Crawler Report for docs.mistral.ai

Summary

Website Quality Score

6.4 Fair
Performance
10.0
SEO
4.5
Security
6.5
Accessibility
5.0
Best Practices
5.6
  • ⛔ Skipped URLs - 317 skipped URLs found.
  • ⛔ 51 page(s) with multiple <h1> headings.
  • ⛔ 2 page(s) without <h1> heading.
  • ⛔ Security - 286 pages(s) with critical finding(s).
  • ⚠️ Redirects - 7 redirects found.
  • ⚠️ 404 WARNING - 5 non-existent pages found.
  • ⚠️ The description 'Documentation for the deployment and usage of Mistral AI&#x27;s LLMs' exceeds the allowed 10% duplicity. 36% of pages have this same description.
  • ⚠️ 150 page(s) do not support Brotli compression.
  • ⚠️ No WebP image found on the website.
  • ⚠️ No AVIF image found on the website.
  • ⚠️ 1 page(s) with large inline SVGs (> 5120 bytes).
  • ⚠️ 1 page(s) with duplicated inline SVGs (> 5 duplicates).
  • ⚠️ 143 page(s) with skipped heading levels.
  • ⚠️ 11 page(s) with deep DOM (> 30 levels).
  • ⚠️ 2 page(s) with non-clickable (non-interactive) phone numbers.
  • ⚠️ 1 page(s) without image alt attributes.
  • ⚠️ 1 page(s) without form labels.
  • ⚠️ 150 page(s) without aria labels.
  • ⚠️ 150 page(s) without role attributes.
  • ⏩ Loaded robots.txt for domain 'docs.mistral.ai': status code 404, size 124 kB and took 177 ms.
  • ⏩ External URLs - 317 external URL(s) found.
  • ⏩ DNS IPv6: domain docs.mistral.ai does not support IPv6 (DNS server: 127.0.0.53).
  • ✅ SSL/TLS certificate is valid until May 20 07:08:16 2026 GMT. Issued by C = US, O = Let's Encrypt, CN = R13. Subject is CN = docs.mistral.ai.
  • ✅ SSL/TLS certificate issued by 'C = US, O = Let's Encrypt, CN = R13'.
  • ✅ Performance OK - all non-media URLs are faster than 3 seconds.
  • ✅ HTTP headers - found 28 unique headers.
  • ✅ All 136 unique title(s) are within the allowed 10% duplicity. Highest duplicity title has 5%.
  • ✅ All pages have quoted attributes.
  • ✅ All pages have valid or none inline SVGs.
  • ✅ All pages have valid HTML.
  • ✅ All pages have lang attribute.
  • ✅ DNS IPv4 OK: domain docs.mistral.ai resolved to 312dbf268cf2209e.vercel-dns-016.com., 216.150.1.65, 216.150.16.65 (DNS server: 127.0.0.53).
  • 📌 DNS Aliases: IP(s) for domain docs.mistral.ai were resolved by CNAME chain docs.mistral.ai > 312dbf268cf2209e.vercel-dns-016.com.

Visited URLs

Found 305 row(s).
URLStatusTypeTime (s)SizeCache
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/models/voxtral-mini-25-07200 HTML1.1 s 479 kB0 s
/models/mistral-saba-25-02200 HTML20 ms 400 kB0 s
/models/magistral-small-1-1-25-07200 HTML366 ms442 kB0 s
/models/mistral-next200 HTML35 ms 395 kB0 s
/models/devstral-small-1-0-25-05200 HTML694 ms442 kB0 s
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/models/ocr-25-03200 HTML21 ms 400 kB0 s
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/capabilities/completion/usage200 HTML304 ms483 kB0 s
/capabilities/document_ai/document_qna200 HTML108 ms426 kB0 s
/capabilities/fim308 Redirect41 ms 209 B0 s
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/cookbooks/third_party-azure_ai_search-azure_ai_search_rag200 HTML26 ms 449 kB0 s
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/agents/tools/built-in/document_library?tab=manage-libraries403 HTML10 ms 33 kB0 s
/agents/tools/websearch403 HTML10 ms 33 kB0 s
/capabilities/completion/function_calling403 HTML10 ms 33 kB0 s
/capabilities/completion/function-calling403 HTML10 ms 33 kB0 s
/capabilities/completion/predicted-outputs403 HTML10 ms 33 kB0 s
/capabilities/completion/guardrailing403 HTML10 ms 33 kB0 s
/capabilities/completion/structured-output403 HTML10 ms 33 kB0 s
/capabilities/code_generation?tab=fim403 HTML10 ms 33 kB0 s
/capabilities/OCR/document_understanding/403 HTML10 ms 33 kB0 s
/capabilities/function_calling/403 HTML10 ms 33 kB0 s
/capabilities/OCR/document_qna/403 HTML10 ms 33 kB0 s
/capabilities/completion/403 HTML10 ms 33 kB0 s
/getting-started/models/models_overview/403 HTML10 ms 33 kB0 s
No rows found, please edit your search term.

Best practices

Found 11 row(s).
Analysis nameOKNoticeWarningCritical
Large inline SVGs (> 5120 B)103040
Invalid inline SVGs107000
DOM depth (> 30)2870110
Duplicate inline SVGs (> 5 and > 1024 B)106010
Heading structure15114315151
Non-clickable phone numbers1020
Title uniqueness (> 10%)136000
Description uniqueness (> 10%)92010
Brotli support001500
WebP support0010
AVIF support0010
No rows found, please edit your search term.

Large inline SVGs

SeverityOccursDetailAffected URLs (max 5)
warning1<svg width="44" height="59" viewBox="0 0 44 59" fill="none" xmlns="http://www.w3.org/2000/svg" class="size-14"> .../ambassadors
warning1<svg width="47" height="61" viewBox="0 0 47 61" fill="none" xmlns="http://www.w3.org/2000/svg" class="size-16"> .../ambassadors
warning1<svg width="58" height="54" viewBox="0 0 58 54" fill="none" xmlns="http://www.w3.org/2000/svg" class="size-12 absolute top-[60%] group-hover:-rotate-12 transition-transform duration-200"> .../ambassadors
warning1<svg width="44" height="59" viewBox="0 0 44 59" fill="none" xmlns="http://www.w3.org/2000/svg" class="size-15"> .../ambassadors

Duplicate inline SVGs

SeverityOccursDetailAffected URLs (max 5)
warning128x SVG (1090 B): <svg viewBox="0 0 18 19" fill="none" xmlns="http://www.w3.org/2000/svg" class="size-5 group-hover:translate-x-0.5 group-hover:-translate-y-0.5 transition-transform duration-200"> .../ambassadors

Invalid inline SVGs

No problems found.


Missing quotes on attributes

No problems found.


DOM depth

SeverityOccursDetailAffected URLs (max 5)
warning8The DOM depth exceeds the warning limit: 30. Found depth: 30.URL 1, URL 2, URL 3, URL 4, URL 5
warning2The DOM depth exceeds the warning limit: 30. Found depth: 35.URL 1, URL 2
warning1The DOM depth exceeds the warning limit: 30. Found depth: 34./capabilities/completion/usage

Heading structure

SeverityOccursDetailAffected URLs (max 5)
critical115Multiple <h1> headings found.URL 1, URL 2, URL 3, URL 4, URL 5
critical2No <h1> tag found in the HTML content.URL 1, URL 2
warning114Heading structure is skipping levels: found an <h3> after an <h1>.URL 1, URL 2, URL 3, URL 4, URL 5
warning44Heading structure is skipping levels: found an <h4> after an <h1>.URL 1, URL 2, URL 3, URL 4, URL 5
warning15Heading structure is skipping levels: found an <h4> after an <h2>.URL 1, URL 2, URL 3, URL 4, URL 5
warning4Heading structure is skipping levels: found an <h2> without a previous higher heading.URL 1, URL 2, URL 3, URL 4
warning2Heading structure is skipping levels: found an <h6> after an <h4>./cookbooks/mistral-lechat_custom_mcp_ser…-tic-tac-toe-readme
warning1Heading structure is skipping levels: found an <h5> after an <h3>./api
notice143No headings found in the HTML content.URL 1, URL 2, URL 3, URL 4, URL 5

Non-clickable phone numbers

SeverityOccursDetailAffected URLs (max 5)
warning1+2432323/cookbooks/third_party-camel_ai-camel_roleplaying_scraper
warning1+6333413/cookbooks/mistral-ocr-document_understanding

Title uniqueness

No problems found.


Description uniqueness

No problems found.

Accessibility

Analysis nameOKNoticeWarningCritical
Missing form labels0010
Missing html lang attribute1000
Missing image alt attributes237060
Missing aria labels31506131
Missing roles0080

Valid HTML

No problems found.


Missing image alt attributes

SeverityOccursDetailAffected URLs (max 5)
warning6<img ***>/cookbooks/third_party-wandb-02_finetune_and_eval

Missing form labels

SeverityOccursDetailAffected URLs (max 5)
warning1<input class="flex-* bg-* border-* outline-* font-* uppercase text-* 2xl:text-* font-* text-* placeholder:text-* focus:ring-* focus:outline-* h-*" *** >/cookbooks

Missing aria labels

Found 200 row(s).
SeverityOccursDetailAffected URLs (max 5)
critical1<input class="flex-* bg-* border-* outline-* font-* uppercase text-* 2xl:text-* font-* text-* placeholder:text-* focus:ring-* focus:outline-* h-*" *** >/cookbooks
warning3954<a class="peer/menu-* flex w-* items-* gap-* overflow-* rounded-* py-* px-* text-* outline-* ring-* transition-* focus-* active:bg-* active:text-* disabled:pointer-* disabled:opacity-* group-* aria-* aria-* data-* data-* group-* group-* [&>URL 1, URL 2, URL 3, URL 4, URL 5
warning3600<a class="text-* text-* hover:text-* transition-* duration-* flex items-* gap-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning1519<button class="py-* pl-* pr-* hover:text-* text-* rounded-* ml-* absolute right-* top-* -*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning696<button class="inline-* items-* gap-* focus-* group text-* font-* leading-* text-* hover:not-* disabled:cursor-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning600<a class="inline-* gap-* items-* transition-* duration-* hover:opacity-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning539<a class="flex gap-* items-* opacity-* cursor-* LinkItem_*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning399<a class="text-* hover:text-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning379<button class="inline-* items-* gap-* focus-* group text-* font-* leading-* text-* hover:not-* disabled:cursor-*">URL 1, URL 2, URL 3, URL 4, URL 5
warning318<a class="text-* py-* text-* transition-* hover:text-* border-* border-* line-* text-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning300<button class="inline-* items-* justify-* whitespace-* rounded-* text-* font-* transition-* disabled:pointer-* disabled:opacity-* [&_* [&_* shrink-* [&_* outline-* focus-* focus-* focus-* aria-* dark:aria-* aria-* text-* hover:bg-* hover:text-* h-* py-* has-* relative overflow-* border border-* bg-* px-* gap-* pointer-* group hover:!bg-*" data-slot="button">URL 1, URL 2, URL 3, URL 4, URL 5
warning266<button class="gap-* whitespace-* transition-* disabled:pointer-* disabled:opacity-* [&_* [&_* [&_* outline-* focus-* focus-* focus-* aria-* dark:aria-* aria-* px-* py-* has-* cursor-* flex h-* w-* shrink items-* font-* uppercase text-* font-* text-* hover:text-* justify-* rounded-* bg-* pl-* pr-* transition-* hover:bg-*" data-menu-action="close" data-slot="button">URL 1, URL 2, URL 3, URL 4, URL 5
warning235<a class="flex gap-* items-* LinkItem_*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning222<a class="overflow-* relative flex items-* border border-* rounded-* p-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning185<a ***>URL 1, URL 2, URL 3, URL 4, URL 5
warning180<a class="hover:text-* transition-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning163<button ***>URL 1, URL 2, URL 3, URL 4, URL 5
warning150<button class="text-* text-* hover:text-* transition-* duration-* flex items-* gap-*">URL 1, URL 2, URL 3, URL 4, URL 5
warning150<button class="inline-* items-* justify-* whitespace-* text-* font-* transition-* disabled:pointer-* disabled:opacity-* [&_* [&_* shrink-* [&_* outline-* focus-* focus-* focus-* aria-* dark:aria-* aria-* bg-* text-* hover:bg-* h-* rounded-* gap-* px-* has-* *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning150<button class="group flex items-* gap-* justify-* h-* max-* pointer-* hover:opacity-* transition-* rounded-* px-* -* outline-* ring-*" id="radix-_R_15mlb_" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning150<a class="inline-* items-* justify-* gap-* whitespace-* rounded-* text-* font-* transition-* disabled:pointer-* disabled:opacity-* [&_* [&_* shrink-* [&_* outline-* focus-* focus-* focus-* aria-* dark:aria-* aria-* bg-* text-* hover:bg-* h-* px-* py-* has-* pointer-*" data-slot="button" href="https://mistral.ai/contact?utm_source=docs&utm_medium=header_cta&utm_campaign=studio_trial" target="_blank">URL 1, URL 2, URL 3, URL 4, URL 5
warning140<a class="inline-* items-* justify-* gap-* whitespace-* rounded-* text-* font-* transition-* disabled:pointer-* disabled:opacity-* [&_* [&_* shrink-* [&_* outline-* focus-* focus-* focus-* aria-* dark:aria-* aria-* bg-* text-* hover:bg-* h-* px-* py-* has-* pointer-*" data-slot="button" href="https://console.mistral.ai?utm_source=docs&utm_medium=header_cta&utm_campaign=studio_trial" rel="noopener" target="_blank">URL 1, URL 2, URL 3, URL 4, URL 5
warning129<a class="text-* py-* text-* transition-* hover:text-* border-* border-* line-* text-* font-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning99<a class="relative after:absolute after:-* focus-* focus-*" *** >/cookbooks
warning95<a class="hover:text-* transition-* uppercase min-* truncate" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning70<button class="justify-* whitespace-* text-* font-* transition-* disabled:pointer-* disabled:opacity-* [&_* [&_* shrink-* [&_* outline-* focus-* focus-* focus-* aria-* dark:aria-* aria-* text-* border bg-* hover:bg-* hover:text-* h-* rounded-* px-* has-* self-* font-* uppercase !text-* flex gap-* items-*" data-slot="button">URL 1, URL 2, URL 3, URL 4, URL 5
warning58<button class="inline-* items-* justify-* gap-* whitespace-* rounded-* text-* font-* transition-* disabled:pointer-* disabled:opacity-* [&_* [&_* shrink-* [&_* outline-* focus-* focus-* focus-* aria-* dark:aria-* aria-* text-* hover:bg-* hover:text-* size-* absolute -* translate-* bottom-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning58<button class="inline-* items-* justify-* gap-* rounded-* font-* font-* uppercase transition-* border border-* bg-* border-* text-* data-* data-* hover:bg-* px-* py-* text-*" id="radix-_R_klfiv5tiqbqqlb_-trigger-weights" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning58<button class="inline-* items-* justify-* gap-* whitespace-* rounded-* text-* font-* transition-* disabled:pointer-* disabled:opacity-* [&_* [&_* shrink-* [&_* outline-* focus-* focus-* focus-* aria-* dark:aria-* aria-* text-* hover:bg-* hover:text-* size-* absolute -* -* bottom-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning56<a class="ml-* text-* underline hover:text-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning55<button class="inline-* items-* justify-* rounded-* border px-* py-* font-* w-* whitespace-* shrink-* [&>URL 1, URL 2, URL 3, URL 4, URL 5
warning53<button class="inline-* items-* justify-* gap-* whitespace-* transition-* disabled:pointer-* disabled:opacity-* [&_* [&_* shrink-* [&_* outline-* focus-* focus-* focus-* aria-* dark:aria-* aria-* text-* border bg-* hover:bg-* hover:text-* h-* px-* py-* has-* text-* rounded [&_* font-*" data-slot="button">URL 1, URL 2, URL 3, URL 4, URL 5
warning43<button class="inline-* items-* justify-* gap-* rounded-* font-* font-* uppercase transition-* border border-* bg-* border-* text-* data-* data-* hover:bg-* px-* py-* text-*" id="radix-_R_klfiv5tiqbqqlb_-trigger-features" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning32<button class="inline-* items-* justify-* rounded-* border font-* whitespace-* shrink-* [&>/cookbooks
warning28<a class="relative p-* rounded-* flex flex-* gap-* overflow-* cursor-* group transition-* duration-* hover:scale-*" *** >/ambassadors
warning28<a class="font-* text-* hover:text-* transition-* flex items-* gap-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning28<button class="focus-* flex-* text-* font-* transition-* outline-* disabled:pointer-* disabled:opacity-* [&[data-* *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning27<button class="items-* gap-* focus-* group border border-* rounded focus-* p-* hidden lg:block lg:absolute lg:-* lg:-* after:absolute after:h-* after:w-* after:-*">/api
warning27<a class="relative font-* text-* after:absolute after:-* hover:text-* transition-*" *** >/getting-started/models
warning27<a class="text-* text-* font-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning25<a class="inline-* items-* justify-* gap-* whitespace-* font-* transition-* disabled:pointer-* disabled:opacity-* [&_* [&_* shrink-* [&_* outline-* focus-* focus-* focus-* aria-* dark:aria-* aria-* bg-* text-* hover:bg-* hover:text-* shadow-* h-* px-* py-* has-* text-* rounded [&_* max-*" data-slot="button" href="https://console.mistral.ai/build/playground" rel="noopener noreferrer" target="_blank">URL 1, URL 2, URL 3, URL 4, URL 5
warning22<button class="inline-* items-* justify-* rounded-* border px-* py-* font-* whitespace-* shrink-* [&>URL 1, URL 2, URL 3, URL 4, URL 5
warning20<button class="inline-* items-* gap-* focus-* group p-* hover:bg-* rounded-* justify-* size-*">URL 1, URL 2, URL 3, URL 4, URL 5
warning16<a class="relative overflow-* text-* rounded-* border border-* flex items-* justify-* gap-* h-* 2xl:h-* p-* bg-* transition-* duration-* hover:bg-* group" *** >URL 1, URL 2, URL 3, URL 4
warning16<a class="hover:underline whitespace-* border border-* focus-*" *** >/api
warning14<button class="flex items-* gap-* justify-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning14<button class="inline-* items-* justify-* gap-* whitespace-* rounded-* text-* font-* transition-* disabled:pointer-* disabled:opacity-* [&_* [&_* shrink-* [&_* outline-* focus-* focus-* focus-* aria-* dark:aria-* aria-* text-* hover:text-* size-* hover:bg-* border border-* focus-*" *** >/api
warning12<a class="text-* group flex rounded-* border-* text-* overflow-* transition-* hover:bg-* border bg-*" *** >URL 1, URL 2
warning9<button class="inline-* items-* justify-* gap-* font-* font-* uppercase transition-* border border-* border-* text-* bg-* data-* rounded-* cursor-* px-* py-* text-* flex-* text-* data-* data-*" id="radix-_R_gklubsnmbqqlb_-trigger-output" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning9<button class="inline-* items-* justify-* gap-* font-* font-* uppercase transition-* border border-* border-* text-* bg-* data-* rounded-* cursor-* px-* py-* text-* data-* data-*" id="radix-_R_gklubsnmbqqlb_-trigger-code" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning9<a class="relative group flex flex-* justify-* gap-* bg-* rounded px-* py-* lg:aspect-* overflow-* ring ring-* ring-* ring-*" *** >URL 1, URL 2, URL 3
warning9<button class="text-* group flex rounded-* border-* text-* overflow-* transition-* border bg-* hover:bg-* focus-* focus-* focus-* cursor-*">/cookbooks
warning8<button class="inline-* items-* justify-* gap-* rounded-* font-* font-* uppercase transition-* border border-* bg-* border-* text-* data-* data-* hover:bg-* px-* py-* text-*" id="radix-_R_klfiv5tiqbqqlb_-trigger-finetuning" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning6<a class="underline text-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning5<button class="inline-* items-* justify-* gap-* font-* font-* uppercase transition-* border border-* border-* text-* bg-* data-* rounded-* cursor-* px-* py-* text-* flex-* text-* data-* data-*" id="radix-_R_sklubsnmbqqlb_-trigger-output" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning5<button class="inline-* items-* justify-* gap-* font-* font-* uppercase transition-* border border-* border-* text-* bg-* data-* rounded-* cursor-* px-* py-* text-* data-* data-*" id="radix-_R_6klubsnmbqqlb_-trigger-code" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning5<button class="inline-* items-* justify-* gap-* font-* font-* uppercase transition-* border border-* border-* text-* bg-* data-* rounded-* cursor-* px-* py-* text-* flex-* text-* data-* data-*" id="radix-_R_jklubsnmbqqlb_-trigger-output" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning5<a class="inline-* items-* justify-* whitespace-* text-* font-* transition-* disabled:pointer-* disabled:opacity-* [&_* [&_* shrink-* [&_* outline-* focus-* focus-* focus-* aria-* dark:aria-* aria-* text-* border bg-* hover:bg-* hover:text-* h-* rounded-* gap-* px-* has-*" data-slot="button" href="https://legal.mistral.ai/ai-governance/models/codestral" rel="noopener noreferrer" target="_blank">URL 1, URL 2, URL 3, URL 4, URL 5
warning5<button class="inline-* items-* justify-* gap-* font-* font-* uppercase transition-* border border-* border-* text-* bg-* data-* rounded-* cursor-* px-* py-* text-* data-* data-*" id="radix-_R_jklubsnmbqqlb_-trigger-code" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning5<a class="inline-* items-* justify-* whitespace-* text-* font-* transition-* disabled:pointer-* disabled:opacity-* [&_* [&_* shrink-* [&_* outline-* focus-* focus-* focus-* aria-* dark:aria-* aria-* text-* border bg-* hover:bg-* hover:text-* h-* rounded-* gap-* px-* has-*" data-slot="button" href="https://legal.mistral.ai/ai-governance/models/voxtral-small" rel="noopener noreferrer" target="_blank">URL 1, URL 2, URL 3, URL 4, URL 5
warning5<button class="inline-* items-* justify-* gap-* font-* font-* uppercase transition-* border border-* border-* text-* bg-* data-* rounded-* cursor-* px-* py-* text-* flex-* text-* data-* data-*" id="radix-_R_eklubsnmbqqlb_-trigger-output" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning5<button class="inline-* items-* justify-* gap-* font-* font-* uppercase transition-* border border-* border-* text-* bg-* data-* rounded-* cursor-* px-* py-* text-* data-* data-*" id="radix-_R_sklubsnmbqqlb_-trigger-code" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning5<a class="inline-* items-* justify-* whitespace-* text-* font-* transition-* disabled:pointer-* disabled:opacity-* [&_* [&_* shrink-* [&_* outline-* focus-* focus-* focus-* aria-* dark:aria-* aria-* text-* border bg-* hover:bg-* hover:text-* h-* rounded-* gap-* px-* has-*" data-slot="button" href="https://legal.mistral.ai/ai-governance/models/mistral-small-***" rel="noopener noreferrer" target="_blank">URL 1, URL 2, URL 3, URL 4, URL 5
warning5<button class="inline-* items-* justify-* gap-* font-* font-* uppercase transition-* border border-* border-* text-* bg-* data-* rounded-* cursor-* px-* py-* text-* data-* data-*" id="radix-_R_eklubsnmbqqlb_-trigger-code" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning5<button class="inline-* items-* justify-* gap-* font-* font-* uppercase transition-* border border-* border-* text-* bg-* data-* rounded-* cursor-* px-* py-* text-* flex-* text-* data-* data-*" id="radix-_R_5klubsnmbqqlb_-trigger-output" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning5<button class="inline-* items-* justify-* gap-* font-* font-* uppercase transition-* border border-* border-* text-* bg-* data-* rounded-* cursor-* px-* py-* text-* data-* data-*" id="radix-_R_5klubsnmbqqlb_-trigger-code" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning5<button class="inline-* items-* justify-* gap-* font-* font-* uppercase transition-* border border-* border-* text-* bg-* data-* rounded-* cursor-* px-* py-* text-* flex-* text-* data-* data-*" id="radix-_R_6klubsnmbqqlb_-trigger-output" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning5<button class="inline-* items-* justify-* gap-* font-* font-* uppercase transition-* border border-* border-* text-* bg-* data-* rounded-* cursor-* px-* py-* text-* flex-* text-* data-* data-*" id="radix-_R_hklubsnmbqqlb_-trigger-output" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning5<button class="inline-* items-* justify-* gap-* font-* font-* uppercase transition-* border border-* border-* text-* bg-* data-* rounded-* cursor-* px-* py-* text-* data-* data-*" id="radix-_R_hklubsnmbqqlb_-trigger-code" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning4<button class="inline-* items-* justify-* gap-* font-* font-* uppercase transition-* border border-* border-* text-* bg-* data-* rounded-* cursor-* px-* py-* text-* flex-* text-* data-* data-*" id="radix-_R_tklubsnmbqqlb_-trigger-output" *** >URL 1, URL 2, URL 3, URL 4
warning4<button class="inline-* items-* justify-* gap-* font-* font-* uppercase transition-* border border-* border-* text-* bg-* data-* rounded-* cursor-* px-* py-* text-* flex-* text-* data-* data-*" id="radix-_R_lklubsnmbqqlb_-trigger-output" *** >URL 1, URL 2, URL 3, URL 4
warning4<button class="inline-* items-* justify-* gap-* font-* font-* uppercase transition-* border border-* border-* text-* bg-* data-* rounded-* cursor-* px-* py-* text-* data-* data-*" id="radix-_R_lklubsnmbqqlb_-trigger-code" *** >URL 1, URL 2, URL 3, URL 4
warning4<button class="inline-* items-* justify-* gap-* font-* font-* uppercase transition-* border border-* border-* text-* bg-* data-* rounded-* cursor-* px-* py-* text-* data-* data-*" id="radix-_R_cklubsnmbqqlb_-trigger-code" *** >URL 1, URL 2, URL 3, URL 4
warning4<button class="inline-* items-* justify-* gap-* font-* font-* uppercase transition-* border border-* border-* text-* bg-* data-* rounded-* cursor-* px-* py-* text-* data-* data-*" id="radix-_R_9klubsnmbqqlb_-trigger-code" *** >URL 1, URL 2, URL 3, URL 4
warning4<button class="inline-* items-* justify-* gap-* font-* font-* uppercase transition-* border border-* border-* text-* bg-* data-* rounded-* cursor-* px-* py-* text-* flex-* text-* data-* data-*" id="radix-_R_3klubsnmbqqlb_-trigger-output" *** >URL 1, URL 2, URL 3, URL 4
warning4<button class="inline-* items-* justify-* gap-* font-* font-* uppercase transition-* border border-* border-* text-* bg-* data-* rounded-* cursor-* px-* py-* text-* data-* data-*" id="radix-_R_3klubsnmbqqlb_-trigger-code" *** >URL 1, URL 2, URL 3, URL 4
warning4<a class="relative group flex flex-* border rounded-* overflow-* transition-* bg-* hover:bg-* border-* min-* h-* p-*" *** >/cookbooks
warning4<button class="inline-* items-* justify-* gap-* font-* font-* uppercase transition-* border border-* border-* text-* bg-* data-* rounded-* cursor-* px-* py-* text-* data-* data-*" id="radix-_R_4klubsnmbqqlb_-trigger-code" *** >URL 1, URL 2, URL 3, URL 4
warning4<button class="inline-* items-* justify-* gap-* font-* font-* uppercase transition-* border border-* border-* text-* bg-* data-* rounded-* cursor-* px-* py-* text-* flex-* text-* data-* data-*" id="radix-_R_9klubsnmbqqlb_-trigger-output" *** >URL 1, URL 2, URL 3, URL 4
warning4<button class="inline-* items-* justify-* gap-* font-* font-* uppercase transition-* border border-* border-* text-* bg-* data-* rounded-* cursor-* px-* py-* text-* data-* data-*" id="radix-_R_tklubsnmbqqlb_-trigger-code" *** >URL 1, URL 2, URL 3, URL 4
warning4<a class="inline-* items-* justify-* whitespace-* text-* font-* transition-* disabled:pointer-* disabled:opacity-* [&_* [&_* shrink-* [&_* outline-* focus-* focus-* focus-* aria-* dark:aria-* aria-* text-* border bg-* hover:bg-* hover:text-* h-* rounded-* gap-* px-* has-*" data-slot="button" href="https://legal.mistral.ai/ai-governance/models/mistral-large-***" rel="noopener noreferrer" target="_blank">URL 1, URL 2, URL 3, URL 4
warning4<button class="inline-* items-* justify-* gap-* font-* font-* uppercase transition-* border border-* border-* text-* bg-* data-* rounded-* cursor-* px-* py-* text-* flex-* text-* data-* data-*" id="radix-_R_8klubsnmbqqlb_-trigger-output" *** >URL 1, URL 2, URL 3, URL 4
warning4<button class="inline-* items-* justify-* gap-* font-* font-* uppercase transition-* border border-* border-* text-* bg-* data-* rounded-* cursor-* px-* py-* text-* flex-* text-* data-* data-*" id="radix-_R_4klubsnmbqqlb_-trigger-output" *** >URL 1, URL 2, URL 3, URL 4
warning4<a class="inline-* items-* justify-* gap-* whitespace-* rounded-* text-* font-* transition-* disabled:pointer-* disabled:opacity-* [&_* [&_* shrink-* [&_* outline-* focus-* focus-* focus-* aria-* dark:aria-* aria-* bg-* text-* hover:bg-* h-* px-* py-* has-* pointer-*" data-slot="button" href="https://console.mistral.ai/codestral/cli?utm_source=docs&utm_medium=header_cta&utm_campaign=studio_trial" rel="noopener" target="_blank">URL 1, URL 2, URL 3, URL 4
warning4<button class="inline-* items-* justify-* gap-* font-* font-* uppercase transition-* border border-* border-* text-* bg-* data-* rounded-* cursor-* px-* py-* text-* flex-* text-* data-* data-*" id="radix-_R_nklubsnmbqqlb_-trigger-output" *** >URL 1, URL 2, URL 3, URL 4
warning4<button class="inline-* items-* justify-* gap-* font-* font-* uppercase transition-* border border-* border-* text-* bg-* data-* rounded-* cursor-* px-* py-* text-* data-* data-*" id="radix-_R_8klubsnmbqqlb_-trigger-code" *** >URL 1, URL 2, URL 3, URL 4
warning4<button class="inline-* items-* justify-* gap-* font-* font-* uppercase transition-* border border-* border-* text-* bg-* data-* rounded-* cursor-* px-* py-* text-* flex-* text-* data-* data-*" id="radix-_R_cklubsnmbqqlb_-trigger-output" *** >URL 1, URL 2, URL 3, URL 4
warning4<button class="inline-* items-* justify-* gap-* font-* font-* uppercase transition-* border border-* border-* text-* bg-* data-* rounded-* cursor-* px-* py-* text-* data-* data-*" id="radix-_R_nklubsnmbqqlb_-trigger-code" *** >URL 1, URL 2, URL 3, URL 4
warning3<button class="inline-* items-* justify-* gap-* font-* font-* uppercase transition-* border border-* border-* text-* bg-* data-* rounded-* cursor-* px-* py-* text-* data-* data-*" id="radix-_R_rlfiv5tiqbqqlb_-trigger-python" *** >URL 1, URL 2, URL 3
warning3<button class="inline-* items-* justify-* gap-* font-* font-* uppercase transition-* border border-* border-* text-* bg-* data-* rounded-* cursor-* px-* py-* text-* flex-* text-* data-* data-*" id="radix-_R_pklubsnmbqqlb_-trigger-output" *** >URL 1, URL 2, URL 3
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You have reached the limit of 100 rows as a protection against very large output or exhausted memory.
No rows found, please edit your search term.

