Crawler Report for console.groq.com

Summary

Website Quality Score

7.2 Good
Performance
10.0
SEO
4.0
Security
8.5
Accessibility
5.0
Best Practices
8.3
  • ⛔ Skipped URLs - 238 skipped URLs found.
  • ⛔ Redirects - 19 redirects found.
  • ⛔ 36 page(s) without <h1> heading.
  • ⚠️ 121 page(s) do not support Brotli compression.
  • ⚠️ No WebP image found on the website.
  • ⚠️ No AVIF image found on the website.
  • ⚠️ 121 page(s) with skipped heading levels.
  • ⚠️ 3 page(s) with non-clickable (non-interactive) phone numbers.
  • ⚠️ 2 page(s) without form labels.
  • ⚠️ 121 page(s) without aria labels.
  • ⚠️ 121 page(s) without role attributes.
  • ⚠️ Security - 738 pages(s) with warning(s).
  • ⏩ Loaded robots.txt for domain 'console.groq.com': status code 200, size 129 B and took 130 ms.
  • ⏩ External URLs - 238 external URL(s) found.
  • ⏩ 404 NOTICE - 2 non-existent page(s) found.
  • ✅ SSL/TLS certificate is valid until Jun 9 16:23:43 2026 GMT. Issued by C = US, O = Google Trust Services, CN = WE1. Subject is CN = console.groq.com.
  • ✅ SSL/TLS certificate issued by 'C = US, O = Google Trust Services, CN = WE1'.
  • ✅ Performance OK - all non-media URLs are faster than 3 seconds.
  • ✅ HTTP headers - found 24 unique headers.
  • ✅ All 114 unique title(s) are within the allowed 10% duplicity. Highest duplicity title has 2%.
  • ✅ All 116 description(s) are within the allowed 10% duplicity. Highest duplicity description has 2%.
  • ✅ All pages have quoted attributes.
  • ✅ All pages have inline SVGs smaller than 5120 bytes.
  • ✅ All pages have inline SVGs with less than 5 duplicates.
  • ✅ All pages have valid or none inline SVGs.
  • ✅ All pages without multiple <h1> headings.
  • ✅ All pages have DOM depth less than 30.
  • ✅ All pages have valid HTML.
  • ✅ All pages have image alt attributes.
  • ✅ All pages have lang attribute.
  • ✅ DNS IPv4 OK: domain console.groq.com resolved to 104.18.38.236, 172.64.149.20 (DNS server: 127.0.0.53).
  • ✅ DNS IPv6 OK: domain console.groq.com resolved to 2606:4700:4409::ac40:9514, 2606:4700:4405::6812:26ec (DNS server: 127.0.0.53).

Visited URLs

Found 142 row(s).
URLStatusTypeTime (s)SizeCache
/docs307 Redirect38 ms 93 B0 s
/docs/overview200 HTML72 ms 305 kB0 s
/docs/prometheus-metrics200 HTML269 ms297 kB0 s
/docs/coding-with-groq/opencode200 HTML395 ms289 kB0 s
/docs/speech-to-text200 HTML299 ms393 kB0 s
/docs/prefilling200 HTML402 ms302 kB0 s
/docs/examples200 HTML301 ms285 kB0 s
/docs/tool-use/built-in-tools/wolfram-alpha200 HTML439 ms326 kB0 s
/docs/your-data200 HTML334 ms301 kB0 s
/docs/tool-use/remote-mcp200 HTML339 ms510 kB0 s
/docs/rate-limits200 HTML140 ms331 kB0 s
/docs/integrations200 HTML338 ms315 kB0 s
/docs/coding-with-groq/kilo-code200 HTML331 ms287 kB0 s
/docs/responses-api200 HTML367 ms445 kB0 s
/docs/text-to-speech/orpheus200 HTML332 ms414 kB0 s
/docs/coding-with-groq200 HTML79 ms 292 kB0 s
/docs/content-moderation200 HTML300 ms311 kB0 s
/docs/billing-faqs200 HTML314 ms314 kB0 s
/docs/prompt-caching200 HTML360 ms479 kB0 s
/docs/models200 HTML81 ms 398 kB0 s
/docs/compound/use-cases200 HTML437 ms363 kB0 s
/docs/prompting200 HTML413 ms406 kB0 s
/docs/tool-use/built-in-tools/code-execution200 HTML472 ms366 kB0 s
/docs/badge200 HTML314 ms275 kB0 s
/docs/tool-use/local-tool-calling200 HTML417 ms708 kB0 s
/docs/errors200 HTML349 ms291 kB0 s
/docs/batch200 HTML365 ms528 kB0 s
/docs/model-permissions200 HTML393 ms324 kB0 s
/docs/tool-use/remote-mcp/connectors200 HTML491 ms344 kB0 s
/docs/legal200 HTML369 ms277 kB0 s
/docs/coding-with-groq/factory-droid200 HTML434 ms295 kB0 s
/docs/tool-use/built-in-tools200 HTML378 ms365 kB0 s
/docs/compound200 HTML268 ms338 kB0 s
/docs/tool-use/built-in-tools/browser-automation200 HTML422 ms333 kB0 s
/docs/prompting/model-migration200 HTML374 ms348 kB0 s
/docs/performance-tier200 HTML385 ms286 kB0 s
/docs/api-reference200 HTML94 ms 1 MB0 s
/docs/vision200 HTML424 ms355 kB0 s
/docs/text-chat200 HTML453 ms353 kB0 s
/docs/text-to-speech200 HTML488 ms300 kB0 s
/docs/prompting/patterns200 HTML460 ms565 kB0 s
/docs/tool-use/built-in-tools/browser-search200 HTML360 ms310 kB0 s
/docs/lora200 HTML444 ms341 kB0 s
/docs/production-readiness/optimizing-latency200 HTML387 ms354 kB0 s
/docs/service-tiers200 HTML314 ms286 kB0 s
/docs/projects200 HTML385 ms308 kB0 s
/docs/spend-limits200 HTML309 ms304 kB0 s
/docs/coding-with-groq/cline200 HTML317 ms290 kB0 s
/docs/tool-use/built-in-tools/visit-website200 HTML366 ms329 kB0 s
/docs/compound/built-in-tools200 HTML514 ms320 kB0 s
/docs/tool-use/overview200 HTML334 ms382 kB0 s
/docs/openai200 HTML287 ms293 kB0 s
/docs/flex-processing200 HTML290 ms289 kB0 s
/docs/compound/systems200 HTML315 ms299 kB0 s
/docs/coding-with-groq/roo-code200 HTML357 ms287 kB0 s
/docs/libraries200 HTML281 ms329 kB0 s
/docs/production-readiness/security-onboarding200 HTML340 ms321 kB0 s
/docs/structured-outputs200 HTML387 ms752 kB0 s
/docs/production-readiness/production-ready-checklist200 HTML384 ms348 kB0 s
/docs/tool-use/built-in-tools/web-search200 HTML413 ms379 kB0 s
/docs/quickstart200 HTML292 ms315 kB0 s
/docs/reasoning200 HTML328 ms456 kB0 s
/docs/changelog200 HTML310 ms535 kB0 s
/docs/model/moonshotai/kimi-k2-instruct-0905200 HTML289 ms345 kB0 s
/docs/model/openai/gpt-oss-120b200 HTML354 ms347 kB0 s
/docs/model/whisper-large-v3200 HTML305 ms314 kB0 s
/docs/model/whisper-large-v3-turbo200 HTML290 ms314 kB0 s
/docs/legal/ai-policy200 HTML271 ms283 kB0 s
/docs/compound/systems/compound200 HTML499 ms356 kB0 s
/docs/compound/systems/compound-mini200 HTML436 ms356 kB0 s
/docs/model/openai/gpt-oss-20b200 HTML402 ms347 kB0 s
/docs/model/qwen3-32b307 Redirect378 ms117 B0 s
/docs/model/meta-llama/llama-4-scout-17b-16e-instruct200 HTML541 ms346 kB0 s
/docs/gradio200 HTML418 ms289 kB0 s
/docs/parallel200 HTML367 ms315 kB0 s
/docs/llama-index200 HTML299 ms272 kB0 s
/docs/crewai200 HTML380 ms301 kB0 s
/docs/langchain200 HTML353 ms298 kB0 s
/docs/arize200 HTML349 ms300 kB0 s
/docs/composio200 HTML378 ms294 kB0 s
/docs/echokit200 HTML305 ms289 kB0 s
/docs/autogen200 HTML340 ms333 kB0 s
/docs/mastra200 HTML338 ms404 kB0 s
/docs/browserbase200 HTML373 ms320 kB0 s
/docs/toolhouse200 HTML321 ms308 kB0 s
/docs/firecrawl200 HTML365 ms322 kB0 s
/docs/e2b200 HTML279 ms295 kB0 s
/docs/browseruse200 HTML77 ms 320 kB0 s
/docs/anchorbrowser200 HTML376 ms298 kB0 s
/docs/ai-sdk200 HTML345 ms322 kB0 s
/docs/jigsawstack200 HTML297 ms272 kB0 s
/docs/exa200 HTML288 ms317 kB0 s
/docs/huggingface200 HTML326 ms320 kB0 s
/docs/litellm200 HTML347 ms287 kB0 s
/docs/agno200 HTML325 ms308 kB0 s
/docs/xrx200 HTML369 ms307 kB0 s
/docs/mlflow200 HTML377 ms298 kB0 s
/docs/flutterflow200 HTML359 ms309 kB0 s
/docs/code-execution308 Redirect33 ms 153 B0 s
/docs/browser-search308 Redirect32 ms 153 B0 s
/docs/tavily200 HTML324 ms322 kB0 s
/docs/tool-use308 Redirect60 ms 111 B0 s
/docs/livekit200 HTML509 ms317 kB0 s
/docs/mcp308 Redirect56 ms 115 B0 s
/docs/model/canopylabs/orpheus-arabic-saudi200 HTML382 ms313 kB0 s
/docs/model/canopylabs/orpheus-v1-english200 HTML354 ms314 kB0 s
/docs/model/meta-llama/llama-prompt-guard-2-86m200 HTML371 ms335 kB0 s
/docs/model/meta-llama/llama-prompt-guard-2-22m200 HTML460 ms333 kB0 s
/docs/agentic-tooling307 Redirect298 ms93 B0 s
/docs/model/openai/gpt-oss-safeguard-20b200 HTML518 ms367 kB0 s
/docs/model/qwen/qwen3-32b200 HTML308 ms340 kB0 s
/docs/deprecations200 HTML277 ms453 kB0 s
/docs/model/meta-llama/llama-guard-4-12b200 HTML338 ms300 kB0 s
/docs/feedback-policy200 HTML321 ms278 kB0 s
/docs/legal/contractual-framework-overview200 HTML318 ms281 kB0 s
/docs/trademarks200 HTML298 ms267 kB0 s
/docs/legal/customer-business-associate-addendum200 HTML284 ms315 kB0 s
/docs/legal/services-agreement200 HTML313 ms452 kB0 s
/docs/legal/customer-data-processing-addendum200 HTML322 ms372 kB0 s
/docs/legal/copyright-infringement200 HTML375 ms276 kB0 s
/docs/legal/service-credit-terms200 HTML269 ms280 kB0 s
/docs/visit-website308 Redirect36 ms 151 B0 s
/docs/browser-automation308 Redirect45 ms 161 B0 s
/docs/legal/archive/200 HTML378 ms619 kB0 s
/docs/web-search308 Redirect60 ms 145 B0 s
/docs/wolfram-alpha308 Redirect34 ms 151 B0 s
/docs/changelog/compound200 HTML340 ms278 kB0 s
/docs/guides/speech-to-text/prompting404 HTML342 ms30 kB0 s
/docs/speech-text404 HTML333 ms30 kB0 s
/docs/model/llama-4-scout-17b-16e-instruct307 Redirect277 ms171 B0 s
/docs/ai-sdk/200 HTML273 ms322 kB0 s
/docs/model/llama-prompt-guard-2-22m307 Redirect302 ms159 B0 s
/docs/model/llama-guard-4-12b307 Redirect325 ms145 B0 s
/docs/legacy-changelog200 HTML286 ms327 kB0 s
/docs/agentic-tooling/compound-beta307 Redirect433 ms137 B0 s
/docs/model/meta-llama/llama-4-maverick-17b-128e-instruct200 HTML337 ms301 kB0 s
/docs/agentic-tooling/compound-beta-mini307 Redirect327 ms147 B0 s
/docs/model/moonshotai/kimi-k2-instruct200 HTML312 ms344 kB0 s
/docs/legal/archive200 HTML89 ms 619 kB0 s
/docs/model/llama-prompt-guard-2-86m307 Redirect304 ms159 B0 s
/docs/compound/systems/compound-beta-mini307 Redirect325 ms137 B0 s
/docs/compound/systems/compound-beta307 Redirect274 ms127 B0 s
No rows found, please edit your search term.

Best practices

Found 11 row(s).
Analysis nameOKNoticeWarningCritical
Large inline SVGs (> 5120 B)62000
Duplicate inline SVGs (> 5 and > 1024 B)62000
Non-clickable phone numbers0020
DOM depth (> 30)123000
Heading structure8901520
Invalid inline SVGs62000
Title uniqueness (> 10%)114000
Description uniqueness (> 10%)116000
Brotli support001210
WebP support0010
AVIF support0010
No rows found, please edit your search term.

Large inline SVGs

No problems found.


Duplicate inline SVGs

No problems found.


Invalid inline SVGs

No problems found.


Missing quotes on attributes

No problems found.


DOM depth

No problems found.


Heading structure

SeverityOccursDetailAffected URLs (max 5)
critical36No <h1> tag found in the HTML content.URL 1, URL 2, URL 3, URL 4, URL 5
warning121Heading structure is skipping levels: found an <h2> without a previous higher heading.URL 1, URL 2, URL 3, URL 4, URL 5
warning21Heading structure is skipping levels: found an <h3> after an <h1>.URL 1, URL 2, URL 3, URL 4, URL 5
warning10Heading structure is skipping levels: found an <h4> after an <h2>.URL 1, URL 2, URL 3, URL 4, URL 5

Non-clickable phone numbers

SeverityOccursDetailAffected URLs (max 5)
warning2(650) 618-6481URL 1, URL 2
warning193061-050-9914/docs/vision

Title uniqueness

No problems found.


Description uniqueness

No problems found.

Accessibility

Analysis nameOKNoticeWarningCritical
Missing aria labels12801691
Missing image alt attributes83000
Missing form labels0020
Missing roles0020
Missing html lang attribute1000

Valid HTML

No problems found.


Missing image alt attributes

No problems found.


Missing form labels

SeverityOccursDetailAffected URLs (max 5)
warning56<input ***>/docs/production-readiness/production-ready-checklist
warning10<input class="w-* h-* bg-* dark:bg-* rounded-* accent-* cursor-*" *** >/docs/text-to-speech/orpheus

Missing aria labels

Found 200 row(s).
SeverityOccursDetailAffected URLs (max 5)
critical56<input ***>/docs/production-readiness/production-ready-checklist
warning7947<a class="inline-* items-* gap-* transition-* duration-* font-* text-* hover:text-* data-* text-* font-* data-* p-* min-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning5346<a class="items-* whitespace-* rounded-* text-* ring-* transition-* focus-* disabled:pointer-* disabled:opacity-* text-* font-* py-* hover:bg-* dark:hover:bg-* hover:text-* leading-* justify-* px-* flex font-* h-* mb-* text-* overflow-* text-* pl-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning2660<a class="items-* whitespace-* rounded-* text-* ring-* transition-* focus-* disabled:pointer-* disabled:opacity-* text-* font-* py-* hover:bg-* dark:hover:bg-* hover:text-* leading-* justify-* px-* flex font-* h-* mb-* text-* overflow-* text-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning1185<a class="anchor-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning945<a class="inline-* items-* gap-* transition-* duration-* font-* text-* underline underline-* hover:text-* text-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning605<a class="inline-* items-* gap-* transition-* duration-* font-* text-* hover:text-* data-* text-* font-* data-* min-* pl-* pr-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning493<button class="relative inline-* gap-* items-* justify-* whitespace-* ring-* transition-* disabled:pointer-* disabled:opacity-* cursor-* hover:bg-* hover:text-* dark:hover:bg-* [.light_* h-* rounded-* px-* text-* [&_* [&_* [&_*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning484<a class="inline-* items-* gap-* transition-* duration-* font-* hover:text-* data-* text-* font-* data-* data-* data-* pb-* data-* text-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning242<a class="flex items-* gap-* text-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning236<button class="items-* justify-* whitespace-* text-* font-* ring-* transition-* focus-* disabled:pointer-* disabled:opacity-* hover:bg-* hover:text-* rounded-* px-* text-* h-* gap-* cursor-* flex item-*">URL 1, URL 2, URL 3, URL 4, URL 5
warning176<button class="rounded p-* hover:bg-* dark:hover:bg-* focus:outline-* focus:ring-* focus:ring-* dark:focus:ring-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning121<button class="inline-* items-* justify-* whitespace-* rounded-* text-* font-* ring-* transition-* focus-* disabled:pointer-* disabled:opacity-* hover:bg-* hover:text-* h-* px-* py-* z-* absolute right-* top-*">URL 1, URL 2, URL 3, URL 4, URL 5
warning121<button class="inline-* items-* justify-* whitespace-* text-* font-* ring-* transition-* focus-* disabled:pointer-* disabled:opacity-* hover:bg-* hover:text-* h-* rounded-* px-* gap-*">URL 1, URL 2, URL 3, URL 4, URL 5
warning121<a class="flex items-* h-* ml-* sm:ml-* mr-* mt-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning121<a class="justify-* pt-* flex-* overflow-* rounded-* h-* text-* bg-* w-* lg:w-* border border-* dark:border-* text-* text-* font-* font-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning118<button class="justify-* whitespace-* text-* font-* ring-* transition-* focus-* disabled:pointer-* disabled:opacity-* hover:bg-* hover:text-* rounded-* px-* text-* h-* gap-* cursor-* flex items-*">URL 1, URL 2, URL 3, URL 4, URL 5
warning68<button class="inline-* items-* justify-* whitespace-* font-* ring-* transition-* focus-* disabled:pointer-* disabled:opacity-* hover:text-* h-* px-* rounded-* rounded-* border-* hover:bg-* text-* min-*">URL 1, URL 2, URL 3, URL 4, URL 5
warning55<a class="inline-* items-* gap-* group" *** >/docs/api-reference
warning52<a class="hover:underline" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning41<button class="flex flex-* items-* transition-* focus-* [&[data-* *** >/docs/api-reference
warning34<button class="invisible group-* rounded p-* hover:bg-* dark:hover:bg-* focus:outline-* focus:ring-* focus:ring-* z-* relative flex-*" *** >URL 1, URL 2
warning29<a class="anchor-* hover:underline" *** >/docs/changelog
warning29<a class="neum neum-* h-* flex flex-* text-* w-* md:w-* active:border-* border-* border-* p-*" *** >/docs/integrations
warning23<a class="_*" *** >URL 1, URL 2, URL 3
warning20<a class="neum neum-* h-* flex flex-* text-* p-* w-* md:w-* active:border-* border-* border-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning16<a class="inline-* items-* gap-* transition-* duration-* font-* text-* underline underline-* hover:text-* text-* font-* py-*" *** >/docs/models
warning15<a class="inline-* items-* justify-* whitespace-* rounded-* text-* font-* ring-* transition-* focus-* disabled:pointer-* disabled:opacity-* border border-* dark:border-* bg-* hover:bg-* hover:text-* h-* px-* py-* self-* sm:self-* flex items-* gap-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning12<a class="group flex items-* justify-* gap-* rounded-* border bg-* p-* transition-* hover:bg-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning10<button class="inline-* items-* justify-* whitespace-* text-* font-* ring-* transition-* focus-* disabled:pointer-* disabled:opacity-* hover:text-* h-* rounded-* rounded-* border-* px-* hover:bg-*" id="radix-_R_s0lfiupff5tn9fd8pb_" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning10<a class="inline-* items-* gap-* transition-* duration-* font-* text-* underline underline-* hover:text-* text-* w-*" *** >/docs/integrations
warning9<button class="inline-* items-* justify-* whitespace-* text-* font-* ring-* transition-* focus-* disabled:pointer-* disabled:opacity-* hover:text-* h-* rounded-* rounded-* border-* px-* hover:bg-*" id="radix-_R_elfiupff5tn9fd8pb_" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning8<button class="whitespace-* underline-* justify-* px-* hover:text-* data-* data-* data-* disabled:opacity-* disabled:cursor-*" id="radix-_R_3dbsnpfiupff5tn9fd8pb_-trigger-python" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning8<button class="whitespace-* underline-* justify-* px-* hover:text-* data-* data-* data-* disabled:opacity-* disabled:cursor-*" id="radix-_R_3dbsnpfiupff5tn9fd8pb_-trigger-javascript" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning8<button class="whitespace-* underline-* justify-* px-* hover:text-* data-* data-* data-* disabled:opacity-* disabled:cursor-*" id="radix-_R_3dbsnpfiupff5tn9fd8pb_-trigger-json" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning8<button class="whitespace-* underline-* justify-* px-* hover:text-* data-* data-* data-* disabled:opacity-* disabled:cursor-*" id="radix-_R_3dbsnpfiupff5tn9fd8pb_-trigger-curl" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning7<button class="inline-* items-* justify-* whitespace-* text-* font-* ring-* transition-* focus-* disabled:pointer-* disabled:opacity-* hover:text-* h-* rounded-* rounded-* border-* px-* hover:bg-*" id="radix-_R_3ganpfiupff5tn9fd8pb_" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning7<button class="inline-* items-* justify-* whitespace-* text-* font-* ring-* transition-* focus-* disabled:pointer-* disabled:opacity-* hover:text-* h-* rounded-* rounded-* border-* px-* hover:bg-*" id="radix-_R_1o0lfiupff5tn9fd8pb_" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning6<button class="inline-* items-* justify-* whitespace-* text-* font-* ring-* transition-* focus-* disabled:pointer-* disabled:opacity-* hover:text-* h-* rounded-* rounded-* border-* px-* hover:bg-*" id="radix-_R_705bsnpfiupff5tn9fd8pb_" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning6<button class="inline-* items-* justify-* whitespace-* text-* font-* ring-* transition-* focus-* disabled:pointer-* disabled:opacity-* hover:text-* h-* rounded-* rounded-* border-* px-* hover:bg-*" id="radix-_R_e0anpfiupff5tn9fd8pb_" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning6<a class="justify-* whitespace-* rounded-* text-* font-* ring-* transition-* focus-* disabled:pointer-* disabled:opacity-* border border-* dark:border-* bg-* hover:bg-* hover:text-* neum h-* flex flex-* items-* text-* p-* w-* md:w-* neum-* neum-*" *** >/docs/overview
warning5<button class="inline-* items-* justify-* whitespace-* text-* font-* ring-* transition-* focus-* disabled:pointer-* disabled:opacity-* hover:text-* h-* rounded-* rounded-* border-* px-* hover:bg-*" id="radix-_R_1o0anpfiupff5tn9fd8pb_" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning5<button class="inline-* items-* justify-* whitespace-* text-* font-* ring-* transition-* focus-* disabled:pointer-* disabled:opacity-* hover:text-* h-* rounded-* rounded-* border-* px-* hover:bg-*" id="radix-_R_s0anpfiupff5tn9fd8pb_" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning5<a class="font-* hover:underline" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning4<a class="hover:underline text-*" *** >URL 1, URL 2
warning3<button class="whitespace-* underline-* justify-* px-* hover:text-* data-* data-* data-* disabled:opacity-* disabled:cursor-*" id="radix-_R_ql3lfiupff5tn9fd8pb_-trigger-undefined" *** >/docs/structured-outputs
warning3<button class="inline-* items-* justify-* whitespace-* text-* font-* ring-* transition-* focus-* disabled:pointer-* disabled:opacity-* hover:text-* h-* rounded-* rounded-* border-* px-* hover:bg-*" id="radix-_R_3glfiupff5tn9fd8pb_" *** >URL 1, URL 2, URL 3
warning3<a class="group flex items-* gap-* rounded-* border p-* transition-* hover:bg-*" *** >/docs/coding-with-groq
warning3<button class="inline-* items-* justify-* whitespace-* text-* font-* ring-* transition-* focus-* disabled:pointer-* disabled:opacity-* hover:text-* h-* rounded-* rounded-* border-* px-* hover:bg-*" id="radix-_R_70anpfiupff5tn9fd8pb_" *** >URL 1, URL 2, URL 3
warning2<button class="whitespace-* underline-* justify-* px-* hover:text-* data-* data-* data-* disabled:opacity-* disabled:cursor-*" id="radix-_R_45bsnpfiupff5tn9fd8pb_-trigger-javascript" *** >URL 1, URL 2
warning2<button class="whitespace-* underline-* justify-* px-* hover:text-* data-* data-* data-* disabled:opacity-* disabled:cursor-*" id="radix-_R_3tbsnpfiupff5tn9fd8pb_-trigger-python" *** >URL 1, URL 2
warning2<a class="justify-* whitespace-* rounded-* text-* font-* ring-* transition-* disabled:pointer-* disabled:opacity-* border border-* dark:border-* bg-* hover:bg-* hover:text-* neum neum-* neum-* flex h-* min-* flex-* items-* p-* text-* focus-* focus-* focus-* focus-* focus-* md:w-* flex h-* w-* min-* flex-*" *** >/docs/coding-with-groq
warning2<button class="whitespace-* underline-* justify-* px-* hover:text-* data-* data-* data-* disabled:opacity-* disabled:cursor-*" id="radix-_R_45bsnpfiupff5tn9fd8pb_-trigger-python" *** >URL 1, URL 2
warning2<button class="whitespace-* underline-* justify-* px-* hover:text-* data-* data-* data-* disabled:opacity-* disabled:cursor-*" id="radix-_R_clfiupff5tn9fd8pb_-trigger-python" *** >URL 1, URL 2
warning2<button class="whitespace-* underline-* justify-* px-* hover:text-* data-* data-* data-* disabled:opacity-* disabled:cursor-*" id="radix-_R_clfiupff5tn9fd8pb_-trigger-json" *** >URL 1, URL 2
warning2<button class="whitespace-* underline-* justify-* px-* hover:text-* data-* data-* data-* disabled:opacity-* disabled:cursor-*" id="radix-_R_clfiupff5tn9fd8pb_-trigger-javascript" *** >URL 1, URL 2
warning2<button class="whitespace-* underline-* justify-* px-* hover:text-* data-* data-* data-* disabled:opacity-* disabled:cursor-*" id="radix-_R_3tbsnpfiupff5tn9fd8pb_-trigger-json" *** >URL 1, URL 2
warning2<button class="inline-* items-* justify-* whitespace-* text-* font-* ring-* transition-* focus-* disabled:pointer-* disabled:opacity-* hover:text-* h-* rounded-* rounded-* border-* px-* hover:bg-*" id="radix-_R_70lfiupff5tn9fd8pb_" *** >URL 1, URL 2
warning2<button class="whitespace-* underline-* justify-* px-* hover:text-* data-* data-* data-* disabled:opacity-* disabled:cursor-*" id="radix-_R_3tbsnpfiupff5tn9fd8pb_-trigger-curl" *** >URL 1, URL 2
warning2<a class="justify-* whitespace-* rounded-* text-* font-* ring-* transition-* disabled:pointer-* disabled:opacity-* border border-* dark:border-* bg-* hover:bg-* hover:text-* neum h-* flex flex-* min-* items-* text-* p-* w-* md:w-* neum-* neum-* focus-* focus-* focus-* focus-* focus-* w-* min-* h-* flex flex-*" *** >/docs/models
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warning2<button class="whitespace-* underline-* justify-* px-* hover:text-* data-* data-* data-* disabled:opacity-* disabled:cursor-*" id="radix-_R_45bsnpfiupff5tn9fd8pb_-trigger-curl" *** >URL 1, URL 2
warning2<a class="text-* hover:underline text-* hidden sm:flex items-* gap-*" *** >/docs/changelog
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warning1<button class="peer h-* w-* shrink-* rounded-* border border-* shadow focus-* focus-* focus-* disabled:cursor-* disabled:opacity-* data-* data-* flex-*" id="performance-baselines" *** >/docs/production-readiness/production-ready-checklist
warning1<button class="whitespace-* underline-* justify-* px-* hover:text-* data-* data-* data-* disabled:opacity-* disabled:cursor-*" id="radix-_R_7lfiupff5tn9fd8pb_-trigger-python" *** >/docs/flex-processing
warning1<button class="whitespace-* underline-* justify-* px-* hover:text-* data-* data-* data-* disabled:opacity-* disabled:cursor-*" id="radix-_R_20lfiupff5tn9fd8pb_-trigger-javascript" *** >/docs/prompting
warning1<button class="whitespace-* underline-* justify-* px-* hover:text-* data-* data-* data-* disabled:opacity-* disabled:cursor-*" id="radix-_R_hanpfiupff5tn9fd8pb_-trigger-Natural Conversation" *** >/docs/text-to-speech/orpheus
warning1<button class="block rounded-* text-* px-* py-* h-* transition-* happy bg-* dark:bg-* text-* hover:text-* dark:text-* dark:hover:text-*" *** >/docs/rate-limits
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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

SeverityOccursDetailAffected URLs (max 5)
warning121<nav class="flex gap-* font-* m-* px-* flex-*">URL 1, URL 2, URL 3, URL 4, URL 5
warning121<aside class="lg:hidden">URL 1, URL 2, URL 3, URL 4, URL 5
warning121<aside class="hidden pl-* pb-* w-* lg:flex lg:flex-* pt-*">URL 1, URL 2, URL 3, URL 4, URL 5
warning121<nav class="flex gap-* font-* px-* flex-* m-* pr-*">URL 1, URL 2, URL 3, URL 4, URL 5
warning1<nav class="border rounded-* p-* magnetic inline-* border-* dark:border-* text-* dark:text-* tracking-*">/docs/rate-limits

Missing html lang attribute

No problems found.

