview Coding Document intelligence Speech Latest models Mistral OCR 4 Mistral Medium 3.5 Mistral Small 4 Voxtral TTS See all models Docs API Reference Cookbooks Latest posts Your Prompts and Skills need a system of record. Introducing Robostral Navigate Leanstral 1.5: Proof Abundance for All Read all news Categories Product Research Engineering Solutions Company Featured stories ASML CMA CGM HSBC BMW See all Who we are About us Careers Brand Connect Community Partners Help center Products Solutions Research Developers Blog Customers Company Studio Build, test, and run AI agents and apps. Forge Train, align, and evaluate custom AI models. Vibe AI agent for long-horizon work. Vibe for code Coding agents in the terminal, IDE, and background. Compute Frontier-scale infrastructure for training and inference. Pricing Plans API pricing For enterprises Services Delivery methodology Model customization Industries Financial services Public sector &amp; government Manufacturing Energy &amp; utilities Use cases Use case overview Coding Document intelligence Speech Latest models Mistral OCR 4 Mistral Medium 3.5 Mistral Small 4 Voxtral TTS See all models Docs API Reference Cookbooks Latest posts Your Prompts and Skills need a system of record. Introducing Robostral Navigate Leanstral 1.5: Proof Abundance for All Read all news Categories Product Research Engineering Solutions Company Featured stories ASML CMA CGM HSBC BMW See all Who we are About us Careers Brand Connect Community Partners Help center Start building Studio Vibe Vibe for Code Contact sales Frontier AI. In your hands. Frontier AI. In your hands. We help organizations build tailored AI systems to solve the world’s hardest problems. Featured news Introducing Robostral Navigate Introducing Mistral OCR 4 Vibe gets to work. We help organizations build tailored AI systems to solve the world’s hardest problems. Featured news Introducing Robostral Navigate Introducing Mistral OCR 4 Vibe gets to work. Financial services Financial services HSBC boosts productivity with Mistral. Learn more Financial services Technology and Software Technology and Software ASML accelerates advanced semiconductor lithography with Mistral. Learn more Technology and Software Transportation and Logistics Transportation and Logistics CMA CGM streamlines global maritime operations with Mistral. Learn more Transportation and Logistics Public sector Public sector Austrian Academy of Sciences unlocks Ancient Greek with Mistral. Learn more Public sector Public sector Public sector The European Patent Office accelerates innovation with Mistral. Learn more Public sector Manufacturing Manufacturing Stellantis accelerates automotive innovation with Mistral. Learn more Manufacturing Do it all with Mistral. Vibe AI agent for long-horizon work. Studio Build, test, and run AI agents and apps. Forge Train, align, and evaluate custom AI models. Applied AI services Frontier models Compute Frontier-scale infrastructure for training and inference. Summary Autonomous work. Discover Vibe AI agent for long-horizon tasks, fluent in your knowledge and tools. Discover Vibe Enterprise knowledge search Structured data analysis Document and report synthesis Multi-step task scheduling Persistent memory and reusable skills Autonomous coding. Discover Vibe for code Ship faster with a stack that meets devs where they work. Discover Vibe for code Async code generation Architecture-aware reasoning Legacy code translation Automated CI/CD and code reviews Test and documentation authoring AI application development. Discover Studio Build and deploy AI apps with complete control: build custom agents, and run production AI anywhere—from edge to cloud—with enterprise-grade tooling. Discover Studio Agent orchestration End-to-end observability Unified AI registry Evals, judges, and guardrails Full deployment portability Custom model development. Discover Forge Turn proprietary knowledge into model intelligence by training and aligning your own models. Discover Forge Enterprise domain adaptation End-to-end model training Reinforcement learning and distillation Synthetic data generation Evaluation and lifecycle management Infrastructure for training and inference. Discover Compute The frontier-grade infrastructure and orchestration platform behind Mistral&#39;s own models is now yours to build on. Discover Compute Dedicated GPU clusters Advanced R&amp;D Discover applied AI Tailored, domain-specialized AI: from custom pre-training with your data to scaled deployment—with expert guidance throughout. Discover applied AI Model customization Value realization Deployment services Use case acceleration Enterprise activation Supported by expert partnership. Work with world-class AI scientists to enable transformation that drives impact. Our services Use case acceleration. Prioritize high-value use cases and take them to production fast. Elite AI expertise. A cross-functional team that takes initiatives from kickoff to production at scale. Deep customization. Customize and optimize models for your domain. Enterprise activation. Deploy AI in your environment with full control. AI deployments designed for privacy. Deploy frontier AI in your environment, or consume as a service or from one of our cloud partners. Self-hosted. Deploy Studio on virtual cloud, edge, or on-premises. Self-hosted deployments offer more advanced levels of customization and control. Your data stays within your walls. Mistral cloud. Get started with Studio hosted on Mistral’s infrastructure and build your own applications and services with our APIs. Our servers are hosted in the EU. Cloud providers. Access the power of Studio via your preferred cloud provider (Google Cloud, AWS, Azure, SAP, IBM, Snowflake, NVIDIA, Outscale) using your cloud credits. Own your own AI future. Build, customize, and deploy tailored AI solutions with complete control. Start building Contact sales Products Vibe Vibe Code Studio Forge Compute Pricing Solutions Delivery methodology Model customization Coding Document intelligence Speech Mistral for finance Mistral for public institutions Mistral for manufacturing Mistral for energy &amp; utilities Why Mistral About us Careers Partners Our customers Our models Brand Legal Terms of Service Privacy Policy Privacy choices Data processing agreement Legal notice Get Mistral Vibe Mistral AI © 2026 Select language English English Français Italiano