Missing roles

Found 12 row(s).
SeverityOccursDetailAffected URLs (max 5)
warning150<header class="flex items-* sticky top-* h-* z-* max-* px-* w-* mx-* pointer-* gap-*">URL 1, URL 2, URL 3, URL 4, URL 5
warning150<footer class="mt-* w-* max-* lg:w-* flex flex-* max-*">URL 1, URL 2, URL 3, URL 4, URL 5
warning150<nav class="items-* flex gap-* justify-* pointer-*">URL 1, URL 2, URL 3, URL 4, URL 5
warning116<nav class="flex-* max-* shrink-* min-* overflow-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning115<main class="relative overflow-* bg-* rounded-* border border-* flex flex-* items-* flex-* min-* max-* lg:px-*">URL 1, URL 2, URL 3, URL 4, URL 5
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warning32<nav class="shrink-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
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warning3<header class="px-* py-* text-* font-* uppercase flex items-* gap-* font-*" *** >/cookbooks
warning1<main class="relative overflow-* bg-* rounded-* border border-* flex flex-* flex-* min-* max-* group/mdx-* !px-* items-*" *** >/api
No rows found, please edit your search term.

Missing html lang attribute

No problems found.

Security

Found 10 row(s).
HeaderOKNoticeWarningCriticalRecommendation
Strict-Transport-Security15500143Strict-Transport-Security header is not set. It enforces secure connections and protects against MITM attacks.
Content-Security-Policy15500143Content-Security-Policy header is not set. It restricts resources the page can load and prevents XSS attacks.
Access-Control-Allow-Origin001550Access-Control-Allow-Origin is set to '*' which allows any origin to access the resource. This can be a security risk.
X-Frame-Options01551430X-Frame-Options header is set to SAMEORIGIN which allows this origin to embed the resource in a frame.. X-Frame-Options header is not set. It prevents clickjacking attacks when set to 'deny' or 'sameorigin.
X-Content-Type-Options15501430X-Content-Type-Options header is not set. It stops MIME type sniffing and mitigates content type attacks.
Referrer-Policy15501430Referrer-Policy header is not set. It controls referrer header sharing and enhances privacy and security.
Feature-Policy01551430Feature-Policy header is not set but Permissions-Policy is set. That's enough.. Feature-Policy header is not set. It allows enabling/disabling browser APIs and features for security. Not important if Permissions-Policy is set.
Permissions-Policy15501430Permissions-Policy header is not set. It allows enabling/disabling browser APIs and features for security.
X-XSS-Protection14315500X-XSS-Protection header is set but deprecated. Consider removing it and using Content-Security-Policy instead.
Server029800Server header is set to 'Vercel'. It is better not to reveal used technologies.
No rows found, please edit your search term.

Security headers

Found 12 row(s).
SeverityOccursDetailAffected URLs (max 5)
critical143Strict-Transport-Security header is not set. It enforces secure connections and protects against MITM attacks.URL 1, URL 2, URL 3, URL 4, URL 5
critical143Content-Security-Policy header is not set. It restricts resources the page can load and prevents XSS attacks.URL 1, URL 2, URL 3, URL 4, URL 5
warning155Access-Control-Allow-Origin is set to '*' which allows any origin to access the resource. This can be a security risk.URL 1, URL 2, URL 3, URL 4, URL 5
warning143X-Frame-Options header is not set. It prevents clickjacking attacks when set to 'deny' or 'sameorigin.URL 1, URL 2, URL 3, URL 4, URL 5
warning143Permissions-Policy header is not set. It allows enabling/disabling browser APIs and features for security.URL 1, URL 2, URL 3, URL 4, URL 5
warning143Referrer-Policy header is not set. It controls referrer header sharing and enhances privacy and security.URL 1, URL 2, URL 3, URL 4, URL 5
warning143X-Content-Type-Options header is not set. It stops MIME type sniffing and mitigates content type attacks.URL 1, URL 2, URL 3, URL 4, URL 5
warning143Feature-Policy header is not set. It allows enabling/disabling browser APIs and features for security. Not important if Permissions-Policy is set.URL 1, URL 2, URL 3, URL 4, URL 5
notice298Server header is set to 'Vercel'. It is better not to reveal used technologies.URL 1, URL 2, URL 3, URL 4, URL 5
notice155X-Frame-Options header is set to SAMEORIGIN which allows this origin to embed the resource in a frame.URL 1, URL 2, URL 3, URL 4, URL 5
notice155X-XSS-Protection header is set but deprecated. Consider removing it and using Content-Security-Policy instead.URL 1, URL 2, URL 3, URL 4, URL 5
notice155Feature-Policy header is not set but Permissions-Policy is set. That's enough.URL 1, URL 2, URL 3, URL 4, URL 5
No rows found, please edit your search term.

TOP non-unique titles

Count 🔽Title
8Mistral Docs
3Codestral - Mistral AI | Mistral Docs
3Mistral 7B - Mistral AI | Mistral Docs
2Compare Models | Mistral Docs
2Documentation - Mistral AI
2Function Calling | Mistral Docs

TOP non-unique descriptions

Count 🔽Description
54Documentation for the deployment and usage of Mistral AI&#x27;s LLMs
2Learn how to deploy and use Mistral AI&#x27;s Large Language Models with our comprehensive documentation, guides, and tutorials.
2Our OCR service powering our Document AI stack that enables our users to extract interleaved text and images
2An efficient audio input model, fine-tuned and optimized for transcription purposes only.
2Our state-of-the-art semantic for extracting representation of code extracts