Security

Found 11 row(s).
HeaderOKNoticeWarningCriticalRecommendation
X-Frame-Options001230X-Frame-Options header is not set. It prevents clickjacking attacks when set to 'deny' or 'sameorigin.
X-Content-Type-Options001230X-Content-Type-Options header is not set. It stops MIME type sniffing and mitigates content type attacks.
Referrer-Policy001230Referrer-Policy header is not set. It controls referrer header sharing and enhances privacy and security.
Feature-Policy001230Feature-Policy header is not set. It allows enabling/disabling browser APIs and features for security. Not important if Permissions-Policy is set.
Permissions-Policy001230Permissions-Policy header is not set. It allows enabling/disabling browser APIs and features for security.
X-Powered-By001230X-Powered-By header is set to 'Next.js'. It is better not to reveal used technologies.
Server012300Server header is set to 'cloudflare'. It is better not to reveal used technologies.
Set-Cookie012300
Strict-Transport-Security123000
X-XSS-Protection123000
Content-Security-Policy123000
No rows found, please edit your search term.

Security headers

SeverityOccursDetailAffected URLs (max 5)
warning123Referrer-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
warning123X-Powered-By header is set to 'Next.js'. It is better not to reveal used technologies.URL 1, URL 2, URL 3, URL 4, URL 5
warning123X-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
warning123Feature-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
warning123Permissions-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
warning123X-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
notice123Server header is set to 'cloudflare'. It is better not to reveal used technologies.URL 1, URL 2, URL 3, URL 4, URL 5
notice123Set-Cookie header for '__cf_bm' does not have 'SameSite' flag. Consider using 'SameSite=Strict' or 'SameSite=Lax'.URL 1, URL 2, URL 3, URL 4, URL 5

TOP non-unique titles

Count 🔽Title
3Policies & Notices - GroqDocs
2Changelog - GroqDocs
2GroqCloud
2Vercel AI SDK + Groq: Rapid LLM App Development - GroqDocs
2Llama Prompt Guard 2 - GroqDocs
2Overview - GroqDocs

TOP non-unique descriptions

Count 🔽Description
3Legal documents, policies, and notices for Groq&#x27;s services, including terms of use, privacy policies, and brand guidelines.
2Learn how to use the Vercel AI SDK with Groq to build and deploy high-speed, scalable LLM applications with modern frontend frameworks.
2
2A specialized natively multimodal content moderation model for identifying and classifying harmful content, built on Meta&#x27;s Llama 4 Scout architecture.

