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Agentic RAG for PDFs with mixed data

Motivatio…1> Conclusion [#conclusion] | 13 | 8 | /page/agentic-rag-mixed-data

Guides and concepts

API reference

Release…versity [#llm-university-1] | 7 | 7 | /

Migrating From API v1 to API v2

General [#gene…unsupported-features-in-v2] | 23 | 7 | /docs/migrating-v1-to-v2

Batch Embedding Jobs with the Embed API

How to…3> Next Steps [#next-steps] | 8 | 7 | /docs/embed-jobs-api

Migrating From API v1 to API v2

General [#gene…unsupported-features-in-v2] | 23 | 7 | /v2/docs/migrating-v1-to-v2

Financial CSV Agent with Langchain

Notebook Ov…ultiple Tables [#sec_step3] | 11 | 7 | /page/csv-agent

Cohere Chat on LangChain (Integration Guide)

P…ain-on-private-deployments] | 8 | 7 | /docs/chat-on-langchain

Embed API (v2)

Authentication

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Classify

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| 0 s | 0 s | 0 s Redirect | Cache-Control + ETag | 8 | 0 s | 0 s | 0 s HTTP Caching by domain ---------------------- Domain | Cache type | URLs | AVG lifetime | MIN lifetime | MAX lifetime ------------------------------------------------------------------------------------ docs.cohere.com | Cache-Control | 238 | 0 s | 0 s | 0 s docs.cohere.com | Cache-Control + ETag | 196 | 0 s | 0 s | 0 s HTTP Caching by domain and content type --------------------------------------- Domain | Content type | Cache type | URLs | AVG lifetime | MIN lifetime | MAX lifetime --------------------------------------------------------------------------------------------------- docs.cohere.com | HTML | Cache-Control | 238 | 0 s | 0 s | 0 s docs.cohere.com | HTML | Cache-Control + ETag | 188 | 0 s | 0 s | 0 s docs.cohere.com | Redirect | Cache-Control + ETag | 8 | 0 s | 0 s | 0 s TOP non-unique titles --------------------- Count | Title ------------------------------------------------------------------------------------------------------------------------------------------ 3 | Different Types of API Keys and Rate Limits | Cohere 3 | An Overview of Cohere's Models | Cohere 3 | Retrieval Augmented Generation (RAG) | Cohere 3 | Cohere's Command R7B Model | Cohere 2 | Train and deploy a fine-tuned model. | Cohere 2 | Cohere SDK Cloud Platform Compatibility | Cohere 2 | Cohere's Embed Models (Details and Application) | Cohere 2 | Using the Cohere Chat API for Text Generation | Cohere 2 | Cohere's Rerank Model (Details and Application) | Cohere 2 | How Does Cohere's Pricing Work? | Cohere TOP non-unique descriptions --------------------------- Count | Description ------------------------------------------------------------------------------------------------------------------------------------------ 3 | This page describes Cohere API rate limits for production and evaluation keys. 3 | Cohere has a variety of models that cover many different use cases. If you need more c…del to tune it to your specific use case. 3 | Command R7B is the smallest, fastest, and final model in our R family of enterprise-fo…. It excels at RAG, tool use, and agents. 2 | This page details Cohere's pricing model. Our models can be accessed directly thr…reation of scalable production workloads. 2 | Command R is a conversational model that excels in language tasks and supports multipl…es, making it ideal for coding use cases. 2 | How to use the Chat API endpoint with Cohere LLMs to generate text responses in a conversational interface 2 | This page describes how to get Cohere models to create outputs in a certain format, su…using parameters such as response_format. 2 | Explore a range of AI guides and get started with Cohere's generative platform, ready-made and best-practice optimized. 2 | The safety modes documentation describes how to use default and strict modes in order…ise additional control over model output. 