SEO metadata

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URL 🔼IndexingTitleH1DescriptionKeywords
/AllowedDocumentation - Mistral AIBienvenue to Mistral AI DocumentationLearn how to deploy and use Mistral AI's Large Language Models with our comprehensive documentation, guides, and tutorials.
/agents/agentsAllowedAgents & Conversations | Mistral DocsAgents & ConversationsDocumentation for the deployment and usage of Mistral AI's LLMs
/agents/handoffsAllowedHandoffs | Mistral DocsHandoffsDocumentation for the deployment and usage of Mistral AI's LLMs
/agents/introductionAllowedAgents Introduction | Mistral DocsWhat are AI agents?Documentation for the deployment and usage of Mistral AI's LLMs
/agents/toolsAllowedAgents Tools Overview | Mistral DocsToolsDocumentation for the deployment and usage of Mistral AI's LLMs
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/agents/tools/built-in/code_interpreterAllowedCode Interpreter | Mistral DocsCode InterpreterDocumentation for the deployment and usage of Mistral AI's LLMs
/agents/tools/built-in/document_libraryAllowedDocument Library | Mistral DocsDocument LibraryDocumentation for the deployment and usage of Mistral AI's LLMs
/agents/tools/built-in/image_generationAllowedImage Generation | Mistral DocsImage GenerationDocumentation for the deployment and usage of Mistral AI's LLMs
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/ambassadorsAllowedAmbassadorsWelcome to theistralDiscover the Mistral AI Ambassadors family!
/apiAllowedAPI SpecsChat EndpointsComplete Mistral AI API Specifications
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/capabilities/batchAllowedBatch Inference | Mistral DocsBatch InferenceDocumentation for the deployment and usage of Mistral AI's LLMs
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/capabilities/completionAllowedMistral DocsChat CompletionsDocumentation for the deployment and usage of Mistral AI's LLMs
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/capabilities/predicted_outputsAllowedPredicted outputs | Mistral DocsPredicted OutputsDocumentation for the deployment and usage of Mistral AI's LLMs
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/capabilities/visionAllowedVision | Mistral DocsVisionDocumentation for the deployment and usage of Mistral AI's LLMs
/cookbooksAllowedCookbooks - Mistral AIMistral AI CookbooksDiscover Mistral AI technologies capabilities from basic tutorials to advanced use cases
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/cookbooks/mistral-agents-agents_api-food_diet_companion-readmeAllowedBuild NutriSense - An AI-powered food diet companion - Mistral AI CookbookBuild NutriSense - An AI-powered food diet companionLearn Build NutriSense - An AI-powered food diet companion with practical examples and code snippets using Mistral AI's LLMs.
/cookbooks/mistral-agents-non_framework-agentic_workflows-parallel_subtask_agentic_workflowAllowedParallel Subtask Agent Workflow - Mistral AI CookbookParallel Subtask Agent WorkflowLearn Parallel Subtask Agent Workflow with practical examples and code snippets using Mistral AI's LLMs.
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/cookbooks/mistral-agents-non_framework-transcript_linearticket_agent-transcripttolinearticketagentAllowedCall Transcript-to-PRD-to-Ticket Agent: Converting Meeting Transcripts to Linear Tickets using Mistral AI LLMs - Mistral AI CookbookCall Transcript-to-PRD-to-Ticket Agent: Converting Meeting Transcripts to Linear Tickets using Mistral AI LLMsLearn Call Transcript-to-PRD-to-Ticket Agent: Converting Meeting Transcripts to Linear Tickets using Mistral AI LLMs with practical examples and code snippets using Mistral AI's LLMs.
/cookbooks/mistral-classifier_factory-moderation_classifierAllowedModeration: Train your own moderation service - Mistral AI CookbookModeration: Train your own moderation serviceLearn Moderation: Train your own moderation service with practical examples and code snippets using Mistral AI's LLMs.
/cookbooks/mistral-data_generation-synthetic_data_gen_and_finetuneAllowedFine-tuning with Synthetically Generated Data - Mistral AI CookbookFine-tuning with Synthetically Generated DataLearn Fine-tuning with Synthetically Generated Data with practical examples and code snippets using Mistral AI's LLMs.
/cookbooks/mistral-evaluation-evaluationAllowedHow to evaluate LLMs - Mistral AI CookbookHow to evaluate LLMsLearn How to evaluate LLMs with practical examples and code snippets using Mistral AI's LLMs.
/cookbooks/mistral-evaluation-rag_evaluationAllowedEvaluating RAG: Using Mistral Models for LLM as a Judge (With Structured Outputs) - Mistral AI CookbookEvaluating RAG: Using Mistral Models for LLM as a Judge (With Structured Outputs)Learn Evaluating RAG: Using Mistral Models for LLM as a Judge (With Structured Outputs) with practical examples and code snippets using Mistral AI's LLMs.
/cookbooks/mistral-lechat_custom_mcp_server-tic-tac-toe-readmeAllowedBuild a Custom MCP Server on LeChat: Tic-Tac-Toe with MistralAI - Mistral AI CookbookBuild a Custom MCP Server on LeChat: Tic-Tac-Toe with MistralAILearn Build a Custom MCP Server on LeChat: Tic-Tac-Toe with MistralAI with practical examples and code snippets using Mistral AI's LLMs.
/cookbooks/mistral-ocr-document_understandingAllowedChat with your Documents with built-in Document QnA - Mistral AI CookbookChat with your Documents with built-in Document QnALearn Chat with your Documents with built-in Document QnA with practical examples and code snippets using Mistral AI's LLMs.
/cookbooks/mistral-ocr-documentchunking-readmeAllowedDocument Chunking - Mistral AI CookbookDocument ChunkingLearn Document Chunking with practical examples and code snippets using Mistral AI's LLMs.
/cookbooks/mistral-ocr-product_datasheet_analysis-product_datasheet_analysisAllowedProduct Datasheet Analysis using Document AI - Mistral AI CookbookProduct Datasheet Analysis using Document AILearn Product Datasheet Analysis using Document AI with practical examples and code snippets using Mistral AI's LLMs.
/cookbooks/mistral-ocr-tool_usageAllowedDocument Comprehension with Any Model via Tool Usage and OCR - Mistral AI CookbookDocument Comprehension with Any Model via Tool Usage and OCRLearn Document Comprehension with Any Model via Tool Usage and OCR with practical examples and code snippets using Mistral AI's LLMs.
/cookbooks/mistral-rag-mistral-reference-ragAllowedWeb Search with References - Mistral AI CookbookWeb Search with ReferencesLearn Web Search with References with practical examples and code snippets using Mistral AI's LLMs.
/cookbooks/third_party-azure_ai_search-azure_ai_search_ragAllowedRAG with Mistral AI, Azure AI Search and Azure AI Studio - Mistral AI CookbookRAG with Mistral AI, Azure AI Search and Azure AI StudioLearn RAG with Mistral AI, Azure AI Search and Azure AI Studio with practical examples and code snippets using Mistral AI's LLMs.
/cookbooks/third_party-camel_ai-camel_graph_ragAllowed🐫 Using CAMEL to Do Graph RAG with Mistral Models - Mistral AI Cookbook🐫 Using CAMEL to Do Graph RAG with Mistral ModelsLearn 🐫 Using CAMEL to Do Graph RAG with Mistral Models with practical examples and code snippets using Mistral AI's LLMs.
/cookbooks/third_party-camel_ai-camel_roleplaying_scraperAllowed🐫 CAMEL Role-Playing Scraper for Report & Knowledge Graph Generation - Mistral AI Cookbook🐫 CAMEL Role-Playing Scraper for Report & Knowledge Graph GenerationLearn 🐫 CAMEL Role-Playing Scraper for Report & Knowledge Graph Generation with practical examples and code snippets using Mistral AI's LLMs.
/cookbooks/third_party-chainlit-chainlit_mistral_reasoningAllowedBuild a Chainlit App with Mistral AI - Mistral AI CookbookBuild a Chainlit App with Mistral AILearn Build a Chainlit App with Mistral AI with practical examples and code snippets using Mistral AI's LLMs.
/cookbooks/third_party-haystack-haystack_chat_with_docsAllowedUsing Mistral AI with Haystack - Mistral AI CookbookUsing Mistral AI with HaystackLearn Using Mistral AI with Haystack with practical examples and code snippets using Mistral AI's LLMs.
/cookbooks/third_party-indexify-pdf-summarization-pdf-summarizationAllowedPDF Summarization with Indexify and Mistral - Mistral AI CookbookPDF Summarization with Indexify and MistralLearn PDF Summarization with Indexify and Mistral with practical examples and code snippets using Mistral AI's LLMs.
/cookbooks/third_party-langtrace-langtrace_mistralAllowedRAG Observability with Mistral AI and Langtrace - Mistral AI CookbookRAG Observability with Mistral AI and LangtraceLearn RAG Observability with Mistral AI and Langtrace with practical examples and code snippets using Mistral AI's LLMs.
/cookbooks/third_party-llamaindex-llamaindex_agentic_ragAllowedUsing Mistral AI with LlamaIndex - Mistral AI CookbookUsing Mistral AI with LlamaIndexLearn Using Mistral AI with LlamaIndex with practical examples and code snippets using Mistral AI's LLMs.
/cookbooks/third_party-llamaindex-propertygraphs-property_graph_predefined_schemaAllowedProperty Graph with Pre-defined Schemas - Mistral AI CookbookProperty Graph with Pre-defined SchemasLearn Property Graph with Pre-defined Schemas with practical examples and code snippets using Mistral AI's LLMs.
/cookbooks/third_party-mesop-readmeAllowedChat with Your PDF using Mistral and Mesop - Mistral AI CookbookChat with Your PDF using Mistral and MesopLearn Chat with Your PDF using Mistral and Mesop with practical examples and code snippets using Mistral AI's LLMs.
/cookbooks/third_party-milvus-milvus_rag_french_parliamentAllowedBuild a RAG application with Milvus Lite, Mistral and Llama-index - Mistral AI CookbookBuild a RAG application with Milvus Lite, Mistral and Llama-indexLearn Build a RAG application with Milvus Lite, Mistral and Llama-index with practical examples and code snippets using Mistral AI's LLMs.
/cookbooks/third_party-mongodb-mongodb_mistralAllowedRAG with Mistral AI and MongoDB - Mistral AI CookbookRAG with Mistral AI and MongoDBLearn RAG with Mistral AI and MongoDB with practical examples and code snippets using Mistral AI's LLMs.
/cookbooks/third_party-neon-neon_text_to_sqlAllowedBuilding a Text-to-SQL conversion system with Mistral AI, Neon, and LangChain - Mistral AI CookbookBuilding a Text-to-SQL conversion system with Mistral AI, Neon, and LangChainLearn Building a Text-to-SQL conversion system with Mistral AI, Neon, and LangChain with practical examples and code snippets using Mistral AI's LLMs.
/cookbooks/third_party-phoenix-arize_phoenix_evaluate_ragAllowedRAG Observability with Mistral AI and Phoenix - Mistral AI CookbookRAG Observability with Mistral AI and PhoenixLearn RAG Observability with Mistral AI and Phoenix with practical examples and code snippets using Mistral AI's LLMs.
/cookbooks/third_party-pinecone-pinecone_ragAllowedRAG with Mistral AI and Pinecone - Mistral AI CookbookRAG with Mistral AI and PineconeLearn RAG with Mistral AI and Pinecone with practical examples and code snippets using Mistral AI's LLMs.
/cookbooks/third_party-streamlit-readmeAllowedChat with Your PDF using Mistral and Streamlit - Mistral AI CookbookChat with Your PDF using Mistral and StreamlitLearn Chat with Your PDF using Mistral and Streamlit with practical examples and code snippets using Mistral AI's LLMs.
/cookbooks/third_party-wandb-02_finetune_and_evalAllowedMistral and Weights & Biases: Finetune an LLM judge so detect hallucination - Mistral AI CookbookMistral and Weights & Biases: Finetune an LLM judge so detect hallucinationLearn Mistral and Weights & Biases: Finetune an LLM judge so detect hallucination with practical examples and code snippets using Mistral AI's LLMs.
/deployment/ai-studioAllowedMistral DocsAI StudioDocumentation for the deployment and usage of Mistral AI's LLMs
/deployment/cloudAllowedCloud | Mistral DocsCloudDocumentation for the deployment and usage of Mistral AI's LLMs
/deployment/cloud/outscaleAllowedOutscale | Mistral DocsOutscaleDocumentation for the deployment and usage of Mistral AI's LLMs
/deployment/self-deploymentAllowedSelf-Deployment | Mistral DocsSelf-DeploymentDocumentation for the deployment and usage of Mistral AI's LLMs
/deployment/self-deployment/cerebriumAllowedCerebrium | Mistral DocsDeploy with CerebriumDocumentation for the deployment and usage of Mistral AI's LLMs
/deployment/self-deployment/cloudflareAllowedCloudflare Workers AI | Mistral DocsDeploy with Cloudflare Workers AIDocumentation for the deployment and usage of Mistral AI's LLMs
/deployment/self-deployment/skypilotAllowedSkyPilot | Mistral DocsDeploy with SkyPilotDocumentation for the deployment and usage of Mistral AI's LLMs
/deployment/self-deployment/tgiAllowedTGI | Mistral DocsText Generation InferenceDocumentation for the deployment and usage of Mistral AI's LLMs
/deployment/self-deployment/trtAllowedTensorRT | Mistral DocsTensorRTDocumentation for the deployment and usage of Mistral AI's LLMs
/deployment/self-deployment/vllmAllowedvLLM | Mistral DocsvLLMDocumentation for the deployment and usage of Mistral AI's LLMs
/deprecated/customizationAllowedModel Customization | Mistral DocsModel CustomizationDocumentation for the deployment and usage of Mistral AI's LLMs
/deprecated/finetuningAllowedMistral DocsFine-tuningDocumentation for the deployment and usage of Mistral AI's LLMs
/deprecated/safe_promptAllowedSafe Prompt | Mistral DocsSafe PromptDocumentation for the deployment and usage of Mistral AI's LLMs
/getting-started/changelogAllowedChangelog | Mistral DocsChangelogFind out about all the latest changes to our tool.
/getting-started/clientsAllowedSDK Clients | Mistral DocsSDK ClientsDocumentation for the deployment and usage of Mistral AI's LLMs
/getting-started/glossaryAllowedGlossary | Mistral DocsGlossaryDocumentation for the deployment and usage of Mistral AI's LLMs
/getting-started/introductionAllowedDocumentation - Mistral AIBienvenue to Mistral AI DocumentationLearn how to deploy and use Mistral AI's Large Language Models with our comprehensive documentation, guides, and tutorials.
/getting-started/modelsAllowedMistral DocsModelsDocumentation for the deployment and usage of Mistral AI's LLMs
/getting-started/models/compareAllowedCompare Models | Mistral DocsMissing H1Documentation for the deployment and usage of Mistral AI's LLMs
/getting-started/models/compare?models=mistral-medium-3-1-25-08AllowedCompare Models | Mistral DocsMissing H1Documentation for the deployment and usage of Mistral AI's LLMs
/getting-started/quickstartAllowedQuickstart | Mistral DocsQuickstartDocumentation for the deployment and usage of Mistral AI's LLMs
/mistral-vibe/agents-skillsAllowedAgents & Skills | Mistral DocsAgents & SkillsDocumentation for the deployment and usage of Mistral AI's LLMs
/mistral-vibe/introductionAllowedCLI Introduction | Mistral DocsCLI IntroductionDocumentation for the deployment and usage of Mistral AI's LLMs
/mistral-vibe/introduction/configurationAllowedConfiguration | Mistral DocsConfigurationDocumentation for the deployment and usage of Mistral AI's LLMs
/mistral-vibe/localAllowedOffline / Local | Mistral DocsOffline / LocalDocumentation for the deployment and usage of Mistral AI's LLMs
/models/codestral-24-05AllowedCodestral - Mistral AI | Mistral DocsCodestralOur first cutting-edge language model for coding and FIM, released under the MNPL license.
/models/codestral-25-01AllowedCodestral - Mistral AI | Mistral DocsCodestralOur cutting-edge language model for coding. Codestral specializes in low-latency, high-frequency tasks such as fill-in-the-middle (FIM), code correction and test generation.
/models/codestral-25-08AllowedCodestral - Mistral AI | Mistral DocsCodestralOur cutting-edge language model for code completion released end of July 2025, Codestral specializes in low-latency, high-frequency tasks such as fill-in-the-middle (FIM) and code generation.
/models/codestral-embed-25-05AllowedCodestral Embed - Mistral AI | Mistral DocsCodestral EmbedOur state-of-the-art semantic for extracting representation of code extracts
/models/codestral-mamba-7b-0-1AllowedCodestral Mamba 7B - Mistral AI | Mistral DocsCodestral Mamba 7BA coding dedicated model using a mamba 2 architecture for research purposes under an open license.
/models/devstral-2-25-12AllowedDevstral 2 - Mistral AI | Mistral DocsDevstral 2Our frontier code agents model for solving software engineering tasks; excels at using tools to explore codebases, editing multiple files and power software engineering agents.
/models/devstral-medium-1-0-25-07AllowedDevstral Medium 1.0 - Mistral AI | Mistral DocsDevstral Medium 1.0An enterprise grade text model, that excels at using tools to explore codebases, editing multiple files and power software engineering agents.
/models/devstral-small-1-0-25-05AllowedDevstral Small 1.0 - Mistral AI | Mistral DocsDevstral Small 1.0A 24B text model, open source model that excels at using tools to explore codebases, editing multiple files and power software engineering agents.
/models/devstral-small-1-1-25-07AllowedDevstral Small 1.1 - Mistral AI | Mistral DocsDevstral Small 1.1An update to our open source model that excels at using tools to explore codebases, editing multiple files and power software engineering agents. Learn more in our [blog post](https://mistral.ai/news/devstral-2507)
/models/devstral-small-2-25-12AllowedDevstral Small 2 - Mistral AI | Mistral DocsDevstral Small 2Our open source model that excels at using tools to explore codebases, editing multiple files and power software engineering agents.
/models/labsAllowedLabs | Mistral DocsLabsDocumentation for the deployment and usage of Mistral AI's LLMs
/models/leanstral-26-03AllowedLeanstral - Mistral AI | Mistral DocsLeanstralOur first open-source code agent designed for Lean 4, built for formal proof engineering in realistic repositories. 119B parameters with 6.5B active.
/models/magistral-medium-1-0-25-06AllowedMagistral Medium 1.0 - Mistral AI | Mistral DocsMagistral Medium 1.0Our first frontier-class reasoning model released June 2025.
/models/magistral-medium-1-1-25-07AllowedMagistral Medium 1.1 - Mistral AI | Mistral DocsMagistral Medium 1.1Our frontier-class reasoning model released July 2025.
/models/magistral-medium-1-2-25-09AllowedMagistral Medium 1.2 - Mistral AI | Mistral DocsMagistral Medium 1.2Our frontier-class multimodal reasoning model update of September 2025.
/models/magistral-small-1-0-25-06AllowedMagistral Small 1.0 - Mistral AI | Mistral DocsMagistral Small 1.0Our first small reasoning model released June 2025. Learn more in our [blog post](https://mistral.ai/news/magistral/)
/models/magistral-small-1-1-25-07AllowedMagistral Small 1.1 - Mistral AI | Mistral DocsMagistral Small 1.1Our small reasoning model released July 2025.
/models/magistral-small-1-2-25-09AllowedMagistral Small 1.2 - Mistral AI | Mistral DocsMagistral Small 1.2Our small multimodal reasoning model update of September 2025.
/models/mathstral-7b-0-1AllowedMathstral 7B - Mistral AI | Mistral DocsMathstral 7BA math dedicated model for research purposes under an open license.
/models/ministral-3-14b-25-12AllowedMinistral 3 14B - Mistral AI | Mistral DocsMinistral 3 14BMinistral 3 14B is the largest model in the Ministral 3 family, offering state-of-the-art capabilities and performance comparable to its larger Mistral Small 3.2 24B counterpart. Optimized for local deployment, it delivers high performance across diverse hardware, including local setups.
/models/ministral-3-3b-25-12AllowedMinistral 3 3B - Mistral AI | Mistral DocsMinistral 3 3BMinistral 3 3B is the smallest and most efficient model in the Ministral 3 family, offering robust language and vision capabilities in a compact package. Designed for edge deployment, it delivers high performance across diverse hardware, including local setups.
/models/ministral-3-8b-25-12AllowedMinistral 3 8B - Mistral AI | Mistral DocsMinistral 3 8BMinistral 3 8B is a powerful and efficient model in the Ministral 3 family, offering best-in-class text and vision capabilities. Built for edge deployment, it delivers high performance across diverse hardware, including local setups.
/models/ministral-3b-24-1AllowedMinistral 3B - Mistral AI | Mistral DocsMinistral 3BWorld’s best edge model.
/models/ministral-8b-24-1AllowedMinistral 8B - Mistral AI | Mistral DocsMinistral 8BPowerful edge model with extremely high performance/price ratio. Learn more in our [blog post](https://mistral.ai/news/ministraux/)
/models/mistral-7b-0-1AllowedMistral 7B - Mistral AI | Mistral DocsMistral 7BOur very first open model, SOTA competing against models up to 2 to 3x larger.
/models/mistral-7b-0-2AllowedMistral 7B - Mistral AI | Mistral DocsMistral 7BAn update to our first open model with better context.
/models/mistral-7b-0-3AllowedMistral 7B - Mistral AI | Mistral DocsMistral 7BA minor update to our first open model.
/models/mistral-embed-23-12AllowedMistral Embed - Mistral AI | Mistral DocsMistral EmbedOur state-of-the-art semantic for extracting representation of code extracts
/models/mistral-large-1-0-24-02AllowedMistral Large 1.0 - Mistral AI | Mistral DocsMistral Large 1.0Our first and larger SOTA model for enterprise use cases with powerfull chat capabilities.
/models/mistral-large-2-0-24-07AllowedMistral Large 2.0 - Mistral AI | Mistral DocsMistral Large 2.0A powerfull model with open weights under a MRL license, competing agains SOTA much larger models.
/models/mistral-large-2-1-24-11AllowedMistral Large 2.1 - Mistral AI | Mistral DocsMistral Large 2.1Our top-tier large model for high-complexity tasks with the lastest version released November 2024.
/models/mistral-large-3-25-12AllowedMistral Large 3 - Mistral AI | Mistral DocsMistral Large 3Mistral Large 3, is a state-of-the-art, open-weight, general-purpose multimodal model with a granular Mixture-of-Experts architecture. It features 41B active parameters and 675B total parameters.
/models/mistral-medium-1-0-23-12AllowedMistral Medium 1.0 - Mistral AI | Mistral DocsMistral Medium 1.0Our first SOTA enterprise grade model.
/models/mistral-medium-3-1-25-08AllowedMistral Medium 3.1 - Mistral AI | Mistral DocsMistral Medium 3.1Our frontier-class multimodal model released August 2025. Improving tone and performance.
/models/mistral-medium-3-25-05AllowedMistral Medium 3 - Mistral AI | Mistral DocsMistral Medium 3Our frontier-class multimodal model released May 2025. Learn more in our [blog post](https://mistral.ai/news/mistral-medium-3/)
/models/mistral-moderation-24-11AllowedMistral Moderation - Mistral AI | Mistral DocsMistral ModerationOur moderation service that enables our users to detect harmful text content
/models/mistral-moderation-26-03AllowedMistral Moderation 2 - Mistral AI | Mistral DocsMistral Moderation 2Our latest moderation model with 128k context window and jailbreaking detection, based on Ministral 3B. Strong performance on complex multilingual data including long multi-turn conversations.
/models/mistral-nemo-12b-24-07AllowedMistral Nemo 12B - Mistral AI | Mistral DocsMistral Nemo 12BOur best multilingual open source model released July 2024.
/models/mistral-nextAllowedMistral Next - Mistral AI | Mistral DocsMistral NextA prototype model, designed to be brief and concise.
/models/mistral-saba-25-02AllowedMistral Saba - Mistral AI | Mistral DocsMistral SabaA finetuned Small model trained on meticulously curated datasets from across the Middle East and South Asia.
/models/mistral-small-1-0-24-02AllowedMistral Small 1.0 - Mistral AI | Mistral DocsMistral Small 1.0An enterprise grade small model for efficiency.
/models/mistral-small-2-0-24-09AllowedMistral Small 2.0 - Mistral AI | Mistral DocsMistral Small 2.0An update to our efficient small model with open weights under an MRL license.
/models/mistral-small-3-0-25-01AllowedMistral Small 3.0 - Mistral AI | Mistral DocsMistral Small 3.0A small efficient and powerfull 24B open model for personal or commercial use.
/models/mistral-small-3-1-25-03AllowedMistral Small 3.1 - Mistral AI | Mistral DocsMistral Small 3.1A new leader in the small models category with image understanding capabilities, released March 2025.
/models/mistral-small-3-2-25-06AllowedMistral Small 3.2 - Mistral AI | Mistral DocsMistral Small 3.2An update to our previous small model, released June 2025.
/models/mistral-small-4-0-26-03AllowedMistral Small 4 - Mistral AI | Mistral DocsMistral Small 4Our powerful hybrid model unifying instruct, reasoning, and coding capabilities in a single model. 119B parameters with 6.5B active.
/models/mistral-small-creative-25-12AllowedMistral Small Creative - Mistral AI | Mistral DocsMistral Small CreativeAn experimental specialized small model trained on meticulously curated data, designed for creative writing, narrative generation, roleplay and character-driven dialog, general-purpose instruction following and conversational agents.
/models/mixtral-8x22b-0-1-0-3AllowedMixtral 8x22B - Mistral AI | Mistral DocsMixtral 8x22BA large open MoE model competing with much larger dense models.
/models/mixtral-8x7b-0-1AllowedMixtral 8x7B - Mistral AI | Mistral DocsMixtral 8x7BOur first open MoE model, SOTA competing against models up to 2 to 3x larger.
/models/ocr-2-25-05AllowedOCR 2 - Mistral AI | Mistral DocsOCR 2Our OCR service powering our Document AI stack that enables our users to extract interleaved text and images
/models/ocr-25-03AllowedOCR - Mistral AI | Mistral DocsOCROur first OCR optimized model.
/models/ocr-3-25-12AllowedOCR 3 - Mistral AI | Mistral DocsOCR 3Our OCR service powering our Document AI stack that enables our users to extract interleaved text and images
/models/pixtral-12b-24-09AllowedPixtral 12B - Mistral AI | Mistral DocsPixtral 12BA 12B model with image understanding capabilities in addition to text.
/models/pixtral-large-24-11AllowedPixtral Large - Mistral AI | Mistral DocsPixtral LargeOur first frontier-class multimodal model released November 2024. Learn more in our [blog post](https://mistral.ai/news/pixtral-large/)
/models/voxtral-mini-25-07AllowedVoxtral Mini - Mistral AI | Mistral DocsVoxtral MiniA mini version of our first audio input model.
/models/voxtral-mini-transcribe-25-07AllowedVoxtral Mini Transcribe - Mistral AI | Mistral DocsVoxtral Mini TranscribeAn efficient audio input model, fine-tuned and optimized for transcription purposes only.
/models/voxtral-mini-transcribe-26-02AllowedVoxtral Mini Transcribe 2 - Mistral AI | Mistral DocsVoxtral Mini Transcribe 2An efficient audio input model, fine-tuned and optimized for transcription purposes only.
/models/voxtral-mini-transcribe-realtime-26-02AllowedVoxtral Mini Transcribe Realtime - Mistral AI | Mistral DocsVoxtral Mini Transcribe RealtimeAn efficient audio input model, fine-tuned and optimized for live transcription purposes only.
/models/voxtral-small-25-07AllowedVoxtral Small - Mistral AI | Mistral DocsVoxtral SmallOur first model with audio input capabilities for instruct use cases.
/robotsAllowedMistral AI Crawlers | Mistral DocsMistralAI-UserDocumentation for the deployment and usage of Mistral AI's LLMs
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URL 🔼OG TitleOG DescriptionOG ImageTwitter TitleTwitter DescriptionTwitter Image
/Mistral AI DocumentationLearn how to deploy and use Mistral AI's Large Language Models with our comprehensive documentation, guides, and tutorials.//api/og?title=Documentation&description=Bienvenue+to+Mistral+AI%E2…ac43737b1772fef112ba3141047022b0Mistral AI DocumentationLearn how to deploy and use Mistral AI's Large Language Models with our comprehensive documentation, guides, and tutorials.//api/og?title=Documentation&description=Bienvenue+to+Mistral+AI%E2…ac43737b1772fef112ba3141047022b0
/agents/agentsAgents & Conversations | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=agents+%3E+agents&title=Agents+%26+Conversations&ty…+to+Mistral+AI%27s+DocumentationAgents & Conversations | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=agents+%3E+agents&title=Agents+%26+Conversations&ty…+to+Mistral+AI%27s+Documentation
/agents/handoffsHandoffs | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=agents+%3E+handoffs&title=Handoffs&type=generic&des…+to+Mistral+AI%27s+DocumentationHandoffs | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=agents+%3E+handoffs&title=Handoffs&type=generic&des…+to+Mistral+AI%27s+Documentation
/agents/introductionAgents Introduction | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=agents+%3E+introduction&title=Agents+Introduction&t…+to+Mistral+AI%27s+DocumentationAgents Introduction | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=agents+%3E+introduction&title=Agents+Introduction&t…+to+Mistral+AI%27s+Documentation
/agents/toolsAgents Tools Overview | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=agents+%3E+tools&title=Agents+Tools+Overview&type=g…+to+Mistral+AI%27s+DocumentationAgents Tools Overview | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=agents+%3E+tools&title=Agents+Tools+Overview&type=g…+to+Mistral+AI%27s+Documentation
/agents/tools/built-inBuilt-In Tools | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=agents+%3E+tools+%3E+built-in&title=Built-In+Tools&…+to+Mistral+AI%27s+DocumentationBuilt-In Tools | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=agents+%3E+tools+%3E+built-in&title=Built-In+Tools&…+to+Mistral+AI%27s+Documentation
/agents/tools/built-in/code_interpreterCode Interpreter | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=agents+%3E+tools+%3E+built-in+%3E+code+interpreter&…+to+Mistral+AI%27s+DocumentationCode Interpreter | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=agents+%3E+tools+%3E+built-in+%3E+code+interpreter&…+to+Mistral+AI%27s+Documentation
/agents/tools/built-in/document_libraryDocument Library | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=agents+%3E+tools+%3E+built-in+%3E+document+library&…+to+Mistral+AI%27s+DocumentationDocument Library | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=agents+%3E+tools+%3E+built-in+%3E+document+library&…+to+Mistral+AI%27s+Documentation
/agents/tools/built-in/image_generationImage Generation | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=agents+%3E+tools+%3E+built-in+%3E+image+generation&…+to+Mistral+AI%27s+DocumentationImage Generation | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=agents+%3E+tools+%3E+built-in+%3E+image+generation&…+to+Mistral+AI%27s+Documentation
/agents/tools/built-in/websearchWebsearch | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=agents+%3E+tools+%3E+built-in+%3E+websearch&title=W…+to+Mistral+AI%27s+DocumentationWebsearch | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=agents+%3E+tools+%3E+built-in+%3E+websearch&title=W…+to+Mistral+AI%27s+Documentation
/agents/tools/function_callingFunction Calling | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=agents+%3E+tools+%3E+function+calling&title=Functio…+to+Mistral+AI%27s+DocumentationFunction Calling | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=agents+%3E+tools+%3E+function+calling&title=Functio…+to+Mistral+AI%27s+Documentation
/agents/tools/mcpMCP | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=agents+%3E+tools+%3E+mcp&title=MCP&type=generic&des…+to+Mistral+AI%27s+DocumentationMCP | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=agents+%3E+tools+%3E+mcp&title=MCP&type=generic&des…+to+Mistral+AI%27s+Documentation
/ambassadorsAmbassadorsDiscover the Mistral AI Ambassadors family!//api/og?title=Ambassadors&description=Discover+the+Mistral+AI+Amba…ac43737b1772fef112ba3141047022b0AmbassadorsDiscover the Mistral AI Ambassadors family!//api/og?title=Ambassadors&description=Discover+the+Mistral+AI+Amba…ac43737b1772fef112ba3141047022b0