SEO metadata

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/docs/agnoAllowedAgno + Groq: Build Fast, Multi-Modal Agents - GroqDocsMissing H1Learn how to use Agno with Groq to build lightning-fast, multi-modal AI agents with tool use, memory, and reasoning capabilities.
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/docs/gradioAllowedGradio + Groq: Fast, Interactive Web Interfaces - GroqDocsMissing H1Learn how to use Gradio with Groq to build fast, interactive web interfaces and demos for your LLM-powered applications.
/docs/huggingfaceAllowedHuggingFace + Groq: Real-Time Model & Dataset Discovery - GroqDocsMissing H1Learn how to use HuggingFace with Groq to discover trending models, explore datasets, and access the latest AI resources with fast inference and MCP integration.
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/docs/model/meta-llama/llama-guard-4-12bAllowedLlama Guard 4 - GroqDocsMissing H1A specialized natively multimodal content moderation model for identifying and classifying harmful content, built on Meta's Llama 4 Scout architecture.
/docs/model/meta-llama/llama-prompt-guard-2-22mAllowedLlama Prompt Guard 2 - GroqDocsLlama Prompt Guard 2 22MA specialized classifier model for detecting and preventing prompt attacks in LLM applications, built on Microsoft's DeBERTa architecture.
/docs/model/meta-llama/llama-prompt-guard-2-86mAllowedLlama Prompt Guard 2 - GroqDocsPrompt Guard 2 86MA specialized natively multimodal content moderation model for identifying and classifying harmful content, built on Meta's Llama 4 Scout architecture.
/docs/model/moonshotai/kimi-k2-instructAllowedKimi K2 - GroqDocsKimi K2 InstructModel card for Kimi K2: 1 trillion parameter MoE model with 128K context, advanced tool use, and agentic intelligence capabilities on Groq.
/docs/model/moonshotai/kimi-k2-instruct-0905AllowedKimi K2 0905 - GroqDocsKimi K2 0905Kimi K2 0905 is Moonshot AI's improved version of the Kimi K2 model and is a 1 trillion parameter MoE model with 256K context, advanced tool use, and agentic intelligence capabilities. Powered By Groq's LPU Inference Engine.
/docs/model/openai/gpt-oss-120bAllowedOpenAI GPT-OSS 120B - GroqDocsGPT OSS 120BOpenAI's flagship open-weight MoE model with 120B total parameters. Designed for high-capability agentic use.
/docs/model/openai/gpt-oss-20bAllowedOpenAI GPT-OSS 20B - GroqDocsGPT OSS 20BOpenAI's compact open-weight Mixture-of-Experts model with 20B total parameters. Optimized for cost-efficient deployment and agentic workflows.
/docs/model/openai/gpt-oss-safeguard-20bAllowedOpenAI GPT-OSS-Safeguard 20B - GroqDocsSafety GPT OSS 20BOpenAI's policy-following reasoning model for Trust & Safety workflows with bring-your-own-policy content moderation capabilities.
/docs/model/qwen/qwen3-32bAllowedQwen 3 32B - GroqDocsQwen3-32BModel card for Qwen3-32B: 32B parameter model with 128K context, tool use, JSON mode, and near-instant responses on Groq.
/docs/model/whisper-large-v3AllowedWhisper Large v3 - GroqDocsWhisperModel page for Whisper Large v3: OpenAI's most advanced speech recognition model with exceptional accuracy across diverse audio conditions.
/docs/model/whisper-large-v3-turboAllowedWhisper Large v3 Turbo - GroqDocsWhisper Large V3 TurboModel page for Whisper Large v3 Turbo: OpenAI's fastest speech recognition model optimized for speed while maintaining high accuracy.
/docs/modelsAllowedSupported Models - GroqDocsSupported ModelsExplore all available models on GroqCloud.
/docs/openaiAllowedOpenAI Compatibility - GroqDocsOpenAI CompatibilityLearn how to use OpenAI's client libraries with Groq API, including configuration, supported features, and limitations.
/docs/overviewAllowedOverview - GroqDocsMissing H1Fast LLM inference, OpenAI-compatible. Simple to integrate, easy to scale. Start building in minutes.
/docs/parallelAllowedParallel + Groq: Fast Web Search for Real-Time AI Research - GroqDocsMissing H1Learn how to use Parallel with Groq to build AI research agents that access real-time web data, compare information sources, and deliver accurate insights with ultra-fast inference.
/docs/performance-tierAllowedPerformance Tier - GroqDocsPerformance TierPrioritized capacity on GroqCloud's multi tenant inference apis
/docs/prefillingAllowedPrefilling - GroqDocsAssistant Message PrefillingLearn how to control model output by prefilling assistant messages, enabling specific output formats and maintaining conversation consistency.
/docs/production-readiness/optimizing-latencyAllowedUnderstanding and Optimizing Latency - GroqDocsUnderstanding and Optimizing Latency on GroqLearn how to measure, understand, and optimize latency in your Groq-powered applications for production deployment with comprehensive guidance on TTFT, token generation, and performance optimization strategies.
/docs/production-readiness/production-ready-checklistAllowedProduction-Ready Checklist - GroqDocsProduction-Ready Checklist for Applications on GroqCloudA comprehensive checklist covering essential steps to deploy and scale LLM applications on GroqCloud, including model selection, performance optimization, monitoring, cost management, and launch preparation.
/docs/production-readiness/security-onboardingAllowedSecurity Onboarding - GroqDocsSecurity OnboardingLearn how to securely configure and use the Groq API in production with best practices for API key management, transport security, input validation, and incident response.
/docs/projectsAllowedProjects - GroqDocsProjectsLearn how to organize your Groq applications and manage resources with Projects - including rate limits, usage tracking, and team permissions.
/docs/prometheus-metricsAllowedPrometheus Metrics - GroqDocsPrometheus MetricsExplore the Prometheus metrics available to your Groq Organization.
/docs/prompt-cachingAllowedPrompt Caching - GroqDocsPrompt CachingLearn how to use prompt caching to reduce latency and costs.
/docs/promptingAllowedPrompt Basics - GroqDocsPrompt BasicsLearn the essential building blocks of effective prompting, including roles, instructions, context, input and output formats to get reliable results from large language models.
/docs/prompting/model-migrationAllowedModel Migration Guide: Moving from Closed to Open Models - GroqDocsModel Migration GuideA practical guide for migrating prompts from closed-source models to open-source models like Llama. Learn key migration principles, how to align system behavior and sampling parameters, refactor prompts, use open-source tooling (llama-prompt-ops, Llama Guard), and ensure safety and quality.
/docs/prompting/patternsAllowedPrompt Engineering Patterns Guide - GroqDocsPrompt Engineering Patterns GuideA comprehensive guide to prompt engineering patterns for large language models, including Zero Shot, Few Shot, Chain of Thought, ReAct, Chain of Verification, and Chain of Density. Learn when and how to use each pattern with practical examples and tips for reliable results.
/docs/quickstartAllowedQuickstart - GroqDocsQuickstartGet up and running with the Groq API in minutes: create an API key, set up your environment, and make your first request.
/docs/rate-limitsAllowedRate Limits - GroqDocsRate LimitsUnderstand Groq API rate limits, headers, and best practices for managing request and token quotas in your applications.
/docs/reasoningAllowedReasoning - GroqDocsReasoningReasoning models on Groq for complex problem-solving, step-by-step analysis, and explicit reasoning formats with fast inference.
/docs/responses-apiAllowedResponses API - GroqDocsResponses APILearn how to use the OpenAI-compatible Responses API with Groq, including built-in tools, tool use examples, and supported features.
/docs/service-tiersAllowedService Tiers - GroqDocsService TiersChoose between performance, on-demand, flex, and auto tiers based on latency, throughput, and reliability needs.
/docs/speech-to-textAllowedSpeech to Text - GroqDocsSpeech to TextIntegrate Groq's fast speech-to-text API for instant audio transcription and translation in your applications.
/docs/spend-limitsAllowedSpend Limits - GroqDocsSpend LimitsControl your API costs with automated spending limits and proactive usage alerts. Set monthly budgets, configure alert thresholds, and prevent unexpected charges with organization-wide spending controls.
/docs/structured-outputsAllowedStructured Outputs - GroqDocsStructured OutputsGuarantee model responses strictly conform to your JSON schema for reliable, type-safe data structures.
/docs/tavilyAllowedTavily + Groq: Real-Time Search, Scraping & Crawling for AI - GroqDocsMissing H1Learn how to use Tavily with Groq to build AI agents that search the web, extract content from pages, and crawl websites with advanced filtering and real-time access.
/docs/text-chatAllowedText Generation - GroqDocsText GenerationLearn how to generate text and have conversations with Groq's Chat Completions API, including streaming, JSON mode, and advanced features.
/docs/text-to-speechAllowedText to Speech - GroqDocsText to SpeechInstantly generate lifelike audio from text using Groq's fast text-to-speech API with support for multiple voices and languages.
/docs/text-to-speech/orpheusAllowedOrpheus Text to Speech - GroqDocsOrpheus Text to SpeechGenerate expressive speech audio from text using Orpheus v1 models with vocal directions support - available in English and Arabic Saudi dialect.
/docs/tool-use/built-in-toolsAllowedGroq Built-In Tools - GroqDocsGroq Built-In ToolsUse Groq's server-side tools for instant web search, code execution, and browser automation without any setup.
/docs/tool-use/built-in-tools/browser-automationAllowedBrowser Automation - GroqDocsBrowser AutomationLaunch and control multiple browsers simultaneously for deeper web research and analysis using advanced browser automation capabilities.
/docs/tool-use/built-in-tools/browser-searchAllowedBrowser Search - GroqDocsBrowser SearchAccess comprehensive real-time web content with automatic citations using the built-in browser search tool.
/docs/tool-use/built-in-tools/code-executionAllowedCode Execution - GroqDocsCode ExecutionPerform calculations, run Python code snippets, and solve computational problems automatically in a secure sandboxed environment.
/docs/tool-use/built-in-tools/visit-websiteAllowedVisit Website - GroqDocsVisit WebsiteAccess and analyze specific website content using the built-in website visit tool for contextual information.
/docs/tool-use/built-in-tools/web-searchAllowedWeb Search - GroqDocsWeb SearchAccess real-time web content and up-to-date information with automatic citations using the built-in web search tool.
/docs/tool-use/built-in-tools/wolfram-alphaAllowedWolfram‑Alpha Integration - GroqDocsWolfram‑Alpha IntegrationInvoke Wolfram's computational knowledge engine to solve math, scientific, and engineering problems that require precise computation.
/docs/tool-use/local-tool-callingAllowedLocal Tool Calling - GroqDocsLocal Tool CallingLearn how to implement custom tools that execute in your application code for complete control over tool behavior.
/docs/tool-use/overviewAllowedTool Use Overview - GroqDocsTool UseLearn why tools are essential for building powerful AI agents and how they enable LLMs to take action in the real world.
/docs/tool-use/remote-mcpAllowedRemote Tools and MCP - GroqDocsRemote Tools and Model Context Protocol (MCP)Connect AI applications to external systems using the Model Context Protocol (MCP) for standardized tool integrations.
/docs/tool-use/remote-mcp/connectorsAllowedMCP Connectors - GroqDocsMCP ConnectorsPre-built integrations for popular services using Model Context Protocol (MCP). Connect to Google Workspace with ready-made connectors.
/docs/toolhouseAllowedToolhouse + Groq: Equip LLMs with Powerful Tools - GroqDocsMissing H1Learn how to use Toolhouse with Groq to equip your LLMs with tools for code execution, web search, and more—no coding required.
/docs/trademarksAllowedTrademarks - GroqDocsMissing H1GROQ is a trademark or registered trademark of Groq, Inc. in the U.S. and/or other countries.
/docs/visionAllowedImages and Vision - GroqDocsImages and VisionLearn how to use multimodal vision models on Groq for image understanding, OCR, and more.
/docs/xrxAllowedxRx + Groq: Easily Build Rich Multi-Modal Experiences - GroqDocsMissing H1Learn how to build AI-powered, multimodal applications with xRx and Groq, supporting text, voice, reasoning, and more.
/docs/your-dataAllowedYour Data in GroqCloud - GroqDocsYour Data in GroqCloudLearn how GroqCloud handles data retention, including standard 30-day retention, Zero Data Retention (ZDR) options, prompt caching, and compliance requirements for prompts and outputs.
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/docs/agnoAgno + Groq: Build Fast, Multi-Modal Agents - GroqDocsLearn how to use Agno with Groq to build lightning-fast, multi-modal AI agents with tool use, memory, and reasoning capabilities./og_cloudv5.jpgAgno + Groq: Build Fast, Multi-Modal Agents - GroqDocsLearn how to use Agno with Groq to build lightning-fast, multi-modal AI agents with tool use, memory, and reasoning capabilities./og_cloudv5.jpg
/docs/ai-sdkVercel AI SDK + Groq: Rapid LLM App Development - GroqDocsLearn how to use the Vercel AI SDK with Groq to build and deploy high-speed, scalable LLM applications with modern frontend frameworks./og_cloudv5.jpgVercel AI SDK + Groq: Rapid LLM App Development - GroqDocsLearn how to use the Vercel AI SDK with Groq to build and deploy high-speed, scalable LLM applications with modern frontend frameworks./og_cloudv5.jpg
/docs/ai-sdk/Vercel AI SDK + Groq: Rapid LLM App Development - GroqDocsLearn how to use the Vercel AI SDK with Groq to build and deploy high-speed, scalable LLM applications with modern frontend frameworks./og_cloudv5.jpgVercel AI SDK + Groq: Rapid LLM App Development - GroqDocsLearn how to use the Vercel AI SDK with Groq to build and deploy high-speed, scalable LLM applications with modern frontend frameworks./og_cloudv5.jpg
/docs/anchorbrowserAnchor Browser + Groq: Blazing Fast Browser Agents - GroqDocsLearn how to use Anchor Browser with Groq to automate workflows for web applications that lack APIs or have limited API coverage./og_cloudv5.jpgAnchor Browser + Groq: Blazing Fast Browser Agents - GroqDocsLearn how to use Anchor Browser with Groq to automate workflows for web applications that lack APIs or have limited API coverage./og_cloudv5.jpg
/docs/api-referenceAPI Reference - GroqDocsComprehensive reference documentation for the Groq API, including endpoints, parameters, and examples.API Reference - GroqDocsComprehensive reference documentation for the Groq API, including endpoints, parameters, and examples.
/docs/arizeArize + Groq: AI Observability & Tracing - GroqDocsLearn how to use Arize with Groq to add observability, tracing, and evaluation to your LLM applications for robust monitoring and debugging./og_cloudv5.jpgArize + Groq: AI Observability & Tracing - GroqDocsLearn how to use Arize with Groq to add observability, tracing, and evaluation to your LLM applications for robust monitoring and debugging./og_cloudv5.jpg
/docs/autogenAutoGen + Groq: Multi-Agent AI Applications - GroqDocsLearn how to use AutoGen with Groq to build fast, collaborative multi-agent AI applications with tool integration and code execution./og_cloudv5.jpgAutoGen + Groq: Multi-Agent AI Applications - GroqDocsLearn how to use AutoGen with Groq to build fast, collaborative multi-agent AI applications with tool integration and code execution./og_cloudv5.jpg
/docs/badgeGroqCloud - Build FastBuild Fast with GroqCloud/og_cloudv5.jpgGroqCloud - Build FastBuild Fast with GroqCloud/og_cloudv5.jpg
/docs/batchGroq Batch API - GroqDocsLearn how to process large-scale workloads asynchronously and cost-effectively with the Groq Batch API for chat, audio, and translation tasks./og_cloudv5.jpgGroq Batch API - GroqDocsLearn how to process large-scale workloads asynchronously and cost-effectively with the Groq Batch API for chat, audio, and translation tasks./og_cloudv5.jpg
/docs/billing-faqsBilling FAQs - GroqDocsFrequently asked questions about Groq's billing model, progressive billing, spending monitoring, invoices, and common billing issues./og_cloudv5.jpgBilling FAQs - GroqDocsFrequently asked questions about Groq's billing model, progressive billing, spending monitoring, invoices, and common billing issues./og_cloudv5.jpg
/docs/browserbaseBrowserBase + Groq: Scalable Browser Automation with AI - GroqDocsLearn how to use BrowserBase with Groq to build intelligent browser automation systems that navigate websites, extract data, and test applications at scale./og_cloudv5.jpgBrowserBase + Groq: Scalable Browser Automation with AI - GroqDocsLearn how to use BrowserBase with Groq to build intelligent browser automation systems that navigate websites, extract data, and test applications at scale./og_cloudv5.jpg
/docs/browseruseBrowser Use + Groq: Intelligent Web Research & Product Comparison - GroqDocsLearn how to use Browser Use with Groq to build AI agents that autonomously browse websites, compare products, and conduct real-time research with fast inference./og_cloudv5.jpgBrowser Use + Groq: Intelligent Web Research & Product Comparison - GroqDocsLearn how to use Browser Use with Groq to build AI agents that autonomously browse websites, compare products, and conduct real-time research with fast inference./og_cloudv5.jpg
/docs/changelogChangelog - GroqDocsTrack the latest updates, features, and changes to the Groq API and platform./og_cloudv5.jpgChangelog - GroqDocsTrack the latest updates, features, and changes to the Groq API and platform./og_cloudv5.jpg
/docs/changelog/compoundCompound Changelog - GroqDocsTrack the latest updates, features, and changes to Groq's Compound systems./og_cloudv5.jpgCompound Changelog - GroqDocsTrack the latest updates, features, and changes to Groq's Compound systems./og_cloudv5.jpg
/docs/coding-with-groqCoding with Groq - GroqDocsAccelerate your shipping velocity. Code with Groq./og_cloudv5.jpgCoding with Groq - GroqDocsAccelerate your shipping velocity. Code with Groq./og_cloudv5.jpg
/docs/coding-with-groq/clineCline + Groq - GroqDocsConnect Cline's AI coding assistant to Groq for ultra-fast inference in VS Code, Cursor, JetBrains IDEs, or via CLI./og_cloudv5.jpgCline + Groq - GroqDocsConnect Cline's AI coding assistant to Groq for ultra-fast inference in VS Code, Cursor, JetBrains IDEs, or via CLI./og_cloudv5.jpg
/docs/coding-with-groq/factory-droidFactory Droid + Groq - GroqDocsConnect Factory's autonomous engineering agents to Groq for low-latency coding sessions with your own API key./og_cloudv5.jpgFactory Droid + Groq - GroqDocsConnect Factory's autonomous engineering agents to Groq for low-latency coding sessions with your own API key./og_cloudv5.jpg
/docs/coding-with-groq/kilo-codeKilo Code + Groq - GroqDocsConnect Kilo Code's AI-powered coding assistant to Groq for ultra-fast inference in VS Code, Cursor, or JetBrains IDEs./og_cloudv5.jpgKilo Code + Groq - GroqDocsConnect Kilo Code's AI-powered coding assistant to Groq for ultra-fast inference in VS Code, Cursor, or JetBrains IDEs./og_cloudv5.jpg
/docs/coding-with-groq/opencodeOpenCode + Groq - GroqDocsConnect OpenCode's open-source AI coding agent to Groq for fast inference in terminal, desktop, or IDE./og_cloudv5.jpgOpenCode + Groq - GroqDocsConnect OpenCode's open-source AI coding agent to Groq for fast inference in terminal, desktop, or IDE./og_cloudv5.jpg
/docs/coding-with-groq/roo-codeRoo Code + Groq - GroqDocsConnect Roo Code's AI-powered coding assistant to Groq for ultra-fast inference in VS Code, Cursor, VSCodium, and Windsurf./og_cloudv5.jpgRoo Code + Groq - GroqDocsConnect Roo Code's AI-powered coding assistant to Groq for ultra-fast inference in VS Code, Cursor, VSCodium, and Windsurf./og_cloudv5.jpg
/docs/composioComposio + Groq: Tool Management & Agent Automation - GroqDocsLearn how to use Composio with Groq to build fast, tool-using AI agents that can interact with 90+ external applications and automate workflows./og_cloudv5.jpgComposio + Groq: Tool Management & Agent Automation - GroqDocsLearn how to use Composio with Groq to build fast, tool-using AI agents that can interact with 90+ external applications and automate workflows./og_cloudv5.jpg
/docs/compoundOverview - GroqDocsLearn how to use Groq's compound AI systems for real-time web search, code execution, and advanced AI workflows./og_cloudv5.jpgOverview - GroqDocsLearn how to use Groq's compound AI systems for real-time web search, code execution, and advanced AI workflows./og_cloudv5.jpg
/docs/compound/built-in-toolsBuilt-in Tools - GroqDocsExplore the built-in tools available in Groq's Compound systems for web search, code execution, and more./og_cloudv5.jpgBuilt-in Tools - GroqDocsExplore the built-in tools available in Groq's Compound systems for web search, code execution, and more./og_cloudv5.jpg
/docs/compound/systemsSystems - GroqDocsOverview of Compound and Mini AI systems - their capabilities, differences, and use cases./og_cloudv5.jpgSystems - GroqDocsOverview of Compound and Mini AI systems - their capabilities, differences, and use cases./og_cloudv5.jpg
/docs/compound/systems/compoundCompound - GroqDocsOverview, technical specs, use cases, and best practices for the compound agentic tool system on Groq./og_cloudv5.jpgCompound - GroqDocsOverview, technical specs, use cases, and best practices for the compound agentic tool system on Groq./og_cloudv5.jpg
/docs/compound/systems/compound-miniCompound Mini - GroqDocsOverview, technical specs, use cases, and best practices for the compound mini agentic tool system on Groq./og_cloudv5.jpgCompound Mini - GroqDocsOverview, technical specs, use cases, and best practices for the compound mini agentic tool system on Groq./og_cloudv5.jpg
/docs/compound/use-casesUse Cases - GroqDocsExplore practical applications and examples of compound AI systems./og_cloudv5.jpgUse Cases - GroqDocsExplore practical applications and examples of compound AI systems./og_cloudv5.jpg
/docs/content-moderationContent Moderation - GroqDocsLearn about content moderation on Groq using OpenAI's GPT-OSS Safeguard 20B and Llama Prompt Guard, powerful LLMs for detecting and filtering harmful content, including prompt injection attacks./og_cloudv5.jpgContent Moderation - GroqDocsLearn about content moderation on Groq using OpenAI's GPT-OSS Safeguard 20B and Llama Prompt Guard, powerful LLMs for detecting and filtering harmful content, including prompt injection attacks./og_cloudv5.jpg
/docs/crewaiCrewAI + Groq: High-Speed Agent Orchestration - GroqDocsLearn how to use CrewAI with Groq to orchestrate fast, scalable teams of AI agents for complex workflows and rapid decision-making./og_cloudv5.jpgCrewAI + Groq: High-Speed Agent Orchestration - GroqDocsLearn how to use CrewAI with Groq to orchestrate fast, scalable teams of AI agents for complex workflows and rapid decision-making./og_cloudv5.jpg
/docs/deprecationsModel Deprecation - GroqDocsTrack deprecated models, their shutdown dates, and recommended replacements for models on Groq./og_cloudv5.jpgModel Deprecation - GroqDocsTrack deprecated models, their shutdown dates, and recommended replacements for models on Groq./og_cloudv5.jpg
/docs/e2bE2B + Groq: Secure, Real-Time Code Execution - GroqDocsLearn how to use E2B with Groq to build secure, real-time code interpreter applications powered by LLMs for data analysis and automation./og_cloudv5.jpgE2B + Groq: Secure, Real-Time Code Execution - GroqDocsLearn how to use E2B with Groq to build secure, real-time code interpreter applications powered by LLMs for data analysis and automation./og_cloudv5.jpg
/docs/echokitEchoKit + Groq: Full-Stack AI Voice Solutions - GroqDocsLearn how to configure EchoKit with Groq to build voice-first AI applications using the ASR-LLM-TTS pipeline with fast inference for real-time voice interactions./og_cloudv5.jpgEchoKit + Groq: Full-Stack AI Voice Solutions - GroqDocsLearn how to configure EchoKit with Groq to build voice-first AI applications using the ASR-LLM-TTS pipeline with fast inference for real-time voice interactions./og_cloudv5.jpg
/docs/errorsAPI Error Codes and Responses - GroqDocsUnderstand Groq API error codes, response structures, and best practices for error handling and debugging./og_cloudv5.jpgAPI Error Codes and Responses - GroqDocsUnderstand Groq API error codes, response structures, and best practices for error handling and debugging./og_cloudv5.jpg
/docs/exaExa + Groq: AI-Powered Web Search & Content Discovery - GroqDocsLearn how to use Exa with Groq to build intelligent search applications that find relevant content, research companies, and discover information with semantic understanding./og_cloudv5.jpgExa + Groq: AI-Powered Web Search & Content Discovery - GroqDocsLearn how to use Exa with Groq to build intelligent search applications that find relevant content, research companies, and discover information with semantic understanding./og_cloudv5.jpg
/docs/examplesExamples - GroqDocsJumpstart your AI-powered applications with Groq's lightning-fast inference templates, examples, and community-driven solutions./og_cloudv5.jpgExamples - GroqDocsJumpstart your AI-powered applications with Groq's lightning-fast inference templates, examples, and community-driven solutions./og_cloudv5.jpg
/docs/feedback-policyFeeedback Policy - GroqDocsHow Groq handles your feedback/og_cloudv5.jpgFeeedback Policy - GroqDocsHow Groq handles your feedback/og_cloudv5.jpg
/docs/firecrawlFirecrawl + Groq: AI-Powered Web Scraping & Data Extraction - GroqDocsLearn how to use Firecrawl with Groq to build enterprise-grade web scraping, structured data extraction, and deep research applications with fast inference./og_cloudv5.jpgFirecrawl + Groq: AI-Powered Web Scraping & Data Extraction - GroqDocsLearn how to use Firecrawl with Groq to build enterprise-grade web scraping, structured data extraction, and deep research applications with fast inference./og_cloudv5.jpg
/docs/flex-processingFlex Processing - GroqDocsLearn about Groq's Flex Processing service tier, optimized for high-throughput workloads with fast inference and higher rate limits./og_cloudv5.jpgFlex Processing - GroqDocsLearn about Groq's Flex Processing service tier, optimized for high-throughput workloads with fast inference and higher rate limits./og_cloudv5.jpg
/docs/flutterflowFlutterFlow + Groq: Fast, Cross-Platform AI Apps - GroqDocsLearn how to use FlutterFlow with Groq to build and deploy fast, cross-platform AI-powered applications with beautiful UIs and rapid iteration./og_cloudv5.jpgFlutterFlow + Groq: Fast, Cross-Platform AI Apps - GroqDocsLearn how to use FlutterFlow with Groq to build and deploy fast, cross-platform AI-powered applications with beautiful UIs and rapid iteration./og_cloudv5.jpg
/docs/gradioGradio + Groq: Fast, Interactive Web Interfaces - GroqDocsLearn how to use Gradio with Groq to build fast, interactive web interfaces and demos for your LLM-powered applications./og_cloudv5.jpgGradio + Groq: Fast, Interactive Web Interfaces - GroqDocsLearn how to use Gradio with Groq to build fast, interactive web interfaces and demos for your LLM-powered applications./og_cloudv5.jpg
/docs/huggingfaceHuggingFace + Groq: Real-Time Model & Dataset Discovery - GroqDocsLearn how to use HuggingFace with Groq to discover trending models, explore datasets, and access the latest AI resources with fast inference and MCP integration./og_cloudv5.jpgHuggingFace + Groq: Real-Time Model & Dataset Discovery - GroqDocsLearn how to use HuggingFace with Groq to discover trending models, explore datasets, and access the latest AI resources with fast inference and MCP integration./og_cloudv5.jpg
/docs/integrationsIntegrations - GroqDocsBrowse and connect Groq-powered applications to external services using integrations for agents, app development, observability, and more./og_cloudv5.jpgIntegrations - GroqDocsBrowse and connect Groq-powered applications to external services using integrations for agents, app development, observability, and more./og_cloudv5.jpg
/docs/jigsawstackGroqCloud - Build FastBuild Fast with GroqCloud/og_cloudv5.jpgGroqCloud - Build FastBuild Fast with GroqCloud/og_cloudv5.jpg
/docs/langchainLangChain + Groq: Fast, Composable LLM Apps - GroqDocsLearn how to use LangChain with Groq to build blazing-fast, composable LLM applications with advanced chains, memory, and tool use./og_cloudv5.jpgLangChain + Groq: Fast, Composable LLM Apps - GroqDocsLearn how to use LangChain with Groq to build blazing-fast, composable LLM applications with advanced chains, memory, and tool use./og_cloudv5.jpg
/docs/legacy-changelogChangelog - GroqDocsBrowse the legacy changelog for historical updates and changes to the Groq API and platform./og_cloudv5.jpgChangelog - GroqDocsBrowse the legacy changelog for historical updates and changes to the Groq API and platform./og_cloudv5.jpg
/docs/legalPolicies & Notices - GroqDocsLegal documents, policies, and notices for Groq's services, including terms of use, privacy policies, and brand guidelines./og_cloudv5.jpgPolicies & Notices - GroqDocsLegal documents, policies, and notices for Groq's services, including terms of use, privacy policies, and brand guidelines./og_cloudv5.jpg
/docs/legal/ai-policyGroq Acceptable Use & Responsible AI Policy - GroqDocsGuidelines and restrictions for responsible use of Groq's Cloud Services and AI Model Services./og_cloudv5.jpgGroq Acceptable Use & Responsible AI Policy - GroqDocsGuidelines and restrictions for responsible use of Groq's Cloud Services and AI Model Services./og_cloudv5.jpg
/docs/legal/archivePolicies & Notices - GroqDocsLegal documents, policies, and notices for Groq's services, including terms of use, privacy policies, and brand guidelines./og_cloudv5.jpgPolicies & Notices - GroqDocsLegal documents, policies, and notices for Groq's services, including terms of use, privacy policies, and brand guidelines./og_cloudv5.jpg
/docs/legal/archive/Policies & Notices - GroqDocsLegal documents, policies, and notices for Groq's services, including terms of use, privacy policies, and brand guidelines./og_cloudv5.jpgPolicies & Notices - GroqDocsLegal documents, policies, and notices for Groq's services, including terms of use, privacy policies, and brand guidelines./og_cloudv5.jpg
/docs/legal/contractual-framework-overviewGroq Services Agreement Overview for Customers - Developers and Enterprises - GroqDocsThe Groq Services Agreement is the primary contract governing your use of GroqCloud./og_cloudv5.jpgGroq Services Agreement Overview for Customers - Developers and Enterprises - GroqDocsThe Groq Services Agreement is the primary contract governing your use of GroqCloud./og_cloudv5.jpg
/docs/legal/copyright-infringementGroq's Notice and Procedure for Making Claims of Copyright Infringement - GroqDocsProcedure for notifying Groq of copyright infringement and counter-notifications for removed or disabled content./og_cloudv5.jpgGroq's Notice and Procedure for Making Claims of Copyright Infringement - GroqDocsProcedure for notifying Groq of copyright infringement and counter-notifications for removed or disabled content./og_cloudv5.jpg
/docs/legal/customer-business-associate-addendumBusiness Associate Addendum for GroqCloud Services - GroqDocsHIPAA-compliant Business Associate Addendum governing Groq's handling of protected health information for healthcare customers./og_cloudv5.jpgBusiness Associate Addendum for GroqCloud Services - GroqDocsHIPAA-compliant Business Associate Addendum governing Groq's handling of protected health information for healthcare customers./og_cloudv5.jpg
/docs/legal/customer-data-processing-addendumData Processing Addendum for GroqCloud Services - GroqDocsData Processing Addendum outlining Groq's obligations for processing personal data in compliance with global privacy laws including GDPR, CCPA, and PDPL./og_cloudv5.jpgData Processing Addendum for GroqCloud Services - GroqDocsData Processing Addendum outlining Groq's obligations for processing personal data in compliance with global privacy laws including GDPR, CCPA, and PDPL./og_cloudv5.jpg