Show your score

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Full breakdown

8 pass0 warn13 fail9 skip

Show only failures

Discoverability

pass

robots.txt present

A robots.txt is reachable at the site root.

100/100

pass

robots.txt allows AI agents

All 8 answer-time access agents allowed.

100/100

fail

Content-Signal directivesemerging

No Content-Signal directives. Add e.g. `Content-Signal: ai-train=no, ai-summarize=yes` to declare granular AI usage policy beyond binary allow/disallow.

0/100

pass

llms.txt present

Found /llms.txt (5474 bytes), H1 + at least one link present.

100/100

fail

Sitemap present

No reachable sitemap.xml. Publish one and reference it in robots.txt.

0/100

fail

Link response headers

No HTTP Link: response headers. Emit canonical/alternate/describedby relations so HEAD-only or stream-rendering agents get them without parsing HTML.

0/100

skip

Canonical URL

Check could not run.

—

fail

MCP server cardemerging

No valid MCP Server Card at /.well-known/mcp/server-card.json. Publish one so agents can discover your tools without HTML scraping.

0/100

fail

OAuth authorization metadataemerging

No RFC 8414 metadata at /.well-known/oauth-authorization-server. Agents that act on behalf of users need this to discover your authorization endpoints.

0/100

fail

OAuth resource metadataemerging

No RFC 9728 metadata at /.well-known/oauth-protected-resource. Publish it so agents can discover required scopes without hand-coded credentials.

0/100

fail

API catalog / OpenAPIemerging

No /.well-known/api-catalog (RFC 9727) and no /openapi.json|yaml. Publish one so agents that integrate with APIs can discover your endpoints.

0/100

fail

Web Bot Authemerging

No Web Bot Auth JWKS at /.well-known/http-message-signatures-directory.json. Publish one to allow trusted agents while keeping a default-deny posture for the rest.

0/100

Readability

fail

Markdown negotiationemerging

Accept: text/markdown returns HTML, not markdown. Serve a markdown variant of primary content when requested; agents summarize and cite it more reliably.

0/100

fail

Text-to-markup ratio

Visible text is 1.6% of HTML weight (7082/434813 bytes). Low. Markup may be crowding out agent-usable text.

12/100

skip

Content without JavaScript

Browser pass unavailable; cannot measure JS dependency.

—

skip

Heading hierarchy

Check could not run.

—

skip

Cookie wall blocks content

Check could not run.

—

skip

Page title

Check could not run.

—

skip

Meta description

Check could not run.

—

Structured data

fail

JSON-LD present

No JSON-LD blocks found. Add a <script type="application/ld+json"> with a schema.org type for this page.

0/100

skip

Structured data validates

No JSON-LD blocks present; nothing to validate (covered by structured_data.jsonld_present).

—

pass

Schema type coverage

Page intent unclear; no specific schema.org type expected.

100/100

Actionability

skip

Paywall / login wall

Check could not run.

—

fail

Agent Skills manifestemerging

No Agent Skills manifest at /.well-known/agent-skills.json. Enumerate the tasks agents can perform (search, add-to-cart, contact-support) so they pick the right one without scraping.

0/100

fail

WebMCP actionsemerging

No WebMCP detected. On pages with first-class actions (cart, support, account), embed a WebMCP server so on-page agents invoke tools directly.

0/100

pass

Primary action reachable

Primary offering identified ("Frontier AI LLMs, assistants, and agents") with price/CTA ("Start building").

100/100

pass

Reachability

HTTP 200.

100/100

Performance

pass

Time to first byte

TTFB 318ms. Healthy.

80/100

skip

Full render time

Full-render time unavailable (browser pass skipped or failed).

—

pass

Page weight

Initial document is a lean 425 KB.

100/100

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