/apiAPI SpecsComplete Mistral AI API Specifications/api/og?type=generic&eyebrow=API%20Specs&title=API%20Specs&descript…tral%20AI%20API%20SpecificationsAPI SpecsComplete Mistral AI API Specifications/api/og?type=generic&eyebrow=API%20Specs&title=API%20Specs&descript…tral%20AI%20API%20Specifications
/capabilities/audio_transcriptionMistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=capabilities+%3E+audio+transcription&type=generic&d…+to+Mistral+AI%27s+DocumentationMistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=capabilities+%3E+audio+transcription&type=generic&d…+to+Mistral+AI%27s+Documentation
/capabilities/batchBatch Inference | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=capabilities+%3E+batch&title=Batch+Inference&type=g…+to+Mistral+AI%27s+DocumentationBatch Inference | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=capabilities+%3E+batch&title=Batch+Inference&type=g…+to+Mistral+AI%27s+Documentation
/capabilities/citationsCitations & References | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=capabilities+%3E+citations&title=Citations+%26+Refe…+to+Mistral+AI%27s+DocumentationCitations & References | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=capabilities+%3E+citations&title=Citations+%26+Refe…+to+Mistral+AI%27s+Documentation
/capabilities/code_generationCoding | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=capabilities+%3E+code+generation&title=Coding&type=…+to+Mistral+AI%27s+DocumentationCoding | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=capabilities+%3E+code+generation&title=Coding&type=…+to+Mistral+AI%27s+Documentation
/capabilities/completionMistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=capabilities+%3E+completion&type=generic&descriptio…+to+Mistral+AI%27s+DocumentationMistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=capabilities+%3E+completion&type=generic&descriptio…+to+Mistral+AI%27s+Documentation
/capabilities/completion/samplingSampling | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=capabilities+%3E+completion+%3E+sampling&title=Samp…+to+Mistral+AI%27s+DocumentationSampling | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=capabilities+%3E+completion+%3E+sampling&title=Samp…+to+Mistral+AI%27s+Documentation
/capabilities/completion/usageUsage | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=capabilities+%3E+completion+%3E+usage&title=Usage&t…+to+Mistral+AI%27s+DocumentationUsage | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=capabilities+%3E+completion+%3E+usage&title=Usage&t…+to+Mistral+AI%27s+Documentation
/capabilities/document_aiMistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=capabilities+%3E+document+ai&type=generic&descripti…+to+Mistral+AI%27s+DocumentationMistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=capabilities+%3E+document+ai&type=generic&descripti…+to+Mistral+AI%27s+Documentation
/capabilities/document_ai/annotationsAnnotations | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=capabilities+%3E+document+ai+%3E+annotations&title=…+to+Mistral+AI%27s+DocumentationAnnotations | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=capabilities+%3E+document+ai+%3E+annotations&title=…+to+Mistral+AI%27s+Documentation
/capabilities/document_ai/basic_ocrOCR Processor | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=capabilities+%3E+document+ai+%3E+basic_ocr&title=OC…+to+Mistral+AI%27s+DocumentationOCR Processor | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=capabilities+%3E+document+ai+%3E+basic_ocr&title=OC…+to+Mistral+AI%27s+Documentation
/capabilities/document_ai/document_qnaDocument QnA | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=capabilities+%3E+document+ai+%3E+document_qna&title…+to+Mistral+AI%27s+DocumentationDocument QnA | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=capabilities+%3E+document+ai+%3E+document_qna&title…+to+Mistral+AI%27s+Documentation
/capabilities/embeddingsMistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=capabilities+%3E+embeddings&type=generic&descriptio…+to+Mistral+AI%27s+DocumentationMistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=capabilities+%3E+embeddings&type=generic&descriptio…+to+Mistral+AI%27s+Documentation
/capabilities/function_callingFunction Calling | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=capabilities+%3E+function+calling&title=Function+Ca…+to+Mistral+AI%27s+DocumentationFunction Calling | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=capabilities+%3E+function+calling&title=Function+Ca…+to+Mistral+AI%27s+Documentation
/capabilities/guardrailingModeration & Guardrailing | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=capabilities+%3E+guardrailing&title=Moderation+%26+…+to+Mistral+AI%27s+DocumentationModeration & Guardrailing | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=capabilities+%3E+guardrailing&title=Moderation+%26+…+to+Mistral+AI%27s+Documentation
/capabilities/predicted_outputsPredicted outputs | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=capabilities+%3E+predicted+outputs&title=Predicted+…+to+Mistral+AI%27s+DocumentationPredicted outputs | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=capabilities+%3E+predicted+outputs&title=Predicted+…+to+Mistral+AI%27s+Documentation
/capabilities/reasoningReasoning | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=capabilities+%3E+reasoning&title=Reasoning&type=gen…+to+Mistral+AI%27s+DocumentationReasoning | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=capabilities+%3E+reasoning&title=Reasoning&type=gen…+to+Mistral+AI%27s+Documentation
/capabilities/structured_outputMistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=capabilities+%3E+structured+output&type=generic&des…+to+Mistral+AI%27s+DocumentationMistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=capabilities+%3E+structured+output&type=generic&des…+to+Mistral+AI%27s+Documentation
/capabilities/visionVision | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=capabilities+%3E+vision&title=Vision&type=generic&d…+to+Mistral+AI%27s+DocumentationVision | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=capabilities+%3E+vision&title=Vision&type=generic&d…+to+Mistral+AI%27s+Documentation
/cookbooksMistral AI CookbooksDiscover Mistral AI technologies capabilities from basic tutorials to advanced use cases//api/og?title=Cookbooks&description=Discover+Mistral+AI+technologi…ac43737b1772fef112ba3141047022b0Mistral AI CookbooksDiscover Mistral AI technologies capabilities from basic tutorials to advanced use cases//api/og?title=Cookbooks&description=Discover+Mistral+AI+technologi…ac43737b1772fef112ba3141047022b0
/cookbooks/mistral-agents-agents_api-financial_analyst-readmeFinancial Analyst with MistralAI Agents API and MCP - Mistral AI CookbookLearn Financial Analyst with MistralAI Agents API and MCP with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Financial+Analyst+with+MistralAI+Agents+API+and+MCP&…ac43737b1772fef112ba3141047022b0Financial Analyst with MistralAI Agents API and MCP - Mistral AI CookbookLearn Financial Analyst with MistralAI Agents API and MCP with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Financial+Analyst+with+MistralAI+Agents+API+and+MCP&…ac43737b1772fef112ba3141047022b0
/cookbooks/mistral-agents-agents_api-food_diet_companion-readmeBuild NutriSense - An AI-powered food diet companion - Mistral AI CookbookLearn Build NutriSense - An AI-powered food diet companion with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Build+NutriSense+-+An+AI-powered+food+diet+companion…ac43737b1772fef112ba3141047022b0Build NutriSense - An AI-powered food diet companion - Mistral AI CookbookLearn Build NutriSense - An AI-powered food diet companion with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Build+NutriSense+-+An+AI-powered+food+diet+companion…ac43737b1772fef112ba3141047022b0
/cookbooks/mistral-agents-non_framework-agentic_workflows-parallel_subtask_agentic_workflowParallel Subtask Agent Workflow - Mistral AI CookbookLearn Parallel Subtask Agent Workflow with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Parallel+Subtask+Agent+Workflow&description=Learn+Pa…ac43737b1772fef112ba3141047022b0Parallel Subtask Agent Workflow - Mistral AI CookbookLearn Parallel Subtask Agent Workflow with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Parallel+Subtask+Agent+Workflow&description=Learn+Pa…ac43737b1772fef112ba3141047022b0
/cookbooks/mistral-agents-non_framework-hubspot_dynamic_multi_agent…bspot_dynamic_multi_agent_systemHubSpot Dynamic Multi-Agent System with Magistral Reasoning - Mistral AI CookbookLearn HubSpot Dynamic Multi-Agent System with Magistral Reasoning with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=HubSpot+Dynamic+Multi-Agent+System+with+Magistral+Re…ac43737b1772fef112ba3141047022b0HubSpot Dynamic Multi-Agent System with Magistral Reasoning - Mistral AI CookbookLearn HubSpot Dynamic Multi-Agent System with Magistral Reasoning with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=HubSpot+Dynamic+Multi-Agent+System+with+Magistral+Re…ac43737b1772fef112ba3141047022b0
/cookbooks/mistral-agents-non_framework-transcript_linearticket_agent-transcripttolinearticketagentCall Transcript-to-PRD-to-Ticket Agent: Converting Meeting Transcripts to Linear Tickets using Mistral AI LLMs - Mistral AI CookbookLearn Call Transcript-to-PRD-to-Ticket Agent: Converting Meeting Transcripts to Linear Tickets using Mistral AI LLMs with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Call+Transcript-to-PRD-to-Ticket+Agent%3A+Converting…ac43737b1772fef112ba3141047022b0Call Transcript-to-PRD-to-Ticket Agent: Converting Meeting Transcripts to Linear Tickets using Mistral AI LLMs - Mistral AI CookbookLearn Call Transcript-to-PRD-to-Ticket Agent: Converting Meeting Transcripts to Linear Tickets using Mistral AI LLMs with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Call+Transcript-to-PRD-to-Ticket+Agent%3A+Converting…ac43737b1772fef112ba3141047022b0
/cookbooks/mistral-classifier_factory-moderation_classifierModeration: Train your own moderation service - Mistral AI CookbookLearn Moderation: Train your own moderation service with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Moderation%3A+Train+your+own+moderation+service&desc…ac43737b1772fef112ba3141047022b0Moderation: Train your own moderation service - Mistral AI CookbookLearn Moderation: Train your own moderation service with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Moderation%3A+Train+your+own+moderation+service&desc…ac43737b1772fef112ba3141047022b0
/cookbooks/mistral-data_generation-synthetic_data_gen_and_finetuneFine-tuning with Synthetically Generated Data - Mistral AI CookbookLearn Fine-tuning with Synthetically Generated Data with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Fine-tuning+with+Synthetically+Generated+Data&descri…ac43737b1772fef112ba3141047022b0Fine-tuning with Synthetically Generated Data - Mistral AI CookbookLearn Fine-tuning with Synthetically Generated Data with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Fine-tuning+with+Synthetically+Generated+Data&descri…ac43737b1772fef112ba3141047022b0
/cookbooks/mistral-evaluation-evaluationHow to evaluate LLMs - Mistral AI CookbookLearn How to evaluate LLMs with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=How+to+evaluate+LLMs&description=Learn+How+to+evalua…ac43737b1772fef112ba3141047022b0How to evaluate LLMs - Mistral AI CookbookLearn How to evaluate LLMs with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=How+to+evaluate+LLMs&description=Learn+How+to+evalua…ac43737b1772fef112ba3141047022b0
/cookbooks/mistral-evaluation-rag_evaluationEvaluating RAG: Using Mistral Models for LLM as a Judge (With Structured Outputs) - Mistral AI CookbookLearn Evaluating RAG: Using Mistral Models for LLM as a Judge (With Structured Outputs) with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Evaluating+RAG%3A+Using+Mistral+Models+for+LLM+as+a+…ac43737b1772fef112ba3141047022b0Evaluating RAG: Using Mistral Models for LLM as a Judge (With Structured Outputs) - Mistral AI CookbookLearn Evaluating RAG: Using Mistral Models for LLM as a Judge (With Structured Outputs) with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Evaluating+RAG%3A+Using+Mistral+Models+for+LLM+as+a+…ac43737b1772fef112ba3141047022b0
/cookbooks/mistral-lechat_custom_mcp_server-tic-tac-toe-readmeBuild a Custom MCP Server on LeChat: Tic-Tac-Toe with MistralAI - Mistral AI CookbookLearn Build a Custom MCP Server on LeChat: Tic-Tac-Toe with MistralAI with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Build+a+Custom+MCP+Server+on+LeChat%3A+Tic-Tac-Toe+w…ac43737b1772fef112ba3141047022b0Build a Custom MCP Server on LeChat: Tic-Tac-Toe with MistralAI - Mistral AI CookbookLearn Build a Custom MCP Server on LeChat: Tic-Tac-Toe with MistralAI with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Build+a+Custom+MCP+Server+on+LeChat%3A+Tic-Tac-Toe+w…ac43737b1772fef112ba3141047022b0
/cookbooks/mistral-ocr-document_understandingChat with your Documents with built-in Document QnA - Mistral AI CookbookLearn Chat with your Documents with built-in Document QnA with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Chat+with+your+Documents+with+built-in+Document+QnA&…ac43737b1772fef112ba3141047022b0Chat with your Documents with built-in Document QnA - Mistral AI CookbookLearn Chat with your Documents with built-in Document QnA with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Chat+with+your+Documents+with+built-in+Document+QnA&…ac43737b1772fef112ba3141047022b0
/cookbooks/mistral-ocr-documentchunking-readmeDocument Chunking - Mistral AI CookbookLearn Document Chunking with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Document+Chunking&description=Learn+Document+Chunkin…ac43737b1772fef112ba3141047022b0Document Chunking - Mistral AI CookbookLearn Document Chunking with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Document+Chunking&description=Learn+Document+Chunkin…ac43737b1772fef112ba3141047022b0
/cookbooks/mistral-ocr-product_datasheet_analysis-product_datasheet_analysisProduct Datasheet Analysis using Document AI - Mistral AI CookbookLearn Product Datasheet Analysis using Document AI with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Product+Datasheet+Analysis+using+Document+AI&descrip…ac43737b1772fef112ba3141047022b0Product Datasheet Analysis using Document AI - Mistral AI CookbookLearn Product Datasheet Analysis using Document AI with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Product+Datasheet+Analysis+using+Document+AI&descrip…ac43737b1772fef112ba3141047022b0
/cookbooks/mistral-ocr-tool_usageDocument Comprehension with Any Model via Tool Usage and OCR - Mistral AI CookbookLearn Document Comprehension with Any Model via Tool Usage and OCR with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Document+Comprehension+with+Any+Model+via+Tool+Usage…ac43737b1772fef112ba3141047022b0Document Comprehension with Any Model via Tool Usage and OCR - Mistral AI CookbookLearn Document Comprehension with Any Model via Tool Usage and OCR with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Document+Comprehension+with+Any+Model+via+Tool+Usage…ac43737b1772fef112ba3141047022b0
/cookbooks/mistral-rag-mistral-reference-ragWeb Search with References - Mistral AI CookbookLearn Web Search with References with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Web+Search+with+References&description=Learn+Web+Sea…ac43737b1772fef112ba3141047022b0Web Search with References - Mistral AI CookbookLearn Web Search with References with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Web+Search+with+References&description=Learn+Web+Sea…ac43737b1772fef112ba3141047022b0
/cookbooks/third_party-azure_ai_search-azure_ai_search_ragRAG with Mistral AI, Azure AI Search and Azure AI Studio - Mistral AI CookbookLearn RAG with Mistral AI, Azure AI Search and Azure AI Studio with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=RAG+with+Mistral+AI%2C+Azure+AI+Search+and+Azure+AI+…ac43737b1772fef112ba3141047022b0RAG with Mistral AI, Azure AI Search and Azure AI Studio - Mistral AI CookbookLearn RAG with Mistral AI, Azure AI Search and Azure AI Studio with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=RAG+with+Mistral+AI%2C+Azure+AI+Search+and+Azure+AI+…ac43737b1772fef112ba3141047022b0
/cookbooks/third_party-camel_ai-camel_graph_rag🐫 Using CAMEL to Do Graph RAG with Mistral Models - Mistral AI CookbookLearn 🐫 Using CAMEL to Do Graph RAG with Mistral Models with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=%F0%9F%90%AB+Using+CAMEL+to+Do+Graph+RAG+with+Mistra…ac43737b1772fef112ba3141047022b0🐫 Using CAMEL to Do Graph RAG with Mistral Models - Mistral AI CookbookLearn 🐫 Using CAMEL to Do Graph RAG with Mistral Models with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=%F0%9F%90%AB+Using+CAMEL+to+Do+Graph+RAG+with+Mistra…ac43737b1772fef112ba3141047022b0
/cookbooks/third_party-camel_ai-camel_roleplaying_scraper🐫 CAMEL Role-Playing Scraper for Report & Knowledge Graph Generation - Mistral AI CookbookLearn 🐫 CAMEL Role-Playing Scraper for Report & Knowledge Graph Generation with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=%F0%9F%90%AB+CAMEL+Role-Playing+Scraper+for+Report+%…ac43737b1772fef112ba3141047022b0🐫 CAMEL Role-Playing Scraper for Report & Knowledge Graph Generation - Mistral AI CookbookLearn 🐫 CAMEL Role-Playing Scraper for Report & Knowledge Graph Generation with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=%F0%9F%90%AB+CAMEL+Role-Playing+Scraper+for+Report+%…ac43737b1772fef112ba3141047022b0
/cookbooks/third_party-chainlit-chainlit_mistral_reasoningBuild a Chainlit App with Mistral AI - Mistral AI CookbookLearn Build a Chainlit App with Mistral AI with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Build+a+Chainlit+App+with+Mistral+AI&description=Lea…ac43737b1772fef112ba3141047022b0Build a Chainlit App with Mistral AI - Mistral AI CookbookLearn Build a Chainlit App with Mistral AI with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Build+a+Chainlit+App+with+Mistral+AI&description=Lea…ac43737b1772fef112ba3141047022b0
/cookbooks/third_party-haystack-haystack_chat_with_docsUsing Mistral AI with Haystack - Mistral AI CookbookLearn Using Mistral AI with Haystack with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Using+Mistral+AI+with+Haystack&description=Learn+Usi…ac43737b1772fef112ba3141047022b0Using Mistral AI with Haystack - Mistral AI CookbookLearn Using Mistral AI with Haystack with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Using+Mistral+AI+with+Haystack&description=Learn+Usi…ac43737b1772fef112ba3141047022b0
/cookbooks/third_party-indexify-pdf-summarization-pdf-summarizationPDF Summarization with Indexify and Mistral - Mistral AI CookbookLearn PDF Summarization with Indexify and Mistral with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=PDF+Summarization+with+Indexify+and+Mistral&descript…ac43737b1772fef112ba3141047022b0PDF Summarization with Indexify and Mistral - Mistral AI CookbookLearn PDF Summarization with Indexify and Mistral with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=PDF+Summarization+with+Indexify+and+Mistral&descript…ac43737b1772fef112ba3141047022b0
/cookbooks/third_party-langtrace-langtrace_mistralRAG Observability with Mistral AI and Langtrace - Mistral AI CookbookLearn RAG Observability with Mistral AI and Langtrace with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=RAG+Observability+with+Mistral+AI+and+Langtrace&desc…ac43737b1772fef112ba3141047022b0RAG Observability with Mistral AI and Langtrace - Mistral AI CookbookLearn RAG Observability with Mistral AI and Langtrace with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=RAG+Observability+with+Mistral+AI+and+Langtrace&desc…ac43737b1772fef112ba3141047022b0
/cookbooks/third_party-llamaindex-llamaindex_agentic_ragUsing Mistral AI with LlamaIndex - Mistral AI CookbookLearn Using Mistral AI with LlamaIndex with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Using+Mistral+AI+with+LlamaIndex&description=Learn+U…ac43737b1772fef112ba3141047022b0Using Mistral AI with LlamaIndex - Mistral AI CookbookLearn Using Mistral AI with LlamaIndex with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Using+Mistral+AI+with+LlamaIndex&description=Learn+U…ac43737b1772fef112ba3141047022b0
/cookbooks/third_party-llamaindex-propertygraphs-property_graph_predefined_schemaProperty Graph with Pre-defined Schemas - Mistral AI CookbookLearn Property Graph with Pre-defined Schemas with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Property+Graph+with+Pre-defined+Schemas&description=…ac43737b1772fef112ba3141047022b0Property Graph with Pre-defined Schemas - Mistral AI CookbookLearn Property Graph with Pre-defined Schemas with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Property+Graph+with+Pre-defined+Schemas&description=…ac43737b1772fef112ba3141047022b0
/cookbooks/third_party-mesop-readmeChat with Your PDF using Mistral and Mesop - Mistral AI CookbookLearn Chat with Your PDF using Mistral and Mesop with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Chat+with+Your+PDF+using+Mistral+and+Mesop&descripti…ac43737b1772fef112ba3141047022b0Chat with Your PDF using Mistral and Mesop - Mistral AI CookbookLearn Chat with Your PDF using Mistral and Mesop with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Chat+with+Your+PDF+using+Mistral+and+Mesop&descripti…ac43737b1772fef112ba3141047022b0
/cookbooks/third_party-milvus-milvus_rag_french_parliamentBuild a RAG application with Milvus Lite, Mistral and Llama-index - Mistral AI CookbookLearn Build a RAG application with Milvus Lite, Mistral and Llama-index with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Build+a+RAG+application+with+Milvus+Lite%2C+Mistral+…ac43737b1772fef112ba3141047022b0Build a RAG application with Milvus Lite, Mistral and Llama-index - Mistral AI CookbookLearn Build a RAG application with Milvus Lite, Mistral and Llama-index with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Build+a+RAG+application+with+Milvus+Lite%2C+Mistral+…ac43737b1772fef112ba3141047022b0
/cookbooks/third_party-mongodb-mongodb_mistralRAG with Mistral AI and MongoDB - Mistral AI CookbookLearn RAG with Mistral AI and MongoDB with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=RAG+with+Mistral+AI+and+MongoDB&description=Learn+RA…ac43737b1772fef112ba3141047022b0RAG with Mistral AI and MongoDB - Mistral AI CookbookLearn RAG with Mistral AI and MongoDB with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=RAG+with+Mistral+AI+and+MongoDB&description=Learn+RA…ac43737b1772fef112ba3141047022b0
/cookbooks/third_party-neon-neon_text_to_sqlBuilding a Text-to-SQL conversion system with Mistral AI, Neon, and LangChain - Mistral AI CookbookLearn Building a Text-to-SQL conversion system with Mistral AI, Neon, and LangChain with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Building+a+Text-to-SQL+conversion+system+with+Mistra…ac43737b1772fef112ba3141047022b0Building a Text-to-SQL conversion system with Mistral AI, Neon, and LangChain - Mistral AI CookbookLearn Building a Text-to-SQL conversion system with Mistral AI, Neon, and LangChain with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Building+a+Text-to-SQL+conversion+system+with+Mistra…ac43737b1772fef112ba3141047022b0
/cookbooks/third_party-phoenix-arize_phoenix_evaluate_ragRAG Observability with Mistral AI and Phoenix - Mistral AI CookbookLearn RAG Observability with Mistral AI and Phoenix with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=RAG+Observability+with+Mistral+AI+and+Phoenix&descri…ac43737b1772fef112ba3141047022b0RAG Observability with Mistral AI and Phoenix - Mistral AI CookbookLearn RAG Observability with Mistral AI and Phoenix with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=RAG+Observability+with+Mistral+AI+and+Phoenix&descri…ac43737b1772fef112ba3141047022b0
/cookbooks/third_party-pinecone-pinecone_ragRAG with Mistral AI and Pinecone - Mistral AI CookbookLearn RAG with Mistral AI and Pinecone with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=RAG+with+Mistral+AI+and+Pinecone&description=Learn+R…ac43737b1772fef112ba3141047022b0RAG with Mistral AI and Pinecone - Mistral AI CookbookLearn RAG with Mistral AI and Pinecone with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=RAG+with+Mistral+AI+and+Pinecone&description=Learn+R…ac43737b1772fef112ba3141047022b0
/cookbooks/third_party-streamlit-readmeChat with Your PDF using Mistral and Streamlit - Mistral AI CookbookLearn Chat with Your PDF using Mistral and Streamlit with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Chat+with+Your+PDF+using+Mistral+and+Streamlit&descr…ac43737b1772fef112ba3141047022b0Chat with Your PDF using Mistral and Streamlit - Mistral AI CookbookLearn Chat with Your PDF using Mistral and Streamlit with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Chat+with+Your+PDF+using+Mistral+and+Streamlit&descr…ac43737b1772fef112ba3141047022b0
/cookbooks/third_party-wandb-02_finetune_and_evalMistral and Weights & Biases: Finetune an LLM judge so detect hallucination - Mistral AI CookbookLearn Mistral and Weights & Biases: Finetune an LLM judge so detect hallucination with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Mistral+and+Weights+%26+Biases%3A+Finetune+an+LLM+ju…ac43737b1772fef112ba3141047022b0Mistral and Weights & Biases: Finetune an LLM judge so detect hallucination - Mistral AI CookbookLearn Mistral and Weights & Biases: Finetune an LLM judge so detect hallucination with practical examples and code snippets using Mistral AI's LLMs.//api/og?title=Mistral+and+Weights+%26+Biases%3A+Finetune+an+LLM+ju…ac43737b1772fef112ba3141047022b0
/deployment/ai-studioMistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=deployment+%3E+ai-studio&type=generic&description=B…+to+Mistral+AI%27s+DocumentationMistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=deployment+%3E+ai-studio&type=generic&description=B…+to+Mistral+AI%27s+Documentation
/deployment/cloudCloud | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=deployment+%3E+cloud&title=Cloud&type=generic&descr…+to+Mistral+AI%27s+DocumentationCloud | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=deployment+%3E+cloud&title=Cloud&type=generic&descr…+to+Mistral+AI%27s+Documentation
/deployment/cloud/outscaleOutscale | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=deployment+%3E+cloud+%3E+outscale&title=Outscale&ty…+to+Mistral+AI%27s+DocumentationOutscale | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=deployment+%3E+cloud+%3E+outscale&title=Outscale&ty…+to+Mistral+AI%27s+Documentation
/deployment/self-deploymentSelf-Deployment | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=deployment+%3E+self-deployment&title=Self-Deploymen…+to+Mistral+AI%27s+DocumentationSelf-Deployment | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=deployment+%3E+self-deployment&title=Self-Deploymen…+to+Mistral+AI%27s+Documentation
/deployment/self-deployment/cerebriumCerebrium | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=deployment+%3E+self-deployment+%3E+cerebrium&title=…+to+Mistral+AI%27s+DocumentationCerebrium | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=deployment+%3E+self-deployment+%3E+cerebrium&title=…+to+Mistral+AI%27s+Documentation
/deployment/self-deployment/cloudflareCloudflare Workers AI | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=deployment+%3E+self-deployment+%3E+cloudflare&title…+to+Mistral+AI%27s+DocumentationCloudflare Workers AI | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=deployment+%3E+self-deployment+%3E+cloudflare&title…+to+Mistral+AI%27s+Documentation
/deployment/self-deployment/skypilotSkyPilot | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=deployment+%3E+self-deployment+%3E+skypilot&title=S…+to+Mistral+AI%27s+DocumentationSkyPilot | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=deployment+%3E+self-deployment+%3E+skypilot&title=S…+to+Mistral+AI%27s+Documentation
/deployment/self-deployment/tgiTGI | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=deployment+%3E+self-deployment+%3E+tgi&title=TGI&ty…+to+Mistral+AI%27s+DocumentationTGI | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=deployment+%3E+self-deployment+%3E+tgi&title=TGI&ty…+to+Mistral+AI%27s+Documentation
/deployment/self-deployment/trtTensorRT | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=deployment+%3E+self-deployment+%3E+trt&title=Tensor…+to+Mistral+AI%27s+DocumentationTensorRT | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=deployment+%3E+self-deployment+%3E+trt&title=Tensor…+to+Mistral+AI%27s+Documentation
/deployment/self-deployment/vllmvLLM | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=deployment+%3E+self-deployment+%3E+vllm&title=vLLM&…+to+Mistral+AI%27s+DocumentationvLLM | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=deployment+%3E+self-deployment+%3E+vllm&title=vLLM&…+to+Mistral+AI%27s+Documentation
/deprecated/customizationModel Customization | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=deprecated+%3E+customization&title=Model+Customizat…+to+Mistral+AI%27s+DocumentationModel Customization | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=deprecated+%3E+customization&title=Model+Customizat…+to+Mistral+AI%27s+Documentation
/deprecated/finetuningMistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=deprecated+%3E+finetuning&type=generic&description=…+to+Mistral+AI%27s+DocumentationMistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=deprecated+%3E+finetuning&type=generic&description=…+to+Mistral+AI%27s+Documentation
/deprecated/safe_promptSafe Prompt | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=deprecated+%3E+safe+prompt&title=Safe+Prompt&type=g…+to+Mistral+AI%27s+DocumentationSafe Prompt | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=deprecated+%3E+safe+prompt&title=Safe+Prompt&type=g…+to+Mistral+AI%27s+Documentation
/getting-started/changelogChangelogFind out about all the latest changes to our tool./api/og?title=Changelog&description=Find%20out%20about%20all%20the%…aw=Changelog&image=/ogs/docs.pngChangelogFind out about all the latest changes to our tool./api/og?title=Changelog&description=Find%20out%20about%20all%20the%…aw=Changelog&image=/ogs/docs.png
/getting-started/clientsSDK Clients | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=getting-started+%3E+clients&title=SDK+Clients&type=…+to+Mistral+AI%27s+DocumentationSDK Clients | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=getting-started+%3E+clients&title=SDK+Clients&type=…+to+Mistral+AI%27s+Documentation
/getting-started/glossaryGlossary | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=getting-started+%3E+glossary&title=Glossary&type=ge…+to+Mistral+AI%27s+DocumentationGlossary | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=getting-started+%3E+glossary&title=Glossary&type=ge…+to+Mistral+AI%27s+Documentation
/getting-started/introductionMistral AI DocumentationLearn how to deploy and use Mistral AI's Large Language Models with our comprehensive documentation, guides, and tutorials.//api/og?title=Documentation&description=Bienvenue+to+Mistral+AI%E2…ac43737b1772fef112ba3141047022b0Mistral AI DocumentationLearn how to deploy and use Mistral AI's Large Language Models with our comprehensive documentation, guides, and tutorials.//api/og?title=Documentation&description=Bienvenue+to+Mistral+AI%E2…ac43737b1772fef112ba3141047022b0
/getting-started/models
/getting-started/models/compareCompare Models | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=getting-started+%3E+models+%3E+compare&title=Compar…+to+Mistral+AI%27s+DocumentationCompare Models | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=getting-started+%3E+models+%3E+compare&title=Compar…+to+Mistral+AI%27s+Documentation