/docs/legal/service-credit-termsGroq Service Credit Terms - GroqDocsThe terms governing the use of Service Credits for Groq's Cloud Services./og_cloudv5.jpgGroq Service Credit Terms - GroqDocsThe terms governing the use of Service Credits for Groq's Cloud Services./og_cloudv5.jpg
/docs/legal/services-agreementGroq Services Agreement - GroqDocsThe comprehensive services agreement governing the use of GroqChat, Groq Playground, GroqCloud, and AI Model Services for developers, businesses, and enterprise organizations. Includes terms for cloud services, AI models, billing, data processing, and support./og_cloudv5.jpgGroq Services Agreement - GroqDocsThe comprehensive services agreement governing the use of GroqChat, Groq Playground, GroqCloud, and AI Model Services for developers, businesses, and enterprise organizations. Includes terms for cloud services, AI models, billing, data processing, and support./og_cloudv5.jpg
/docs/librariesGroq Client Libraries - GroqDocsExplore official and community Groq client libraries for Python, JavaScript, and more to access the Groq API easily./og_cloudv5.jpgGroq Client Libraries - GroqDocsExplore official and community Groq client libraries for Python, JavaScript, and more to access the Groq API easily./og_cloudv5.jpg
/docs/litellmLiteLLM + Groq: Production LLM Deployments - GroqDocsLearn how to use LiteLLM with Groq to deploy production-ready LLM applications with robust observability, cost tracking, and smart caching./og_cloudv5.jpgLiteLLM + Groq: Production LLM Deployments - GroqDocsLearn how to use LiteLLM with Groq to deploy production-ready LLM applications with robust observability, cost tracking, and smart caching./og_cloudv5.jpg
/docs/livekitLiveKit + Groq: End-to-End AI Voice Applications - GroqDocsLearn how to use LiveKit with Groq to build real-time, end-to-end AI voice applications with speech-to-text, text-to-speech, and scalable communication./og_cloudv5.jpgLiveKit + Groq: End-to-End AI Voice Applications - GroqDocsLearn how to use LiveKit with Groq to build real-time, end-to-end AI voice applications with speech-to-text, text-to-speech, and scalable communication./og_cloudv5.jpg
/docs/llama-indexLlamaIndex + Groq: Context-Augmented LLM Apps - GroqDocsLearn how to use LlamaIndex with Groq to build fast, context-augmented LLM applications for Retrieval-Augmented Generation (RAG) and more./og_cloudv5.jpgLlamaIndex + Groq: Context-Augmented LLM Apps - GroqDocsLearn how to use LlamaIndex with Groq to build fast, context-augmented LLM applications for Retrieval-Augmented Generation (RAG) and more./og_cloudv5.jpg
/docs/loraLoRA Inference - GroqDocsDeploy and run inference with pre-made LoRA adapters on Groq. Learn about deployment options, supported models, and how to upload your existing LoRA adapters using the Fine-Tuning API./og_cloudv5.jpgLoRA Inference - GroqDocsDeploy and run inference with pre-made LoRA adapters on Groq. Learn about deployment options, supported models, and how to upload your existing LoRA adapters using the Fine-Tuning API./og_cloudv5.jpg
/docs/mastraMastra + Groq: Build Production AI Agents & Workflows - GroqDocsLearn how to use Mastra with Groq to build production-ready AI agents, multi-step workflows, and MCP servers with built-in memory, observability, and deployment tools./og_cloudv5.jpgMastra + Groq: Build Production AI Agents & Workflows - GroqDocsLearn how to use Mastra with Groq to build production-ready AI agents, multi-step workflows, and MCP servers with built-in memory, observability, and deployment tools./og_cloudv5.jpg
/docs/mlflowMLflow + Groq - GroqDocsLearn how to use MLflow with Groq to add observability, tracing, and evaluation capabilities to your GenAI applications./og_cloudv5.jpgMLflow + Groq - GroqDocsLearn how to use MLflow with Groq to add observability, tracing, and evaluation capabilities to your GenAI applications./og_cloudv5.jpg
/docs/model-permissionsModel Permissions - GroqDocsControl which models are available at the organization and project level. Restrict API access to specific models using allow or block strategies./og_cloudv5.jpgModel Permissions - GroqDocsControl which models are available at the organization and project level. Restrict API access to specific models using allow or block strategies./og_cloudv5.jpg
/docs/model/canopylabs/orpheus-arabic-saudiOrpheus Arabic Saudi - GroqDocsModel card for Orpheus Arabic Saudi: authentic Saudi dialect text-to-speech synthesis with natural pronunciation and regional nuances./og_cloudv5.jpgOrpheus Arabic Saudi - GroqDocsModel card for Orpheus Arabic Saudi: authentic Saudi dialect text-to-speech synthesis with natural pronunciation and regional nuances./og_cloudv5.jpg
/docs/model/canopylabs/orpheus-v1-englishOrpheus V1 English - GroqDocsModel card for Orpheus V1 English: expressive text-to-speech model with vocal direction controls for dynamic audio output./og_cloudv5.jpgOrpheus V1 English - GroqDocsModel card for Orpheus V1 English: expressive text-to-speech model with vocal direction controls for dynamic audio output./og_cloudv5.jpg
/docs/model/meta-llama/llama-4-maverick-17b-128e-instructLlama 4 Maverick - GroqDocsModel card for Llama 4 Maverick: multimodal, 17B parameters, 128 experts, 12 languages, text and image understanding, and Groq fast inference./og_cloudv5.jpgLlama 4 Maverick - GroqDocsModel card for Llama 4 Maverick: multimodal, 17B parameters, 128 experts, 12 languages, text and image understanding, and Groq fast inference./og_cloudv5.jpg
/docs/model/meta-llama/llama-4-scout-17b-16e-instructLlama 4 Scout - GroqDocsModel card for Llama 4 Scout: multimodal, 17B parameters, 16 experts, 12 languages, text and image understanding, and Groq fast inference./og_cloudv5.jpgLlama 4 Scout - GroqDocsModel card for Llama 4 Scout: multimodal, 17B parameters, 16 experts, 12 languages, text and image understanding, and Groq fast inference./og_cloudv5.jpg
/docs/model/meta-llama/llama-guard-4-12bLlama Guard 4 - GroqDocsA specialized natively multimodal content moderation model for identifying and classifying harmful content, built on Meta's Llama 4 Scout architecture./og_cloudv5.jpgLlama Guard 4 - GroqDocsA specialized natively multimodal content moderation model for identifying and classifying harmful content, built on Meta's Llama 4 Scout architecture./og_cloudv5.jpg
/docs/model/meta-llama/llama-prompt-guard-2-22mLlama Prompt Guard 2 - GroqDocsA specialized classifier model for detecting and preventing prompt attacks in LLM applications, built on Microsoft's DeBERTa architecture./og_cloudv5.jpgLlama Prompt Guard 2 - GroqDocsA specialized classifier model for detecting and preventing prompt attacks in LLM applications, built on Microsoft's DeBERTa architecture./og_cloudv5.jpg
/docs/model/meta-llama/llama-prompt-guard-2-86mLlama Prompt Guard 2 - GroqDocsA specialized natively multimodal content moderation model for identifying and classifying harmful content, built on Meta's Llama 4 Scout architecture./og_cloudv5.jpgLlama Prompt Guard 2 - GroqDocsA specialized natively multimodal content moderation model for identifying and classifying harmful content, built on Meta's Llama 4 Scout architecture./og_cloudv5.jpg
/docs/model/moonshotai/kimi-k2-instructKimi K2 - GroqDocsModel card for Kimi K2: 1 trillion parameter MoE model with 128K context, advanced tool use, and agentic intelligence capabilities on Groq./og_cloudv5.jpgKimi K2 - GroqDocsModel card for Kimi K2: 1 trillion parameter MoE model with 128K context, advanced tool use, and agentic intelligence capabilities on Groq./og_cloudv5.jpg
/docs/model/moonshotai/kimi-k2-instruct-0905Kimi K2 0905 - GroqDocsKimi K2 0905 is Moonshot AI's improved version of the Kimi K2 model and is a 1 trillion parameter MoE model with 256K context, advanced tool use, and agentic intelligence capabilities. Powered By Groq's LPU Inference Engine./og_cloudv5.jpgKimi K2 0905 - GroqDocsKimi K2 0905 is Moonshot AI's improved version of the Kimi K2 model and is a 1 trillion parameter MoE model with 256K context, advanced tool use, and agentic intelligence capabilities. Powered By Groq's LPU Inference Engine./og_cloudv5.jpg
/docs/model/openai/gpt-oss-120bOpenAI GPT-OSS 120B - GroqDocsOpenAI's flagship open-weight MoE model with 120B total parameters. Designed for high-capability agentic use./og_cloudv5.jpgOpenAI GPT-OSS 120B - GroqDocsOpenAI's flagship open-weight MoE model with 120B total parameters. Designed for high-capability agentic use./og_cloudv5.jpg
/docs/model/openai/gpt-oss-20bOpenAI GPT-OSS 20B - GroqDocsOpenAI's compact open-weight Mixture-of-Experts model with 20B total parameters. Optimized for cost-efficient deployment and agentic workflows./og_cloudv5.jpgOpenAI GPT-OSS 20B - GroqDocsOpenAI's compact open-weight Mixture-of-Experts model with 20B total parameters. Optimized for cost-efficient deployment and agentic workflows./og_cloudv5.jpg
/docs/model/openai/gpt-oss-safeguard-20bOpenAI GPT-OSS-Safeguard 20B - GroqDocsOpenAI's policy-following reasoning model for Trust & Safety workflows with bring-your-own-policy content moderation capabilities./og_cloudv5.jpgOpenAI GPT-OSS-Safeguard 20B - GroqDocsOpenAI's policy-following reasoning model for Trust & Safety workflows with bring-your-own-policy content moderation capabilities./og_cloudv5.jpg
/docs/model/qwen/qwen3-32bQwen 3 32B - GroqDocsModel card for Qwen3-32B: 32B parameter model with 128K context, tool use, JSON mode, and near-instant responses on Groq./og_cloudv5.jpgQwen 3 32B - GroqDocsModel card for Qwen3-32B: 32B parameter model with 128K context, tool use, JSON mode, and near-instant responses on Groq./og_cloudv5.jpg
/docs/model/whisper-large-v3Whisper Large v3 - GroqDocsModel page for Whisper Large v3: OpenAI's most advanced speech recognition model with exceptional accuracy across diverse audio conditions./og_cloudv5.jpgWhisper Large v3 - GroqDocsModel page for Whisper Large v3: OpenAI's most advanced speech recognition model with exceptional accuracy across diverse audio conditions./og_cloudv5.jpg
/docs/model/whisper-large-v3-turboWhisper Large v3 Turbo - GroqDocsModel page for Whisper Large v3 Turbo: OpenAI's fastest speech recognition model optimized for speed while maintaining high accuracy./og_cloudv5.jpgWhisper Large v3 Turbo - GroqDocsModel page for Whisper Large v3 Turbo: OpenAI's fastest speech recognition model optimized for speed while maintaining high accuracy./og_cloudv5.jpg
/docs/modelsSupported Models - GroqDocsExplore all available models on GroqCloud./og_cloudv5.jpgSupported Models - GroqDocsExplore all available models on GroqCloud./og_cloudv5.jpg
/docs/openaiOpenAI Compatibility - GroqDocsLearn how to use OpenAI's client libraries with Groq API, including configuration, supported features, and limitations./og_cloudv5.jpgOpenAI Compatibility - GroqDocsLearn how to use OpenAI's client libraries with Groq API, including configuration, supported features, and limitations./og_cloudv5.jpg
/docs/overviewOverview - GroqDocsFast LLM inference, OpenAI-compatible. Simple to integrate, easy to scale. Start building in minutes./og_cloudv5.jpgOverview - GroqDocsFast LLM inference, OpenAI-compatible. Simple to integrate, easy to scale. Start building in minutes./og_cloudv5.jpg
/docs/parallelParallel + Groq: Fast Web Search for Real-Time AI Research - GroqDocsLearn how to use Parallel with Groq to build AI research agents that access real-time web data, compare information sources, and deliver accurate insights with ultra-fast inference./og_cloudv5.jpgParallel + Groq: Fast Web Search for Real-Time AI Research - GroqDocsLearn how to use Parallel with Groq to build AI research agents that access real-time web data, compare information sources, and deliver accurate insights with ultra-fast inference./og_cloudv5.jpg
/docs/performance-tierPerformance Tier - GroqDocsPrioritized capacity on GroqCloud's multi tenant inference apis/og_cloudv5.jpgPerformance Tier - GroqDocsPrioritized capacity on GroqCloud's multi tenant inference apis/og_cloudv5.jpg
/docs/prefillingPrefilling - GroqDocsLearn how to control model output by prefilling assistant messages, enabling specific output formats and maintaining conversation consistency./og_cloudv5.jpgPrefilling - GroqDocsLearn how to control model output by prefilling assistant messages, enabling specific output formats and maintaining conversation consistency./og_cloudv5.jpg
/docs/production-readiness/optimizing-latencyUnderstanding and Optimizing Latency - GroqDocsLearn how to measure, understand, and optimize latency in your Groq-powered applications for production deployment with comprehensive guidance on TTFT, token generation, and performance optimization strategies./og_cloudv5.jpgUnderstanding and Optimizing Latency - GroqDocsLearn how to measure, understand, and optimize latency in your Groq-powered applications for production deployment with comprehensive guidance on TTFT, token generation, and performance optimization strategies./og_cloudv5.jpg
/docs/production-readiness/production-ready-checklistProduction-Ready Checklist - GroqDocsA comprehensive checklist covering essential steps to deploy and scale LLM applications on GroqCloud, including model selection, performance optimization, monitoring, cost management, and launch preparation./og_cloudv5.jpgProduction-Ready Checklist - GroqDocsA comprehensive checklist covering essential steps to deploy and scale LLM applications on GroqCloud, including model selection, performance optimization, monitoring, cost management, and launch preparation./og_cloudv5.jpg
/docs/production-readiness/security-onboardingSecurity Onboarding - GroqDocsLearn how to securely configure and use the Groq API in production with best practices for API key management, transport security, input validation, and incident response./og_cloudv5.jpgSecurity Onboarding - GroqDocsLearn how to securely configure and use the Groq API in production with best practices for API key management, transport security, input validation, and incident response./og_cloudv5.jpg
/docs/projectsProjects - GroqDocsLearn how to organize your Groq applications and manage resources with Projects - including rate limits, usage tracking, and team permissions./og_cloudv5.jpgProjects - GroqDocsLearn how to organize your Groq applications and manage resources with Projects - including rate limits, usage tracking, and team permissions./og_cloudv5.jpg
/docs/prometheus-metricsPrometheus Metrics - GroqDocsExplore the Prometheus metrics available to your Groq Organization./og_cloudv5.jpgPrometheus Metrics - GroqDocsExplore the Prometheus metrics available to your Groq Organization./og_cloudv5.jpg
/docs/prompt-cachingPrompt Caching - GroqDocsLearn how to use prompt caching to reduce latency and costs./og_cloudv5.jpgPrompt Caching - GroqDocsLearn how to use prompt caching to reduce latency and costs./og_cloudv5.jpg
/docs/promptingPrompt Basics - GroqDocsLearn the essential building blocks of effective prompting, including roles, instructions, context, input and output formats to get reliable results from large language models./og_cloudv5.jpgPrompt Basics - GroqDocsLearn the essential building blocks of effective prompting, including roles, instructions, context, input and output formats to get reliable results from large language models./og_cloudv5.jpg
/docs/prompting/model-migrationModel Migration Guide: Moving from Closed to Open Models - GroqDocsA practical guide for migrating prompts from closed-source models to open-source models like Llama. Learn key migration principles, how to align system behavior and sampling parameters, refactor prompts, use open-source tooling (llama-prompt-ops, Llama Guard), and ensure safety and quality./og_cloudv5.jpgModel Migration Guide: Moving from Closed to Open Models - GroqDocsA practical guide for migrating prompts from closed-source models to open-source models like Llama. Learn key migration principles, how to align system behavior and sampling parameters, refactor prompts, use open-source tooling (llama-prompt-ops, Llama Guard), and ensure safety and quality./og_cloudv5.jpg
/docs/prompting/patternsPrompt Engineering Patterns Guide - GroqDocsA comprehensive guide to prompt engineering patterns for large language models, including Zero Shot, Few Shot, Chain of Thought, ReAct, Chain of Verification, and Chain of Density. Learn when and how to use each pattern with practical examples and tips for reliable results./og_cloudv5.jpgPrompt Engineering Patterns Guide - GroqDocsA comprehensive guide to prompt engineering patterns for large language models, including Zero Shot, Few Shot, Chain of Thought, ReAct, Chain of Verification, and Chain of Density. Learn when and how to use each pattern with practical examples and tips for reliable results./og_cloudv5.jpg
/docs/quickstartQuickstart - GroqDocsGet up and running with the Groq API in minutes: create an API key, set up your environment, and make your first request./og_cloudv5.jpgQuickstart - GroqDocsGet up and running with the Groq API in minutes: create an API key, set up your environment, and make your first request./og_cloudv5.jpg
/docs/rate-limitsRate Limits - GroqDocsUnderstand Groq API rate limits, headers, and best practices for managing request and token quotas in your applications./og_cloudv5.jpgRate Limits - GroqDocsUnderstand Groq API rate limits, headers, and best practices for managing request and token quotas in your applications./og_cloudv5.jpg
/docs/reasoningReasoning - GroqDocsReasoning models on Groq for complex problem-solving, step-by-step analysis, and explicit reasoning formats with fast inference./og_cloudv5.jpgReasoning - GroqDocsReasoning models on Groq for complex problem-solving, step-by-step analysis, and explicit reasoning formats with fast inference./og_cloudv5.jpg
/docs/responses-apiResponses API - GroqDocsLearn how to use the OpenAI-compatible Responses API with Groq, including built-in tools, tool use examples, and supported features./og_cloudv5.jpgResponses API - GroqDocsLearn how to use the OpenAI-compatible Responses API with Groq, including built-in tools, tool use examples, and supported features./og_cloudv5.jpg
/docs/service-tiersService Tiers - GroqDocsChoose between performance, on-demand, flex, and auto tiers based on latency, throughput, and reliability needs./og_cloudv5.jpgService Tiers - GroqDocsChoose between performance, on-demand, flex, and auto tiers based on latency, throughput, and reliability needs./og_cloudv5.jpg
/docs/speech-to-textSpeech to Text - GroqDocsIntegrate Groq's fast speech-to-text API for instant audio transcription and translation in your applications./og_cloudv5.jpgSpeech to Text - GroqDocsIntegrate Groq's fast speech-to-text API for instant audio transcription and translation in your applications./og_cloudv5.jpg
/docs/spend-limitsSpend Limits - GroqDocsControl your API costs with automated spending limits and proactive usage alerts. Set monthly budgets, configure alert thresholds, and prevent unexpected charges with organization-wide spending controls./og_cloudv5.jpgSpend Limits - GroqDocsControl your API costs with automated spending limits and proactive usage alerts. Set monthly budgets, configure alert thresholds, and prevent unexpected charges with organization-wide spending controls./og_cloudv5.jpg
/docs/structured-outputsStructured Outputs - GroqDocsGuarantee model responses strictly conform to your JSON schema for reliable, type-safe data structures./og_cloudv5.jpgStructured Outputs - GroqDocsGuarantee model responses strictly conform to your JSON schema for reliable, type-safe data structures./og_cloudv5.jpg
/docs/tavilyTavily + Groq: Real-Time Search, Scraping & Crawling for AI - GroqDocsLearn how to use Tavily with Groq to build AI agents that search the web, extract content from pages, and crawl websites with advanced filtering and real-time access./og_cloudv5.jpgTavily + Groq: Real-Time Search, Scraping & Crawling for AI - GroqDocsLearn how to use Tavily with Groq to build AI agents that search the web, extract content from pages, and crawl websites with advanced filtering and real-time access./og_cloudv5.jpg
/docs/text-chatText Generation - GroqDocsLearn how to generate text and have conversations with Groq's Chat Completions API, including streaming, JSON mode, and advanced features./og_cloudv5.jpgText Generation - GroqDocsLearn how to generate text and have conversations with Groq's Chat Completions API, including streaming, JSON mode, and advanced features./og_cloudv5.jpg
/docs/text-to-speechText to Speech - GroqDocsInstantly generate lifelike audio from text using Groq's fast text-to-speech API with support for multiple voices and languages./og_cloudv5.jpgText to Speech - GroqDocsInstantly generate lifelike audio from text using Groq's fast text-to-speech API with support for multiple voices and languages./og_cloudv5.jpg
/docs/text-to-speech/orpheusOrpheus Text to Speech - GroqDocsGenerate expressive speech audio from text using Orpheus v1 models with vocal directions support - available in English and Arabic Saudi dialect./og_cloudv5.jpgOrpheus Text to Speech - GroqDocsGenerate expressive speech audio from text using Orpheus v1 models with vocal directions support - available in English and Arabic Saudi dialect./og_cloudv5.jpg
/docs/tool-use/built-in-toolsGroq Built-In Tools - GroqDocsUse Groq's server-side tools for instant web search, code execution, and browser automation without any setup./og_cloudv5.jpgGroq Built-In Tools - GroqDocsUse Groq's server-side tools for instant web search, code execution, and browser automation without any setup./og_cloudv5.jpg
/docs/tool-use/built-in-tools/browser-automationBrowser Automation - GroqDocsLaunch and control multiple browsers simultaneously for deeper web research and analysis using advanced browser automation capabilities./og_cloudv5.jpgBrowser Automation - GroqDocsLaunch and control multiple browsers simultaneously for deeper web research and analysis using advanced browser automation capabilities./og_cloudv5.jpg
/docs/tool-use/built-in-tools/browser-searchBrowser Search - GroqDocsAccess comprehensive real-time web content with automatic citations using the built-in browser search tool./og_cloudv5.jpgBrowser Search - GroqDocsAccess comprehensive real-time web content with automatic citations using the built-in browser search tool./og_cloudv5.jpg
/docs/tool-use/built-in-tools/code-executionCode Execution - GroqDocsPerform calculations, run Python code snippets, and solve computational problems automatically in a secure sandboxed environment./og_cloudv5.jpgCode Execution - GroqDocsPerform calculations, run Python code snippets, and solve computational problems automatically in a secure sandboxed environment./og_cloudv5.jpg
/docs/tool-use/built-in-tools/visit-websiteVisit Website - GroqDocsAccess and analyze specific website content using the built-in website visit tool for contextual information./og_cloudv5.jpgVisit Website - GroqDocsAccess and analyze specific website content using the built-in website visit tool for contextual information./og_cloudv5.jpg
/docs/tool-use/built-in-tools/web-searchWeb Search - GroqDocsAccess real-time web content and up-to-date information with automatic citations using the built-in web search tool./og_cloudv5.jpgWeb Search - GroqDocsAccess real-time web content and up-to-date information with automatic citations using the built-in web search tool./og_cloudv5.jpg
/docs/tool-use/built-in-tools/wolfram-alphaWolfram‑Alpha Integration - GroqDocsInvoke Wolfram's computational knowledge engine to solve math, scientific, and engineering problems that require precise computation./og_cloudv5.jpgWolfram‑Alpha Integration - GroqDocsInvoke Wolfram's computational knowledge engine to solve math, scientific, and engineering problems that require precise computation./og_cloudv5.jpg
/docs/tool-use/local-tool-callingLocal Tool Calling - GroqDocsLearn how to implement custom tools that execute in your application code for complete control over tool behavior./og_cloudv5.jpgLocal Tool Calling - GroqDocsLearn how to implement custom tools that execute in your application code for complete control over tool behavior./og_cloudv5.jpg
/docs/tool-use/overviewTool Use Overview - GroqDocsLearn why tools are essential for building powerful AI agents and how they enable LLMs to take action in the real world./og_cloudv5.jpgTool Use Overview - GroqDocsLearn why tools are essential for building powerful AI agents and how they enable LLMs to take action in the real world./og_cloudv5.jpg
/docs/tool-use/remote-mcpRemote Tools and MCP - GroqDocsConnect AI applications to external systems using the Model Context Protocol (MCP) for standardized tool integrations./og_cloudv5.jpgRemote Tools and MCP - GroqDocsConnect AI applications to external systems using the Model Context Protocol (MCP) for standardized tool integrations./og_cloudv5.jpg
/docs/tool-use/remote-mcp/connectorsMCP Connectors - GroqDocsPre-built integrations for popular services using Model Context Protocol (MCP). Connect to Google Workspace with ready-made connectors./og_cloudv5.jpgMCP Connectors - GroqDocsPre-built integrations for popular services using Model Context Protocol (MCP). Connect to Google Workspace with ready-made connectors./og_cloudv5.jpg
/docs/toolhouseToolhouse + Groq: Equip LLMs with Powerful Tools - GroqDocsLearn how to use Toolhouse with Groq to equip your LLMs with tools for code execution, web search, and more—no coding required./og_cloudv5.jpgToolhouse + Groq: Equip LLMs with Powerful Tools - GroqDocsLearn how to use Toolhouse with Groq to equip your LLMs with tools for code execution, web search, and more—no coding required./og_cloudv5.jpg
/docs/trademarksTrademarks - GroqDocsGROQ is a trademark or registered trademark of Groq, Inc. in the U.S. and/or other countries. /og_cloudv5.jpgTrademarks - GroqDocsGROQ is a trademark or registered trademark of Groq, Inc. in the U.S. and/or other countries. /og_cloudv5.jpg
/docs/visionImages and Vision - GroqDocsLearn how to use multimodal vision models on Groq for image understanding, OCR, and more./og_cloudv5.jpgImages and Vision - GroqDocsLearn how to use multimodal vision models on Groq for image understanding, OCR, and more./og_cloudv5.jpg
/docs/xrxxRx + Groq: Easily Build Rich Multi-Modal Experiences - GroqDocsLearn how to build AI-powered, multimodal applications with xRx and Groq, supporting text, voice, reasoning, and more./og_cloudv5.jpgxRx + Groq: Easily Build Rich Multi-Modal Experiences - GroqDocsLearn how to build AI-powered, multimodal applications with xRx and Groq, supporting text, voice, reasoning, and more./og_cloudv5.jpg
/docs/your-dataYour Data in GroqCloud - GroqDocsLearn how GroqCloud handles data retention, including standard 30-day retention, Zero Data Retention (ZDR) options, prompt caching, and compliance requirements for prompts and outputs./og_cloudv5.jpgYour Data in GroqCloud - GroqDocsLearn how GroqCloud handles data retention, including standard 30-day retention, Zero Data Retention (ZDR) options, prompt caching, and compliance requirements for prompts and outputs./og_cloudv5.jpg
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  • <h2> Documentation
  • <h2> Docs
    • <h3> Getting Started
    • <h3> Core Features
    • <h3> Tools & Integrations
    • <h3> Compound (Agentic AI)
    • <h3> Guides
    • <h3> Service Tiers
    • <h3> Advanced
    • <h3> Production Readiness
    • <h3> Account and Console
    • <h3> Developer Resources
    • <h3> Legal
    • <h3> Uncategorized
    • <h3> Getting Started
    • <h3> Core Features
    • <h3> Tools & Integrations
    • <h3> Compound (Agentic AI)
    • <h3> Guides
    • <h3> Service Tiers
    • <h3> Advanced
    • <h3> Production Readiness
    • <h3> Account and Console
    • <h3> Developer Resources
    • <h3> Legal
  • <h2> Changelog [#changelog]
    • <h3> April 5, 2025 [#april-5-2025]
    • <h3> April 4, 2025 [#april-4-2025]
    • <h3> March 26, 2025 [#march-26-2025]
    • <h3> March 13, 2025 [#march-13-2025]
    • <h3> March 11, 2025 [#march-11-2025]
    • <h3> March 5, 2025 [#march-5-2025]
    • <h3> February 25, 2025 [#february-25-2025]
    • <h3> February 13, 2025 [#february-13-2025]
    • <h3> February 10, 2025 [#february-10-2025]
    • <h3> February 5, 2025 [#february-5-2025]
    • <h3> February 3, 2025 [#february-3-2025]
    • <h3> January 29, 2025 [#january-29-2025]
    • <h3> January 26, 2025 [#january-26-2025]
    • <h3> January 9, 2025 [#january-9-2025]
    • <h3> January 7, 2025 [#january-7-2025]
    • <h3> December 17, 2024 [#december-17-2024]
    • <h3> December 6, 2024 [#december-6-2024]
    • <h3> November 15, 2024 [#november-15-2024]
    • <h3> October 18, 2024 [#october-18-2024]
    • <h3> October 9, 2024 [#october-9-2024]
    • <h3> September 27, 2024 [#september-27-2024]
    • <h3> September 25, 2024 [#september-25-2024]
    • <h3> September 24, 2024 [#september-24-2024]
    • <h3> September 3, 2024 [#september-3-2024]
    • <h3> August 20, 2024 [#august-20-2024]
    • <h3> August 8, 2024 [#august-8-2024]
    • <h3> August 1, 2024 [#august-1-2024]
    • <h3> July 23, 2024 [#july-23-2024]
    • <h3> July 16, 2024 [#july-16-2024]
    • <h3> June 24, 2024 [#june-24-2024]
    • <h3> May 8, 2024 [#may-8-2024]
    • <h3> April 19, 2024 [#april-19-2024]
    • <h3> April 10, 2024 [#april-10-2024]
    • <h3> April 3, 2024 [#april-3-2024]
    • <h3> March 28, 2024 [#march-28-2024]
    • <h3> March 21, 2024 [#march-21-2024]
    • <h3> March 8, 2024 [#march-8-2024]
    • <h3> March 6, 2024 [#march-6-2024]
    • <h3> Feb 26, 2024 [#feb-26-2024]
    • <h3> Feb 21, 2024 [#feb-21-2024]
    • <h3> Feb 16, 2024 [#feb-16-2024]
    • <h3> Feb 7, 2024 [#feb-7-2024]
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6969/docs/legacy-changelog
  • <h2> Documentation
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  • <h1> Changelog
    • <h3> AddedMCP Connectors (Beta) [#mcp-connectors-beta]
    • <h3> AddedOpenAI GPT-OSS-Safeguard 20B [#openai-gptosssafeguard-20b]
    • <h3> AddedPrompt Caching Enabled for GPT-OSS 120B [#prompt-caching-enabled-for-gptoss-120b]
    • <h3> ChangedPython SDK v0.33.0, TypeScript SDK v0.34.0 [#python-sdk-v0330-typescript-sdk-v0340]
    • <h3> AddedPrompt Caching Enabled for GPT-OSS 20B [#prompt-caching-enabled-for-gptoss-20b]
    • <h3> AddedRemote Model Context Protocol (MCP) [#remote-model-context-protocol-mcp]
    • <h3> AddedMoonshot AI Kimi K2 Instruct 0905 [#moonshot-ai-kimi-k2-instruct-0905]
    • <h3> AddedGroq Compound and Compound Mini [#groq-compound-and-compound-mini]
    • <h3> ChangedPython SDK v0.31.1, TypeScript SDK v0.32.0 [#python-sdk-v0311-typescript-sdk-v0320]
    • <h3> AddedPrompt Caching [#prompt-caching]
    • <h3> AddedOpenAI GPT-OSS 20B & OpenAI GPT-OSS 120B [#openai-gptoss-20b--openai-gptoss-120b]
    • <h3> AddedResponses API (Beta) [#responses-api-beta]
    • <h3> ChangedPython SDK v0.31.0, TypeScript SDK v0.30.0 [#python-sdk-v0310-typescript-sdk-v0300]
    • <h3> AddedStructured Outputs [#structured-outputs]
    • <h3> ChangedPython SDK v0.30.0, TypeScript SDK v0.27.0 [#python-sdk-v0300-typescript-sdk-v0270]
    • <h3> AddedMoonshot AI Kimi 2 Instruct [#moonshot-ai-kimi-2-instruct]
    • <h3> ChangedPython SDK v0.29.0, TypeScript SDK v0.26.0 [#python-sdk-v0290-typescript-sdk-v0260]
    • <h3> ChangedPython SDK v0.28.0, TypeScript SDK v0.25.0 [#python-sdk-v0280-typescript-sdk-v0250]
    • <h3> AddedQwen 3 32B [#qwen-3-32b]
    • <h3> ChangedPython SDK v0.27.0, TypeScript SDK v0.24.0 [#python-sdk-v0270-typescript-sdk-v0240]
    • <h3> ChangedPython SDK v0.26.0, TypeScript SDK v0.23.0 [#python-sdk-v0260-typescript-sdk-v0230]
    • <h3> AddedMeta Llama Prompt Guard 2 Models [#meta-llama-prompt-guard-2-models]
    • <h3> ChangedPython SDK v0.25.0, TypeScript SDK v0.22.0 [#python-sdk-v0250-typescript-sdk-v0220]
    • <h3> AddedLlama Guard 4 12B [#llama-guard-4-12b]
    • <h3> AddedCompound Beta Search Settings [#compound-beta-search-settings]
    • <h3> ChangedPython SDK v0.24.0, TypeScript SDK v0.21.0 [#python-sdk-v0240-typescript-sdk-v0210]
    • <h3> ChangedPython SDK v0.23.0, TypeScript SDK v0.20.0 [#python-sdk-v0230-typescript-sdk-v0200]
    • <h3> AddedCompound Beta and Compound Beta Mini Systems [#compound-beta-and-compound-beta-mini-systems]
    • <h3> AddedMeta Llama 4 Support [#meta-llama-4-support]