/getting-started/models/compare?models=mistral-medium-3-1-25-08Compare Models | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=getting-started+%3E+models+%3E+compare&title=Compar…+to+Mistral+AI%27s+DocumentationCompare Models | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=getting-started+%3E+models+%3E+compare&title=Compar…+to+Mistral+AI%27s+Documentation
/getting-started/quickstartQuickstart | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=getting-started+%3E+quickstart&title=Quickstart&typ…+to+Mistral+AI%27s+DocumentationQuickstart | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=getting-started+%3E+quickstart&title=Quickstart&typ…+to+Mistral+AI%27s+Documentation
/mistral-vibe/agents-skillsAgents & Skills | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=mistral-vibe+%3E+agents-skills&title=Agents+%26+Ski…+to+Mistral+AI%27s+DocumentationAgents & Skills | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=mistral-vibe+%3E+agents-skills&title=Agents+%26+Ski…+to+Mistral+AI%27s+Documentation
/mistral-vibe/introductionCLI Introduction | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=mistral-vibe+%3E+introduction&title=CLI+Introductio…+to+Mistral+AI%27s+DocumentationCLI Introduction | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=mistral-vibe+%3E+introduction&title=CLI+Introductio…+to+Mistral+AI%27s+Documentation
/mistral-vibe/introduction/configurationConfiguration | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=mistral-vibe+%3E+introduction+%3E+configuration&tit…+to+Mistral+AI%27s+DocumentationConfiguration | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=mistral-vibe+%3E+introduction+%3E+configuration&tit…+to+Mistral+AI%27s+Documentation
/mistral-vibe/localOffline / Local | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=mistral-vibe+%3E+local&title=Offline+%2F+Local&type…+to+Mistral+AI%27s+DocumentationOffline / Local | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=mistral-vibe+%3E+local&title=Offline+%2F+Local&type…+to+Mistral+AI%27s+Documentation
/models/codestral-24-05Codestral - Mistral AIOur first cutting-edge language model for coding and FIM, released under the MNPL license.//api/og?title=Codestral&description=Our+first+cutting-edge+languag…ac43737b1772fef112ba3141047022b0Codestral - Mistral AIOur first cutting-edge language model for coding and FIM, released under the MNPL license.//api/og?title=Codestral&description=Our+first+cutting-edge+languag…ac43737b1772fef112ba3141047022b0
/models/codestral-25-01Codestral - Mistral AIOur cutting-edge language model for coding. Codestral specializes in low-latency, high-frequency tasks such as fill-in-the-middle (FIM), code correction and test generation.//api/og?title=Codestral&description=Our+cutting-edge+language+mode…ac43737b1772fef112ba3141047022b0Codestral - Mistral AIOur cutting-edge language model for coding. Codestral specializes in low-latency, high-frequency tasks such as fill-in-the-middle (FIM), code correction and test generation.//api/og?title=Codestral&description=Our+cutting-edge+language+mode…ac43737b1772fef112ba3141047022b0
/models/codestral-25-08Codestral - Mistral AIOur cutting-edge language model for code completion released end of July 2025, Codestral specializes in low-latency, high-frequency tasks such as fill-in-the-middle (FIM) and code generation.//api/og?title=Codestral&description=Our+cutting-edge+language+mode…ac43737b1772fef112ba3141047022b0Codestral - Mistral AIOur cutting-edge language model for code completion released end of July 2025, Codestral specializes in low-latency, high-frequency tasks such as fill-in-the-middle (FIM) and code generation.//api/og?title=Codestral&description=Our+cutting-edge+language+mode…ac43737b1772fef112ba3141047022b0
/models/codestral-embed-25-05Codestral Embed - Mistral AIOur state-of-the-art semantic for extracting representation of code extracts//api/og?title=Codestral+Embed&description=Our+state-of-the-art+sem…ac43737b1772fef112ba3141047022b0Codestral Embed - Mistral AIOur state-of-the-art semantic for extracting representation of code extracts//api/og?title=Codestral+Embed&description=Our+state-of-the-art+sem…ac43737b1772fef112ba3141047022b0
/models/codestral-mamba-7b-0-1Codestral Mamba 7B - Mistral AIA coding dedicated model using a mamba 2 architecture for research purposes under an open license.//api/og?title=Codestral+Mamba+7B&description=A+coding+dedicated+mo…ac43737b1772fef112ba3141047022b0Codestral Mamba 7B - Mistral AIA coding dedicated model using a mamba 2 architecture for research purposes under an open license.//api/og?title=Codestral+Mamba+7B&description=A+coding+dedicated+mo…ac43737b1772fef112ba3141047022b0
/models/devstral-2-25-12Devstral 2 - Mistral AIOur frontier code agents model for solving software engineering tasks; excels at using tools to explore codebases, editing multiple files and power software engineering agents.//api/og?title=Devstral+2&description=Our+frontier+code+agents+mode…ac43737b1772fef112ba3141047022b0Devstral 2 - Mistral AIOur frontier code agents model for solving software engineering tasks; excels at using tools to explore codebases, editing multiple files and power software engineering agents.//api/og?title=Devstral+2&description=Our+frontier+code+agents+mode…ac43737b1772fef112ba3141047022b0
/models/devstral-medium-1-0-25-07Devstral Medium 1.0 - Mistral AIAn enterprise grade text model, that excels at using tools to explore codebases, editing multiple files and power software engineering agents.//api/og?title=Devstral+Medium+1.0&description=An+enterprise+grade+…ac43737b1772fef112ba3141047022b0Devstral Medium 1.0 - Mistral AIAn enterprise grade text model, that excels at using tools to explore codebases, editing multiple files and power software engineering agents.//api/og?title=Devstral+Medium+1.0&description=An+enterprise+grade+…ac43737b1772fef112ba3141047022b0
/models/devstral-small-1-0-25-05Devstral Small 1.0 - Mistral AIA 24B text model, open source model that excels at using tools to explore codebases, editing multiple files and power software engineering agents.//api/og?title=Devstral+Small+1.0&description=A+24B+text+model%2C+o…ac43737b1772fef112ba3141047022b0Devstral Small 1.0 - Mistral AIA 24B text model, open source model that excels at using tools to explore codebases, editing multiple files and power software engineering agents.//api/og?title=Devstral+Small+1.0&description=A+24B+text+model%2C+o…ac43737b1772fef112ba3141047022b0
/models/devstral-small-1-1-25-07Devstral Small 1.1 - Mistral AIAn update to our open source model that excels at using tools to explore codebases, editing multiple files and power software engineering agents. Learn more in our [blog post](https://mistral.ai/news/devstral-2507)//api/og?title=Devstral+Small+1.1&description=An+update+to+our+open…ac43737b1772fef112ba3141047022b0Devstral Small 1.1 - Mistral AIAn update to our open source model that excels at using tools to explore codebases, editing multiple files and power software engineering agents. Learn more in our [blog post](https://mistral.ai/news/devstral-2507)//api/og?title=Devstral+Small+1.1&description=An+update+to+our+open…ac43737b1772fef112ba3141047022b0
/models/devstral-small-2-25-12Devstral Small 2 - Mistral AIOur open source model that excels at using tools to explore codebases, editing multiple files and power software engineering agents.//api/og?title=Devstral+Small+2&description=Our+open+source+model+t…ac43737b1772fef112ba3141047022b0Devstral Small 2 - Mistral AIOur open source model that excels at using tools to explore codebases, editing multiple files and power software engineering agents.//api/og?title=Devstral+Small+2&description=Our+open+source+model+t…ac43737b1772fef112ba3141047022b0
/models/labsLabs | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=models+%3E+labs&title=Labs&type=generic&description…+to+Mistral+AI%27s+DocumentationLabs | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=models+%3E+labs&title=Labs&type=generic&description…+to+Mistral+AI%27s+Documentation
/models/leanstral-26-03Leanstral - Mistral AIOur first open-source code agent designed for Lean 4, built for formal proof engineering in realistic repositories. 119B parameters with 6.5B active.//api/og?title=Leanstral&description=Our+first+open-source+code+age…ac43737b1772fef112ba3141047022b0Leanstral - Mistral AIOur first open-source code agent designed for Lean 4, built for formal proof engineering in realistic repositories. 119B parameters with 6.5B active.//api/og?title=Leanstral&description=Our+first+open-source+code+age…ac43737b1772fef112ba3141047022b0
/models/magistral-medium-1-0-25-06Magistral Medium 1.0 - Mistral AIOur first frontier-class reasoning model released June 2025. //api/og?title=Magistral+Medium+1.0&description=Our+first+frontier-…ac43737b1772fef112ba3141047022b0Magistral Medium 1.0 - Mistral AIOur first frontier-class reasoning model released June 2025. //api/og?title=Magistral+Medium+1.0&description=Our+first+frontier-…ac43737b1772fef112ba3141047022b0
/models/magistral-medium-1-1-25-07Magistral Medium 1.1 - Mistral AIOur frontier-class reasoning model released July 2025.//api/og?title=Magistral+Medium+1.1&description=Our+frontier-class+…ac43737b1772fef112ba3141047022b0Magistral Medium 1.1 - Mistral AIOur frontier-class reasoning model released July 2025.//api/og?title=Magistral+Medium+1.1&description=Our+frontier-class+…ac43737b1772fef112ba3141047022b0
/models/magistral-medium-1-2-25-09Magistral Medium 1.2 - Mistral AIOur frontier-class multimodal reasoning model update of September 2025.//api/og?title=Magistral+Medium+1.2&description=Our+frontier-class+…ac43737b1772fef112ba3141047022b0Magistral Medium 1.2 - Mistral AIOur frontier-class multimodal reasoning model update of September 2025.//api/og?title=Magistral+Medium+1.2&description=Our+frontier-class+…ac43737b1772fef112ba3141047022b0
/models/magistral-small-1-0-25-06Magistral Small 1.0 - Mistral AIOur first small reasoning model released June 2025. Learn more in our [blog post](https://mistral.ai/news/magistral/)//api/og?title=Magistral+Small+1.0&description=Our+first+small+reas…ac43737b1772fef112ba3141047022b0Magistral Small 1.0 - Mistral AIOur first small reasoning model released June 2025. Learn more in our [blog post](https://mistral.ai/news/magistral/)//api/og?title=Magistral+Small+1.0&description=Our+first+small+reas…ac43737b1772fef112ba3141047022b0
/models/magistral-small-1-1-25-07Magistral Small 1.1 - Mistral AIOur small reasoning model released July 2025.//api/og?title=Magistral+Small+1.1&description=Our+small+reasoning+…ac43737b1772fef112ba3141047022b0Magistral Small 1.1 - Mistral AIOur small reasoning model released July 2025.//api/og?title=Magistral+Small+1.1&description=Our+small+reasoning+…ac43737b1772fef112ba3141047022b0
/models/magistral-small-1-2-25-09Magistral Small 1.2 - Mistral AIOur small multimodal reasoning model update of September 2025.//api/og?title=Magistral+Small+1.2&description=Our+small+multimodal…ac43737b1772fef112ba3141047022b0Magistral Small 1.2 - Mistral AIOur small multimodal reasoning model update of September 2025.//api/og?title=Magistral+Small+1.2&description=Our+small+multimodal…ac43737b1772fef112ba3141047022b0
/models/mathstral-7b-0-1Mathstral 7B - Mistral AIA math dedicated model for research purposes under an open license.//api/og?title=Mathstral+7B&description=A+math+dedicated+model+for+…ac43737b1772fef112ba3141047022b0Mathstral 7B - Mistral AIA math dedicated model for research purposes under an open license.//api/og?title=Mathstral+7B&description=A+math+dedicated+model+for+…ac43737b1772fef112ba3141047022b0
/models/ministral-3-14b-25-12Ministral 3 14B - Mistral AIMinistral 3 14B is the largest model in the Ministral 3 family, offering state-of-the-art capabilities and performance comparable to its larger Mistral Small 3.2 24B counterpart. Optimized for local deployment, it delivers high performance across diverse hardware, including local setups. //api/og?title=Ministral+3+14B&description=Ministral+3+14B+is+the+l…ac43737b1772fef112ba3141047022b0Ministral 3 14B - Mistral AIMinistral 3 14B is the largest model in the Ministral 3 family, offering state-of-the-art capabilities and performance comparable to its larger Mistral Small 3.2 24B counterpart. Optimized for local deployment, it delivers high performance across diverse hardware, including local setups. //api/og?title=Ministral+3+14B&description=Ministral+3+14B+is+the+l…ac43737b1772fef112ba3141047022b0
/models/ministral-3-3b-25-12Ministral 3 3B - Mistral AIMinistral 3 3B is the smallest and most efficient model in the Ministral 3 family, offering robust language and vision capabilities in a compact package. Designed for edge deployment, it delivers high performance across diverse hardware, including local setups.//api/og?title=Ministral+3+3B&description=Ministral+3+3B+is+the+sma…ac43737b1772fef112ba3141047022b0Ministral 3 3B - Mistral AIMinistral 3 3B is the smallest and most efficient model in the Ministral 3 family, offering robust language and vision capabilities in a compact package. Designed for edge deployment, it delivers high performance across diverse hardware, including local setups.//api/og?title=Ministral+3+3B&description=Ministral+3+3B+is+the+sma…ac43737b1772fef112ba3141047022b0
/models/ministral-3-8b-25-12Ministral 3 8B - Mistral AIMinistral 3 8B is a powerful and efficient model in the Ministral 3 family, offering best-in-class text and vision capabilities. Built for edge deployment, it delivers high performance across diverse hardware, including local setups.//api/og?title=Ministral+3+8B&description=Ministral+3+8B+is+a+power…ac43737b1772fef112ba3141047022b0Ministral 3 8B - Mistral AIMinistral 3 8B is a powerful and efficient model in the Ministral 3 family, offering best-in-class text and vision capabilities. Built for edge deployment, it delivers high performance across diverse hardware, including local setups.//api/og?title=Ministral+3+8B&description=Ministral+3+8B+is+a+power…ac43737b1772fef112ba3141047022b0
/models/ministral-3b-24-1Ministral 3B - Mistral AIWorld’s best edge model.//api/og?title=Ministral+3B&description=World%E2%80%99s+best+edge+m…ac43737b1772fef112ba3141047022b0Ministral 3B - Mistral AIWorld’s best edge model.//api/og?title=Ministral+3B&description=World%E2%80%99s+best+edge+m…ac43737b1772fef112ba3141047022b0
/models/ministral-8b-24-1Ministral 8B - Mistral AIPowerful edge model with extremely high performance/price ratio. Learn more in our [blog post](https://mistral.ai/news/ministraux/)//api/og?title=Ministral+8B&description=Powerful+edge+model+with+ex…ac43737b1772fef112ba3141047022b0Ministral 8B - Mistral AIPowerful edge model with extremely high performance/price ratio. Learn more in our [blog post](https://mistral.ai/news/ministraux/)//api/og?title=Ministral+8B&description=Powerful+edge+model+with+ex…ac43737b1772fef112ba3141047022b0
/models/mistral-7b-0-1Mistral 7B - Mistral AIOur very first open model, SOTA competing against models up to 2 to 3x larger.//api/og?title=Mistral+7B&description=Our+very+first+open+model%2C+…ac43737b1772fef112ba3141047022b0Mistral 7B - Mistral AIOur very first open model, SOTA competing against models up to 2 to 3x larger.//api/og?title=Mistral+7B&description=Our+very+first+open+model%2C+…ac43737b1772fef112ba3141047022b0
/models/mistral-7b-0-2Mistral 7B - Mistral AIAn update to our first open model with better context.//api/og?title=Mistral+7B&description=An+update+to+our+first+open+m…ac43737b1772fef112ba3141047022b0Mistral 7B - Mistral AIAn update to our first open model with better context.//api/og?title=Mistral+7B&description=An+update+to+our+first+open+m…ac43737b1772fef112ba3141047022b0
/models/mistral-7b-0-3Mistral 7B - Mistral AIA minor update to our first open model.//api/og?title=Mistral+7B&description=A+minor+update+to+our+first+o…ac43737b1772fef112ba3141047022b0Mistral 7B - Mistral AIA minor update to our first open model.//api/og?title=Mistral+7B&description=A+minor+update+to+our+first+o…ac43737b1772fef112ba3141047022b0
/models/mistral-embed-23-12Mistral Embed - Mistral AIOur state-of-the-art semantic for extracting representation of code extracts//api/og?title=Mistral+Embed&description=Our+state-of-the-art+seman…ac43737b1772fef112ba3141047022b0Mistral Embed - Mistral AIOur state-of-the-art semantic for extracting representation of code extracts//api/og?title=Mistral+Embed&description=Our+state-of-the-art+seman…ac43737b1772fef112ba3141047022b0
/models/mistral-large-1-0-24-02Mistral Large 1.0 - Mistral AIOur first and larger SOTA model for enterprise use cases with powerfull chat capabilities.//api/og?title=Mistral+Large+1.0&description=Our+first+and+larger+S…ac43737b1772fef112ba3141047022b0Mistral Large 1.0 - Mistral AIOur first and larger SOTA model for enterprise use cases with powerfull chat capabilities.//api/og?title=Mistral+Large+1.0&description=Our+first+and+larger+S…ac43737b1772fef112ba3141047022b0
/models/mistral-large-2-0-24-07Mistral Large 2.0 - Mistral AIA powerfull model with open weights under a MRL license, competing agains SOTA much larger models.//api/og?title=Mistral+Large+2.0&description=A+powerfull+model+with…ac43737b1772fef112ba3141047022b0Mistral Large 2.0 - Mistral AIA powerfull model with open weights under a MRL license, competing agains SOTA much larger models.//api/og?title=Mistral+Large+2.0&description=A+powerfull+model+with…ac43737b1772fef112ba3141047022b0
/models/mistral-large-2-1-24-11Mistral Large 2.1 - Mistral AIOur top-tier large model for high-complexity tasks with the lastest version released November 2024.//api/og?title=Mistral+Large+2.1&description=Our+top-tier+large+mod…ac43737b1772fef112ba3141047022b0Mistral Large 2.1 - Mistral AIOur top-tier large model for high-complexity tasks with the lastest version released November 2024.//api/og?title=Mistral+Large+2.1&description=Our+top-tier+large+mod…ac43737b1772fef112ba3141047022b0
/models/mistral-large-3-25-12Mistral Large 3 - Mistral AIMistral Large 3, is a state-of-the-art, open-weight, general-purpose multimodal model with a granular Mixture-of-Experts architecture. It features 41B active parameters and 675B total parameters.//api/og?title=Mistral+Large+3&description=Mistral+Large+3%2C+is+a+…ac43737b1772fef112ba3141047022b0Mistral Large 3 - Mistral AIMistral Large 3, is a state-of-the-art, open-weight, general-purpose multimodal model with a granular Mixture-of-Experts architecture. It features 41B active parameters and 675B total parameters.//api/og?title=Mistral+Large+3&description=Mistral+Large+3%2C+is+a+…ac43737b1772fef112ba3141047022b0
/models/mistral-medium-1-0-23-12Mistral Medium 1.0 - Mistral AIOur first SOTA enterprise grade model.//api/og?title=Mistral+Medium+1.0&description=Our+first+SOTA+enterp…ac43737b1772fef112ba3141047022b0Mistral Medium 1.0 - Mistral AIOur first SOTA enterprise grade model.//api/og?title=Mistral+Medium+1.0&description=Our+first+SOTA+enterp…ac43737b1772fef112ba3141047022b0
/models/mistral-medium-3-1-25-08Mistral Medium 3.1 - Mistral AIOur frontier-class multimodal model released August 2025. Improving tone and performance.//api/og?title=Mistral+Medium+3.1&description=Our+frontier-class+mu…ac43737b1772fef112ba3141047022b0Mistral Medium 3.1 - Mistral AIOur frontier-class multimodal model released August 2025. Improving tone and performance.//api/og?title=Mistral+Medium+3.1&description=Our+frontier-class+mu…ac43737b1772fef112ba3141047022b0
/models/mistral-medium-3-25-05Mistral Medium 3 - Mistral AIOur frontier-class multimodal model released May 2025. Learn more in our [blog post](https://mistral.ai/news/mistral-medium-3/)//api/og?title=Mistral+Medium+3&description=Our+frontier-class+mult…ac43737b1772fef112ba3141047022b0Mistral Medium 3 - Mistral AIOur frontier-class multimodal model released May 2025. Learn more in our [blog post](https://mistral.ai/news/mistral-medium-3/)//api/og?title=Mistral+Medium+3&description=Our+frontier-class+mult…ac43737b1772fef112ba3141047022b0
/models/mistral-moderation-24-11Mistral Moderation - Mistral AIOur moderation service that enables our users to detect harmful text content//api/og?title=Mistral+Moderation&description=Our+moderation+servic…ac43737b1772fef112ba3141047022b0Mistral Moderation - Mistral AIOur moderation service that enables our users to detect harmful text content//api/og?title=Mistral+Moderation&description=Our+moderation+servic…ac43737b1772fef112ba3141047022b0
/models/mistral-moderation-26-03Mistral Moderation 2 - Mistral AIOur latest moderation model with 128k context window and jailbreaking detection, based on Ministral 3B. Strong performance on complex multilingual data including long multi-turn conversations.//api/og?title=Mistral+Moderation+2&description=Our+latest+moderati…ac43737b1772fef112ba3141047022b0Mistral Moderation 2 - Mistral AIOur latest moderation model with 128k context window and jailbreaking detection, based on Ministral 3B. Strong performance on complex multilingual data including long multi-turn conversations.//api/og?title=Mistral+Moderation+2&description=Our+latest+moderati…ac43737b1772fef112ba3141047022b0
/models/mistral-nemo-12b-24-07Mistral Nemo 12B - Mistral AIOur best multilingual open source model released July 2024.//api/og?title=Mistral+Nemo+12B&description=Our+best+multilingual+o…ac43737b1772fef112ba3141047022b0Mistral Nemo 12B - Mistral AIOur best multilingual open source model released July 2024.//api/og?title=Mistral+Nemo+12B&description=Our+best+multilingual+o…ac43737b1772fef112ba3141047022b0
/models/mistral-nextMistral Next - Mistral AIA prototype model, designed to be brief and concise.//api/og?title=Mistral+Next&description=A+prototype+model%2C+design…ac43737b1772fef112ba3141047022b0Mistral Next - Mistral AIA prototype model, designed to be brief and concise.//api/og?title=Mistral+Next&description=A+prototype+model%2C+design…ac43737b1772fef112ba3141047022b0
/models/mistral-saba-25-02Mistral Saba - Mistral AIA finetuned Small model trained on meticulously curated datasets from across the Middle East and South Asia.//api/og?title=Mistral+Saba&description=A+finetuned+Small+model+tra…ac43737b1772fef112ba3141047022b0Mistral Saba - Mistral AIA finetuned Small model trained on meticulously curated datasets from across the Middle East and South Asia.//api/og?title=Mistral+Saba&description=A+finetuned+Small+model+tra…ac43737b1772fef112ba3141047022b0
/models/mistral-small-1-0-24-02Mistral Small 1.0 - Mistral AIAn enterprise grade small model for efficiency.//api/og?title=Mistral+Small+1.0&description=An+enterprise+grade+sm…ac43737b1772fef112ba3141047022b0Mistral Small 1.0 - Mistral AIAn enterprise grade small model for efficiency.//api/og?title=Mistral+Small+1.0&description=An+enterprise+grade+sm…ac43737b1772fef112ba3141047022b0
/models/mistral-small-2-0-24-09Mistral Small 2.0 - Mistral AIAn update to our efficient small model with open weights under an MRL license.//api/og?title=Mistral+Small+2.0&description=An+update+to+our+effic…ac43737b1772fef112ba3141047022b0Mistral Small 2.0 - Mistral AIAn update to our efficient small model with open weights under an MRL license.//api/og?title=Mistral+Small+2.0&description=An+update+to+our+effic…ac43737b1772fef112ba3141047022b0
/models/mistral-small-3-0-25-01Mistral Small 3.0 - Mistral AIA small efficient and powerfull 24B open model for personal or commercial use.//api/og?title=Mistral+Small+3.0&description=A+small+efficient+and+…ac43737b1772fef112ba3141047022b0Mistral Small 3.0 - Mistral AIA small efficient and powerfull 24B open model for personal or commercial use.//api/og?title=Mistral+Small+3.0&description=A+small+efficient+and+…ac43737b1772fef112ba3141047022b0
/models/mistral-small-3-1-25-03Mistral Small 3.1 - Mistral AIA new leader in the small models category with image understanding capabilities, released March 2025.//api/og?title=Mistral+Small+3.1&description=A+new+leader+in+the+sm…ac43737b1772fef112ba3141047022b0Mistral Small 3.1 - Mistral AIA new leader in the small models category with image understanding capabilities, released March 2025.//api/og?title=Mistral+Small+3.1&description=A+new+leader+in+the+sm…ac43737b1772fef112ba3141047022b0
/models/mistral-small-3-2-25-06Mistral Small 3.2 - Mistral AIAn update to our previous small model, released June 2025.//api/og?title=Mistral+Small+3.2&description=An+update+to+our+previ…ac43737b1772fef112ba3141047022b0Mistral Small 3.2 - Mistral AIAn update to our previous small model, released June 2025.//api/og?title=Mistral+Small+3.2&description=An+update+to+our+previ…ac43737b1772fef112ba3141047022b0
/models/mistral-small-4-0-26-03Mistral Small 4 - Mistral AIOur powerful hybrid model unifying instruct, reasoning, and coding capabilities in a single model. 119B parameters with 6.5B active.//api/og?title=Mistral+Small+4&description=Our+powerful+hybrid+mode…ac43737b1772fef112ba3141047022b0Mistral Small 4 - Mistral AIOur powerful hybrid model unifying instruct, reasoning, and coding capabilities in a single model. 119B parameters with 6.5B active.//api/og?title=Mistral+Small+4&description=Our+powerful+hybrid+mode…ac43737b1772fef112ba3141047022b0
/models/mistral-small-creative-25-12Mistral Small Creative - Mistral AIAn experimental specialized small model trained on meticulously curated data, designed for creative writing, narrative generation, roleplay and character-driven dialog, general-purpose instruction following and conversational agents.//api/og?title=Mistral+Small+Creative&description=An+experimental+s…ac43737b1772fef112ba3141047022b0Mistral Small Creative - Mistral AIAn experimental specialized small model trained on meticulously curated data, designed for creative writing, narrative generation, roleplay and character-driven dialog, general-purpose instruction following and conversational agents.//api/og?title=Mistral+Small+Creative&description=An+experimental+s…ac43737b1772fef112ba3141047022b0
/models/mixtral-8x22b-0-1-0-3Mixtral 8x22B - Mistral AIA large open MoE model competing with much larger dense models.//api/og?title=Mixtral+8x22B&description=A+large+open+MoE+model+com…ac43737b1772fef112ba3141047022b0Mixtral 8x22B - Mistral AIA large open MoE model competing with much larger dense models.//api/og?title=Mixtral+8x22B&description=A+large+open+MoE+model+com…ac43737b1772fef112ba3141047022b0
/models/mixtral-8x7b-0-1Mixtral 8x7B - Mistral AIOur first open MoE model, SOTA competing against models up to 2 to 3x larger.//api/og?title=Mixtral+8x7B&description=Our+first+open+MoE+model%2C…ac43737b1772fef112ba3141047022b0Mixtral 8x7B - Mistral AIOur first open MoE model, SOTA competing against models up to 2 to 3x larger.//api/og?title=Mixtral+8x7B&description=Our+first+open+MoE+model%2C…ac43737b1772fef112ba3141047022b0
/models/ocr-2-25-05OCR 2 - Mistral AIOur OCR service powering our Document AI stack that enables our users to extract interleaved text and images//api/og?title=OCR+2&description=Our+OCR+service+powering+our+Docum…ac43737b1772fef112ba3141047022b0OCR 2 - Mistral AIOur OCR service powering our Document AI stack that enables our users to extract interleaved text and images//api/og?title=OCR+2&description=Our+OCR+service+powering+our+Docum…ac43737b1772fef112ba3141047022b0
/models/ocr-25-03OCR - Mistral AIOur first OCR optimized model.//api/og?title=OCR&description=Our+first+OCR+optimized+model.&eyebr…ac43737b1772fef112ba3141047022b0OCR - Mistral AIOur first OCR optimized model.//api/og?title=OCR&description=Our+first+OCR+optimized+model.&eyebr…ac43737b1772fef112ba3141047022b0
/models/ocr-3-25-12OCR 3 - Mistral AIOur OCR service powering our Document AI stack that enables our users to extract interleaved text and images//api/og?title=OCR+3&description=Our+OCR+service+powering+our+Docum…ac43737b1772fef112ba3141047022b0OCR 3 - Mistral AIOur OCR service powering our Document AI stack that enables our users to extract interleaved text and images//api/og?title=OCR+3&description=Our+OCR+service+powering+our+Docum…ac43737b1772fef112ba3141047022b0
/models/pixtral-12b-24-09Pixtral 12B - Mistral AIA 12B model with image understanding capabilities in addition to text.//api/og?title=Pixtral+12B&description=A+12B+model+with+image+under…ac43737b1772fef112ba3141047022b0Pixtral 12B - Mistral AIA 12B model with image understanding capabilities in addition to text.//api/og?title=Pixtral+12B&description=A+12B+model+with+image+under…ac43737b1772fef112ba3141047022b0
/models/pixtral-large-24-11Pixtral Large - Mistral AIOur first frontier-class multimodal model released November 2024. Learn more in our [blog post](https://mistral.ai/news/pixtral-large/)//api/og?title=Pixtral+Large&description=Our+first+frontier-class+m…ac43737b1772fef112ba3141047022b0Pixtral Large - Mistral AIOur first frontier-class multimodal model released November 2024. Learn more in our [blog post](https://mistral.ai/news/pixtral-large/)//api/og?title=Pixtral+Large&description=Our+first+frontier-class+m…ac43737b1772fef112ba3141047022b0
/models/voxtral-mini-25-07Voxtral Mini - Mistral AIA mini version of our first audio input model.//api/og?title=Voxtral+Mini&description=A+mini+version+of+our+first…ac43737b1772fef112ba3141047022b0Voxtral Mini - Mistral AIA mini version of our first audio input model.//api/og?title=Voxtral+Mini&description=A+mini+version+of+our+first…ac43737b1772fef112ba3141047022b0
/models/voxtral-mini-transcribe-25-07Voxtral Mini Transcribe - Mistral AIAn efficient audio input model, fine-tuned and optimized for transcription purposes only.//api/og?title=Voxtral+Mini+Transcribe&description=An+efficient+aud…ac43737b1772fef112ba3141047022b0Voxtral Mini Transcribe - Mistral AIAn efficient audio input model, fine-tuned and optimized for transcription purposes only.//api/og?title=Voxtral+Mini+Transcribe&description=An+efficient+aud…ac43737b1772fef112ba3141047022b0
/models/voxtral-mini-transcribe-26-02Voxtral Mini Transcribe 2 - Mistral AIAn efficient audio input model, fine-tuned and optimized for transcription purposes only.//api/og?title=Voxtral+Mini+Transcribe+2&description=An+efficient+a…ac43737b1772fef112ba3141047022b0Voxtral Mini Transcribe 2 - Mistral AIAn efficient audio input model, fine-tuned and optimized for transcription purposes only.//api/og?title=Voxtral+Mini+Transcribe+2&description=An+efficient+a…ac43737b1772fef112ba3141047022b0
/models/voxtral-mini-transcribe-realtime-26-02Voxtral Mini Transcribe Realtime - Mistral AIAn efficient audio input model, fine-tuned and optimized for live transcription purposes only.//api/og?title=Voxtral+Mini+Transcribe+Realtime&description=An+effi…ac43737b1772fef112ba3141047022b0Voxtral Mini Transcribe Realtime - Mistral AIAn efficient audio input model, fine-tuned and optimized for live transcription purposes only.//api/og?title=Voxtral+Mini+Transcribe+Realtime&description=An+effi…ac43737b1772fef112ba3141047022b0
/models/voxtral-small-25-07Voxtral Small - Mistral AIOur first model with audio input capabilities for instruct use cases.//api/og?title=Voxtral+Small&description=Our+first+model+with+audio…ac43737b1772fef112ba3141047022b0Voxtral Small - Mistral AIOur first model with audio input capabilities for instruct use cases.//api/og?title=Voxtral+Small&description=Our+first+model+with+audio…ac43737b1772fef112ba3141047022b0
/robotsMistral AI Crawlers | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=robots&title=Mistral+AI+Crawlers&type=generic&descr…+to+Mistral+AI%27s+DocumentationMistral AI Crawlers | Mistral DocsDocumentation for the deployment and usage of Mistral AI's LLMs/api/og?eyebraw=robots&title=Mistral+AI+Crawlers&type=generic&descr…+to+Mistral+AI%27s+Documentation
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Heading structure