    • <h3> Looking for older changelogs? [#looking-for-older-changelogs]
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5655/docs/changelog
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  • <h2> Model Deprecation [#model-deprecation]
  • <h2> Model Deprecation Lifecycle Guidelines [#model-deprecation-lifecycle-guidelines]
    • <h3> Production vs. Preview Models [#production-vs-preview-models]
    • <h3> Deprecation Process [#deprecation-process]
    • <h3> Best Practices for Customers [#best-practices-for-customers]
  • <h2> Deprecation History [#deprecation-history]
    • <h3> March 9, 2026: meta-llama/llama-4-maverick-17b-128e-instruct [#march-9-2026-metallamallama4maverick17b128einstruct]
    • <h3> March 5, 2026: meta-llama/llama-guard-4-12b [#march-5-2026-metallamallamaguard412b]
    • <h3> December 31, 2025: playai-tts and playai-tts-arabic [#december-31-2025-playaitts-and-playaittsarabic]
    • <h3> October 10, 2025: moonshotai/kimi-k2-instruct [#october-10-2025-moonshotaikimik2instruct]
    • <h3> October 8, 2025: gemma2-9b-it [#october-8-2025-gemma29bit]
    • <h3> October 2, 2025: deepseek-r1-distill-llama-70b [#october-2-2025-deepseekr1distillllama70b]
    • <h3> August 30, 2025: llama3-70b-8192 and llama3-8b-8192 [#august-30-2025-llama370b8192-and-llama38b8192]
    • <h3> August 23, 2025: Distil Whisper Large V3 (English) [#august-23-2025-distil-whisper-large-v3-english]
    • <h3> July 30, 2025: Mistral Saba 24B [#july-30-2025-mistral-saba-24b]
    • <h3> July 14, 2025: Qwen QwQ 32B [#july-14-2025-qwen-qwq-32b]
    • <h3> June 6, 2025: Llama Guard 3 [#june-6-2025-llama-guard-3]
    • <h3> April 14, 2025: Multiple Model Deprecations [#april-14-2025-multiple-model-deprecations]
    • <h3> March 24, 2025: DeepSeek R1 Distill Llama 70B (Speculative Decoding) [#march-24-2025-deepseek-r1-distill-llama-70b-speculative-decoding]
    • <h3> March 20, 2025: Mixtral 8x7B [#march-20-2025-mixtral-8x7b]
    • <h3> January 24, 2025: Llama 3.1 70B and Llama 3.1 70B (Speculative Decoding) [#january-24-2025-llama-31-70b-and-llama-31-70b-speculative-decoding]
    • <h3> January 6, 2025: Llama 3 Groq Tool Use Models [#january-6-2025-llama-3-groq-tool-use-models]
    • <h3> December 18, 2024: Gemma 7B [#december-18-2024-gemma-7b]
    • <h3> November 25, 2024: Llama 3.2 90B Text Preview [#november-25-2024-llama-32-90b-text-preview]
    • <h3> October 18, 2024: LLaVA 1.5 7B and Llama 3.2 11B Text Preview [#october-18-2024-llava-15-7b-and-llama-32-11b-text-preview]
    • <h3> Was this page helpful?
5151/docs/deprecations
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  • <h2> Mastra + Groq: Build Production AI Agents & Workflows [#mastra--groq-build-production-ai-agents--workflows]
  • <h2> Quick Start [#quick-start]
  • <h2> Advanced Examples [#advanced-examples]
    • <h3> Agent with Tools [#agent-with-tools]
    • <h3> Multi-Step Workflows [#multistep-workflows]
    • <h3> Agent with Memory [#agent-with-memory]
    • <h3> Creating an MCP Server [#creating-an-mcp-server]
    • <h3> Connecting to MCP Servers [#connecting-to-mcp-servers]
  • <h2> Agent Features [#agent-features]
    • <h3> Streaming Responses [#streaming-responses]
    • <h3> Agent Networks [#agent-networks]
    • <h3> Guardrails [#guardrails]
  • <h2> Workflow Features [#workflow-features]
    • <h3> Parallel Execution [#parallel-execution]
    • <h3> Conditional Branching [#conditional-branching]
    • <h3> Error Handling [#error-handling]
  • <h2> Deployment [#deployment]
  • <h2> Additional Resources [#additional-resources]
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4444/docs/mastra
  • <h2> Documentation
  • <h2> Docs
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  • <h1> Examples
    • <h3> Stock Bot
    • <h3> Starter Chatbot
    • <h3> Blog Generator from Audio
    • <h3> Groq App Generator
    • <h3> Groq x Gradio Voice Assistant
    • <h3> Magic Spell
    • <h3> Groq MCP Server
    • <h3> Groq Compound CLI
    • <h3> Groq Desktop
    • <h3> Groq Compound MCP Server
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3635/docs/examples
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  • <h1> Kimi K2 0905
    • <h3> PRICING
    • <h3> LIMITS
    • <h3> QUANTIZATION
    • <h3> Key Technical Specifications [#key-technical-specifications]
    • <h3> Model Architecture
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    • <h3> Best Practices
    • <h3> Get Started with Kimi K2 0905 [#get-started-with-kimi-k2-0905]
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3635/docs/model/moonshotai/kimi-k2-instruct-0905
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  • <h1> GPT OSS 120B
    • <h3> PRICING
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    • <h3> QUANTIZATION
    • <h3> Key Technical Specifications [#key-technical-specifications]
    • <h3> Model Architecture
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    • <h3> Best Practices
    • <h3> Get Started with GPT-OSS 120B [#get-started-with-gptoss-120b]
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3635/docs/model/openai/gpt-oss-120b
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  • <h1> Whisper
    • <h3> PRICING
    • <h3> LIMITS
    • <h3> QUANTIZATION
    • <h3> Key Technical Specifications [#key-technical-specifications]
    • <h3> Model Architecture
    • <h3> Performance Metrics
    • <h3> Key Model Details [#key-model-details]
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    • <h3> Was this page helpful?
3635/docs/model/whisper-large-v3
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  • <h1> Whisper Large V3 Turbo
    • <h3> PRICING
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    • <h3> QUANTIZATION
    • <h3> Key Technical Specifications [#key-technical-specifications]
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3635/docs/model/whisper-large-v3-turbo
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    • <h3> PRICING
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3635/docs/compound/systems/compound
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  • <h1> Compound Mini
    • <h3> PRICING
    • <h3> LIMITS
    • <h3> QUANTIZATION
    • <h3> Key Technical Specifications [#key-technical-specifications]
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3635/docs/compound/systems/compound-mini
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  • <h1> GPT OSS 20B
    • <h3> PRICING
    • <h3> LIMITS
    • <h3> QUANTIZATION
    • <h3> Key Technical Specifications [#key-technical-specifications]
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    • <h3> Get Started with GPT-OSS 20B [#get-started-with-gptoss-20b]
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3635/docs/model/openai/gpt-oss-20b
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  • <h1> Llama 4 Scout 17B 16E
    • <h3> PRICING
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    • <h3> Key Technical Specifications [#key-technical-specifications]
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3635/docs/model/meta-llama/llama-4-scout-17b-16e-instruct
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  • <h2> Tavily + Groq: Real-Time Search, Scraping & Crawling for AI [#tavily--groq-realtime-search-scraping--crawling-for-ai]
  • <h2> Quick Start [#quick-start]
  • <h2> Advanced Examples [#advanced-examples]
    • <h3> Time-Filtered Research [#timefiltered-research]
    • <h3> Product Information Extraction [#product-information-extraction]
    • <h3> Multi-Source Content Extraction [#multisource-content-extraction]
  • <h2> Available Tavily Tools [#available-tavily-tools]
    • <h3> Search Parameters [#search-parameters]
  • <h2> Additional Resources [#additional-resources]
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  • <h1> Prompt Guard 2 86M
    • <h3> PRICING
    • <h3> LIMITS
    • <h3> QUANTIZATION
    • <h3> Key Technical Specifications [#key-technical-specifications]
    • <h3> Model Architecture
    • <h3> Performance Metrics
    • <h3> Use Cases
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    • <h3> Get Started with Llama Prompt Guard 2 [#get-started-with-llama-prompt-guard-2]
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  • <h1> Llama Prompt Guard 2 22M
    • <h3> PRICING
    • <h3> LIMITS
    • <h3> QUANTIZATION
    • <h3> Key Technical Specifications [#key-technical-specifications]
    • <h3> Model Architecture
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    • <h3> Get Started with Llama Prompt Guard 2 [#get-started-with-llama-prompt-guard-2]
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  • <h1> Safety GPT OSS 20B
    • <h3> PRICING
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    • <h3> QUANTIZATION
    • <h3> Key Technical Specifications [#key-technical-specifications]
    • <h3> Model Architecture
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    • <h3> Get Started with GPT-OSS-Safeguard 20B [#get-started-with-gptosssafeguard-20b]
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  • <h2> Parallel + Groq: Fast Web Search for Real-Time AI Research [#parallel--groq-fast-web-search-for-realtime-ai-research]
  • <h2> Quick Start [#quick-start]
  • <h2> Advanced Examples [#advanced-examples]
    • <h3> Multi-Company Comparison [#multicompany-comparison]
    • <h3> Real-Time Market Data [#realtime-market-data]
    • <h3> Breaking News Monitoring [#breaking-news-monitoring]
  • <h2> Performance Comparison [#performance-comparison]
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  • <h2> BrowserBase + Groq: Scalable Browser Automation with AI [#browserbase--groq-scalable-browser-automation-with-ai]
  • <h2> Quick Start [#quick-start]
  • <h2> Advanced Examples [#advanced-examples]
    • <h3> Multi-Step Workflows [#multistep-workflows]
    • <h3> E-commerce Price Monitoring [#ecommerce-price-monitoring]
    • <h3> Form Automation [#form-automation]
  • <h2> Available BrowserBase Actions [#available-browserbase-actions]
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  • <h2> Firecrawl + Groq: AI-Powered Web Scraping & Data Extraction [#firecrawl--groq-aipowered-web-scraping--data-extraction]
  • <h2> Quick Start [#quick-start]
  • <h2> Advanced Examples [#advanced-examples]
    • <h3> Structured Data Extraction [#structured-data-extraction]
    • <h3> Deep Research & Multi-Hop Analysis [#deep-research--multihop-analysis]
    • <h3> Batch Web Scraping [#batch-web-scraping]
  • <h2> Available Firecrawl MCP Tools [#available-firecrawl-mcp-tools]
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  • <h2> Browser Use + Groq: Intelligent Web Research & Product Comparison [#browser-use--groq-intelligent-web-research--product-comparison]
  • <h2> Quick Start [#quick-start]
  • <h2> Advanced Examples [#advanced-examples]
    • <h3> Product Comparison [#product-comparison]
    • <h3> Competitive Analysis [#competitive-analysis]
    • <h3> Real-Time Market Data [#realtime-market-data]
  • <h2> Available Browser Use Tools [#available-browser-use-tools]
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  • <h2> Exa + Groq: AI-Powered Web Search & Content Discovery [#exa--groq-aipowered-web-search--content-discovery]
  • <h2> Quick Start [#quick-start]
  • <h2> Advanced Examples [#advanced-examples]
    • <h3> Company Research [#company-research]
    • <h3> Content Extraction [#content-extraction]
    • <h3> LinkedIn Professional Search [#linkedin-professional-search]
  • <h2> Available Exa Search Tools [#available-exa-search-tools]
  • <h2> Additional Resources [#additional-resources]
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  • <h2> HuggingFace + Groq: Real-Time Model & Dataset Discovery [#huggingface--groq-realtime-model--dataset-discovery]
  • <h2> Quick Start [#quick-start]
  • <h2> Advanced Examples [#advanced-examples]
    • <h3> Find Models for Specific Tasks [#find-models-for-specific-tasks]
    • <h3> Dataset Discovery [#dataset-discovery]
    • <h3> Model Comparison [#model-comparison]
  • <h2> Available HuggingFace Tools [#available-huggingface-tools]
  • <h2> Additional Resources [#additional-resources]
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  • <h2> MLflow + Groq: Open-Source GenAI Observability [#mlflow--groq-opensource-genai-observability]
  • <h2> Python Quick Start (2 minutes to hello world) [#python-quick-start-2-minutes-to-hello-world]
    • <h3> 1. Install the required packages: [#1-install-the-required-packages]
    • <h3> 2. Configure your Groq API key: [#2-configure-your-groq-api-key]
    • <h3> 3. (Optional) Start your mlflow server [#3-optional-start-your-mlflow-server]
    • <h3> 4. Create your first traced Groq application: [#4-create-your-first-traced-groq-application]
    • <h3> 5. Visualize model usage on the MLflow tracing dashboard: [#5-visualize-model-usage-on-the-mlflow-tracing-dashboard]
  • <h2> Additional Resources [#additional-resources]
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  • <h1> Canopy Labs Orpheus Arabic Saudi
    • <h3> PRICING
    • <h3> QUANTIZATION
    • <h3> Key Technical Specifications [#key-technical-specifications]
    • <h3> Model Architecture
    • <h3> Language Support
    • <h3> Use Cases
    • <h3> Best Practices
    • <h3> Quick Start [#quick-start]
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  • <h1> Canopy Labs Orpheus V1 English
    • <h3> PRICING
    • <h3> QUANTIZATION
    • <h3> Key Technical Specifications [#key-technical-specifications]
    • <h3> Model Architecture
    • <h3> Vocal Directions Support
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  • <h1> Qwen3-32B
    • <h3> PRICING
    • <h3> LIMITS
    • <h3> QUANTIZATION
    • <h3> Key Technical Specifications [#key-technical-specifications]
    • <h3> Model Architecture
    • <h3> Performance Metrics
    • <h3> Use Cases
    • <h3> Get Started with Qwen 3 32B [#get-started-with-qwen-3-32b]
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  • <h2> Anchor Browser + Groq: Blazing Fast Browser Agents [#anchor-browser--groq-blazing-fast-browser-agents]
    • <h3> Python Quickstart (2 minutes to hello world) [#python-quickstart-2-minutes-to-hello-world]
    • <h3> Prerequisites [#prerequisites]
    • <h3> Setup [#setup]
  • <h2> Quick Example: Extract Latest AI News [#quick-example-extract-latest-ai-news]
  • <h2> Advanced Session Configuration [#advanced-session-configuration]
  • <h2> Next Steps [#next-steps]
    • <h3> Was this page helpful?
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  • <h2> EchoKit + Groq: Full-Stack AI Voice Solutions [#echokit--groq-fullstack-ai-voice-solutions]
  • <h2> Quick Start [#quick-start]
  • <h2> Configuration Examples [#configuration-examples]
    • <h3> Fast Performance Setup [#fast-performance-setup]
    • <h3> Quality-Focused Setup [#qualityfocused-setup]
  • <h2> Additional Resources [#additional-resources]
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    • <h3> Model Architecture
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    • <h3> Get Started with Llama-Guard-4-12B [#get-started-with-llamaguard412b]
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  • <h2> How Groq Uses Your Feedback [#how-groq-uses-your-feedback]
  • <h2> What We Collect [#what-we-collect]
  • <h2> How Feedback Is Reviewed [#how-feedback-is-reviewed]
  • <h2> How We Use Your Feedback [#how-we-use-your-feedback]
  • <h2> Retention [#retention]
  • <h2> Learn More [#learn-more]
    • <h3> Was this page helpful?
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  • <h2> Toolhouse 🛠️🏠 [#toolhouse-]
    • <h3> Getting Started [#getting-started]
  • <h2> Using Toolhouse with Llama 4 models [#using-toolhouse-with-llama-4-models]
  • <h2> Using Toolhouse with Compound Beta [#using-toolhouse-with-compound-beta]
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3030/docs/toolhouse
  • <h2> Documentation
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  • <h2> ✨ Vercel AI SDK + Groq: Rapid App Development [#-vercel-ai-sdk--groq-rapid-app-development]
    • <h3> Why Choose the Vercel AI SDK? [#why-choose-the-vercel-ai-sdk]
    • <h3> Quick Start Guide in JavaScript (5 minutes to deployment) [#quick-start-guide-in-javascript-5-minutes-to-deployment]
    • <h3> Additional Resources [#additional-resources]
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3030/docs/ai-sdk
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  • <h2> Agno + Groq: Fast Agents [#agno--groq-fast-agents]
    • <h3> Python Quick Start (2 minutes to hello world) [#python-quick-start-2-minutes-to-hello-world]
    • <h3> Multi-Agent Teams [#multiagent-teams]
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3030/docs/agno
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  • <h2> xRx + Groq: Easily Build Rich Multi-Modal Experiences [#xrx--groq-easily-build-rich-multimodal-experiences]
    • <h3> Quick Start Guide (2 minutes + build time) [#quick-start-guide-2-minutes--build-time]
    • <h3> Option 1: Sample Apps Collection [#option-1-sample-apps-collection]
    • <h3> Option 2: AI Voice Tutor [#option-2-ai-voice-tutor]
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3030/docs/xrx
  • <h2> Documentation
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  • <h2> ✨ Vercel AI SDK + Groq: Rapid App Development [#-vercel-ai-sdk--groq-rapid-app-development]
    • <h3> Why Choose the Vercel AI SDK? [#why-choose-the-vercel-ai-sdk]
    • <h3> Quick Start Guide in JavaScript (5 minutes to deployment) [#quick-start-guide-in-javascript-5-minutes-to-deployment]
    • <h3> Additional Resources [#additional-resources]
    • <h3> Was this page helpful?
3030/docs/ai-sdk/
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  • <h2> CrewAI + Groq: High-Speed Agent Orchestration [#crewai--groq-highspeed-agent-orchestration]
    • <h3> Python Quick Start (2 minutes to hello world) [#python-quick-start-2-minutes-to-hello-world]
    • <h3> Advanced Model Configuration [#advanced-model-configuration]
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2929/docs/crewai
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  • <h2> AutoGen + Groq: Building Multi-Agent AI Applications [#autogen--groq-building-multiagent-ai-applications]
    • <h3> Python Quick Start (3 minutes to hello world) [#python-quick-start-3-minutes-to-hello-world]
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2929/docs/autogen
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  • <h2> 🚅 LiteLLM + Groq for Production Deployments [#-litellm--groq-for-production-deployments]
    • <h3> Quick Start (2 minutes to hello world) [#quick-start-2-minutes-to-hello-world]
    • <h3> Next Steps [#next-steps]
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2929/docs/litellm
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  • <h2> FlutterFlow + Groq: Fast & Powerful Cross-Platform Apps [#flutterflow--groq-fast--powerful-crossplatform-apps]
    • <h3> FlutterFlow + Groq Quick Start (10 minutes to hello world) [#flutterflow--groq-quick-start-10-minutes-to-hello-world]
    • <h3> Additional Resources [#additional-resources]
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2929/docs/flutterflow
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  • <h2> Welcome
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2828/docs/overview
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  • <h2> 🎨 Gradio + Groq: Easily Build Web Interfaces [#-gradio--groq-easily-build-web-interfaces]
    • <h3> Quick Start (2 minutes to hello world) [#quick-start-2-minutes-to-hello-world]
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2828/docs/gradio
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  • <h2> 🦜️🔗 LangChain + Groq [#-langchain--groq]
    • <h3> Quick Start (3 minutes to hello world) [#quick-start-3-minutes-to-hello-world]
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2828/docs/langchain
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  • <h2> Arize + Groq: Open-Source AI Observability [#arize--groq-opensource-ai-observability]
    • <h3> Python Quick Start (3 minutes to hello world) [#python-quick-start-3-minutes-to-hello-world]
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2828/docs/arize
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  • <h2> Composio [#composio]
    • <h3> Python Quick Start (5 minutes to hello world) [#python-quick-start-5-minutes-to-hello-world]
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2828/docs/composio
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  • <h2> E2B + Groq: Open-Source Code Interpreter [#e2b--groq-opensource-code-interpreter]
    • <h3> Python Quick Start (3 minutes to hello world) [#python-quick-start-3-minutes-to-hello-world]
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2828/docs/e2b
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  • <h2> LiveKit + Groq: Build End-to-End AI Voice Applications [#livekit--groq-build-endtoend-ai-voice-applications]
    • <h3> Quick Start (7 minutes to hello world) [#quick-start-7-minutes-to-hello-world]
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2828/docs/livekit
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  • <h1> Kimi K2 Instruct
    • <h3> PRICING
    • <h3> LIMITS
    • <h3> QUANTIZATION
    • <h2> Kimi K2 Version [#kimi-k2-version]
      • <h3> Key Technical Specifications [#key-technical-specifications]
      • <h3> Model Architecture
      • <h3> Performance Metrics
      • <h3> Use Cases
      • <h3> Best Practices
      • <h3> Get Started with Kimi K2 [#get-started-with-kimi-k2]
      • <h3> Was this page helpful?
3728/docs/model/moonshotai/kimi-k2-instruct
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  • <h2> Policies & Notices [#policies--notices]
  • <h2> Archived Policies & Notices [#archived-policies--notices]
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2727/docs/legal
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  • <h2> 🗂️ LlamaIndex 🦙 [#-llamaindex-]
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2727/docs/llama-index
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  • <h2> Trademarks [#trademarks]
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2727/docs/trademarks
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  • <h1> GROQ ACCEPTABLE USE & RESPONSIBLE AI POLICY
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2726/docs/legal/ai-policy
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  • <h2> JigsawStack 🧩 [#jigsawstack-]
2626/docs/jigsawstack
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  • <h1> GROQ’S NOTICE AND PROCEDURE FOR MAKING CLAIMS OF COPYRIGHT INFRINGEMENT
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  • <h2> Docs
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  • <h1> GROQ SERVICE CREDIT TERMS
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  • <h1> Understanding and Optimizing Latency on Groq
    • <h3> Overview [#overview]
    • <h2> Understanding Latency in LLM Applications [#understanding-latency-in-llm-applications]
      • <h3> Key Metrics in Groq Console [#key-metrics-in-groq-console]
      • <h3> The Complete Latency Picture [#the-complete-latency-picture]
    • <h2> How Input Size Affects TTFT [#how-input-size-affects-ttft]
      • <h3> The Scaling Pattern [#the-scaling-pattern]
      • <h3> Model Architecture Impact on TTFT [#model-architecture-impact-on-ttft]
      • <h3> Model Selection Decision Tree [#model-selection-decision-tree]
    • <h2> Output Token Generation Dynamics [#output-token-generation-dynamics]
      • <h3> Architectural Performance Characteristics [#architectural-performance-characteristics]
      • <h3> Calculating End-to-End Latency [#calculating-endtoend-latency]
    • <h2> Infrastructure Optimization [#infrastructure-optimization]
      • <h3> Network Latency Analysis [#network-latency-analysis]
      • <h3> Context Length Management [#context-length-management]
    • <h2> Groq's Processing Options [#groqs-processing-options]
      • <h3> Service Tier Architecture [#service-tier-architecture]
      • <h3> Processing Tier Selection Logic [#processing-tier-selection-logic]
      • <h3> Batch Processing [#batch-processing]
    • <h2> Streaming Implementation [#streaming-implementation]
      • <h3> Server-Sent Events Best Practices [#serversent-events-best-practices]
    • <h2> Next Steps [#next-steps]
      • <h3> Was this page helpful?
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  • <h2> Docs
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  • <h1> Groq Services Agreement Overview for Customers - Developers and Enterprises
    • <h2> Global [#global]
    • <h2> Resold Services [#resold-services]
    • <h2> Offline Agreements [#offline-agreements]
    • <h2> Agreement Structure [#agreement-structure]
    • <h2> URL Terms [#url-terms]
    • <h2> Future Changes [#future-changes]
      • <h3> Was this page helpful?
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  • <h2> Docs
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  • <h1> BUSINESS ASSOCIATE ADDENDUM FOR GROQCLOUD SERVICES
    • <h2> BACKGROUND [#background]
    • <h2> 1. Definitions [#1-definitions]
    • <h2> 2. Business Associate's Obligations [#2-business-associates-obligations]
    • <h2> 3. Customer Obligations [#3-customer-obligations]
    • <h2> 4. Term and Termination [#4-term-and-termination]
    • <h2> 5. General [#5-general]
      • <h3> Was this page helpful?
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  • <h2> Documentation
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  • <h1> Groq Services Agreement
    • <h2> 1. Definitions [#1-definitions]
    • <h2> 2. Age Requirement [#2-age-requirement]
    • <h2> 3. Provision of the Cloud Services [#3-provision-of-the-cloud-services]
    • <h2> 4. AI Model Services [#4-ai-model-services]
    • <h2> 5. Payment Terms [#5-payment-terms]
    • <h2> 6. Customer Obligations [#6-customer-obligations]
    • <h2> 7. Suspension [#7-suspension]
    • <h2> 8. Intellectual Property Rights and Permissions; Feedback [#8-intellectual-property-rights-and-permissions-feedback]
    • <h2> 9. Support Services [#9-support-services]
    • <h2> 10. Confidential Information [#10-confidential-information]
    • <h2> 11. Term and Termination [#11-term-and-termination]
    • <h2> 12. Additional Representations and Warranties [#12-additional-representations-and-warranties]
    • <h2> 13. Disclaimer of Warranties [#13-disclaimer-of-warranties]
    • <h2> 14. Limitation of Liability [#14-limitation-of-liability]
    • <h2> 15. Indemnification [#15-indemnification]
    • <h2> 16. Dispute Resolution; Governing Law and Venue [#16-dispute-resolution-governing-law-and-venue]
    • <h2> 17. Miscellaneous [#17-miscellaneous]
      • <h3> Kingdom of Saudi Arabia [#kingdom-of-saudi-arabia]
      • <h3> Australia [#australia]
    • <h2> 18. Resold Customers [#18-resold-customers]
      • <h3> Was this page helpful?
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  • <h2> Documentation
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  • <h1> DATA PROCESSING ADDENDUM FOR GROQCLOUD SERVICES
    • <h2> 1. Definitions [#1-definitions]
    • <h2> 2. Scope And Purposes Of Processing [#2-scope-and-purposes-of-processing]
    • <h2> 3. Personal Data Processing Requirements [#3-personal-data-processing-requirements]
    • <h2> 4. Data Subject Requests [#4-data-subject-requests]
    • <h2> 5. Data Security [#5-data-security]
    • <h2> 6. Data Breach [#6-data-breach]
    • <h2> 7. Subprocessors [#7-subprocessors]
    • <h2> 8. International Data Transfers [#8-international-data-transfers]
    • <h2> 9. Audits [#9-audits]
    • <h2> 10. Destruction Or Retrieval Of Personal Data [#10-destruction-or-retrieval-of-personal-data]
    • <h2> 11. Miscellaneous Provisions [#11-miscellaneous-provisions]
    • <h2> ANNEX I [#annex-i]
      • <h3> A. LIST OF PARTIES [#a-list-of-parties]
      • <h3> B. DESCRIPTION OF TRANSFER [#b-description-of-transfer]
      • <h3> C. COMPETENT SUPERVISORY AUTHORITY [#c-competent-supervisory-authority]
    • <h2> ANNEX II [#annex-ii]
      • <h3> INTRODUCTION [#introduction]
      • <h3> SECURITY MEASURES [#security-measures]
      • <h3> Was this page helpful?
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  • <h2> Documentation
  • <h2> Docs
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  • <h1> Previous Policies & Notices
    • <h2> Terms of Use [#terms-of-use]
    • <h2> GroqCloud Terms of Sale [#groqcloud-terms-of-sale]
      • <h3> 1. Purchase and Use of Services [#1-purchase-and-use-of-services]
      • <h3> 2. Payment and Pricing [#2-payment-and-pricing]
      • <h3> 3. Restrictions [#3-restrictions]
      • <h3> 4. Data. [#4-data]
      • <h3> 5. Confidentiality [#5-confidentiality]
      • <h3> 6. Proprietary Rights and Licenses. [#6-proprietary-rights-and-licenses]
      • <h3> 7. Security [#7-security]
      • <h3> 8. Privacy [#8-privacy]
      • <h3> 9. Term; Termination [#9-term-termination]
      • <h3> 10. Warranties; Disclaimer [#10-warranties-disclaimer]
      • <h3> 11. Indemnification [#11-indemnification]
      • <h3> 12. Limitation of Liability [#12-limitation-of-liability]
      • <h3> 13. Trade Controls [#13-trade-controls]
      • <h3> 14. Dispute Resolution [#14-dispute-resolution]
      • <h3> 15. Modifications to these Terms [#15-modifications-to-these-terms]
      • <h3> 16. Miscellaneous [#16-miscellaneous]
    • <h2> Privacy Policy [#privacy-policy]
    • <h2> GroqCloud Terms of Sale for Customers in the Kingdom of Saudi Arabia [#groqcloud-terms-of-sale-for-customers-in-the-kingdom-of-saudi-arabia]
    • <h2> Groq Terms of Use for the Kingdom of Saudi Arabia [#groq-terms-of-use-for-the-kingdom-of-saudi-arabia]
    • <h2> Privacy Policy for Customers in the Kingdom of Saudi Arabia [#privacy-policy-for-customers-in-the-kingdom-of-saudi-arabia]
      • <h3> 1. Personal Information We Collect [#1-personal-information-we-collect]
      • <h3> Information Provided by You [#information-provided-by-you]
      • <h3> Information provided by third parties [#information-provided-by-third-parties]
      • <h3> Information Collected via Automated Means [#information-collected-via-automated-means]
      • <h3> 2. How We Use Personal Information [#2-how-we-use-personal-information]
      • <h3> 3. Legal grounds [#3-legal-grounds]
      • <h3> 4. When We Share Information [#4-when-we-share-information]
      • <h3> 5. Your Rights and Choices [#5-your-rights-and-choices]
      • <h3> 6. How We Use Cookies and Similar Technologies [#6-how-we-use-cookies-and-similar-technologies]
      • <h3> Cookie Preferences [#cookie-preferences]
      • <h3> 7. Children's Privacy [#7-childrens-privacy]
      • <h3> 8. Third-Party Sites [#8-thirdparty-sites]
      • <h3> 9. Data Security [#9-data-security]
      • <h3> 10. Data Retention and Storage [#10-data-retention-and-storage]
      • <h3> 11.Cross-Border Data Transfers [#11crossborder-data-transfers]
      • <h3> 12. Changes to this Policy [#12-changes-to-this-policy]
      • <h3> 13. Our Contact Information [#13-our-contact-information]
      • <h3> 14. Lawful basis table for Saudi users [#14-lawful-basis-table-for-saudi-users]
      • <h3> 15. Governing Law and Dispute Resolution [#15-governing-law-and-dispute-resolution]
      • <h3> Was this page helpful?
6825/docs/legal/archive/
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  • <h1> Compound Changelog
    • <h2> 2025-07-23 [#20250723]
      • <h3> Was this page helpful?
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  • <h1> Previous Policies & Notices
    • <h2> Terms of Use [#terms-of-use]
    • <h2> GroqCloud Terms of Sale [#groqcloud-terms-of-sale]
      • <h3> 1. Purchase and Use of Services [#1-purchase-and-use-of-services]
      • <h3> 2. Payment and Pricing [#2-payment-and-pricing]
      • <h3> 3. Restrictions [#3-restrictions]
      • <h3> 4. Data. [#4-data]
      • <h3> 5. Confidentiality [#5-confidentiality]
      • <h3> 6. Proprietary Rights and Licenses. [#6-proprietary-rights-and-licenses]
      • <h3> 7. Security [#7-security]
      • <h3> 8. Privacy [#8-privacy]
      • <h3> 9. Term; Termination [#9-term-termination]
      • <h3> 10. Warranties; Disclaimer [#10-warranties-disclaimer]