Found 150 row(s).
Heading structureCountErrors 🔽URL
  • <h1> Batch Inference
  • <h1> Prepare Batch
    • <h3> Prepare and Upload your Batch
  • <h1> Batch Creation
    • <h3> Create a new Batch Job
    • <h2> File Batching
    • <h2> Inline-Batching
  • <h1> Get/Retrieve
    • <h3> Retrieve your Batch Job
    • <h2> Get a batch job details
    • <h2> Get batch job results
    • <h2> List batch jobs
  • <h1> Request Cancellation
    • <h3> Cancel any Job
  • <h1> An end-to-end example
  • <h1> FAQ
    • <h3> Is the batch API available for all models?
    • <h3> Does the batch API affect pricing?
    • <h3> Does the batch API affect rate limits?
    • <h3> What's the max number of requests in a batch?
    • <h3> What's the max number of batch jobs one can create?
    • <h3> How long does the batch API take to process?
    • <h3> Can I view batch results from my workspace?
    • <h3> Will batch results ever expire?
    • <h3> Can batches exceed the spend limit?
    • <h3> WHY MISTRAL
    • <h3> EXPLORE
    • <h3> DOCUMENTATION
    • <h3> BUILD
    • <h3> LEGAL
    • <h3> COMMUNITY
3126/capabilities/batch
  • <h1> Configuration
  • <h1> API Key Configuration
    • <h3> Mistral API Key
  • <h1> Customize Behaviour
    • <h3> Custom System Prompts and Agent Configurations
    • <h2> Custom System Prompts
    • <h2> Custom Agent Configurations
  • <h1> Change Providers and Models
  • <h1> MCP Server Configuration
    • <h3> Configuring MCP Servers
  • <h1> Session Management
    • <h3> Session Continuation and Resumption
  • <h1> Enable/Disable Tools with Patterns
    • <h3> Controlling Tool Availability
  • <h1> Custom Vibe Home Directory
    • <h3> Customize Home Directory
  • <h1> Working Directory Control
    • <h3> Define a Working Directory
  • <h1> Trust Folder System
    • <h3> Manage which folders you trust
  • <h1> Update Settings
    • <h3> Auto-Update
    • <h3> WHY MISTRAL
    • <h3> EXPLORE
    • <h3> DOCUMENTATION
    • <h3> BUILD
    • <h3> LEGAL
    • <h3> COMMUNITY
2826/mistral-vibe/introduction/configuration
  • <h1> Vision
  • <h1> Before You Start
    • <h3> Recommended Models with Vision Capabilities
  • <h1> Sending an Image
    • <h3> Use Vision Models
  • <h1> Use cases
  • <h1> FAQ
    • <h3> What is the price per image?
    • <h3> How many tokens correspond to an image and/or what is the maximum resolution?
    • <h3> Can I fine-tune the image capabilities?
    • <h3> Can I use them to generate images?
    • <h3> What types of image files are supported?
    • <h3> Is there a limit to the size of the image?
    • <h3> What's the maximum number images per request?
    • <h3> What is the rate limit?
    • <h3> WHY MISTRAL
    • <h3> EXPLORE
    • <h3> DOCUMENTATION
    • <h3> BUILD
    • <h3> LEGAL
    • <h3> COMMUNITY
2121/capabilities/vision
  • <h1> Annotations
  • <h1> Before You Start
    • <h3> What can you do with Annotations?
    • <h2> Key Capabilities
    • <h2> Common Use Cases
  • <h1> How it Works
    • <h2> BBOX Annotations
    • <h2> Document Annotation
    • <h2> Accepted Formats
  • <h1> Usage
    • <h3> How to Annotate
    • <h3> Define the Data Model
    • <h3> Start Request
    • <h3> BBox Annotation Example Output
  • <h1> Cookbooks
  • <h1> FAQ
    • <h3> Are there any limits regarding the Document AI API?
    • <h3> Are there any limits regarding the Annotations?
    • <h3> WHY MISTRAL
    • <h3> EXPLORE
    • <h3> DOCUMENTATION
    • <h3> BUILD
    • <h3> LEGAL
    • <h3> COMMUNITY
2419/capabilities/document_ai/annotations
  • <h1> Document AI - OCR Processor
  • <h1> Before You Start
    • <h3> Key Features
  • <h1> OCR with Images and PDFs
    • <h3> OCR your Documents
    • <h2> PDFs
    • <h2> Images
  • <h1> OCR at Scale
  • <h1> Cookbooks
  • <h1> FAQ
    • <h3> Are there any limits regarding the OCR API?
    • <h3> What document types are supported?
    • <h3> WHY MISTRAL
    • <h3> EXPLORE
    • <h3> DOCUMENTATION
    • <h3> BUILD
    • <h3> LEGAL
    • <h3> COMMUNITY
1816/capabilities/document_ai/basic_ocr
  • <h1> Predicted Outputs
  • <h1> Usage Example
    • <h3> Code Modification
  • <h1> FAQ
    • <h3> Which model supports predicted outputs?
    • <h3> How does predicted outputs affect pricing?
    • <h3> Which parameters are not supported when using Predicted Outputs?
    • <h3> Does the Position of Certain Sentences or Words in the Prediction Matter?
    • <h3> WHY MISTRAL
    • <h3> EXPLORE
    • <h3> DOCUMENTATION
    • <h3> BUILD
    • <h3> LEGAL
    • <h3> COMMUNITY
1414/capabilities/predicted_outputs
  • <h1> Model Customization
  • <h1> Overview
    • <h3> How to build an application with a custom model
  • <h1> Key Terms
  • <h1> Steerability: three methods
  • <h1> Guide for tuning a model to your intended application behavior
    • <h2> Step 1: Define your intended Application Behavior
    • <h2> Step 2: Define your policies based on your Values
    • <h2> Step 3: Create your Application Evals
    • <h2> Step 4: Test your application behavior hypothesis with an MVP
    • <h2> Step 5: Tune for model alignment
    • <h2> Step 6: Test your custom model with your Evals
    • <h2> Step 7: Once deployed, continuously monitor and update
  • <h1> Developer Examples
    • <h3> WHY MISTRAL
    • <h3> EXPLORE
    • <h3> DOCUMENTATION
    • <h3> BUILD
    • <h3> LEGAL
    • <h3> COMMUNITY
2013/deprecated/customization
  • <h1> Document AI QnA
  • <h1> Before You Start
    • <h3> Workflow and Capabilities
    • <h2> Key Capabilities
    • <h2> Common Use Cases
  • <h1> Usage
    • <h3> Leverage Document QnA
  • <h1> Cookbooks
    • <h3> Are there any limits regarding the Document QnA API?
    • <h3> WHY MISTRAL
    • <h3> EXPLORE
    • <h3> DOCUMENTATION
    • <h3> BUILD
    • <h3> LEGAL
    • <h3> COMMUNITY
1513/capabilities/document_ai/document_qna
  • <h1> Function Calling
  • <h1> Before You Start
    • <h3> Available Models
  • <h1> Five Steps
    • <h2> Step 1. Developer
      • <h3> Functions and System Definitions
    • <h2> Step 2. User
      • <h3> Query the Model
    • <h2> Step 3. Model
      • <h3> Generate Function Arguments
    • <h2> Step 4. Developer
      • <h3> Execute Functions
    • <h2> Step 5. Model
      • <h3> Generate Followup Answer
  • <h1> Full Example
  • <h1> More
    • <h3> WHY MISTRAL
    • <h3> EXPLORE
    • <h3> DOCUMENTATION
    • <h3> BUILD
    • <h3> LEGAL
    • <h3> COMMUNITY
2212/capabilities/function_calling
  • <h1> Usage
  • <h1> Chat Completion
    • <h3> Use Chat Completions
    • <h2> Chat Messages
  • <h1> Multi-turn
  • <h1> Other useful Features
  • <h1> More
    • <h3> WHY MISTRAL
    • <h3> EXPLORE
    • <h3> DOCUMENTATION
    • <h3> BUILD
    • <h3> LEGAL
    • <h3> COMMUNITY
1312/capabilities/completion/usage
  • <h2> Citations & References
  • <h1> Usage
    • <h3> How to use Citations and References
    • <h2> Setup Tool
    • <h2> Initialize Client
    • <h2> Set Up Chat History
    • <h2> Make Initial Chat Request
    • <h2> Make Final Chat Request
  • <h1> Cookbooks
    • <h3> WHY MISTRAL
    • <h3> EXPLORE
    • <h3> DOCUMENTATION
    • <h3> BUILD
    • <h3> LEGAL
    • <h3> COMMUNITY
1510/capabilities/citations
  • <h1> AI Studio
    • <h2> Other Options
  • <h1> API Access with AI Studio - Serverless
  • <h1> Cloud-based deployments
  • <h1> Raw model weights
    • <h3> WHY MISTRAL
    • <h3> EXPLORE
    • <h3> DOCUMENTATION
    • <h3> BUILD
    • <h3> LEGAL
    • <h3> COMMUNITY
1110/deployment/ai-studio
  • <h1> vLLM
  • <h1> Prerequisites
  • <h1> Getting Started
    • <h2> Installing vLLM
    • <h2> Offline Mode Inference
    • <h2> Server Mode Inference
  • <h1> Deploying with Docker
    • <h3> WHY MISTRAL
    • <h3> EXPLORE
    • <h3> DOCUMENTATION
    • <h3> BUILD
    • <h3> LEGAL
    • <h3> COMMUNITY
1310/deployment/self-deployment/vllm
  • <h1> Deploy with SkyPilot
  • <h1> SkyPilot Configuration
  • <h1> Test It Out!
  • <h1> Usage Quotas
    • <h3> WHY MISTRAL
    • <h3> EXPLORE
    • <h3> DOCUMENTATION
    • <h3> BUILD
    • <h3> LEGAL
    • <h3> COMMUNITY
1010/deployment/self-deployment/skypilot
  • <h1> Fine-tuning
  • <h1> Fine-tuning vs. Prompting
    • <h2> Benefits of Prompting
    • <h2> Benefits of Fine-tuning
    • <h2> Common use cases
  • <h1> Fine-tuning Services
    • <h3> WHY MISTRAL
    • <h3> EXPLORE
    • <h3> DOCUMENTATION
    • <h3> BUILD
    • <h3> LEGAL
    • <h3> COMMUNITY
129/deprecated/finetuning
  • <h1> Quickstart
  • <h1> Get Started
    • <h2> Start using Mistral AI API
    • <h2> Account Setup
    • <h2> Try the API
  • <h1> Learn More
    • <h3> WHY MISTRAL
    • <h3> EXPLORE
    • <h3> DOCUMENTATION
    • <h3> BUILD
    • <h3> LEGAL
    • <h3> COMMUNITY
129/getting-started/quickstart
  • <h1> CLI Introduction
  • <h1> Features
  • <h1> Learn More
    • <h3> WHY MISTRAL
    • <h3> EXPLORE
    • <h3> DOCUMENTATION
    • <h3> BUILD
    • <h3> LEGAL
    • <h3> COMMUNITY
99/mistral-vibe/introduction
  • <h1> Outscale
  • <h1> Getting Started
    • <h2> Deploying the Model
    • <h2> Querying the Model (Chat Completion)
    • <h2> Querying the Model (FIM Completion)
  • <h1> Going Further
    • <h3> WHY MISTRAL
    • <h3> EXPLORE
    • <h3> DOCUMENTATION
    • <h3> BUILD
    • <h3> LEGAL
    • <h3> COMMUNITY
129/deployment/cloud/outscale
  • <h1> Deploy with Cerebrium
  • <h1> Setup Cerebrium
    • <h2> Setup Environment and Hardware
    • <h2> Setup inference
  • <h1> Run on the cloud
    • <h3> WHY MISTRAL
    • <h3> EXPLORE
    • <h3> DOCUMENTATION
    • <h3> BUILD
    • <h3> LEGAL
    • <h3> COMMUNITY
119/deployment/self-deployment/cerebrium
  • <h1> Labs
  • <h1> Available Models
  • <h1> Feedback
    • <h3> WHY MISTRAL
    • <h3> EXPLORE
    • <h3> DOCUMENTATION
    • <h3> BUILD
    • <h3> LEGAL
    • <h3> COMMUNITY
99/models/labs
  • <h1> SDK Clients
  • <h1> SDKs
    • <h3> WHY MISTRAL
    • <h3> EXPLORE
    • <h3> DOCUMENTATION
    • <h3> BUILD
    • <h3> LEGAL
    • <h3> COMMUNITY
88/getting-started/clients
  • <h1> Chat Completions
  • <h1> Learn More
    • <h3> WHY MISTRAL
    • <h3> EXPLORE
    • <h3> DOCUMENTATION
    • <h3> BUILD
    • <h3> LEGAL
    • <h3> COMMUNITY
88/capabilities/completion
  • <h1> Document AI
  • <h1> Document AI Services
    • <h3> WHY MISTRAL
    • <h3> EXPLORE
    • <h3> DOCUMENTATION
    • <h3> BUILD
    • <h3> LEGAL
    • <h3> COMMUNITY
88/capabilities/document_ai
  • <h1> Structured Outputs
  • <h1> Structured Outputs Available
    • <h3> WHY MISTRAL
    • <h3> EXPLORE
    • <h3> DOCUMENTATION
    • <h3> BUILD
    • <h3> LEGAL
    • <h3> COMMUNITY
88/capabilities/structured_output
  • <h1> Cloud
  • <h1> Cloud Providers
    • <h3> WHY MISTRAL
    • <h3> EXPLORE
    • <h3> DOCUMENTATION
    • <h3> BUILD
    • <h3> LEGAL
    • <h3> COMMUNITY
88/deployment/cloud
  • <h1> TensorRT
  • <h1> Deploying the engine
    • <h3> WHY MISTRAL
    • <h3> EXPLORE
    • <h3> DOCUMENTATION
    • <h3> BUILD
    • <h3> LEGAL
    • <h3> COMMUNITY
88/deployment/self-deployment/trt
  • <h1> Deploy with Cloudflare Workers AI
  • <h1> Set-Up
    • <h3> WHY MISTRAL
    • <h3> EXPLORE
    • <h3> DOCUMENTATION
    • <h3> BUILD
    • <h3> LEGAL
    • <h3> COMMUNITY
88/deployment/self-deployment/cloudflare
  • <h1> How to evaluate LLMs
    • <h2> Example 1: Information extraction benchmark with accuracy [#example-1-information-extraction-benchmark-with-accuracy]
      • <h3> Evaluation data [#evaluation-data]
      • <h3> How to evaluate? [#how-to-evaluate]
    • <h2> Example 2: evaluate code generation [#example-2-evaluate-code-generation]
  • <h1> Example 3: evaluate summary generation with LLM [#example-3-evaluate-summary-generation-with-llm]
    • <h3> WHY MISTRAL
    • <h3> EXPLORE
    • <h3> DOCUMENTATION
    • <h3> BUILD
    • <h3> LEGAL
    • <h3> COMMUNITY
128/cookbooks/mistral-evaluation-evaluation
  • <h1> Coding
  • <h1> Before You Start
    • <h3> Endpoints & Models
  • <h1> FIM and IF
    • <h3> Use Coding specialized Models
    • <h2> Codestral
  • <h1> Integrations
    • <h3> Integrations using our Models
    • <h2> Mistral Vibe
    • <h2> More
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
167/capabilities/code_generation
  • <h2> Benchmarks
    • <h3> WHY MISTRAL
    • <h3> EXPLORE
    • <h3> DOCUMENTATION
    • <h3> BUILD
    • <h3> LEGAL
    • <h3> COMMUNITY
77/getting-started/models/compare
  • <h2> Benchmarks
    • <h3> WHY MISTRAL
    • <h3> EXPLORE
    • <h3> DOCUMENTATION
    • <h3> BUILD
    • <h3> LEGAL
    • <h3> COMMUNITY
77/getting-started/models/compare?models=mistral-medium-3-1-25-08
  • <h1> Self-Deployment
    • <h3> WHY MISTRAL
    • <h3> EXPLORE
    • <h3> DOCUMENTATION
    • <h3> BUILD
    • <h3> LEGAL
    • <h3> COMMUNITY
76/deployment/self-deployment
  • <h1> Reasoning
    • <h3> WHY MISTRAL
    • <h3> EXPLORE
    • <h3> DOCUMENTATION
    • <h3> BUILD
    • <h3> LEGAL
    • <h3> COMMUNITY
76/capabilities/reasoning
  • <h1> Using Mistral AI with LlamaIndex
    • <h3> WHY MISTRAL
    • <h3> EXPLORE
    • <h3> DOCUMENTATION
    • <h3> BUILD
    • <h3> LEGAL
    • <h3> COMMUNITY
76/cookbooks/third_party-llamaindex-llamaindex_agentic_rag
  • <h1> Moderation & Guardrailing
  • <h1> Moderation
    • <h3> Moderate Inputs/Outputs
    • <h2> Endpoints
    • <h2> Cookbooks
    • <h2> FAQ
      • <h3> What is the distribution of false-positive and false-negative results on the new moderation API models. Specifically, will they be more likely to flag something as harmful when it is not or not flag something that is harmful?
  • <h1> Custom Guardrails
    • <h2> Inline Guardrails
    • <h2> Conversations Endpoint
    • <h2> Agent-Level Guardrails
    • <h2> Responses
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
184/capabilities/guardrailing
  • <h1> Agents & Conversations
  • <h1> Objects
  • <h1> Agents
    • <h2> Agent Creation and Management
    • <h2> Creating an Agent
  • <h1> Conversations
    • <h2> Conversations
    • <h2> How to manage conversations
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
144/agents/agents
  • <h1> RAG Observability with Mistral AI and Phoenix
    • <h2> Retrieval Augmented Generation (RAG) [#retrieval-augmented-generation-rag]
    • <h2> Build a RAG system [#build-a-rag-system]
      • <h3> Load Data and Build an Index [#load-data-and-build-an-index]
  • <h1> Simulate usage of our application [#simulate-usage-of-our-application]
  • <h1> Evaluate our Pipeline [#evaluate-our-pipeline]
    • <h3> Response Evaluation [#response-evaluation]
    • <h2> Conclusion [#conclusion]
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
144/cookbooks/third_party-phoenix-arize_phoenix_evaluate_rag
  • <h1> Agents & Skills
  • <h1> Agents
    • <h2> Agent Selection
    • <h2> Custom Agents
    • <h2> Subagents - Task Delegation
    • <h2> Interactive User Input
  • <h1> Skills
    • <h2> Creating Skills
    • <h2> Skill Discovery
    • <h2> Managing Skills
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
163/mistral-vibe/agents-skills
  • <h1> Safe Prompt
  • <h1> Guardrailing
    • <h3> Setup Guardrailing
    • <h2> Guardrailing results with Mistral safety prompt
    • <h2> Content moderation with self-reflection
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
113/deprecated/safe_prompt
  • <h1> Handoffs
  • <h1> Create an Agentic Workflow
    • <h2> Create Multiple Agents
    • <h2> Define Handoffs Responsabilities
  • <h1> How it Works
    • <h2> Output Events
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
123/agents/handoffs
  • <h1> Text Generation Inference
  • <h1> Deploying
  • <h1> Using the API
    • <h2> With Chat-Compatible Endpoint
    • <h2> Using a Generate Endpoint
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
113/deployment/self-deployment/tgi
  • <h1> Function Calling
  • <h1> Creating an Agent
    • <h2> Define the Function
  • <h1> Using an Agent
    • <h2> Return the Function Result
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
113/agents/tools/function_calling
  • <h1> Websearch
  • <h1> Create a Websearch Agent
  • <h1> How it Works
    • <h2> Conversations with Websearch
    • <h2> Explanation of the Output
      • <h3> More
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
123/agents/tools/built-in/websearch
  • <h1> Image Generation
  • <h1> Create an Image Generation Agent
  • <h1> How it Works
    • <h2> Conversations with Image Generation
    • <h2> Explanation of the Outputs
    • <h2> Download Images
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
123/agents/tools/built-in/image_generation
  • <h1> Document Library
  • <h1> Agent Creation & Library Management
  • <h1> How it Works
    • <h2> Conversations with Document Library
    • <h2> Explanation of the Output
      • <h3> More
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
123/agents/tools/built-in/document_library
  • <h1> Code Interpreter
  • <h1> Create a Code Interpreter Agent
  • <h1> How it Works
    • <h2> Conversations with Code Interpreter
    • <h2> Explanation of the Output
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
113/agents/tools/built-in/code_interpreter
  • <h1> Building a Text-to-SQL conversion system with Mistral AI, Neon, and LangChain
    • <h3> Finetuning [#finetuning]
    • <h3> RAG systems [#rag-systems]
    • <h3> RAG for text-to-sql [#rag-for-text-to-sql]
    • <h2> Setup and Dependencies [#setup-and-dependencies]
      • <h3> Mistral AI API [#mistral-ai-api]
      • <h3> Neon Database [#neon-database]
      • <h3> Python Libraries [#python-libraries]
      • <h3> Preparing the Data [#preparing-the-data]
      • <h3> Retrieving Relevant Information [#retrieving-relevant-information]
      • <h3> Generating the SQL output [#generating-the-sql-output]
    • <h2> Conclusion [#conclusion]
    • <h2> Appendix [#appendix]
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
193/cookbooks/third_party-neon-neon_text_to_sql
  • <h1> What are AI agents?
  • <h1> More informations
    • <h2> Cookbooks
    • <h2> FAQ
      • <h3> Which models are supported?
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
112/agents/introduction
  • <h1> Offline / Local
  • <h1> Run Devstral Locally
    • <h2> Prerequisites
    • <h2> Deploying
    • <h2> Create a Model Preset
    • <h2> Deploy Anywhere
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
122/mistral-vibe/local
  • <h1> Tools
  • <h1> Tool Types
    • <h2> Built-In
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
92/agents/tools
  • <h1> Welcome to theistral
  • <h1> AI Ambassador program
    • <h2> Ambassadors
      • <h3> Meet our current Ambassadors
    • <h2> Apply
      • <h3> Apply to join the team
    • <h2> benefits
    • <h2> Role and responsibilities
    • <h2> minimum requirements
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
152/ambassadors
  • <h1> Audio & Transcription
    • <h2> Overview
      • <h3> Voxtral Mini Transcribe V2
      • <h3> Voxtral Realtime
  • <h1> Audio & Transcription Services
    • <h2> Getting Started
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
122/capabilities/audio_transcription
  • <h1> Embeddings
  • <h1> Services
    • <h2> More
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
92/capabilities/embeddings
  • <h1> Sampling
  • <h1> Available Sampling Parameters
    • <h2> Key Points
    • <h2> Example
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
102/capabilities/completion/sampling
  • <h1> MCP
  • <h1> MCP Client Usage
    • <h2> MCP Setup
      • <h3> Step 1: Initialize the Mistral Client
      • <h3> Step 2: Define Server Parameters and Create an Agent
      • <h3> Step 3: Define Output Format and Create a Run Context
      • <h3> Step 4: Register MCP Client
      • <h3> Step 5: Run the Agent and Print Results
    • <h2> Streaming Conversations
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
152/agents/tools/mcp
  • <h1> Built-In Tools
  • <h1> Usage
    • <h2> General Usage
    • <h2> Available Built-In Tools
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
102/agents/tools/built-in
  • <h1> Fine-tuning with Synthetically Generated Data
  • <h1> Objective: Personality [#objective-personality]
    • <h2> Generate Data [#generate-data]
    • <h2> Dataset [#dataset]
    • <h2> Generation [#generation]
    • <h2> Async [#async]
    • <h2> Finetuning [#finetuning]
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
132/cookbooks/mistral-data_generation-synthetic_data_gen_and_finetune
  • <h1> Changelog
    • <h3> Mar 26
    • <h2> March 16
    • <h2> March 12
      • <h3> Feb 26
    • <h2> February 4
      • <h3> Jan 26
    • <h2> January 27
    • <h2> January 19
      • <h3> Dec 25
    • <h2> December 18
    • <h2> December 16
    • <h2> December 9
    • <h2> December 2
      • <h3> Sep 25
    • <h2> September 17
      • <h3> Aug 25
    • <h2> August 27
    • <h2> August 12
      • <h3> Jul 25
    • <h2> July 30
    • <h2> July 24
    • <h2> July 15
    • <h2> July 10
      • <h3> Jun 25
    • <h2> June 23
    • <h2> June 20
    • <h2> June 10
      • <h3> May 25
    • <h2> May 28
    • <h2> May 27
    • <h2> May 22
    • <h2> May 21
    • <h2> May 7
      • <h3> Apr 25
    • <h2> April 16
      • <h3> Mar 25
    • <h2> March 17
    • <h2> March 6
      • <h3> Feb 25
    • <h2> February 17
      • <h3> Jan 25
    • <h2> January 30
    • <h2> January 28
    • <h2> January 13
      • <h3> Nov 24
    • <h2> November 18
    • <h2> November 6
      • <h3> Oct 24
    • <h2> October 9
      • <h3> Sep 24
    • <h2> September 17
    • <h2> September 13
      • <h3> Jul 24
    • <h2> July 29
    • <h2> July 24
    • <h2> July 18
    • <h2> July 16
      • <h3> Jun 24
    • <h2> June 5
      • <h3> May 24
    • <h2> May 29
    • <h2> May 23
      • <h3> Apr 24
    • <h2> April 17
      • <h3> Mar 24
    • <h2> March 28
      • <h3> Feb 24
    • <h2> February 26
      • <h3> Jan 24
    • <h2> January 16
    • <h2> January 11
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
781/getting-started/changelog
  • <h1> Mistral Medium 3.1
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/mistral-medium-3-1-25-08
  • <h1> Mistral Large 3
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Medium 3.1
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/mistral-large-3-25-12
  • <h1> Magistral Medium 1.2
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/magistral-medium-1-2-25-09
  • <h1> OCR 3
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/ocr-3-25-12
  • <h1> Chat Endpoints
    • <h3> Examples
    • <h2> POST /v1/chat/completions [#operation-chat_completion_v1_chat_completions_post]
      • <h3> Request Body [#operation-chat_completion_v1_chat_completions_post_request]
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
101/api
  • <h1> Devstral 2
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/devstral-2-25-12
  • <h1> Voxtral Mini Transcribe Realtime
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/voxtral-mini-transcribe-realtime-26-02
  • <h1> Ministral 3 14B
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/ministral-3-14b-25-12
  • <h2> Mistral AI Crawlers
  • <h1> MistralAI-User
    • <h2> Crawler Info
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
91/robots
  • <h1> Codestral
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/codestral-25-08
  • <h1> Leanstral
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Mistral Large 3
      • <h3> Mistral Medium 3.1
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/leanstral-26-03
  • <h1> Mistral 7B
    • <h3> Weights
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/mistral-7b-0-3
  • <h1> Mistral Large 2.0
    • <h3> Weights
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/mistral-large-2-0-24-07
  • <h1> Codestral
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/codestral-25-01
  • <h1> Mistral Small 3.1
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/mistral-small-3-1-25-03
  • <h1> Devstral Medium 1.0
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/devstral-medium-1-0-25-07
  • <h1> Mistral Embed
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/mistral-embed-23-12
  • <h1> Pixtral 12B
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/pixtral-12b-24-09
  • <h1> Mathstral 7B
    • <h3> Weights
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/mathstral-7b-0-1
  • <h1> Codestral Embed
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/codestral-embed-25-05
  • <h1> Mistral 7B
    • <h3> Weights
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/mistral-7b-0-2
  • <h1> Mistral Small 3.0
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/mistral-small-3-0-25-01
  • <h1> Ministral 3 3B
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/ministral-3-3b-25-12
  • <h1> Mistral Moderation
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/mistral-moderation-24-11
  • <h1> Magistral Medium 1.0
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/magistral-medium-1-0-25-06
  • <h1> Mistral Small 4
    • <h3> Features
    • <h2> Other Models
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> Mistral Medium 3.1
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/mistral-small-4-0-26-03
  • <h1> Devstral Small 1.1
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/devstral-small-1-1-25-07
  • <h1> Codestral
    • <h3> Weights
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/codestral-24-05
  • <h1> Codestral Mamba 7B
    • <h3> Weights
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/codestral-mamba-7b-0-1
  • <h1> Voxtral Small
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/voxtral-small-25-07
  • <h1> Ministral 8B
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/ministral-8b-24-1
  • <h1> Voxtral Mini Transcribe
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/voxtral-mini-transcribe-25-07
  • <h1> OCR 2
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/ocr-2-25-05
  • <h1> Mixtral 8x7B
    • <h3> Weights
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/mixtral-8x7b-0-1
  • <h1> Devstral Small 2
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/devstral-small-2-25-12
  • <h1> Mixtral 8x22B
    • <h3> Weights
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/mixtral-8x22b-0-1-0-3
  • <h1> Mistral Small Creative
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/mistral-small-creative-25-12
  • <h1> Mistral Nemo 12B
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/mistral-nemo-12b-24-07
  • <h1> Mistral Small 3.2
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/mistral-small-3-2-25-06
  • <h1> Mistral 7B
    • <h3> Weights
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/mistral-7b-0-1
  • <h1> Voxtral Mini
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/voxtral-mini-25-07
  • <h1> Mistral Saba
    • <h3> Contact Us
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/mistral-saba-25-02
  • <h1> Magistral Small 1.1
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/magistral-small-1-1-25-07
  • <h1> Mistral Next
    • <h3> Contact Us
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/mistral-next
  • <h1> Devstral Small 1.0
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/devstral-small-1-0-25-05
  • <h1> Magistral Small 1.2
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/magistral-small-1-2-25-09
  • <h1> Voxtral Mini Transcribe 2
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/voxtral-mini-transcribe-26-02
  • <h1> Magistral Medium 1.1
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/magistral-medium-1-1-25-07
  • <h1> Mistral Large 1.0
    • <h3> Contact Us
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/mistral-large-1-0-24-02
  • <h1> Mistral Medium 3
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/mistral-medium-3-25-05
  • <h1> OCR
    • <h3> Contact Us
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/ocr-25-03
  • <h1> Ministral 3B
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/ministral-3b-24-1
  • <h1> Ministral 3 8B
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/ministral-3-8b-25-12
  • <h1> Mistral Small 1.0
    • <h3> Contact Us
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/mistral-small-1-0-24-02
  • <h1> Magistral Small 1.0
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/magistral-small-1-0-25-06
  • <h1> Mistral Large 2.1
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/mistral-large-2-1-24-11
  • <h1> Mistral Small 2.0
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/mistral-small-2-0-24-09
  • <h1> Mistral Moderation 2
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/mistral-moderation-26-03
  • <h1> Mistral Medium 1.0
    • <h3> Contact Us
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/mistral-medium-1-0-23-12
  • <h1> Pixtral Large
    • <h3> Features
    • <h2> Other Models
      • <h3> Mistral Small 4
      • <h3> Leanstral
      • <h3> Mistral Large 3
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/models/pixtral-large-24-11
  • <h1> Document Comprehension with Any Model via Tool Usage and OCR
    • <h3> Method [#method]
    • <h2> Tool Usage [#tool-usage]
      • <h3> Setup [#setup]
      • <h3> System and Tool [#system-and-tool]
      • <h3> Test [#test]
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
121/cookbooks/mistral-ocr-tool_usage
  • <h1> Bienvenue to Mistral AI Documentation
    • <h2> Featured models
      • <h3> Mistral Large 3
      • <h3> Devstral 2
      • <h3> Mistral Medium 3.1
    • <h2> Latest models
      • <h3> OCR 3
      • <h3> Voxtral Mini Transcribe Realtime
      • <h3> Devstral 2
      • <h3> Mistral Large 3
    • <h2> Start building
      • <h3> Text and Chat Completions
      • <h3> Vision
      • <h3> Agents
      • <h3> Reasoning
      • <h3> Document AI
      • <h3> Audio
    • <h2> Useful Links
      • <h3> Help Center
      • <h3> Cookbooks
      • <h3> AI Studio
      • <h3> Discord
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
280/
  • <h1> Models
    • <h2> Featured Models
      • <h3> Mistral Large 3
      • <h3> Devstral 2
      • <h3> Mistral Medium 3.1
    • <h2> Frontier Models
      • <h3> Generalist
      • <h3> Mistral Small 4
      • <h3> Mistral Large 3
      • <h3> Mistral Medium 3.1
      • <h3> Mistral Small 3.2
      • <h3> Ministral 3 14B
      • <h3> Ministral 3 8B
      • <h3> Ministral 3 3B
      • <h3> Magistral Medium 1.2
      • <h3> Magistral Small 1.2
      • <h3> Specialist
      • <h3> Leanstral
      • <h3> OCR 3
      • <h3> Voxtral Mini Transcribe
      • <h3> Voxtral Mini Transcribe 2
      • <h3> Voxtral Mini Transcribe Realtime
      • <h3> Codestral
      • <h3> Devstral 2
      • <h3> Codestral Embed
      • <h3> Voxtral Mini
      • <h3> Voxtral Small
      • <h3> Mistral Moderation 2
      • <h3> Mistral Moderation
    • <h2> Other Models
      • <h3> Other Models
      • <h3> Mistral Small Creative
      • <h3> Devstral Small 2
      • <h3> Devstral Medium 1.0
      • <h3> Devstral Small 1.1
      • <h3> OCR 2
      • <h3> Mistral Medium 3
      • <h3> Mistral Large 2.1
      • <h3> Pixtral Large
      • <h3> Mistral Nemo 12B
      • <h3> Mistral Embed
    • <h2> Legacy/Deprecated
      • <h3> Legacy Models
    • <h2> Useful Links
      • <h3> Help Center
      • <h3> Cookbooks
      • <h3> AI Studio
      • <h3> Discord
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
540/getting-started/models
  • <h1> Mistral AI Cookbooks
    • <h2> Topics
    • <h2> Explore by Topics
      • <h3> Agents
      • <h3> OCR
      • <h3> Finetuning
      • <h3> Evaluation
      • <h3> Function calling
      • <h3> Structured outputs
      • <h3> Multimodal
      • <h3> Prefix
      • <h3> Batch
    • <h2> Featured Cookbooks
    • <h2> Featured Cookbooks
      • <h3> Chat with your Documents with built-in Document QnA
      • <h3> Product Classification: Customise your own classifier for tailored food categorization
      • <h3> Extract Data from Documents via Annotations
      • <h3> HubSpot Dynamic Multi-Agent System with Magistral Reasoning
      • <h3> 🛰️ Finetuning Pixtral on a satellite imagery dataset 🛰️
    • <h2> Useful Links
      • <h3> Help Center
      • <h3> Cookbooks
      • <h3> AI Studio
      • <h3> Discord
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
300/cookbooks
  • <h1> Bienvenue to Mistral AI Documentation
    • <h2> Featured models
      • <h3> Mistral Large 3
      • <h3> Devstral 2
      • <h3> Mistral Medium 3.1
    • <h2> Latest models
      • <h3> OCR 3
      • <h3> Voxtral Mini Transcribe Realtime
      • <h3> Devstral 2
      • <h3> Mistral Large 3
    • <h2> Start building
      • <h3> Text and Chat Completions
      • <h3> Vision
      • <h3> Agents
      • <h3> Reasoning
      • <h3> Document AI
      • <h3> Audio
    • <h2> Useful Links
      • <h3> Help Center
      • <h3> Cookbooks
      • <h3> AI Studio
      • <h3> Discord
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
280/getting-started/introduction
  • <h1> Glossary
    • <h2> LLM
    • <h2> Text generation
    • <h2> Tokens
    • <h2> Mixture of Experts
    • <h2> RAG
    • <h2> Fine-tuning
    • <h2> Function calling
    • <h2> Embeddings
    • <h2> Temperature
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
160/getting-started/glossary
  • <h1> Product Datasheet Analysis using Document AI
    • <h2> Overview [#overview]
      • <h3> Use Case: Battery Procurement & Vendor Validation [#use-case-battery-procurement-vendor-validation]
      • <h3> Input Files Required: [#input-files-required]
      • <h3> Technology Stack: [#technology-stack]
      • <h3> Key Features: [#key-features]
    • <h2> 1. Setup and Imports [#1-setup-and-imports]
    • <h2> 2. Define Data Schemas [#2-define-data-schemas]
    • <h2> 3. Helper Functions [#3-helper-functions]
    • <h2> 4. File Setup [#4-file-setup]
    • <h2> 5. Extract Structured Data with Document Annotations [#5-extract-structured-data-with-document-annotations]
      • <h3> How it works: [#how-it-works]
      • <h3> Benefits: [#benefits]
      • <h3> Note: [#note]
    • <h2> 6. Generate Comparison Report [#6-generate-comparison-report]
    • <h2> 7. Display Results [#7-display-results]
    • <h2> 8. Export Results [#8-export-results]
    • <h2> Conclusion [#conclusion]
      • <h3> What We Built: [#what-we-built]
      • <h3> Key Advantages: [#key-advantages]
      • <h3> Technology Stack: [#technology-stack]
      • <h3> Use Cases: [#use-cases]
      • <h3> Extending This Cookbook: [#extending-this-cookbook]
      • <h3> Limitations: [#limitations]
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
300/cookbooks/mistral-ocr-product_datasheet_analysis-product_datasheet_analysis
  • <h1> RAG with Mistral AI, Azure AI Search and Azure AI Studio
    • <h2> Overview [#overview]
    • <h2> Prerequisites [#prerequisites]
    • <h2> Steps [#steps]
    • <h2> Install Required Packages [#install-required-packages]
    • <h2> Load Data and Generate Mistral Embeddings [#load-data-and-generate-mistral-embeddings]
    • <h2> Index Embeddings into Azure AI Search [#index-embeddings-into-azure-ai-search]
      • <h3> Authenticate into Azure AI Search [#authenticate-into-azure-ai-search]
      • <h3> Create a vector index [#create-a-vector-index]
      • <h3> Estimate Cost for Embedding Generation [#estimate-cost-for-embedding-generation]
      • <h3> Transform Dataset for Azure AI Search Upload [#transform-dataset-for-azure-ai-search-upload]
      • <h3> Generate Embeddings [#generate-embeddings]
      • <h3> Upload Documents [#upload-documents]
    • <h2> Perform a Vector Search [#perform-a-vector-search]
    • <h2> Ground retrieved results from Azure AI Search to Mistral-Large LLM [#ground-retrieved-results-from-azure-ai-search-to-mistral-large-llm]
    • <h2> Ground Results to Mistral-Large hosted in Azure AI Studio [#ground-results-to-mistral-large-hosted-in-azure-ai-studio]
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
220/cookbooks/third_party-azure_ai_search-azure_ai_search_rag
  • <h1> Moderation: Train your own moderation service
    • <h2> Dataset [#dataset]
      • <h3> Subset [#subset]
    • <h2> Format Data [#format-data]
    • <h2> Training [#training]
      • <h3> WANDB [#wandb]
      • <h3> Inference [#inference]
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
130/cookbooks/mistral-classifier_factory-moderation_classifier
  • <h1> Mistral and Weights & Biases: Finetune an LLM judge so detect hallucination
    • <h2> Load some data [#load-some-data]
    • <h2> Eval [#eval]
    • <h2> 7B [#7b]
    • <h2> Iterate a bit on the prompt... [#iterate-a-bit-on-the-prompt]
    • <h2> Large [#large]
    • <h2> Fine-Tune FTW [#fine-tune-ftw]
    • <h2> Upload dataset [#upload-dataset]
    • <h2> Create a fine-tuning job [#create-a-fine-tuning-job]
    • <h2> Use a fine-tuned model [#use-a-fine-tuned-model]
    • <h2> Pre-finetuning on USB to improve performance on FIB [#pre-finetuning-on-usb-to-improve-performance-on-fib]
    • <h2> Final results [#final-results]
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
180/cookbooks/third_party-wandb-02_finetune_and_eval
  • <h1> Chat with Your PDF using Mistral and Streamlit
    • <h2> Chat Interface [#chat-interface]
    • <h2> Chatting with PDFs [#chatting-with-pdfs]
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
90/cookbooks/third_party-streamlit-readme
  • <h1> RAG with Mistral AI and MongoDB
    • <h2> Import needed libraries [#import-needed-libraries]
    • <h2> Data preparation [#data-preparation]
    • <h2> Connecting to MongoDB server [#connecting-to-mongodb-server]
    • <h2> Getting the embeddings [#getting-the-embeddings]
    • <h2> The last configuration on the MongoDB vector search index [#the-last-configuration-on-the-mongodb-vector-search-index]
    • <h2> Finding similar documents [#finding-similar-documents]
    • <h2> Question and answer function [#question-and-answer-function]
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
140/cookbooks/third_party-mongodb-mongodb_mistral
  • <h1> Build a Chainlit App with Mistral AI
    • <h2> Setup [#setup]
      • <h3> Requirements [#requirements]
      • <h3> Optional - Tracing [#optional-tracing]
    • <h2> Define available tools [#define-available-tools]
    • <h2> Agent logic [#agent-logic]
    • <h2> On message callback [#on-message-callback]
    • <h2> Starter questions [#starter-questions]
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
140/cookbooks/third_party-chainlit-chainlit_mistral_reasoning
  • <h1> Build a Custom MCP Server on LeChat: Tic-Tac-Toe with MistralAI
    • <h2> What You'll Create [#what-youll-create]
    • <h2> Demo Video [#demo-video]
    • <h2> What happens when you play on LeChat: [#what-happens-when-you-play-on-lechat]
    • <h2> Project Structure [#project-structure]
    • <h2> Python Dependencies [#python-dependencies]
    • <h2> Get Mistral API key [#get-mistral-api-key]
    • <h2> End to End Workflow Steps: [#end-to-end-workflow-steps]
    • <h2> Building the Game Logic Foundation [#building-the-game-logic-foundation]
      • <h3> The Challenge: Multiple Users, Multiple Games [#the-challenge-multiple-users-multiple-games]
      • <h3> The Solution: Room-Based Sessions [#the-solution-room-based-sessions]
      • <h3> What We're Building [#what-were-building]
    • <h2> Building the MCP Server Layer [#building-the-mcp-server-layer]
      • <h3> Understanding the MCP Layer [#understanding-the-mcp-layer]
    • <h2> Deployment to Hugging Face Spaces [#deployment-to-hugging-face-spaces]
      • <h3> Why Hugging Face Spaces? [#why-hugging-face-spaces]
    • <h2> LeChat Integration [#lechat-integration]
      • <h3> Prerequisites [#prerequisites]
      • <h3> Server Information: [#server-information]
      • <h3> Important Note: [#important-note]
      • <h3> What You've Accomplished [#what-youve-accomplished]
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
270/cookbooks/mistral-lechat_custom_mcp_server-tic-tac-toe-readme
  • <h1> Build a RAG application with Milvus Lite, Mistral and Llama-index
    • <h2> Install Ollama [#install-ollama]
      • <h3> Install the different dependencies [#install-the-different-dependencies]
      • <h3> Download data [#download-data]
      • <h3> Use Mistral Embedding [#use-mistral-embedding]
      • <h3> Prepare out data to be stored in Milvus [#prepare-out-data-to-be-stored-in-milvus]
      • <h3> Using Mistral AI API [#using-mistral-ai-api]
      • <h3> Process and load the Data [#process-and-load-the-data]
      • <h3> Finally, ask questions to our RAG system [#finally-ask-questions-to-our-rag-system]
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
150/cookbooks/third_party-milvus-milvus_rag_french_parliament
  • <h1> Build NutriSense - An AI-powered food diet companion
    • <h2> Features [#features]
    • <h2> Architecture [#architecture]
    • <h2> Example Queries [#example-queries]
    • <h2> Prerequisites [#prerequisites]
    • <h2> Installation [#installation]
    • <h2> Usage [#usage]
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
130/cookbooks/mistral-agents-agents_api-food_diet_companion-readme
  • <h1> Parallel Subtask Agent Workflow
    • <h2> Introduction [#introduction]
    • <h2> Workflow Overview [#workflow-overview]
    • <h2> Solution Architecture [#solution-architecture]
      • <h3> Installation [#installation]
      • <h3> Imports [#imports]
      • <h3> Set your API keys [#set-your-api-keys]
      • <h3> Initialize Mistral client [#initialize-mistral-client]
      • <h3> Tavily API configuration [#tavily-api-configuration]
      • <h3> Pydantic Models for Structured Data [#pydantic-models-for-structured-data]
      • <h3> API Utility Functions [#api-utility-functions]
      • <h3> Async Worker Functions [#async-worker-functions]
    • <h2> Main Workflow Function [#main-workflow-function]
      • <h3> Run workflow with an example task [#run-workflow-with-an-example-task]
      • <h3> Final Response [#final-response]
      • <h3> Examining Orchestrator Analysis, Subtask information and responses [#examining-orchestrator-analysis-subtask-information-and-responses]
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
220/cookbooks/mistral-agents-non_framework-agentic_workflows-parallel_subtask_agentic_workflow
  • <h1> PDF Summarization with Indexify and Mistral
    • <h2> Introduction [#introduction]
    • <h2> Prerequisites [#prerequisites]
    • <h2> Setup [#setup]
      • <h3> Install Indexify [#install-indexify]
      • <h3> Install Required Extractors [#install-required-extractors]
    • <h2> Creating the Extraction Graph [#creating-the-extraction-graph]
    • <h2> Implementing the Summarization Pipeline [#implementing-the-summarization-pipeline]
    • <h2> Customization and Advanced Usage [#customization-and-advanced-usage]
    • <h2> Conclusion [#conclusion]
    • <h2> Next Steps [#next-steps]
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
170/cookbooks/third_party-indexify-pdf-summarization-pdf-summarization
  • <h1> RAG with Mistral AI and Pinecone
    • <h2> Data Preparation [#data-preparation]
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
80/cookbooks/third_party-pinecone-pinecone_rag
  • <h1> Using Mistral AI with Haystack
    • <h2> Index URLs with Mistral Embeddings [#index-urls-with-mistral-embeddings]
    • <h2> Chat With the URLs with Mistral Generative Models [#chat-with-the-urls-with-mistral-generative-models]
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
90/cookbooks/third_party-haystack-haystack_chat_with_docs
  • <h1> Chat with Your PDF using Mistral and Mesop
    • <h2> Chat Interface [#chat-interface]
    • <h2> Chatting with PDFs [#chatting-with-pdfs]
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
90/cookbooks/third_party-mesop-readme
  • <h1> Document Chunking
    • <h2> Setup [#setup]
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
80/cookbooks/mistral-ocr-documentchunking-readme
  • <h1> 🐫 Using CAMEL to Do Graph RAG with Mistral Models
    • <h2> 📦 Installation [#installation]
    • <h2> 🔧 Setup [#setup]
    • <h2> 🔑 Setting Up API Keys [#setting-up-api-keys]
    • <h2> 🗄️ Configuring Neo4j Graph Database [#configuring-neo4j-graph-database]
    • <h2> 🧠 Creating the Model [#creating-the-model]
    • <h2> 🤖 Generate a Knowledge Graph Using CAMEL's Agent [#generate-a-knowledge-graph-using-camels-agent]
      • <h3> 🎉 Now you can go to here to check the knowledge graph built with CAMEL's Knowledge Graph Agent and Mistral AI's Mistral Large 2 model! [#now-you-can-go-to-here-to-check-the-knowledge-graph-built-with-camels-knowledge-graph-agent-and-mistral-ais-mistral-large-2-model]
    • <h2> 🗃️ Running Graph RAG with CAMEL [#running-graph-rag-with-camel]
    • <h2> 🌟 Highlights [#highlights]
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
160/cookbooks/third_party-camel_ai-camel_graph_rag
  • <h1> RAG Observability with Mistral AI and Langtrace
    • <h2> Imports & Initialize clients [#imports-initialize-clients]
    • <h2> Use Langchain to split pdf into chunks [#use-langchain-to-split-pdf-into-chunks]
    • <h2> Setup Chroma & Insert pdf chunks [#setup-chroma-insert-pdf-chunks]
    • <h2> Query Collection [#query-collection]
    • <h2> Run everything together and monitor using Langtrace. [#run-everything-together-and-monitor-using-langtrace]
    • <h2> First Two Screenshots showcase the Trace and span structure of the whole RAG App. [#first-two-screenshots-showcase-the-trace-and-span-structure-of-the-whole-rag-app]
    • <h2> Second Two Screenshots are details of Mistral's Run. [#second-two-screenshots-are-details-of-mistrals-run]
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
140/cookbooks/third_party-langtrace-langtrace_mistral
  • <h1> Call Transcript-to-PRD-to-Ticket Agent: Converting Meeting Transcripts to Linear Tickets using Mistral AI LLMs
    • <h2> Problem Statement [#problem-statement]
    • <h2> Our Solution [#our-solution]
      • <h3> Stage 1: PRD Generation [#stage-1-prd-generation]
      • <h3> Stage 2: Feature & Technical requirements Extraction [#stage-2-feature-technical-requirements-extraction]
    • <h2> Mistral LLM Integration [#mistral-llm-integration]
      • <h3> Installation [#installation]
      • <h3> Imports [#imports]
      • <h3> Download Call Transcript [#download-call-transcript]
      • <h3> Configuration and Setup [#configuration-and-setup]
    • <h2> API Setup [#api-setup]
      • <h3> Data Models [#data-models]
      • <h3> PRD Generation Agent [#prd-generation-agent]
      • <h3> Ticket Creation Agent [#ticket-creation-agent]
      • <h3> Workflow Orchestrator [#workflow-orchestrator]
      • <h3> Parse The Call Transcript [#parse-the-call-transcript]
      • <h3> Running the Pipeline [#running-the-pipeline]
      • <h3> Understanding the Output [#understanding-the-output]
      • <h3> Next Steps [#next-steps]
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
250/cookbooks/mistral-agents-non_framework-transcript_linearticket_agent-transcripttolinearticketagent
  • <h1> Chat with your Documents with built-in Document QnA
    • <h2> Use our built-in Document QnA feature [#use-our-built-in-document-qna-feature]
      • <h3> Method [#method]
    • <h2> Built-In [#built-in]
      • <h3> Setup [#setup]
      • <h3> System and Regex [#system-and-regex]
      • <h3> Test [#test]
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
130/cookbooks/mistral-ocr-document_understanding
  • <h1> Evaluating RAG: Using Mistral Models for LLM as a Judge (With Structured Outputs)
    • <h2> Imports & API Key Setting [#imports-api-key-setting]
    • <h2> Main Code For LLM As A Judge For RAG (With Structured Outputs) [#main-code-for-llm-as-a-judge-for-rag-with-structured-outputs]
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
90/cookbooks/mistral-evaluation-rag_evaluation
  • <h1> Property Graph with Pre-defined Schemas
    • <h2> Setup [#setup]
    • <h2> Download Data [#download-data]
    • <h2> Load Data [#load-data]
    • <h2> Graph Construction [#graph-construction]
    • <h2> Neo4j setup [#neo4j-setup]
    • <h2> PropertyGraphIndex construction [#propertygraphindex-construction]
    • <h2> Setup Retrievers [#setup-retrievers]
    • <h2> Querying [#querying]
      • <h3> Retriever [#retriever]
      • <h3> QueryEngine [#queryengine]
      • <h3> WHY MISTRAL
      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
      • <h3> LEGAL
      • <h3> COMMUNITY
170/cookbooks/third_party-llamaindex-propertygraphs-property_graph_predefined_schema
  • <h1> Financial Analyst with MistralAI Agents API and MCP
    • <h2> Use Case [#use-case]
    • <h2> Architecture [#architecture]
      • <h3> Main Application [#main-application]
      • <h3> MCP Servers [#mcp-servers]
    • <h2> Installation [#installation]
    • <h2> Environment Setup [#environment-setup]
    • <h2> Usage [#usage]
      • <h3> WHY MISTRAL
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140/cookbooks/mistral-agents-agents_api-financial_analyst-readme
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    • <h2> 📹 Monitoring AI Agents with AgentOps [#monitoring-ai-agents-with-agentops]
    • <h2> 🧠 Knowledge Graph Construction [#knowledge-graph-construction]
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160/cookbooks/third_party-camel_ai-camel_roleplaying_scraper
  • <h1> HubSpot Dynamic Multi-Agent System with Magistral Reasoning
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160/cookbooks/mistral-agents-non_framework-hubspot_dynamic_multi_agent…bspot_dynamic_multi_agent_system
  • <h1> Web Search with References
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    • <h2> Step 2 : Define the function calling tool to search Wikipedia. [#step-2-define-the-function-calling-tool-to-search-wikipedia]
    • <h2> Step 3: Define Method to Search Wikipedia Associated with the Tool [#step-3-define-method-to-search-wikipedia-associated-with-the-tool]
    • <h2> Step 4: Perform the Tool Call and Search Wikipedia [#step-4-perform-the-tool-call-and-search-wikipedia]
    • <h2> Step 5: Call Mistral with the Tool Call Result [#step-5-call-mistral-with-the-tool-call-result]
    • <h2> Step 6 : Streaming completion with references [#step-6-streaming-completion-with-references]
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      • <h3> EXPLORE
      • <h3> DOCUMENTATION
      • <h3> BUILD
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150/cookbooks/mistral-rag-mistral-reference-rag
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docs.mistral.aiNo cache headers51---
docs.mistral.aiCache-Control + ETag + Last-Modified50 s 0 s 0 s