      • <h3> 11. Indemnification [#11-indemnification]
      • <h3> 12. Limitation of Liability [#12-limitation-of-liability]
      • <h3> 13. Trade Controls [#13-trade-controls]
      • <h3> 14. Dispute Resolution [#14-dispute-resolution]
      • <h3> 15. Modifications to these Terms [#15-modifications-to-these-terms]
      • <h3> 16. Miscellaneous [#16-miscellaneous]
    • <h2> Privacy Policy [#privacy-policy]
    • <h2> GroqCloud Terms of Sale for Customers in the Kingdom of Saudi Arabia [#groqcloud-terms-of-sale-for-customers-in-the-kingdom-of-saudi-arabia]
    • <h2> Groq Terms of Use for the Kingdom of Saudi Arabia [#groq-terms-of-use-for-the-kingdom-of-saudi-arabia]
    • <h2> Privacy Policy for Customers in the Kingdom of Saudi Arabia [#privacy-policy-for-customers-in-the-kingdom-of-saudi-arabia]
      • <h3> 1. Personal Information We Collect [#1-personal-information-we-collect]
      • <h3> Information Provided by You [#information-provided-by-you]
      • <h3> Information provided by third parties [#information-provided-by-third-parties]
      • <h3> Information Collected via Automated Means [#information-collected-via-automated-means]
      • <h3> 2. How We Use Personal Information [#2-how-we-use-personal-information]
      • <h3> 3. Legal grounds [#3-legal-grounds]
      • <h3> 4. When We Share Information [#4-when-we-share-information]
      • <h3> 5. Your Rights and Choices [#5-your-rights-and-choices]
      • <h3> 6. How We Use Cookies and Similar Technologies [#6-how-we-use-cookies-and-similar-technologies]
      • <h3> Cookie Preferences [#cookie-preferences]
      • <h3> 7. Children's Privacy [#7-childrens-privacy]
      • <h3> 8. Third-Party Sites [#8-thirdparty-sites]
      • <h3> 9. Data Security [#9-data-security]
      • <h3> 10. Data Retention and Storage [#10-data-retention-and-storage]
      • <h3> 11.Cross-Border Data Transfers [#11crossborder-data-transfers]
      • <h3> 12. Changes to this Policy [#12-changes-to-this-policy]
      • <h3> 13. Our Contact Information [#13-our-contact-information]
      • <h3> 14. Lawful basis table for Saudi users [#14-lawful-basis-table-for-saudi-users]
      • <h3> 15. Governing Law and Dispute Resolution [#15-governing-law-and-dispute-resolution]
      • <h3> Was this page helpful?
6825/docs/legal/archive
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  • <h1> Prometheus Metrics
    • <h2> Enterprise Feature [#enterprise-feature]
    • <h2> APIs [#apis]
    • <h2> MetricsQL [#metricsql]
    • <h2> Querying [#querying]
    • <h2> Grafana [#grafana]
    • <h2> Available Metrics [#available-metrics]
      • <h3> Request Metrics [#request-metrics]
      • <h3> Token Metrics [#token-metrics]
      • <h3> Latency Metrics [#latency-metrics]
      • <h3> Prompt Cache Metrics [#prompt-cache-metrics]
    • <h2> Examples [#examples]
      • <h3> Was this page helpful?
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  • <h2> Docs
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  • <h1> OpenCode + Groq
    • <h2> Prerequisites [#prerequisites]
    • <h2> Setup [#setup]
    • <h2> Recommended Groq Models [#recommended-groq-models]
    • <h2> Learn More [#learn-more]
      • <h3> Was this page helpful?
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  • <h1> Speech to Text
    • <h2> API Endpoints [#api-endpoints]
    • <h2> Supported Models [#supported-models]
    • <h2> Which Whisper Model Should You Use? [#which-whisper-model-should-you-use]
    • <h2> Working with Audio Files [#working-with-audio-files]
      • <h3> Audio File Limitations
      • <h3> Audio Preprocessing [#audio-preprocessing]
      • <h3> Working with Larger Audio Files [#working-with-larger-audio-files]
    • <h2> Using the API [#using-the-api]
      • <h3> Example Usage of Transcription Endpoint [#example-usage-of-transcription-endpoint]
      • <h3> Example Usage of Translation Endpoint [#example-usage-of-translation-endpoint]
    • <h2> Understanding Metadata Fields [#understanding-metadata-fields]
      • <h3> Using Metadata for Debugging [#using-metadata-for-debugging]
      • <h3> Quality Thresholds and Regular Monitoring [#quality-thresholds-and-regular-monitoring]
      • <h3> Prompting Guidelines [#prompting-guidelines]
      • <h3> Was this page helpful?
4024/docs/speech-to-text
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    • <h3> Advanced
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    • <h3> Account and Console
    • <h3> Developer Resources
    • <h3> Legal
    • <h3> Getting Started
    • <h3> Core Features
    • <h3> Tools & Integrations
    • <h3> Compound (Agentic AI)
    • <h3> Guides
    • <h3> Service Tiers
    • <h3> Advanced
    • <h3> Production Readiness
    • <h3> Account and Console
    • <h3> Developer Resources
    • <h3> Legal
  • <h1> Assistant Message Prefilling
    • <h2> How to Prefill Assistant Messages [#how-to-prefill-assistant-messages]
    • <h2> Example Usage [#example-usage]
      • <h3> Was this page helpful?
2824/docs/prefilling
  • <h2> Documentation
  • <h2> Docs
    • <h3> Getting Started
    • <h3> Core Features
    • <h3> Tools & Integrations
    • <h3> Compound (Agentic AI)
    • <h3> Guides
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    • <h3> Account and Console
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    • <h3> Guides
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    • <h3> Account and Console
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  • <h1> Wolfram‑Alpha Integration
    • <h2> Supported Models [#supported-models]
    • <h2> Quick Start [#quick-start]
    • <h2> How It Works [#how-it-works]
      • <h3> Final Output [#final-output]
      • <h3> Reasoning and Internal Tool Calls [#reasoning-and-internal-tool-calls]
      • <h3> Tool Execution Details [#tool-execution-details]
    • <h2> Usage Tips [#usage-tips]
    • <h2> Getting Your Wolfram‑Alpha API Key [#getting-your-wolframalpha-api-key]
    • <h2> Pricing [#pricing]
    • <h2> Provider Information [#provider-information]
      • <h3> Was this page helpful?
3624/docs/tool-use/built-in-tools/wolfram-alpha
  • <h2> Documentation
  • <h2> Docs
    • <h3> Getting Started
    • <h3> Core Features
    • <h3> Tools & Integrations
    • <h3> Compound (Agentic AI)
    • <h3> Guides
    • <h3> Service Tiers
    • <h3> Advanced
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    • <h3> Account and Console
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    • <h3> Legal
    • <h3> Getting Started
    • <h3> Core Features
    • <h3> Tools & Integrations
    • <h3> Compound (Agentic AI)
    • <h3> Guides
    • <h3> Service Tiers
    • <h3> Advanced
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    • <h3> Account and Console
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    • <h3> Legal
  • <h1> Your Data in GroqCloud
    • <h2> What Data Groq Retains [#what-data-groq-retains]
    • <h2> When Customer Data May Be Retained [#when-customer-data-may-be-retained]
      • <h3> 1. Application State [#1-application-state]
      • <h3> 2. System Reliability and Abuse Monitoring [#2-system-reliability-and-abuse-monitoring]
    • <h2> Summary Table [#summary-table]
    • <h2> Zero Data Retention [#zero-data-retention]
    • <h2> Data Location [#data-location]
    • <h2> Key Takeaways [#key-takeaways]
      • <h3> Was this page helpful?
3424/docs/your-data
  • <h2> Documentation
  • <h2> Docs
    • <h3> Getting Started
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    • <h3> Compound (Agentic AI)
    • <h3> Guides
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    • <h3> Advanced
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    • <h3> Account and Console
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    • <h3> Compound (Agentic AI)
    • <h3> Guides
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    • <h3> Advanced
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    • <h3> Account and Console
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    • <h3> Legal
  • <h1> Remote Tools and Model Context Protocol (MCP)
    • <h2> What is MCP? [#what-is-mcp]
    • <h2> How to Use Remote Tools via MCP with Groq [#how-to-use-remote-tools-via-mcp-with-groq]
    • <h2> When to Use MCP [#when-to-use-mcp]
    • <h2> When NOT to Use MCP [#when-not-to-use-mcp]
    • <h2> Supported Models [#supported-models]
    • <h2> Why Use MCP with Groq? [#why-use-mcp-with-groq]
    • <h2> Getting Started with MCP [#getting-started-with-mcp]
      • <h3> MCP Tool Structure [#mcp-tool-structure]
      • <h3> Your First MCP Request [#your-first-mcp-request]
    • <h2> The Responses API: Purpose-Built for MCP [#the-responses-api-purposebuilt-for-mcp]
      • <h3> Why Responses API for MCP? [#why-responses-api-for-mcp]
    • <h2> MCP Examples [#mcp-examples]
      • <h3> Web Scraping with Firecrawl [#web-scraping-with-firecrawl]
      • <h3> Web Search with Parallel [#web-search-with-parallel]
      • <h3> Payment Processing with Stripe [#payment-processing-with-stripe]
    • <h2> Advanced Features [#advanced-features]
      • <h3> Multiple MCP Servers [#multiple-mcp-servers]
      • <h3> Authentication & Security [#authentication--security]
      • <h3> Server Descriptions [#server-descriptions]
    • <h2> Troubleshooting [#troubleshooting]
      • <h3> Connection Errors [#connection-errors]
      • <h3> Model Not Using MCP Tools [#model-not-using-mcp-tools]
      • <h3> Approvals Flow [#approvals-flow]
    • <h2> OpenAI Compatibility [#openai-compatibility]
    • <h2> Using MCP with Chat Completions API [#using-mcp-with-chat-completions-api]
    • <h2> Finding MCP Servers [#finding-mcp-servers]
    • <h2> Next Steps [#next-steps]
      • <h3> Was this page helpful?
5324/docs/tool-use/remote-mcp
  • <h2> Documentation
  • <h2> Docs
    • <h3> Getting Started
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    • <h3> Account and Console
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  • <h1> Rate Limits
    • <h2> Understanding Rate Limits [#understanding-rate-limits]
    • <h2> Rate Limits [#rate-limits]
    • <h2> Rate Limit Headers [#rate-limit-headers]
    • <h2> Handling Rate Limits [#handling-rate-limits]
      • <h3> Was this page helpful?
3024/docs/rate-limits
  • <h2> Documentation
  • <h2> Docs
    • <h3> Getting Started
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  • <h1> What are integrations?
    • <h2> AI Agent Frameworks [#ai-agent-frameworks]
    • <h2> Browser Automation [#browser-automation]
    • <h2> LLM App Development [#llm-app-development]
    • <h2> Observability and Monitoring [#observability-and-monitoring]
    • <h2> LLM Code Execution and Sandboxing [#llm-code-execution-and-sandboxing]
    • <h2> UI and UX [#ui-and-ux]
    • <h2> Tool Management [#tool-management]
    • <h2> Real-time Voice [#realtime-voice]
    • <h2> MCP (Model Context Protocol) Integration [#mcp-model-context-protocol-integration]
    • <h2> Hardware and Devices [#hardware-and-devices]
      • <h3> Was this page helpful?
3624/docs/integrations
  • <h2> Documentation
  • <h2> Docs
    • <h3> Getting Started
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    • <h3> Guides
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  • <h1> Kilo Code + Groq
    • <h2> Prerequisites [#prerequisites]
    • <h2> Setup [#setup]
    • <h2> Recommended Groq Models [#recommended-groq-models]
    • <h2> Learn More [#learn-more]
      • <h3> Was this page helpful?
3024/docs/coding-with-groq/kilo-code
  • <h2> Documentation
  • <h2> Docs
    • <h3> Getting Started
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    • <h3> Guides
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    • <h3> Account and Console
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  • <h1> Responses API
    • <h2> Configuring OpenAI Client for Responses API [#configuring-openai-client-for-responses-api]
    • <h2> Multi-turn Conversations [#multiturn-conversations]
    • <h2> Image Inputs [#image-inputs]
    • <h2> Built-In Tools [#builtin-tools]
      • <h3> Model Support [#model-support]
      • <h3> Code Execution Example [#code-execution-example]
      • <h3> Browser Search Example [#browser-search-example]
    • <h2> Structured Outputs [#structured-outputs]
      • <h3> Using a Schema Validation Library [#using-a-schema-validation-library]
    • <h2> Reasoning [#reasoning]
    • <h2> Model Context Protocol (MCP) [#model-context-protocol-mcp]
      • <h3> MCP Example [#mcp-example]
    • <h2> Unsupported Features [#unsupported-features]
    • <h2> Detailed Usage Metrics [#detailed-usage-metrics]
    • <h2> Next Steps [#next-steps]
      • <h3> Was this page helpful?
4124/docs/responses-api
  • <h2> Documentation
  • <h2> Docs
    • <h3> Getting Started
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    • <h3> Guides
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    • <h3> Guides
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    • <h3> Advanced
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    • <h3> Account and Console
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  • <h1> Orpheus Text to Speech
    • <h2> Overview [#overview]
    • <h2> Supported Models [#supported-models]
    • <h2> Pricing [#pricing]
    • <h2> API Endpoint [#api-endpoint]
    • <h2> Quick Start [#quick-start]
    • <h2> Basic Usage [#basic-usage]
      • <h3> English Model [#english-model]
      • <h3> Arabic Saudi Dialect Model [#arabic-saudi-dialect-model]
    • <h2> Vocal Directions [#vocal-directions]
      • <h3> How Directions Work [#how-directions-work]
      • <h3> Direction Examples [#direction-examples]
    • <h2> Using Vocal Directions [#using-vocal-directions]
      • <h3> Natural Conversation (No Directions) [#natural-conversation-no-directions]
      • <h3> Expressive Performance (With Directions) [#expressive-performance-with-directions]
      • <h3> Combining Directions [#combining-directions]
    • <h2> Available Voices [#available-voices]
      • <h3> English Voices [#english-voices]
      • <h3> Arabic Saudi Dialect Voices [#arabic-saudi-dialect-voices]
    • <h2> Use Cases [#use-cases]
      • <h3> Customer Support & AI Assistants [#customer-support--ai-assistants]
      • <h3> Game Characters & Interactive Media [#game-characters--interactive-media]
      • <h3> Professional Narration & Business Content [#professional-narration--business-content]
      • <h3> Content Creation & Entertainment [#content-creation--entertainment]
    • <h2> Best Practices [#best-practices]
    • <h2> Limitations [#limitations]
      • <h3> Was this page helpful?
5124/docs/text-to-speech/orpheus
  • <h2> Documentation
  • <h2> Docs
    • <h3> Getting Started
    • <h3> Core Features
    • <h3> Tools & Integrations
    • <h3> Compound (Agentic AI)
    • <h3> Guides
    • <h3> Service Tiers
    • <h3> Advanced
    • <h3> Production Readiness
    • <h3> Account and Console
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  • <h1> Coding with Groq
    • <h2> Most Popular [#most-popular]
      • <h3> Factory Droid
      • <h3> OpenCode
    • <h2> More Tools [#more-tools]
    • <h2> Recommended Models [#recommended-models]
      • <h3> Was this page helpful?
3124/docs/coding-with-groq
  • <h2> Documentation
  • <h2> Docs
    • <h3> Getting Started
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    • <h3> Guides
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  • <h1> Content Moderation
    • <h2> GPT-OSS-Safeguard 20B [#gptosssafeguard-20b]
      • <h3> Example: Prompt Injection Detection [#example-prompt-injection-detection]
      • <h3> Was this page helpful?
2824/docs/content-moderation
  • <h2> Documentation
  • <h2> Docs
    • <h3> Getting Started
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  • <h1> Billing FAQs
    • <h2> Upgrading to Developer Tier [#upgrading-to-developer-tier]
      • <h3> What happens when I upgrade to the Developer tier? [#what-happens-when-i-upgrade-to-the-developer-tier]
      • <h3> What are the benefits of upgrading? [#what-are-the-benefits-of-upgrading]
      • <h3> Can I downgrade back to the Free tier after I upgrade? [#can-i-downgrade-back-to-the-free-tier-after-i-upgrade]
    • <h2> Understanding Groq's Billing Model [#understanding-groqs-billing-model]
      • <h3> How does Groq's billing cycle work? [#how-does-groqs-billing-cycle-work]
      • <h3> How does progressive billing work? [#how-does-progressive-billing-work]
      • <h3> What if I don't reach the next threshold? [#what-if-i-dont-reach-the-next-threshold]
      • <h3> When is payment withdrawn from my account? [#when-is-payment-withdrawn-from-my-account]
    • <h2> Monitoring Your Spending & Usage [#monitoring-your-spending--usage]
      • <h3> How can I view my current usage and spending in real time? [#how-can-i-view-my-current-usage-and-spending-in-real-time]
      • <h3> Can I set spending limits or receive budget alerts? [#can-i-set-spending-limits-or-receive-budget-alerts]
    • <h2> Invoices, Billing Info & Credits [#invoices-billing-info--credits]
      • <h3> Where can I find my past invoices and payment history? [#where-can-i-find-my-past-invoices-and-payment-history]
      • <h3> Can I change my billing info and payment method? [#can-i-change-my-billing-info-and-payment-method]
      • <h3> What payment methods do you accept? [#what-payment-methods-do-you-accept]
      • <h3> Are there promotional credits, or trial offers? [#are-there-promotional-credits-or-trial-offers]
    • <h2> Common Billing Questions & Troubleshooting [#common-billing-questions--troubleshooting]
      • <h3> How are refunds handled, if applicable? [#how-are-refunds-handled-if-applicable]
      • <h3> What if a user believes there's an error in their bill? [#what-if-a-user-believes-theres-an-error-in-their-bill]
      • <h3> Under what conditions can my account be suspended due to billing issues? [#under-what-conditions-can-my-account-be-suspended-due-to-billing-issues]
      • <h3> What happens if my payment fails? Why did my payment fail? [#what-happens-if-my-payment-fails-why-did-my-payment-fail]
      • <h3> What should I do if my billing question isn't answered in the FAQ? [#what-should-i-do-if-my-billing-question-isnt-answered-in-the-faq]
      • <h3> Was this page helpful?
4924/docs/billing-faqs
  • <h2> Documentation
  • <h2> Docs
    • <h3> Getting Started
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  • <h1> Prompt Caching
    • <h2> How It Works [#how-it-works]
    • <h2> Supported Models [#supported-models]
    • <h2> Pricing [#pricing]
    • <h2> Structuring Prompts for Optimal Caching [#structuring-prompts-for-optimal-caching]
      • <h3> Optimal Prompt Structure [#optimal-prompt-structure]
      • <h3> Example Structure [#example-structure]
    • <h2> Prompt Caching Examples [#prompt-caching-examples]
      • <h3> How Prompt Caching Works in Multi-Turn Conversations [#how-prompt-caching-works-in-multiturn-conversations]
      • <h3> How Prompt Caching Works with Large Context [#how-prompt-caching-works-with-large-context]
      • <h3> How Prompt Caching Works with Tool Definitions [#how-prompt-caching-works-with-tool-definitions]
    • <h2> Requirements and Limitations [#requirements-and-limitations]
      • <h3> Caching Requirements [#caching-requirements]
      • <h3> What Can Be Cached [#what-can-be-cached]
      • <h3> Limitations [#limitations]
    • <h2> Tracking Cache Usage [#tracking-cache-usage]
      • <h3> Response Usage Structure [#response-usage-structure]
      • <h3> Understanding the Fields [#understanding-the-fields]
      • <h3> Calculating Cache Hit Rate [#calculating-cache-hit-rate]
    • <h2> Troubleshooting [#troubleshooting]
    • <h2> Frequently Asked Questions [#frequently-asked-questions]
      • <h3> How is data privacy maintained with caching? [#how-is-data-privacy-maintained-with-caching]
      • <h3> Does caching affect the quality or consistency of responses? [#does-caching-affect-the-quality-or-consistency-of-responses]
      • <h3> Can I disable prompt caching? [#can-i-disable-prompt-caching]
      • <h3> How do I know if my requests are benefiting from caching? [#how-do-i-know-if-my-requests-are-benefiting-from-caching]
      • <h3> Are there any additional costs for using prompt caching? [#are-there-any-additional-costs-for-using-prompt-caching]
      • <h3> Does caching affect rate limits? [#does-caching-affect-rate-limits]
      • <h3> Can I manually clear or refresh caches? [#can-i-manually-clear-or-refresh-caches]
      • <h3> Does the prompt caching discount work with batch requests? [#does-the-prompt-caching-discount-work-with-batch-requests]
      • <h3> Was this page helpful?
5424/docs/prompt-caching
  • <h2> Documentation
  • <h2> Docs
    • <h3> Getting Started
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  • <h1> Supported Models
    • <h2> Featured Models and Systems [#featured-models-and-systems]
      • <h3> Groq Compound
      • <h3> OpenAI GPT-OSS 120B
    • <h2> Production Models [#production-models]
    • <h2> Production Systems [#production-systems]
    • <h2> Preview Models [#preview-models]
    • <h2> Deprecated Models [#deprecated-models]
    • <h2> Get All Available Models [#get-all-available-models]
      • <h3> Was this page helpful?
3424/docs/models
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    • <h3> Compound (Agentic AI)
    • <h3> Guides
    • <h3> Service Tiers
    • <h3> Advanced
    • <h3> Production Readiness
    • <h3> Account and Console
    • <h3> Developer Resources
    • <h3> Legal
  • <h1> Use Cases
    • <h2> Real-time Fact Checker and News Agent [#realtime-fact-checker-and-news-agent]
      • <h3> Solution with Compound [#solution-with-compound]
      • <h3> Why It's Great [#why-its-great]
      • <h3> Code Example [#code-example]
    • <h2> Natural Language Calculator and Code Extractor [#natural-language-calculator-and-code-extractor]
      • <h3> Solution with Compound [#solution-with-compound]
      • <h3> Why It's Great [#why-its-great]
      • <h3> Code Example [#code-example]
    • <h2> Code Debugging Assistant [#code-debugging-assistant]
      • <h3> Solution with Compound [#solution-with-compound]
      • <h3> Why It's Great [#why-its-great]
      • <h3> Code Example [#code-example]
    • <h2> Chart Generation [#chart-generation]
      • <h3> Solution with Compound [#solution-with-compound]
      • <h3> Why It's Great [#why-its-great]
      • <h3> Usage and Results [#usage-and-results]
      • <h3> Results [#results]
      • <h3> Was this page helpful?
4324/docs/compound/use-cases
  • <h2> Documentation
  • <h2> Docs
    • <h3> Getting Started
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  • <h1> Prompt Basics
    • <h2> Why Prompts Matter [#why-prompts-matter]
    • <h2> Prompt Building Blocks [#prompt-building-blocks]
      • <h3> Real-world use case [#realworld-use-case]
    • <h2> Role Channels [#role-channels]
    • <h2> Prompt Priming [#prompt-priming]
      • <h3> Why it Works [#why-it-works]
      • <h3> Example (Primed Chat) [#example-primed-chat]
      • <h3> When to Use [#when-to-use]
      • <h3> Tips [#tips]
    • <h2> Core Principles [#core-principles]
    • <h2> Context Budgeting [#context-budgeting]
    • <h2> Quick Prompting Wins [#quick-prompting-wins]
    • <h2> Common Mistakes to Avoid [#common-mistakes-to-avoid]
    • <h2> Parameter Tuning [#parameter-tuning]
      • <h3> Quick presets [#quick-presets]
    • <h2> Controlling Length & Cost [#controlling-length--cost]
      • <h3> Stop Sequences [#stop-sequences]
      • <h3> Deterministic Outputs with Seed [#deterministic-outputs-with-seed]
    • <h2> Guardrails & Safety [#guardrails--safety]
    • <h2> Next Steps [#next-steps]
      • <h3> Was this page helpful?
4624/docs/prompting
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  • <h1> Code Execution
    • <h2> Supported Models and Systems [#supported-models-and-systems]
    • <h2> Quick Start (Compound) [#quick-start-compound]
      • <h3> Final Output [#final-output]
      • <h3> Reasoning and Internal Tool Calls [#reasoning-and-internal-tool-calls]
      • <h3> Executed Tools Information [#executed-tools-information]
    • <h2> Quick Start (GPT-OSS) [#quick-start-gptoss]
      • <h3> Final Output [#final-output]
      • <h3> Reasoning and Internal Tool Calls [#reasoning-and-internal-tool-calls]
      • <h3> Executed Tools Information [#executed-tools-information]
    • <h2> How It Works [#how-it-works]
    • <h2> Use Cases (Compound) [#use-cases-compound]
      • <h3> Mathematical Calculations [#mathematical-calculations]
      • <h3> Code Debugging and Testing [#code-debugging-and-testing]
    • <h2> Security and Limitations [#security-and-limitations]
    • <h2> Pricing [#pricing]
    • <h2> Provider Information [#provider-information]
      • <h3> Was this page helpful?
4224/docs/tool-use/built-in-tools/code-execution
  • <h2> Documentation
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  • <h1> Groq Badge
    • <h2> Installation [#installation]
2624/docs/badge
  • <h2> Documentation
  • <h2> Docs
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  • <h1> Local Tool Calling
    • <h2> How Local Tool Calling Works [#how-local-tool-calling-works]
    • <h2> The Three Components of Local Tool Calling [#the-three-components-of-local-tool-calling]
      • <h3> 1. Tool Schema (Definition) [#1-tool-schema-definition]
      • <h3> 2. Tool Implementation (Function) [#2-tool-implementation-function]
      • <h3> 3. Orchestration (The Loop) [#3-orchestration-the-loop]
      • <h3> What the Model Returns [#what-the-model-returns]
    • <h2> Complete Example: Calculator Tool [#complete-example-calculator-tool]
    • <h2> Parallel Tool Use [#parallel-tool-use]
    • <h2> Complete Multi-Tool Example with Agentic Loop [#complete-multitool-example-with-agentic-loop]
    • <h2> Controlling Tool Use Behavior [#controlling-tool-use-behavior]
      • <h3> tool_choice: "auto" (Default) [#toolchoice-auto-default]
      • <h3> tool_choice: "required" [#toolchoice-required]
      • <h3> tool_choice: "none" [#toolchoice-none]
      • <h3> tool_choice: {"type": "function", "function": {"name": "function_name"}} [#toolchoice-type-function-function-name-functionname]
    • <h2> Streaming Tool Use [#streaming-tool-use]
    • <h2> Structured Outputs with Type Safety [#structured-outputs-with-type-safety]
      • <h3> Python: Instructor [#python-instructor]
      • <h3> TypeScript: Zod [#typescript-zod]
    • <h2> Error Handling [#error-handling]
      • <h3> Groq's Tool Call Validation [#groqs-tool-call-validation]
      • <h3> Retry Strategy for Failed Tool Calls [#retry-strategy-for-failed-tool-calls]
      • <h3> Handle Missing Tool Calls [#handle-missing-tool-calls]
      • <h3> Handle Tool Execution Errors [#handle-tool-execution-errors]
      • <h3> Validate Tool Call Arguments [#validate-tool-call-arguments]
      • <h3> Complete Error Handling Example [#complete-error-handling-example]
    • <h2> Best Practices [#best-practices]
      • <h3> 1. Write Clear Tool Descriptions [#1-write-clear-tool-descriptions]
      • <h3> 2. Use Descriptive Parameter Names [#2-use-descriptive-parameter-names]
      • <h3> 3. Return Structured Data [#3-return-structured-data]
      • <h3> 4. Limit Tool Count [#4-limit-tool-count]
      • <h3> 5. Use System Prompts Effectively [#5-use-system-prompts-effectively]
    • <h2> Next Steps [#next-steps]
      • <h3> Was this page helpful?
5824/docs/tool-use/local-tool-calling
  • <h2> Documentation
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  • <h1> API Error Codes and Responses
    • <h2> Success Codes [#success-codes]
    • <h2> Client Error Codes [#client-error-codes]
    • <h2> Server Error Codes [#server-error-codes]
    • <h2> Informational Codes [#informational-codes]
    • <h2> Error Object Explanation [#error-object-explanation]
    • <h2> Error Object Structure [#error-object-structure]
    • <h2> Components [#components]
      • <h3> Was this page helpful?
3324/docs/errors
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  • <h1> Groq Batch API
    • <h2> What is Batch Processing? [#what-is-batch-processing]
    • <h2> Overview [#overview]
    • <h2> Model Availability and Pricing [#model-availability-and-pricing]
    • <h2> Getting Started [#getting-started]
      • <h3> 1. Prepare Your Batch File [#1-prepare-your-batch-file]
      • <h3> 2. Upload Your Batch File [#2-upload-your-batch-file]
      • <h3> 3. Create Your Batch Job [#3-create-your-batch-job]
      • <h3> 4. Check Batch Status [#4-check-batch-status]
      • <h3> 5. Retrieve Batch Results [#5-retrieve-batch-results]
    • <h2> List Batches [#list-batches]
      • <h3> Iterate Over All Batches [#iterate-over-all-batches]
      • <h3> Get Specific Batches [#get-specific-batches]
    • <h2> Batch Size [#batch-size]
    • <h2> Batch Expiration [#batch-expiration]
    • <h2> Data Expiration [#data-expiration]
    • <h2> Rate limits [#rate-limits]
      • <h3> Was this page helpful?
4224/docs/batch
  • <h2> Documentation
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  • <h1> Model Permissions
    • <h2> How It Works [#how-it-works]
      • <h3> Only Allow [#only-allow]
      • <h3> Only Block [#only-block]
    • <h2> Organization and Project Level Permissions [#organization-and-project-level-permissions]
      • <h3> Organization Level Permissions [#organization-level-permissions]
      • <h3> Project Level Permissions [#project-level-permissions]
      • <h3> Cascading Permissions [#cascading-permissions]
    • <h2> Configuring Model Permissions [#configuring-model-permissions]
      • <h3> At the Organization Level [#at-the-organization-level]
      • <h3> At the Project Level [#at-the-project-level]
    • <h2> Error Responses [#error-responses]
      • <h3> Organization-Level Block [#organizationlevel-block]
      • <h3> Project-Level Block [#projectlevel-block]
    • <h2> Common Use Cases [#common-use-cases]
    • <h2> Examples [#examples]
    • <h2> FAQ [#faq]
      • <h3> Can I configure different permission strategies for different projects? [#can-i-configure-different-permission-strategies-for-different-projects]
      • <h3> What happens if I block all models? [#what-happens-if-i-block-all-models]
      • <h3> Can I temporarily disable model permissions? [#can-i-temporarily-disable-model-permissions]
      • <h3> Do model permissions affect existing API keys? [#do-model-permissions-affect-existing-api-keys]
      • <h3> Can a project enable a model that's blocked at the org level? [#can-a-project-enable-a-model-thats-blocked-at-the-org-level]
      • <h3> Was this page helpful?
4724/docs/model-permissions
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  • <h1> MCP Connectors
    • <h2> Available Connectors [#available-connectors]
    • <h2> Authentication [#authentication]
    • <h2> Example Connectors [#example-connectors]
      • <h3> Google Calendar Example [#google-calendar-example]
      • <h3> Gmail Example [#gmail-example]
      • <h3> Google Drive Example [#google-drive-example]
    • <h2> Available Tools by Connector [#available-tools-by-connector]
    • <h2> OAuth Setup for Development [#oauth-setup-for-development]
    • <h2> Real-World Use Cases [#realworld-use-cases]
    • <h2> Next Steps [#next-steps]
      • <h3> Was this page helpful?
3624/docs/tool-use/remote-mcp/connectors
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  • <h1> Factory Droid + Groq
    • <h2> Prerequisites [#prerequisites]
    • <h2> Setup [#setup]
    • <h2> Recommended Groq Models [#recommended-groq-models]
    • <h2> Learn More [#learn-more]
      • <h3> Was this page helpful?
3024/docs/coding-with-groq/factory-droid
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  • <h1> Groq Built-In Tools
    • <h2> How Built-In Tools Work [#how-builtin-tools-work]
    • <h2> Which Models Support Built-In Tools [#which-models-support-builtin-tools]
      • <h3> 1. Groq Compound Systems [#1-groq-compound-systems]
      • <h3> Configuring Tools [#configuring-tools]
      • <h3> Compatibility with Local Tool Calling and Remote MCP Tools [#compatibility-with-local-tool-calling-and-remote-mcp-tools]