HTTP Caching by domain and content type

DomainContent typeCache typeURLs 🔽AVG lifetimeMIN lifetimeMAX lifetime
docs.mistral.aiHTMLCache-Control + ETag1500 s 0 s 0 s
docs.mistral.aiHTMLCache-Control1430 s 0 s 0 s
docs.mistral.aiOtherNo cache headers51---
docs.mistral.aiRedirectCache-Control70 s 0 s 0 s
docs.mistral.aiHTMLCache-Control + ETag + Last-Modified50 s 0 s 0 s

DNS info

DNS resolving tree
docs.mistral.ai
  312dbf268cf2209e.vercel-dns-016.com
    IPv4: 312dbf268cf2209e.vercel-dns-016.com.
    IPv4: 216.150.1.65
    IPv4: 216.150.16.65
DNS server: 127.0.0.53

SSL/TLS info

InfoText
IssuerC = US, O = Let's Encrypt, CN = R13
SubjectCN = docs.mistral.ai
Valid fromFeb 19 07:08:17 2026 GMT (VALID already 33.3 day(s))
Valid toMay 20 07:08:16 2026 GMT (VALID still for 56.7 day(s))
Supported protocolsTLSv1.2, TLSv1.3
RAW certificate outputCertificate:
    Data:
        Version: 3 (0x2)
        Serial Number:
            05:e4:96:3f:7b:bd:ee:84:d8:0e:65:f6:84:81:70:58:20:ad
        Signature Algorithm: sha256WithRSAEncryption
        Issuer: C = US, O = Let's Encrypt, CN = R13
        Validity
            Not Before: Feb 19 07:08:17 2026 GMT
            Not After : May 20 07:08:16 2026 GMT
        Subject: CN = docs.mistral.ai
        Subject Public Key Info:
            Public Key Algorithm: rsaEncryption
                Public-Key: (2048 bit)
                Modulus:
                    00:bd:22:d5:d5:03:d7:ed:7b:3f:f8:eb:8d:ae:3e:
                    a2:30:54:f4:e6:bd:88:13:6e:db:37:27:a6:53:f4:
                    92:46:a8:3f:01:cd:aa:a2:d0:4a:36:ff:77:44:ba:
                    fe:cf:ca:ef:98:84:98:a8:c3:bd:bd:a1:37:ce:51:
                    f9:07:6e:b1:21:04:5f:a0:49:d0:d5:31:7b:bd:fd:
                    e2:05:7d:40:dc:02:67:4c:c9:1f:20:88:16:f8:c9:
                    e9:dc:aa:da:54:c9:80:25:dd:9d:f9:a9:f3:e7:5a:
                    30:db:6a:69:6a:79:5d:d4:de:c4:db:e4:2c:46:50:
                    04:2f:49:cd:d1:6a:67:af:4a:5f:ce:b5:0b:8e:95:
                    72:c2:ac:d4:c9:26:cd:bc:bf:aa:a3:4e:d9:fb:4f:
                    0a:2b:f7:80:8c:92:9a:10:b9:c0:1d:ea:1a:70:6e:
                    22:9a:8a:6c:a7:53:20:c1:b7:e5:06:c0:15:b1:fe:
                    67:24:a0:10:3c:f1:b3:e8:8d:04:35:c3:a0:d8:36:
                    ea:b6:20:fe:d1:8b:75:3f:13:23:96:68:10:1b:0e:
                    11:9f:97:ca:8c:60:9b:71:14:91:1b:ea:02:43:05:
                    f7:f9:38:88:67:1d:31:33:01:70:55:29:16:b8:ed:
                    10:27:8b:b0:fc:44:e4:87:b8:34:69:ec:85:2b:a5:
                    c8:cd
                Exponent: 65537 (0x10001)
        X509v3 extensions:
            X509v3 Key Usage: critical
                Digital Signature, Key Encipherment
            X509v3 Extended Key Usage: 
                TLS Web Server Authentication
            X509v3 Basic Constraints: critical
                CA:FALSE
            X509v3 Subject Key Identifier: 
                5A:7E:A0:7D:C9:B5:CC:A0:93:C6:0F:B9:F5:EC:9F:3C:8C:AE:BD:AD
            X509v3 Authority Key Identifier: 
                E7:AB:9F:0F:2C:33:A0:53:D3:5E:4F:78:C8:B2:84:0E:3B:D6:92:33
            Authority Information Access: 
                CA Issuers - URI:http://r13.i.lencr.org/
            X509v3 Subject Alternative Name: 
                DNS:docs.mistral.ai
            X509v3 Certificate Policies: 
                Policy: 2.23.140.1.2.1
            X509v3 CRL Distribution Points: 
                Full Name:
                  URI:http://r13.c.lencr.org/46.crl
            CT Precertificate SCTs: 
                Signed Certificate Timestamp:
                    Version   : v1 (0x0)
                    Log ID    : 0E:57:94:BC:F3:AE:A9:3E:33:1B:2C:99:07:B3:F7:90:
                                DF:9B:C2:3D:71:32:25:DD:21:A9:25:AC:61:C5:4E:21
                    Timestamp : Feb 19 08:06:47.749 2026 GMT
                    Extensions: none
                    Signature : ecdsa-with-SHA256
                                30:46:02:21:00:C0:54:1A:CD:AE:74:32:44:B2:00:47:
                                AE:89:27:62:11:9D:F4:51:07:DB:FC:3B:AA:9D:94:38:
                                4D:3C:30:D7:87:02:21:00:AC:4B:17:A0:4C:4F:78:C8:
                                6E:E1:D2:9C:7A:8B:73:B8:F5:19:A7:7A:0D:0C:F8:1A:
                                14:87:E2:2B:69:5D:7B:EC
                Signed Certificate Timestamp:
                    Version   : v1 (0x0)
                    Log ID    : D1:6E:A9:A5:68:07:7E:66:35:A0:3F:37:A5:DD:BC:03:
                                A5:3C:41:12:14:D4:88:18:F5:E9:31:B3:23:CB:95:04
                    Timestamp : Feb 19 08:06:47.992 2026 GMT
                    Extensions: none
                    Signature : ecdsa-with-SHA256
                                30:45:02:21:00:9C:DC:5A:8C:8D:29:90:41:E5:D9:4F:
                                11:DE:E0:6F:F4:FC:80:22:59:69:82:58:87:66:15:F0:
                                69:A8:15:C2:8B:02:20:34:7D:F3:3D:FA:31:8A:8F:0B:
                                4B:9F:3C:D7:05:2B:BD:D1:A5:55:34:25:FF:09:17:6B:
                                F3:4D:25:CE:9C:6E:67
    Signature Algorithm: sha256WithRSAEncryption
    Signature Value:
        65:fd:8d:12:38:e3:fb:ec:46:e3:5e:35:d4:62:43:c6:40:2c:
        01:8f:62:ae:8e:38:60:dd:38:64:b6:38:64:ae:21:38:96:99:
        25:0c:00:6f:e5:00:25:fa:03:40:6e:a8:13:b0:e0:ee:ab:03:
        97:31:c7:1a:3d:10:37:25:18:81:1c:48:58:83:b0:e6:b3:ca:
        ff:8e:f1:09:63:5d:8b:7f:57:7b:1b:06:13:79:de:d4:c9:68:
        06:1f:1c:9e:64:b6:49:0b:a7:00:51:91:6c:1b:e1:94:f2:f4:
        f3:bb:6c:13:ae:36:50:59:7b:5b:fe:d6:3f:4d:28:75:86:dc:
        1c:04:c4:b9:05:cc:d3:f6:41:9f:21:bd:db:67:f1:19:2d:eb:
        cc:32:d7:9e:7f:0a:1d:3c:0e:dd:6e:4e:83:62:0c:fd:53:83:
        f1:e5:b0:3a:89:b8:02:b7:fe:b5:d2:cb:fd:c0:d0:17:3b:16:
        df:b4:e1:3b:bf:ef:c2:18:2d:b3:fe:f7:e6:88:0a:f4:23:63:
        22:18:15:9a:59:56:53:a4:84:28:d1:22:ef:cf:22:ab:96:c3:
        2b:33:2f:ee:8e:33:47:fb:ea:67:ac:bd:3f:1e:f9:d8:82:4d:
        a5:ae:76:a9:51:b0:f0:df:81:03:bc:57:19:1c:8b:d9:fd:f5:
        66:20:be:cb
RAW protocols output
=== ssl2 ===
s_client: Unknown option: -ssl2
s_client: Use -help for summary.

=== ssl3 ===
s_client: Unknown option: -ssl3
s_client: Use -help for summary.

=== tls1 ===
40C70028AB7E0000:error:0A0000BF:SSL routines:tls_setup_handshake:no protocols available:../ssl/statem/statem_lib.c:104:
CONNECTED(00000003)
---
no peer certificate available
---
No client certificate CA names sent
---
SSL handshake has read 0 bytes and written 7 bytes
Verification: OK
---
New, (NONE), Cipher is (NONE)
Secure Renegotiation IS NOT supported
Compression: NONE
Expansion: NONE
No ALPN negotiated
Early data was not sent
Verify return code: 0 (ok)
---

=== tls1_1 ===
40E78A685B7A0000:error:0A0000BF:SSL routines:tls_setup_handshake:no protocols available:../ssl/statem/statem_lib.c:104:
CONNECTED(00000003)
---
no peer certificate available
---
No client certificate CA names sent
---
SSL handshake has read 0 bytes and written 7 bytes
Verification: OK
---
New, (NONE), Cipher is (NONE)
Secure Renegotiation IS NOT supported
Compression: NONE
Expansion: NONE
No ALPN negotiated
Early data was not sent
Verify return code: 0 (ok)
---

=== tls1_2 ===
depth=2 C = US, O = Internet Security Research Group, CN = ISRG Root X1
verify return:1
depth=1 C = US, O = Let's Encrypt, CN = R13
verify return:1
depth=0 CN = docs.mistral.ai
verify return:1
CONNECTED(00000003)
---
Certificate chain
 0 s:CN = docs.mistral.ai
   i:C = US, O = Let's Encrypt, CN = R13
   a:PKEY: rsaEncryption, 2048 (bit); sigalg: RSA-SHA256
   v:NotBefore: Feb 19 07:08:17 2026 GMT; NotAfter: May 20 07:08:16 2026 GMT
 1 s:C = US, O = Let's Encrypt, CN = R13
   i:C = US, O = Internet Security Research Group, CN = ISRG Root X1
   a:PKEY: rsaEncryption, 2048 (bit); sigalg: RSA-SHA256
   v:NotBefore: Mar 13 00:00:00 2024 GMT; NotAfter: Mar 12 23:59:59 2027 GMT
---
Server certificate
-----BEGIN CERTIFICATE-----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s/eQ35vCPXEyJd0hqSWsYcVOIQAAAZx07/DFAAAEAwBIMEYCIQDAVBrNrnQyRLIA
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dO/xuAAABAMARzBFAiEAnNxajI0pkEHl2U8R3uBv9PyAIllpgliHZhXwaagVwosC
IDR98z36MYqPC0ufPNcFK73RpVU0Jf8JF2vzTSXOnG5nMA0GCSqGSIb3DQEBCwUA
A4IBAQBl/Y0SOOP77EbjXjXUYkPGQCwBj2Kujjhg3ThktjhkriE4lpklDABv5QAl
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HxyeZLZJC6cAUZFsG+GU8vTzu2wTrjZQWXtb/tY/TSh1htwcBMS5BczT9kGfIb3b
Z/EZLevMMteefwodPA7dbk6DYgz9U4Px5bA6ibgCt/610sv9wNAXOxbftOE7v+/C
GC2z/vfmiAr0I2MiGBWaWVZTpIQo0SLvzyKrlsMrMy/ujjNH++pnrL0/HvnYgk2l
rnapUbDw34EDvFcZHIvZ/fVmIL7L
-----END CERTIFICATE-----
subject=CN = docs.mistral.ai
issuer=C = US, O = Let's Encrypt, CN = R13
---
No client certificate CA names sent
Peer signing digest: SHA256
Peer signature type: RSA-PSS
Server Temp Key: X25519, 253 bits
---
SSL handshake has read 3151 bytes and written 305 bytes
Verification: OK
---
New, TLSv1.2, Cipher is ECDHE-RSA-AES128-GCM-SHA256
Server public key is 2048 bit
Secure Renegotiation IS supported
Compression: NONE
Expansion: NONE
No ALPN negotiated
SSL-Session:
    Protocol  : TLSv1.2
    Cipher    : ECDHE-RSA-AES128-GCM-SHA256
    Session-ID: C74CF5C9B26666C9C8B3350820A1B093014EFF6E5F49BFD1C67BE97E81D202D1
    Session-ID-ctx: 
    Master-Key: C2FD052F00C5C091F6D4AACA35B4A07A7D56755C566E0F9DBA860770DE769463520D34A0F3FD1F6EAB48AAE1CB989F80
    PSK identity: None
    PSK identity hint: None
    SRP username: None
    TLS session ticket:
    0000 - 3a fc c8 c6 ce 13 ab 4c-b2 e0 1f 5c bd 82 a6 53   :......L...\...S
    0010 - 1a 7f 3d 34 6b 9f 9f 28-4a 72 2b ec 42 85 a7 a0   ..=4k..(Jr+.B...
    0020 - c1 17 40 8d 39 c3 7e f8-68 0e fe 47 a4 cf 8d 49   ..@.9.~.h..G...I
    0030 - 8c 9e 09 ce 62 81 e4 a6-4e 3d db 0a c2 2f 45 c4   ....b...N=.../E.
    0040 - 9f 40 24 0b f3 9f 0c 6d-e1 02 86 77 25 ab 3b 17   .@$....m...w%.;.
    0050 - 66 9b d5 5f ed 1e 6e db-09 64 b0 15 78 3e 75 51   f.._..n..d..x>uQ
    0060 - 52 b4 f2 d7 75 2d 33 6c-d8 65 09 63 ba 11 ce 80   R...u-3l.e.c....
    0070 - 13 ce b6 ba c9 0d 34 ae-5c d2 cb                  ......4.\..

    Start Time: 1774360741
    Timeout   : 7200 (sec)
    Verify return code: 0 (ok)
    Extended master secret: yes
---
DONE

=== tls1_3 ===
depth=2 C = US, O = Internet Security Research Group, CN = ISRG Root X1
verify return:1
depth=1 C = US, O = Let's Encrypt, CN = R13
verify return:1
depth=0 CN = docs.mistral.ai
verify return:1
CONNECTED(00000003)
---
Certificate chain
 0 s:CN = docs.mistral.ai
   i:C = US, O = Let's Encrypt, CN = R13
   a:PKEY: rsaEncryption, 2048 (bit); sigalg: RSA-SHA256
   v:NotBefore: Feb 19 07:08:17 2026 GMT; NotAfter: May 20 07:08:16 2026 GMT
 1 s:C = US, O = Let's Encrypt, CN = R13
   i:C = US, O = Internet Security Research Group, CN = ISRG Root X1
   a:PKEY: rsaEncryption, 2048 (bit); sigalg: RSA-SHA256
   v:NotBefore: Mar 13 00:00:00 2024 GMT; NotAfter: Mar 12 23:59:59 2027 GMT
---
Server certificate
-----BEGIN CERTIFICATE-----
MIIE8TCCA9mgAwIBAgISBeSWP3u97oTYDmX2hIFwWCCtMA0GCSqGSIb3DQEBCwUA
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HxyeZLZJC6cAUZFsG+GU8vTzu2wTrjZQWXtb/tY/TSh1htwcBMS5BczT9kGfIb3b
Z/EZLevMMteefwodPA7dbk6DYgz9U4Px5bA6ibgCt/610sv9wNAXOxbftOE7v+/C
GC2z/vfmiAr0I2MiGBWaWVZTpIQo0SLvzyKrlsMrMy/ujjNH++pnrL0/HvnYgk2l
rnapUbDw34EDvFcZHIvZ/fVmIL7L
-----END CERTIFICATE-----
subject=CN = docs.mistral.ai
issuer=C = US, O = Let's Encrypt, CN = R13
---
No client certificate CA names sent
Peer signing digest: SHA256
Peer signature type: RSA-PSS
Server Temp Key: X25519, 253 bits
---
SSL handshake has read 3107 bytes and written 313 bytes
Verification: OK
---
New, TLSv1.3, Cipher is TLS_AES_128_GCM_SHA256
Server public key is 2048 bit
Secure Renegotiation IS NOT supported
Compression: NONE
Expansion: NONE
No ALPN negotiated
Early data was not sent
Verify return code: 0 (ok)
---
DONE
---
Post-Handshake New Session Ticket arrived:
SSL-Session:
    Protocol  : TLSv1.3
    Cipher    : TLS_AES_128_GCM_SHA256
    Session-ID: 0776EC5A3F69FF8E87AA1ECDB96E97B11675760AE8BF141CB627858C6AC26542
    Session-ID-ctx: 
    Resumption PSK: 3E52B280883F77AFDDBEB557731E207F0D2D4F391A475369094BCDEFF50952FC
    PSK identity: None
    PSK identity hint: None
    SRP username: None
    TLS session ticket lifetime hint: 604800 (seconds)
    TLS session ticket:
    0000 - 3a 0e 78 cb 09 9b 9e f7-4c fb 7f ce b3 f7 3a fb   :.x.....L.....:.
    0010 - 10 77 6e 61 b5 f3 eb 8f-30 d4 f6 ab d5 a5 3c 93   .wna....0.....<.
    0020 - 15 4a 5a 1c d0 00 be 9b-49 af b4 43 ee d1 84 8a   .JZ.....I..C....
    0030 - fa 70 08 c9 b2 97 a8 9a-00 98 61 a5 cf 92 72 3b   .p........a...r;
    0040 - 6b 71 8f c8 d1 99 f3 6f-88 a9 3c 7d fe 93 db 0b   kq.....o..<}....
    0050 - 01 8d 2d b9 e8 ba 4c f5-8d 5f 9d 5c 0a 49 d8 f3   ..-...L.._.\.I..
    0060 - dc a2 58 c0 0f c0 ff 61-c6                        ..X....a.

    Start Time: 1774360741
    Timeout   : 7200 (sec)
    Verify return code: 0 (ok)
    Extended master secret: no
    Max Early Data: 0
---
read R BLOCK

Crawler stats

Basic stats
Total execution time33 s
Total URLs356
Total size76 MB
Requests - total time36 s
Requests - avg time104 ms
Requests - min time0 ms
Requests - max time1.3 s
Requests by status-6:SKP: 51
200: 150
308: 7
403: 143
404: 5

Analysis stats

Found 21 row(s).
Class::methodExec time 🔽Exec count
BestPracticeAnalyzer::checkHeadingStructure1 s 298
AccessibilityAnalyzer::checkMissingLabels767 ms 150
BestPracticeAnalyzer::checkNonClickablePhoneNumbers700 ms 298
AccessibilityAnalyzer::checkMissingAriaLabels687 ms 150
BestPracticeAnalyzer::checkMaxDOMDepth579 ms 298
AccessibilityAnalyzer::checkMissingRoles574 ms 150
AccessibilityAnalyzer::checkMissingLang512 ms 150
SslTlsAnalyzer::getTLSandSSLCertificateInfo330 ms 1
BestPracticeAnalyzer::checkInlineSvg191 ms 298
BestPracticeAnalyzer::checkMissingQuotesOnAttributes72 ms 298
AccessibilityAnalyzer::checkImageAltAttributes46 ms 150
SecurityAnalyzer::checkHtmlSecurity20 ms 298
SeoAndOpenGraphAnalyzer::analyzeHeadings19 ms 1
SecurityAnalyzer::checkHeaders7 ms 298
SeoAndOpenGraphAnalyzer::analyzeSeo0 ms 1
SeoAndOpenGraphAnalyzer::analyzeOpenGraph0 ms 1
BestPracticeAnalyzer::checkTitleUniqueness0 ms 1
BestPracticeAnalyzer::checkMetaDescriptionUniqueness0 ms 1
BestPracticeAnalyzer::checkBrotliSupport0 ms 1
BestPracticeAnalyzer::checkWebpSupport0 ms 1
BestPracticeAnalyzer::checkAvifSupport0 ms 1
No rows found, please edit your search term.

Content processor stats

Found 12 row(s).
Class::methodExec time 🔽Exec count
NextJsProcessor::applyContentChangesBeforeUrlParsing638 ms 298
HtmlProcessor::findUrls411 ms 305
JavaScriptProcessor::findUrls375 ms 298
CssProcessor::findUrls20 ms 298
AstroProcessor::findUrls12 ms 298
AstroProcessor::applyContentChangesBeforeUrlParsing0 ms 298
NextJsProcessor::findUrls0 ms 298
JavaScriptProcessor::applyContentChangesBeforeUrlParsing0 ms 298
SvelteProcessor::applyContentChangesBeforeUrlParsing0 ms 298
SvelteProcessor::findUrls0 ms 298
HtmlProcessor::applyContentChangesBeforeUrlParsing0 ms 305
CssProcessor::applyContentChangesBeforeUrlParsing0 ms 298
No rows found, please edit your search term.

Crawler info

Version 2.1.0.20260317
Executed At 2026-03-24 13:58:28
Command siteone-crawler --url=https://docs.mistral.ai --markdown-export-dir=/tmp/siteone-mistral --markdown-exclude-selector=header,footer,nav,.sidebar,.menu,.breadcrumb,script,style --timeout=30 --workers=5 --disable-javascript --disable-styles --disable-fonts --disable-images --disable-files --no-color --hide-progress-bar --output=text
Hostname ubuntu-8gb-hel1-1
User-Agent Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/26.0.0.0 Safari/537.36 siteone-crawler/2.1.0.20260317