      • <h3> 2. GPT-OSS Models [#2-gptoss-models]
      • <h3> Configuring Tools [#configuring-tools]
      • <h3> Compatibility with Local Tool Calling and Remote MCP Tools [#compatibility-with-local-tool-calling-and-remote-mcp-tools]
    • <h2> Viewing Tool Execution [#viewing-tool-execution]
    • <h2> Next Steps [#next-steps]
      • <h3> Was this page helpful?
3624/docs/tool-use/built-in-tools
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  • <h1> Compound
    • <h2> Available Compound Systems [#available-compound-systems]
    • <h2> Quickstart [#quickstart]
    • <h2> Executed Tools [#executed-tools]
    • <h2> Model Usage Details [#model-usage-details]
    • <h2> System Versioning [#system-versioning]
      • <h3> Available Systems and Versions [#available-systems-and-versions]
      • <h3> Version Details [#version-details]
    • <h2> What's Next? [#whats-next]
      • <h3> Was this page helpful?
3424/docs/compound
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  • <h1> Browser Automation
    • <h2> Supported Models [#supported-models]
    • <h2> Quick Start [#quick-start]
    • <h2> How It Works [#how-it-works]
      • <h3> Final Output [#final-output]
      • <h3> Why these models matter on Groq [#why-these-models-matter-on-groq]
      • <h3> Quick “what‑to‑use‑when” guide [#quick-whattousewhen-guide]
      • <h3> Reasoning and Internal Tool Calls [#reasoning-and-internal-tool-calls]
      • <h3> Tool Execution Details [#tool-execution-details]
    • <h2> Pricing [#pricing]
    • <h2> Provider Information [#provider-information]
      • <h3> Was this page helpful?
3624/docs/tool-use/built-in-tools/browser-automation
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  • <h1> Model Migration Guide
    • <h2> Migration Principles [#migration-principles]
    • <h2> Aligning System Behavior and Tone [#aligning-system-behavior-and-tone]
    • <h2> Sampling / Parameter Parity [#sampling--parameter-parity]
    • <h2> Refactoring Prompts [#refactoring-prompts]
      • <h3> Migrating from Claude (Anthropic) [#migrating-from-claude-anthropic]
      • <h3> Migrating from Grok (xAI) [#migrating-from-grok-xai]
      • <h3> Migrating from OpenAI [#migrating-from-openai]
      • <h3> Migrating from Gemini (Google) [#migrating-from-gemini-google]
    • <h2> Tooling: llama-prompt-ops [#tooling-llamapromptops]
      • <h3> Was this page helpful?
3524/docs/prompting/model-migration
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  • <h1> Performance Tier
    • <h2> Best Use Cases [#best-use-cases]
    • <h2> Packaging and pricing [#packaging-and-pricing]
    • <h2> Model availability [#model-availability]
    • <h2> Requirements [#requirements]
      • <h3> Was this page helpful?
3024/docs/performance-tier
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    • <h3> Account and Console
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  • <h1> Images and Vision
    • <h2> Supported Models [#supported-models]
      • <h3> meta-llama/llama-4-scout-17b-16e-instruct
    • <h2> How to Use Vision [#how-to-use-vision]
    • <h2> How to Pass Images from URLs as Input [#how-to-pass-images-from-urls-as-input]
    • <h2> How to Pass Locally Saved Images as Input [#how-to-pass-locally-saved-images-as-input]
    • <h2> Tool Use with Images [#tool-use-with-images]
    • <h2> JSON Mode with Images [#json-mode-with-images]
    • <h2> Multi-turn Conversations with Images [#multiturn-conversations-with-images]
    • <h2> Venture Deeper into Vision [#venture-deeper-into-vision]
      • <h3> Use Cases to Explore [#use-cases-to-explore]
      • <h3> Next Steps [#next-steps]
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3724/docs/vision
  • <h2> Documentation
  • <h2> Docs
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    • <h3> Tools & Integrations
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    • <h3> Guides
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    • <h3> Account and Console
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    • <h3> Account and Console
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  • <h1> Text Generation
    • <h2> Chat Completions [#chat-completions]
      • <h3> Getting Started with Groq SDK [#getting-started-with-groq-sdk]
    • <h2> Performing a Basic Chat Completion [#performing-a-basic-chat-completion]
    • <h2> Streaming a Chat Completion [#streaming-a-chat-completion]
    • <h2> Performing a Chat Completion with a Stop Sequence [#performing-a-chat-completion-with-a-stop-sequence]
    • <h2> Performing an Async Chat Completion [#performing-an-async-chat-completion]
      • <h3> Streaming an Async Chat Completion [#streaming-an-async-chat-completion]
    • <h2> Structured Outputs and JSON [#structured-outputs-and-json]
      • <h3> Was this page helpful?
3424/docs/text-chat
  • <h2> Documentation
  • <h2> Docs
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  • <h1> Text to Speech
    • <h2> Overview [#overview]
    • <h2> API Endpoint [#api-endpoint]
    • <h2> Supported Models [#supported-models]
    • <h2> Quick Start [#quick-start]
    • <h2> Next Steps [#next-steps]
      • <h3> Was this page helpful?
3124/docs/text-to-speech
  • <h2> Documentation
  • <h2> Docs
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  • <h1> Prompt Engineering Patterns Guide
    • <h2> Why Patterns Matter [#why-patterns-matter]
    • <h2> Pattern Chooser Table [#pattern-chooser-table]
    • <h2> Customer Support Ticket Processing Use Case [#customer-support-ticket-processing-use-case]
    • <h2> Zero Shot [#zero-shot]
      • <h3> When to use [#when-to-use]
      • <h3> Support Ticket Zero Shot Example [#support-ticket-zero-shot-example]
      • <h3> Why This Works [#why-this-works]
      • <h3> Common Zero Shot Limitations and Challenges [#common-zero-shot-limitations-and-challenges]
    • <h2> One Shot & Few Shot [#one-shot--few-shot]
      • <h3> When to use [#when-to-use]
      • <h3> Support Ticket Few Shot Example [#support-ticket-few-shot-example]
      • <h3> Why This Works [#why-this-works]
      • <h3> Tips [#tips]
    • <h2> Chain of Thought [#chain-of-thought]
      • <h3> When to use [#when-to-use]
      • <h3> Support Ticket Chain of Thought Example [#support-ticket-chain-of-thought-example]
      • <h3> Why This Works [#why-this-works]
      • <h3> Tips [#tips]
    • <h2> Guided CoT & Self Consistency [#guided-cot--self-consistency]
      • <h3> When to use [#when-to-use]
      • <h3> Support Ticket Guided CoT Example [#support-ticket-guided-cot-example]
      • <h3> Support Ticket Self-Consistency Example [#support-ticket-selfconsistency-example]
      • <h3> Why These Approaches Work [#why-these-approaches-work]
      • <h3> Implementation Considerations [#implementation-considerations]
    • <h2> ReAct (Reasoning and Acting) [#react-reasoning-and-acting]
      • <h3> When to use [#when-to-use]
      • <h3> Support Ticket ReAct Example [#support-ticket-react-example]
      • <h3> Why This Works [#why-this-works]
      • <h3> Implementation Tips [#implementation-tips]
    • <h2> Chain of Verification (CoVe) [#chain-of-verification-cove]
      • <h3> When to use [#when-to-use]
      • <h3> Support Ticket Chain of Verification Example [#support-ticket-chain-of-verification-example]
      • <h3> Why This Works [#why-this-works]
      • <h3> Implementation Considerations [#implementation-considerations]
    • <h2> Chain of Density (CoD) [#chain-of-density-cod]
      • <h3> When to use [#when-to-use]
      • <h3> Support Ticket Chain of Density Example [#support-ticket-chain-of-density-example]
      • <h3> Why This Works [#why-this-works]
      • <h3> Implementation Considerations [#implementation-considerations]
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6524/docs/prompting/patterns
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  • <h1> Browser Search
    • <h2> Supported Models [#supported-models]
    • <h2> Quick Start [#quick-start]
      • <h3> Final Output [#final-output]
    • <h2> Pricing [#pricing]
    • <h2> Best Practices [#best-practices]
    • <h2> Provider Information [#provider-information]
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3224/docs/tool-use/built-in-tools/browser-search
  • <h2> Documentation
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  • <h1> LoRA Inference on Groq
    • <h2> Enterprise Feature [#enterprise-feature]
    • <h2> Why LoRA vs. Base Model? [#why-lora-vs-base-model]
      • <h3> Why LoRA vs. Traditional Fine-tuning? [#why-lora-vs-traditional-finetuning]
    • <h2> LoRA Options on GroqCloud [#lora-options-on-groqcloud]
      • <h3> Two Hosting Modalities [#two-hosting-modalities]
      • <h3> LoRAs (Public Cloud) [#loras-public-cloud]
      • <h3> LoRAs (Dedicated Instance) [#loras-dedicated-instance]
      • <h3> Supported Models [#supported-models]
    • <h2> LoRA Pricing [#lora-pricing]
    • <h2> Getting Started [#getting-started]
    • <h2> Using the Fine-Tuning API [#using-the-finetuning-api]
      • <h3> Requirements [#requirements]
      • <h3> Step 1: Prepare Your LoRA Adapter Files [#step-1-prepare-your-lora-adapter-files]
      • <h3> Step 2: Upload the LoRA Adapter Files [#step-2-upload-the-lora-adapter-files]
      • <h3> Step 3: Register as Fine-Tuned Model [#step-3-register-as-finetuned-model]
      • <h3> Step 4: Use Your LoRA Model [#step-4-use-your-lora-model]
    • <h2> Frequently Asked Questions [#frequently-asked-questions]
      • <h3> Does Groq offer LoRA fine-tuning services? [#does-groq-offer-lora-finetuning-services]
      • <h3> Will LoRA support be available to Developer tier customers? [#will-lora-support-be-available-to-developer-tier-customers]
      • <h3> Does Groq have recommended fine-tuning providers? [#does-groq-have-recommended-finetuning-providers]
      • <h3> How do I get access to LoRA on GroqCloud? [#how-do-i-get-access-to-lora-on-groqcloud]
      • <h3> How long are LoRA adapter files retained for? [#how-long-are-lora-adapter-files-retained-for]
    • <h2> Best Practices [#best-practices]
      • <h3> Was this page helpful?
4924/docs/lora
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  • <h1> Service Tiers
    • <h2> Batch and asynchronous workloads [#batch-and-asynchronous-workloads]
      • <h3> Was this page helpful?
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  • <h2> Docs
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  • <h1> Projects
    • <h2> Why Use Projects? [#why-use-projects]
    • <h2> Project Structure [#project-structure]
    • <h2> Getting Started [#getting-started]
      • <h3> Creating Your First Project [#creating-your-first-project]
      • <h3> Project Selection [#project-selection]
    • <h2> Rate Limit Management [#rate-limit-management]
      • <h3> Understanding Rate Limits [#understanding-rate-limits]
      • <h3> Configuring Rate Limits [#configuring-rate-limits]
      • <h3> Example: Rate Limits Across Projects [#example-rate-limits-across-projects]
    • <h2> Usage Tracking [#usage-tracking]
    • <h2> Next Steps [#next-steps]
      • <h3> Was this page helpful?
3724/docs/projects
  • <h2> Documentation
  • <h2> Docs
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  • <h1> Spend Limits
    • <h2> Quick Start [#quick-start]
    • <h2> How It Works [#how-it-works]
    • <h2> Setting Up Spending Limits [#setting-up-spending-limits]
      • <h3> Create a Spending Limit [#create-a-spending-limit]
      • <h3> Add Usage Alerts [#add-usage-alerts]
      • <h3> Manage Your Alerts [#manage-your-alerts]
    • <h2> Email Notifications [#email-notifications]
    • <h2> Best Practices [#best-practices]
      • <h3> Setting Effective Limits [#setting-effective-limits]
    • <h2> Troubleshooting [#troubleshooting]
      • <h3> Can't Access the Limits Page? [#cant-access-the-limits-page]
      • <h3> Not Receiving Alert Emails? [#not-receiving-alert-emails]
      • <h3> API Access Blocked? [#api-access-blocked]
    • <h2> FAQ [#faq]
      • <h3> Was this page helpful?
4024/docs/spend-limits
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  • <h2> Docs
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  • <h1> Cline + Groq
    • <h2> Prerequisites [#prerequisites]
    • <h2> Setup [#setup]
    • <h2> Recommended Groq Models [#recommended-groq-models]
    • <h2> Learn More [#learn-more]
      • <h3> Was this page helpful?
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  • <h1> Visit Website
    • <h2> Supported Models [#supported-models]
    • <h2> Quick Start [#quick-start]
    • <h2> How It Works [#how-it-works]
      • <h3> Final Output [#final-output]
      • <h3> Reasoning and Internal Tool Calls [#reasoning-and-internal-tool-calls]
      • <h3> Inside the LPU: Deconstructing Groq's Speed [#inside-the-lpu-deconstructing-groqs-speed]
      • <h3> Accuracy Without Tradeoffs: TruePoint Numerics [#accuracy-without-tradeoffs-truepoint-numerics]
      • <h3> The Bottom Line [#the-bottom-line]
      • <h3> Tool Execution Details [#tool-execution-details]
    • <h2> Usage Tips [#usage-tips]
    • <h2> Pricing [#pricing]
      • <h3> Was this page helpful?
3724/docs/tool-use/built-in-tools/visit-website
  • <h2> Documentation
  • <h2> Docs
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  • <h1> Built-in Tools
    • <h2> Default Tools [#default-tools]
    • <h2> Available Tools [#available-tools]
    • <h2> Configuring Tools [#configuring-tools]
      • <h3> Example: Enable Specific Tools [#example-enable-specific-tools]
      • <h3> Example: Code Execution Only [#example-code-execution-only]
    • <h2> Pricing [#pricing]
      • <h3> Was this page helpful?
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  • <h1> Tool Use
    • <h2> How Tool Use Works [#how-tool-use-works]
      • <h3> 1. Initial Request with Tool Definitions [#1-initial-request-with-tool-definitions]
      • <h3> 2. Model Returns Tool Call Requests [#2-model-returns-tool-call-requests]
      • <h3> 3. Tool Execution and Results [#3-tool-execution-and-results]
      • <h3> 4. Model Evaluates Results and Decides Next Steps [#4-model-evaluates-results-and-decides-next-steps]
    • <h2> Supported Models [#supported-models]
    • <h2> How to Use Tools on the Groq API [#how-to-use-tools-on-the-groq-api]
      • <h3> 1. Groq Built-In Tools [#1-groq-builtin-tools]
      • <h3> 2. Remote Tool Calling with MCP [#2-remote-tool-calling-with-mcp]
      • <h3> 3. Local Tool Calling (Function Calling) [#3-local-tool-calling-function-calling]
      • <h3> Comparison [#comparison]
      • <h3> Parallel Tool Use [#parallel-tool-use]
      • <h3> Why Groq's Speed Matters [#why-groqs-speed-matters]
    • <h2> What's Next? [#whats-next]
      • <h3> Was this page helpful?
4024/docs/tool-use/overview
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  • <h1> OpenAI Compatibility
    • <h2> Configuring OpenAI to Use Groq API [#configuring-openai-to-use-groq-api]
    • <h2> Currently Unsupported OpenAI Features [#currently-unsupported-openai-features]
      • <h3> Text Completions [#text-completions]
      • <h3> Temperature [#temperature]
      • <h3> Audio Transcription and Translation [#audio-transcription-and-translation]
    • <h2> Responses API [#responses-api]
      • <h3> Feedback [#feedback]
    • <h2> Next Steps [#next-steps]
      • <h3> Was this page helpful?
3424/docs/openai
  • <h2> Documentation
  • <h2> Docs
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  • <h1> Flex Processing
    • <h2> Availability [#availability]
    • <h2> How flex behaves [#how-flex-behaves]
    • <h2> Example Usage [#example-usage]
      • <h3> Was this page helpful?
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    • <h3> Account and Console
    • <h3> Developer Resources
    • <h3> Legal
  • <h1> Systems
    • <h2> Getting Started [#getting-started]
    • <h2> System Comparison [#system-comparison]
    • <h2> Key Differences [#key-differences]
      • <h3> Compound [#compound]
      • <h3> Compound Mini [#compound-mini]
    • <h2> Available Tools [#available-tools]
    • <h2> When to Choose Which System [#when-to-choose-which-system]
      • <h3> Choose Compound When: [#choose-compound-when]
      • <h3> Choose Compound Mini When: [#choose-compound-mini-when]
      • <h3> Was this page helpful?
3524/docs/compound/systems
  • <h2> Documentation
  • <h2> Docs
    • <h3> Getting Started
    • <h3> Core Features
    • <h3> Tools & Integrations
    • <h3> Compound (Agentic AI)
    • <h3> Guides
    • <h3> Service Tiers
    • <h3> Advanced
    • <h3> Production Readiness
    • <h3> Account and Console
    • <h3> Developer Resources
    • <h3> Legal
    • <h3> Getting Started
    • <h3> Core Features
    • <h3> Tools & Integrations
    • <h3> Compound (Agentic AI)
    • <h3> Guides
    • <h3> Service Tiers
    • <h3> Advanced
    • <h3> Production Readiness
    • <h3> Account and Console
    • <h3> Developer Resources
    • <h3> Legal
  • <h1> Roo Code + Groq
    • <h2> Prerequisites [#prerequisites]
    • <h2> Setup [#setup]
    • <h2> Recommended Groq Models [#recommended-groq-models]
    • <h2> Learn More [#learn-more]
      • <h3> Was this page helpful?
3024/docs/coding-with-groq/roo-code
  • <h2> Documentation
  • <h2> Docs
    • <h3> Getting Started
    • <h3> Core Features
    • <h3> Tools & Integrations
    • <h3> Compound (Agentic AI)
    • <h3> Guides
    • <h3> Service Tiers
    • <h3> Advanced
    • <h3> Production Readiness
    • <h3> Account and Console
    • <h3> Developer Resources
    • <h3> Legal
    • <h3> Getting Started
    • <h3> Core Features
    • <h3> Tools & Integrations
    • <h3> Compound (Agentic AI)
    • <h3> Guides
    • <h3> Service Tiers
    • <h3> Advanced
    • <h3> Production Readiness
    • <h3> Account and Console
    • <h3> Developer Resources
    • <h3> Legal
  • <h1> Groq Client Libraries
    • <h2> Groq Python Library [#groq-python-library]
      • <h3> Installation [#installation]
      • <h3> Usage [#usage]
    • <h2> Groq JavaScript Library [#groq-javascript-library]
      • <h3> Installation [#installation]
      • <h3> Usage [#usage]
    • <h2> Groq Community Libraries [#groq-community-libraries]
      • <h3> C# [#c]
      • <h3> Dart/Flutter [#dartflutter]
      • <h3> PHP [#php]
      • <h3> Ruby [#ruby]
      • <h3> Was this page helpful?
3724/docs/libraries
  • <h2> Documentation
  • <h2> Docs
    • <h3> Getting Started
    • <h3> Core Features
    • <h3> Tools & Integrations
    • <h3> Compound (Agentic AI)
    • <h3> Guides
    • <h3> Service Tiers
    • <h3> Advanced
    • <h3> Production Readiness
    • <h3> Account and Console
    • <h3> Developer Resources
    • <h3> Legal
    • <h3> Getting Started
    • <h3> Core Features
    • <h3> Tools & Integrations
    • <h3> Compound (Agentic AI)
    • <h3> Guides
    • <h3> Service Tiers
    • <h3> Advanced
    • <h3> Production Readiness
    • <h3> Account and Console
    • <h3> Developer Resources
    • <h3> Legal
  • <h1> Security Onboarding
    • <h2> Overview [#overview]
    • <h2> Secure API Key Management [#secure-api-key-management]
    • <h2> Key Rotation & Revocation [#key-rotation--revocation]
    • <h2> Transport Security (TLS) [#transport-security-tls]
    • <h2> Input and Prompt Safety [#input-and-prompt-safety]
    • <h2> Rate Limiting and Retry Logic [#rate-limiting-and-retry-logic]
    • <h2> Logging & Monitoring [#logging--monitoring]
    • <h2> Secure Tool Use & Agent Integrations [#secure-tool-use--agent-integrations]
    • <h2> Incident Response [#incident-response]
    • <h2> Resources [#resources]
      • <h3> Was this page helpful?
3624/docs/production-readiness/security-onboarding
  • <h2> Documentation
  • <h2> Docs
    • <h3> Getting Started
    • <h3> Core Features
    • <h3> Tools & Integrations
    • <h3> Compound (Agentic AI)
    • <h3> Guides
    • <h3> Service Tiers
    • <h3> Advanced
    • <h3> Production Readiness
    • <h3> Account and Console
    • <h3> Developer Resources
    • <h3> Legal
    • <h3> Getting Started
    • <h3> Core Features
    • <h3> Tools & Integrations
    • <h3> Compound (Agentic AI)
    • <h3> Guides
    • <h3> Service Tiers
    • <h3> Advanced
    • <h3> Production Readiness
    • <h3> Account and Console
    • <h3> Developer Resources
    • <h3> Legal
  • <h1> Structured Outputs
    • <h2> Introduction [#introduction]
      • <h3> Strict Mode (strict: true) [#strict-mode-strict-true]
      • <h3> Best-effort Mode (strict: false) [#besteffort-mode-strict-false]
    • <h2> Supported models [#supported-models]
      • <h3> Models with Strict Mode (strict: true) [#models-with-strict-mode-strict-true]
      • <h3> Models with Best-effort Mode (strict: false) [#models-with-besteffort-mode-strict-false]
      • <h3> Getting a structured response from unstructured text [#getting-a-structured-response-from-unstructured-text]
      • <h3> Choosing Between Strict and Best-effort Mode [#choosing-between-strict-and-besteffort-mode]
    • <h2> Examples [#examples]
      • <h3> SQL Query Generation [#sql-query-generation]
      • <h3> Email Classification [#email-classification]
      • <h3> API Response Validation [#api-response-validation]
    • <h2> Schema Validation Libraries [#schema-validation-libraries]
      • <h3> Support Ticket Classification [#support-ticket-classification]
    • <h2> Implementation Guide [#implementation-guide]
      • <h3> Schema Definition [#schema-definition]
      • <h3> API Integration [#api-integration]
      • <h3> Error Handling [#error-handling]
      • <h3> Best Practices [#best-practices]
    • <h2> Migration Guide: Upgrading to Strict Mode [#migration-guide-upgrading-to-strict-mode]
      • <h3> Step 1: Verify Model Support [#step-1-verify-model-support]
      • <h3> Step 2: Update Your Schema [#step-2-update-your-schema]
      • <h3> Step 3: Update API Calls [#step-3-update-api-calls]
    • <h2> Schema Requirements [#schema-requirements]
      • <h3> Supported Data Types [#supported-data-types]
      • <h3> Schema Constraints by Mode [#schema-constraints-by-mode]
    • <h2> JSON Object Mode [#json-object-mode]
      • <h3> Sentiment Analysis Example [#sentiment-analysis-example]
      • <h3> Was this page helpful?
5424/docs/structured-outputs
  • <h2> Documentation
  • <h2> Docs
    • <h3> Getting Started
    • <h3> Core Features
    • <h3> Tools & Integrations
    • <h3> Compound (Agentic AI)
    • <h3> Guides
    • <h3> Service Tiers
    • <h3> Advanced
    • <h3> Production Readiness
    • <h3> Account and Console
    • <h3> Developer Resources
    • <h3> Legal
    • <h3> Getting Started
    • <h3> Core Features
    • <h3> Tools & Integrations
    • <h3> Compound (Agentic AI)
    • <h3> Guides
    • <h3> Service Tiers
    • <h3> Advanced
    • <h3> Production Readiness
    • <h3> Account and Console
    • <h3> Developer Resources
    • <h3> Legal
  • <h1> Production-Ready Checklist for Applications on GroqCloud
    • <h2> Pre-Launch Requirements [#prelaunch-requirements]
      • <h3> Model Selection Strategy [#model-selection-strategy]
      • <h3> Prompt Engineering Optimization [#prompt-engineering-optimization]
      • <h3> Processing Tier Configuration [#processing-tier-configuration]
    • <h2> Performance Optimization [#performance-optimization]
      • <h3> Streaming Implementation [#streaming-implementation]
      • <h3> Network and Infrastructure [#network-and-infrastructure]
      • <h3> Load Testing [#load-testing]
    • <h2> Monitoring and Observability [#monitoring-and-observability]
      • <h3> Key Metrics to Track [#key-metrics-to-track]
      • <h3> Alerting Setup [#alerting-setup]
    • <h2> Cost Optimization [#cost-optimization]
      • <h3> Usage Monitoring [#usage-monitoring]
      • <h3> Optimization Strategies [#optimization-strategies]
    • <h2> Launch Readiness [#launch-readiness]
      • <h3> Final Validation [#final-validation]
      • <h3> Go-Live Preparation [#golive-preparation]
    • <h2> Post-Launch Optimization [#postlaunch-optimization]
      • <h3> First Week [#first-week]
      • <h3> First Month [#first-month]
    • <h2> Key Performance Targets [#key-performance-targets]
    • <h2> Resources [#resources]
      • <h3> Was this page helpful?
4824/docs/production-readiness/production-ready-checklist
  • <h2> Documentation
  • <h2> Docs
    • <h3> Getting Started
    • <h3> Core Features
    • <h3> Tools & Integrations
    • <h3> Compound (Agentic AI)
    • <h3> Guides
    • <h3> Service Tiers
    • <h3> Advanced
    • <h3> Production Readiness
    • <h3> Account and Console
    • <h3> Developer Resources
    • <h3> Legal
    • <h3> Getting Started
    • <h3> Core Features
    • <h3> Tools & Integrations
    • <h3> Compound (Agentic AI)
    • <h3> Guides
    • <h3> Service Tiers
    • <h3> Advanced
    • <h3> Production Readiness
    • <h3> Account and Console
    • <h3> Developer Resources
    • <h3> Legal
  • <h1> Web Search
    • <h2> Supported Systems [#supported-systems]
    • <h2> Quick Start [#quick-start]
      • <h3> Final Output [#final-output]
      • <h3> Reasoning and Internal Tool Calls [#reasoning-and-internal-tool-calls]
      • <h3> Search Results [#search-results]
    • <h2> Search Settings [#search-settings]
      • <h3> Domain Filtering with Wildcards [#domain-filtering-with-wildcards]
      • <h3> Search Settings Examples [#search-settings-examples]
    • <h2> Pricing [#pricing]
      • <h3> Basic Search [#basic-search]
      • <h3> Advanced Search [#advanced-search]
    • <h2> Provider Information [#provider-information]
      • <h3> Was this page helpful?
3824/docs/tool-use/built-in-tools/web-search
  • <h2> Documentation
  • <h2> Docs
    • <h3> Getting Started
    • <h3> Core Features
    • <h3> Tools & Integrations
    • <h3> Compound (Agentic AI)
    • <h3> Guides
    • <h3> Service Tiers
    • <h3> Advanced
    • <h3> Production Readiness
    • <h3> Account and Console
    • <h3> Developer Resources
    • <h3> Legal
    • <h3> Getting Started
    • <h3> Core Features
    • <h3> Tools & Integrations
    • <h3> Compound (Agentic AI)
    • <h3> Guides
    • <h3> Service Tiers
    • <h3> Advanced
    • <h3> Production Readiness
    • <h3> Account and Console
    • <h3> Developer Resources
    • <h3> Legal
  • <h1> Quickstart
    • <h2> Create an API Key [#create-an-api-key]
    • <h2> Set up your API Key (recommended) [#set-up-your-api-key-recommended]
      • <h3> In your terminal of choice: [#in-your-terminal-of-choice]
    • <h2> Requesting your first chat completion [#requesting-your-first-chat-completion]
      • <h3> Install the Groq Python library: [#install-the-groq-python-library]
      • <h3> Performing a Chat Completion: [#performing-a-chat-completion]
    • <h2> Using third-party libraries and SDKs [#using-thirdparty-libraries-and-sdks]
      • <h3> Using AI SDK: [#using-ai-sdk]
      • <h3> Next Steps [#next-steps]
      • <h3> Was this page helpful?
3524/docs/quickstart
  • <h2> Documentation
  • <h2> Docs
    • <h3> Getting Started
    • <h3> Core Features
    • <h3> Tools & Integrations
    • <h3> Compound (Agentic AI)
    • <h3> Guides
    • <h3> Service Tiers
    • <h3> Advanced
    • <h3> Production Readiness
    • <h3> Account and Console
    • <h3> Developer Resources
    • <h3> Legal
    • <h3> Getting Started
    • <h3> Core Features
    • <h3> Tools & Integrations
    • <h3> Compound (Agentic AI)
    • <h3> Guides
    • <h3> Service Tiers
    • <h3> Advanced
    • <h3> Production Readiness
    • <h3> Account and Console
    • <h3> Developer Resources
    • <h3> Legal
  • <h1> Reasoning
    • <h2> Why Speed Matters for Reasoning [#why-speed-matters-for-reasoning]
    • <h2> Supported Models [#supported-models]
    • <h2> Reasoning Format [#reasoning-format]
      • <h3> Options for Reasoning Format [#options-for-reasoning-format]
      • <h3> Including Reasoning in the Response [#including-reasoning-in-the-response]
    • <h2> Reasoning Effort [#reasoning-effort]
      • <h3> Options for Reasoning Effort (Qwen 3 32B) [#options-for-reasoning-effort-qwen-3-32b]
      • <h3> Options for Reasoning Effort (GPT-OSS) [#options-for-reasoning-effort-gptoss]
    • <h2> Quick Start [#quick-start]
    • <h2> Quick Start with Tool Use [#quick-start-with-tool-use]
    • <h2> Recommended Configuration Parameters [#recommended-configuration-parameters]
    • <h2> Accessing Reasoning Content [#accessing-reasoning-content]
      • <h3> Non-GPT-OSS Models [#nongptoss-models]
      • <h3> GPT-OSS Models [#gptoss-models]
    • <h2> Optimizing Performance [#optimizing-performance]
      • <h3> Temperature and Token Management [#temperature-and-token-management]
      • <h3> Prompt Engineering [#prompt-engineering]
      • <h3> Was this page helpful?
4324/docs/reasoning
  • <h2> Documentation
  • <h2> API Reference
    • <h3> endpoints
    • <h3> endpoints
  • <h1> Groq API Reference
    • <h2> Chat [#chat]
      • <h3> Create chat completion [#chat-create]
      • <h3> Request Body
      • <h3> Show possible types
      • <h3> Show properties
      • <h3> Show properties
      • <h3> Show possible types
      • <h3> Show properties
      • <h3> Show possible types
      • <h3> Show properties
      • <h3> Show possible types
      • <h3> Show properties
      • <h3> Show possible types
      • <h3> Show properties
      • <h3> Response Object
      • <h3> Show properties
      • <h3> Show properties
      • <h3> Show properties
      • <h3> Show properties
      • <h3> Show properties
    • <h2> Responses (beta) [#responses]
      • <h3> Create response [#responses-create]
      • <h3> Request Body
      • <h3> Show possible types
      • <h3> Show properties
      • <h3> Show properties
      • <h3> Show possible types
      • <h3> Show properties
      • <h3> Response Object
      • <h3> Show properties
      • <h3> Show properties
      • <h3> Show possible types
      • <h3> Show properties
      • <h3> Show properties
      • <h3> Show possible types
      • <h3> Show properties
      • <h3> Show properties
    • <h2> Audio [#audio]
      • <h3> Create transcription [#audio-transcription]
      • <h3> Request Body
      • <h3> Response Object
      • <h3> Create translation [#audio-translation]
      • <h3> Request Body
      • <h3> Response Object
      • <h3> Create speech [#audio-speech]
      • <h3> Request Body
      • <h3> Returns
    • <h2> Models [#models]
      • <h3> List models [#models-list]
      • <h3> Response Object
      • <h3> Show properties
      • <h3> Retrieve model [#models-retrieve]
      • <h3> Response Object
    • <h2> Batches [#batches]
      • <h3> Create batch [#batches-create]
      • <h3> Request Body
      • <h3> Response Object
      • <h3> Show properties
      • <h3> Show properties
      • <h3> Retrieve batch [#batches-retrieve]
      • <h3> Response Object
      • <h3> Show properties
      • <h3> Show properties
      • <h3> List batches [#batches-list]
      • <h3> Response Object
      • <h3> Show properties
      • <h3> Cancel batch [#batches-cancel]
      • <h3> Response Object
      • <h3> Show properties
      • <h3> Show properties
    • <h2> Files [#files]
      • <h3> Upload file [#files-upload]
      • <h3> Request Body
      • <h3> Response Object
      • <h3> List files [#files-list]
      • <h3> Response Object
      • <h3> Show properties
      • <h3> Delete file [#files-delete]
      • <h3> Response Object
      • <h3> Retrieve file [#files-retrieve]
      • <h3> Response Object
      • <h3> Download file [#files-download]
      • <h3> Returns
    • <h2> Fine Tuning [#fine-tuning]
      • <h3> List fine tunings [#fine-tuning-list]
      • <h3> Response Object
      • <h3> Show properties
      • <h3> Create fine tuning [#fine-tuning-create]
      • <h3> Request Body
      • <h3> Response Object
      • <h3> Show properties
      • <h3> Get fine tuning [#fine-tuning-get]
      • <h3> Response Object
      • <h3> Show properties
      • <h3> Delete fine tuning [#fine-tuning-delete]
      • <h3> Response Object
1014/docs/api-reference
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X-Matched-Path1/docs/integrations
X-Nextjs-Prerender1311
X-Nextjs-Stale-Time131300
X-Powered-By133Next.js
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HTTP Caching by content type (only from crawlable domains)

Content typeCache typeURLs 🔽AVG lifetimeMIN lifetimeMAX lifetime
HTMLCache-Control1230 s 0 s 0 s
RedirectCache-Control190 s 0 s 0 s

HTTP Caching by domain

DomainCache typeURLs 🔽AVG lifetimeMIN lifetimeMAX lifetime
console.groq.comCache-Control1420 s 0 s 0 s

HTTP Caching by domain and content type

DomainContent typeCache typeURLs 🔽AVG lifetimeMIN lifetimeMAX lifetime
console.groq.comHTMLCache-Control1230 s 0 s 0 s
console.groq.comRedirectCache-Control190 s 0 s 0 s

DNS info

DNS resolving tree
console.groq.com
  IPv4: 104.18.38.236
  IPv4: 172.64.149.20
  IPv6: 2606:4700:4409::ac40:9514
  IPv6: 2606:4700:4405::6812:26ec
DNS server: 127.0.0.53

SSL/TLS info

InfoText
IssuerC = US, O = Google Trust Services, CN = WE1
SubjectCN = console.groq.com
Valid fromMar 11 15:23:45 2026 GMT (VALID already 12.9 day(s))
Valid toJun  9 16:23:43 2026 GMT (VALID still for 77.1 day(s))
Supported protocolsTLSv1.2, TLSv1.3
RAW certificate outputCertificate:
    Data:
        Version: 3 (0x2)
        Serial Number:
            fa:bc:ca:ba:ef:c3:a9:14:13:73:1a:36:27:2a:ad:d5
        Signature Algorithm: ecdsa-with-SHA256
        Issuer: C = US, O = Google Trust Services, CN = WE1
        Validity
            Not Before: Mar 11 15:23:45 2026 GMT
            Not After : Jun  9 16:23:43 2026 GMT
        Subject: CN = console.groq.com
        Subject Public Key Info:
            Public Key Algorithm: id-ecPublicKey
                Public-Key: (256 bit)
                pub:
                    04:e5:dc:b1:f9:98:c5:ba:c9:ee:c7:03:5e:4a:67:
                    95:5f:6d:9b:b4:d6:2a:84:52:b6:65:f2:2a:c8:4e:
                    44:26:50:9f:e8:6d:0d:08:dd:58:e4:3f:f1:42:88:
                    e0:86:5b:be:0d:f9:fb:a9:bf:13:00:42:f9:c0:6b:
                    ca:5e:ac:da:19
                ASN1 OID: prime256v1
                NIST CURVE: P-256
        X509v3 extensions:
            X509v3 Key Usage: critical
                Digital Signature
            X509v3 Extended Key Usage: 
                TLS Web Server Authentication
            X509v3 Basic Constraints: critical
                CA:FALSE
            X509v3 Subject Key Identifier: 
                C4:FA:9F:D7:F5:31:FA:D9:A3:06:C3:24:C5:57:A7:F7:7A:3F:4A:A2
            X509v3 Authority Key Identifier: 
                90:77:92:35:67:C4:FF:A8:CC:A9:E6:7B:D9:80:79:7B:CC:93:F9:38
            Authority Information Access: 
                OCSP - URI:http://o.pki.goog/s/we1/-rw
                CA Issuers - URI:http://i.pki.goog/we1.crt
            X509v3 Subject Alternative Name: 
                DNS:console.groq.com
            X509v3 Certificate Policies: 
                Policy: 2.23.140.1.2.1
            X509v3 CRL Distribution Points: 
                Full Name:
                  URI:http://c.pki.goog/we1/fJedmL2peto.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 : Mar 11 16:23:45.474 2026 GMT
                    Extensions: none
                    Signature : ecdsa-with-SHA256
                                30:45:02:20:2D:BB:C7:BA:79:14:66:1F:C1:6A:8E:87:
                                EE:6E:BC:6F:1E:9A:39:F2:0C:BE:18:8F:F3:58:FF:34:
                                AF:8A:5C:EF:02:21:00:8E:D8:92:33:BA:8A:F3:E4:72:
                                B9:E1:AB:90:85:D5:EC:8C:53:A2:77:EC:DA:FD:B1:BF:
                                B1:92:EB:95:A7:F4:5D
                Signed Certificate Timestamp:
                    Version   : v1 (0x0)
                    Log ID    : 49:9C:9B:69:DE:1D:7C:EC:FC:36:DE:CD:87:64:A6:B8:
                                5B:AF:0A:87:80:19:D1:55:52:FB:E9:EB:29:DD:F8:C3
                    Timestamp : Mar 11 16:23:45.486 2026 GMT
                    Extensions: none
                    Signature : ecdsa-with-SHA256
                                30:45:02:20:6F:E6:52:AD:A0:EB:58:CC:F8:74:A5:61:
                                05:82:1D:A6:B1:77:A5:A4:A9:E5:27:72:81:82:CB:97:
                                65:86:C2:E6:02:21:00:DB:04:0B:A4:FB:3C:50:88:B8:
                                12:EF:6F:08:02:1E:46:2B:43:8D:63:41:F8:2A:5A:E4:
                                02:5E:F9:C6:CC:69:C8
    Signature Algorithm: ecdsa-with-SHA256
    Signature Value:
        30:46:02:21:00:d8:41:f6:97:fc:9e:d6:c1:ef:f3:96:1f:de:
        a1:47:0d:f4:4d:aa:63:07:61:97:df:91:18:15:8b:2b:4c:16:
        cd:02:21:00:b9:25:15:a5:87:ef:ae:74:1e:5c:5a:6c:fc:82:
        07:81:34:7a:88:5e:e1:4b:84:5c:c8:e3:2a:9a:d0:9b:a1:8b
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 ===
40771C6AD17E0000: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 ===
40579D2B5E7A0000: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 = Google Trust Services LLC, CN = GTS Root R4
verify return:1
depth=1 C = US, O = Google Trust Services, CN = WE1
verify return:1
depth=0 CN = console.groq.com
verify return:1
CONNECTED(00000003)
---
Certificate chain
 0 s:CN = console.groq.com
   i:C = US, O = Google Trust Services, CN = WE1
   a:PKEY: id-ecPublicKey, 256 (bit); sigalg: ecdsa-with-SHA256
   v:NotBefore: Mar 11 15:23:45 2026 GMT; NotAfter: Jun  9 16:23:43 2026 GMT
 1 s:C = US, O = Google Trust Services, CN = WE1
   i:C = US, O = Google Trust Services LLC, CN = GTS Root R4
   a:PKEY: id-ecPublicKey, 256 (bit); sigalg: ecdsa-with-SHA384
   v:NotBefore: Dec 13 09:00:00 2023 GMT; NotAfter: Feb 20 14:00:00 2029 GMT
 2 s:C = US, O = Google Trust Services LLC, CN = GTS Root R4
   i:C = BE, O = GlobalSign nv-sa, OU = Root CA, CN = GlobalSign Root CA
   a:PKEY: id-ecPublicKey, 384 (bit); sigalg: RSA-SHA256
   v:NotBefore: Nov 15 03:43:21 2023 GMT; NotAfter: Jan 28 00:00:42 2028 GMT
---
Server certificate
-----BEGIN CERTIFICATE-----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-----END CERTIFICATE-----
subject=CN = console.groq.com
issuer=C = US, O = Google Trust Services, CN = WE1
---
No client certificate CA names sent
Peer signing digest: SHA256
Peer signature type: ECDSA
Server Temp Key: X25519, 253 bits
---
SSL handshake has read 2981 bytes and written 306 bytes
Verification: OK
---
New, TLSv1.2, Cipher is ECDHE-ECDSA-AES128-GCM-SHA256
Server public key is 256 bit
Secure Renegotiation IS supported
Compression: NONE
Expansion: NONE
No ALPN negotiated
SSL-Session:
    Protocol  : TLSv1.2
    Cipher    : ECDHE-ECDSA-AES128-GCM-SHA256
    Session-ID: BFF07182296C902F43BABB0332496FA3D741A22BDBA661BA376D796548FBBDC1
    Session-ID-ctx: 
    Master-Key: 923411A9EA1E43AD26608E23B90BD1F8026F590916AB5D6946C827495DEFED0A16BB92BB27937B4897DA098BCCF726AB
    PSK identity: None
    PSK identity hint: None
    SRP username: None
    TLS session ticket lifetime hint: 64800 (seconds)
    TLS session ticket:
    0000 - 9f ed 9e a2 1b fe 30 fd-36 4c 99 ac f4 5a 39 67   ......0.6L...Z9g
    0010 - a7 da 72 09 f6 14 c0 b7-b0 2e 0e 51 13 40 3a 56   ..r........Q.@:V
    0020 - 69 d8 bc ed eb c4 af b6-7d 15 b1 8a 71 e8 01 b8   i.......}...q...
    0030 - 55 71 58 70 c4 59 43 93-c2 07 33 03 64 12 ed e7   UqXp.YC...3.d...
    0040 - 94 ef 58 2d e7 a4 57 f9-a3 ba e5 18 c1 ba 34 1d   ..X-..W.......4.
    0050 - c8 c2 0b 2e db 3f fa b1-70 77 08 71 20 a8 03 a5   .....?..pw.q ...
    0060 - 27 77 00 22 1b 74 83 7b-ca f1 38 7c 61 d4 e7 b5   'w.".t.{..8|a...
    0070 - fb a9 1f c1 d8 c6 4f 40-b6 27 f5 23 35 b8 6b ff   ......O@.'.#5.k.
    0080 - 5f b0 9d b9 11 eb d4 6e-9a cf 48 9b b0 b8 0b b0   _......n..H.....
    0090 - 25 0e 3d 2d bd d7 38 c6-ad cd 2e 0c 18 c0 06 76   %.=-..8........v
    00a0 - 8e 8b 50 89 6e a5 df ff-b5 35 84 8e d4 d6 80 65   ..P.n....5.....e
    00b0 - 40 f4 7b dc 42 f4 70 96-ee b6 73 e2 4b 0b 89 a6   @.{.B.p...s.K...

    Start Time: 1774360124
    Timeout   : 7200 (sec)
    Verify return code: 0 (ok)
    Extended master secret: yes
---
DONE

=== tls1_3 ===
depth=2 C = US, O = Google Trust Services LLC, CN = GTS Root R4
verify return:1
depth=1 C = US, O = Google Trust Services, CN = WE1
verify return:1
depth=0 CN = console.groq.com
verify return:1
CONNECTED(00000003)
---
Certificate chain
 0 s:CN = console.groq.com
   i:C = US, O = Google Trust Services, CN = WE1
   a:PKEY: id-ecPublicKey, 256 (bit); sigalg: ecdsa-with-SHA256
   v:NotBefore: Mar 11 15:23:45 2026 GMT; NotAfter: Jun  9 16:23:43 2026 GMT
 1 s:C = US, O = Google Trust Services, CN = WE1
   i:C = US, O = Google Trust Services LLC, CN = GTS Root R4
   a:PKEY: id-ecPublicKey, 256 (bit); sigalg: ecdsa-with-SHA384
   v:NotBefore: Dec 13 09:00:00 2023 GMT; NotAfter: Feb 20 14:00:00 2029 GMT
 2 s:C = US, O = Google Trust Services LLC, CN = GTS Root R4
   i:C = BE, O = GlobalSign nv-sa, OU = Root CA, CN = GlobalSign Root CA
   a:PKEY: id-ecPublicKey, 384 (bit); sigalg: RSA-SHA256
   v:NotBefore: Nov 15 03:43:21 2023 GMT; NotAfter: Jan 28 00:00:42 2028 GMT
---
Server certificate
-----BEGIN CERTIFICATE-----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-----END CERTIFICATE-----
subject=CN = console.groq.com
issuer=C = US, O = Google Trust Services, CN = WE1
---
No client certificate CA names sent
Peer signing digest: SHA256
Peer signature type: ECDSA
Server Temp Key: X25519, 253 bits
---
SSL handshake has read 2822 bytes and written 330 bytes
Verification: OK
---
New, TLSv1.3, Cipher is TLS_AES_256_GCM_SHA384
Server public key is 256 bit
Secure Renegotiation IS NOT supported
Compression: NONE
Expansion: NONE
No ALPN negotiated
Early data was not sent
Verify return code: 0 (ok)
---
DONE

Crawler stats

Basic stats
Total execution time21 s
Total URLs142
Total size42 MB
Requests - total time45 s
Requests - avg time323 ms
Requests - min time32 ms
Requests - max time541 ms
Requests by status200: 121
307: 11
308: 8
404: 2

Analysis stats

Found 21 row(s).
Class::methodExec time 🔽Exec count
SslTlsAnalyzer::getTLSandSSLCertificateInfo664 ms 1
BestPracticeAnalyzer::checkHeadingStructure536 ms 123
AccessibilityAnalyzer::checkMissingAriaLabels527 ms 121
AccessibilityAnalyzer::checkMissingLabels504 ms 121
AccessibilityAnalyzer::checkMissingRoles418 ms 121
BestPracticeAnalyzer::checkNonClickablePhoneNumbers404 ms 123
AccessibilityAnalyzer::checkMissingLang368 ms 121
BestPracticeAnalyzer::checkMaxDOMDepth344 ms 123
BestPracticeAnalyzer::checkInlineSvg72 ms 123
BestPracticeAnalyzer::checkMissingQuotesOnAttributes41 ms 123
SeoAndOpenGraphAnalyzer::analyzeHeadings21 ms 1
AccessibilityAnalyzer::checkImageAltAttributes12 ms 121
SecurityAnalyzer::checkHtmlSecurity10 ms 123
SecurityAnalyzer::checkHeaders3 ms 123
SeoAndOpenGraphAnalyzer::analyzeSeo0 ms 1
SeoAndOpenGraphAnalyzer::analyzeOpenGraph0 ms 1
BestPracticeAnalyzer::checkMetaDescriptionUniqueness0 ms 1
BestPracticeAnalyzer::checkTitleUniqueness0 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
HtmlProcessor::findUrls352 ms 142
NextJsProcessor::applyContentChangesBeforeUrlParsing141 ms 123
JavaScriptProcessor::findUrls100 ms 123
CssProcessor::findUrls11 ms 123
AstroProcessor::findUrls7 ms 123
AstroProcessor::applyContentChangesBeforeUrlParsing0 ms 123
NextJsProcessor::findUrls0 ms 123
JavaScriptProcessor::applyContentChangesBeforeUrlParsing0 ms 123
HtmlProcessor::applyContentChangesBeforeUrlParsing0 ms 142
SvelteProcessor::applyContentChangesBeforeUrlParsing0 ms 123
SvelteProcessor::findUrls0 ms 123
CssProcessor::applyContentChangesBeforeUrlParsing0 ms 123
No rows found, please edit your search term.

Crawler info

Version 2.1.0.20260317
Executed At 2026-03-24 13:48:23
Command siteone-crawler --url=https://console.groq.com/docs --markdown-export-dir=/tmp/siteone-groq --markdown-exclude-selector=header,footer,nav,.sidebar,.menu,.breadcrumb,script,style --timeout=30 --workers=3 --disable-javascript --disable-styles --disable-fonts --disable-images --disable-files --no-color --hide-progress-bar --output=text --include-regex=/docs/
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