2 | Cohere offers world-class Large Language Models (LLMs) like Command, Rerank, and Embed…terprises build LLM-powered applications. Best practices -------------- Analysis name | OK | Notice | Warning | Critical -------------------------------------------------------------------------------- Duplicate inline SVGs (> 5 and > 1024 B) | 53 | 0 | 1 | 0 DOM depth (> 30) | 426 | 0 | 0 | 0 Heading structure | 208 | 238 | 197 | 17 Non-clickable phone numbers | 3 | 0 | 18 | 0 Large inline SVGs (> 5120 B) | 54 | 0 | 0 | 0 Invalid inline SVGs | 54 | 0 | 0 | 0 Title uniqueness (> 10%) | 160 | 0 | 0 | 0 Description uniqueness (> 10%) | 162 | 0 | 0 | 0 Brotli support | 0 | 0 | 188 | 0 WebP support | 0 | 0 | 1 | 0 AVIF support | 0 | 0 | 1 | 0 Accessibility ------------- Analysis name | OK | Notice | Warning | Critical -------------------------------------------------------------------- Missing html lang attribute | 1 | 0 | 0 | 0 Missing roles | 0 | 0 | 9 | 0 Missing aria labels | 5 | 0 | 218 | 1 Missing image alt attributes | 59 | 0 | 92 | 0 Source domains -------------- Domain | Totals | HTML | Redirect --------------------------------------------------------------- docs.cohere.com | 434/204MB/73s | 426/204MB/71s | 8/848B/2.2s Content types ------------- Content type | URLs | Total size | Total time | Avg time | Status 20x | Status 30x | Status 40x -------------------------------------------------------------------------------------------------- HTML | 426 | 204 MB | 71 s | 167 ms | 188 | 0 | 238 Redirect | 8 | 848 B | 2.2 s | 274 ms | 0 | 8 | 0 Content types (MIME types) -------------------------- Content type | URLs | Total size | Total time | Avg time | Status 20x | Status 30x | Status 40x ---------------------------------------------------------------------------------------------------------------- text/html; charset=utf-8 | 426 | 204 MB | 71 s | 167 ms | 188 | 0 | 238 text/html | 8 | 848 B | 2.2 s | 274 ms | 0 | 8 | 0 DNS info -------- DNS resolving tree ------------------------------------------------------------------------ docs.cohere.com cname.vercel-dns.com IPv4: cname.vercel-dns.com. IPv4: 76.76.21.241 IPv4: 66.33.60.193 DNS server: 127.0.0.53 Security -------- Header | OK | Notice | Warning | Critical | Recommendation ----------------------------------------------------------------------------------------------------------------------------------------- Strict-Transport-Security | 188 | 0 | 0 | 238 | Strict-Transport-Security header is not set. I…against MITM attacks. Content-Security-Policy | 188 | 0 | 0 | 238 | Content-Security-Policy header is not set. It…prevents XSS attacks. X-Frame-Options | 0 | 0 | 426 | 0 | X-Frame-Options header is not set. It prevents…deny' or 'sameorigin. X-Content-Type-Options | 188 | 0 | 238 | 0 | X-Content-Type-Options header is not set. It s…content type attacks. Referrer-Policy | 188 | 0 | 238 | 0 | Referrer-Policy header is not set. It controls…privacy and security. Feature-Policy | 0 | 188 | 238 | 0 | Feature-Policy header is not set but Permissio…ssions-Policy is set. Permissions-Policy | 188 | 0 | 238 | 0 | Permissions-Policy header is not set. It allow…eatures for security. X-Powered-By | 0 | 0 | 188 | 0 | X-Powered-By header is set to 'Next.js'. It is…al used technologies. Server | 0 | 426 | 0 | 0 | Server header is set to 'Vercel'. It is better…al used technologies. X-XSS-Protection | 426 | 0 | 0 | 0 | Analysis stats -------------- Class::method | Exec time | Exec count ------------------------------------------------------------------------------- BestPracticeAnalyzer::checkHeadingStructure | 1.8 s | 426 BestPracticeAnalyzer::checkNonClickablePhoneNumbers | 1.8 s | 426 AccessibilityAnalyzer::checkMissingLabels | 1.2 s | 188 AccessibilityAnalyzer::checkMissingAriaLabels | 1.1 s | 188 AccessibilityAnalyzer::checkMissingRoles | 853 ms | 188 BestPracticeAnalyzer::checkMaxDOMDepth | 801 ms | 426 AccessibilityAnalyzer::checkMissingLang | 729 ms | 188 SslTlsAnalyzer::getTLSandSSLCertificateInfo | 399 ms | 1 BestPracticeAnalyzer::checkInlineSvg | 190 ms | 426 BestPracticeAnalyzer::checkMissingQuotesOnAttributes | 60 ms | 426 AccessibilityAnalyzer::checkImageAltAttributes | 31 ms | 188 SecurityAnalyzer::checkHtmlSecurity | 26 ms | 426 SeoAndOpenGraphAnalyzer::analyzeHeadings | 24 ms | 1 SecurityAnalyzer::checkHeaders | 10 ms | 426 SeoAndOpenGraphAnalyzer::analyzeSeo | 0 ms | 1 SeoAndOpenGraphAnalyzer::analyzeOpenGraph | 0 ms | 1 BestPracticeAnalyzer::checkMetaDescriptionUniqueness | 0 ms | 1 BestPracticeAnalyzer::checkTitleUniqueness | 0 ms | 1 BestPracticeAnalyzer::checkBrotliSupport | 0 ms | 1 BestPracticeAnalyzer::checkAvifSupport | 0 ms | 1 BestPracticeAnalyzer::checkWebpSupport | 0 ms | 1 Content processor stats ----------------------- Class::method | Exec time | Exec count ----------------------------------------------------------------------------------- NextJsProcessor::applyContentChangesBeforeUrlParsing | 1.2 s | 426 JavaScriptProcessor::findUrls | 1 s | 426 HtmlProcessor::findUrls | 423 ms | 434 CssProcessor::findUrls | 51 ms | 426 AstroProcessor::findUrls | 21 ms | 426 AstroProcessor::applyContentChangesBeforeUrlParsing | 0 ms | 426 NextJsProcessor::findUrls | 0 ms | 426 JavaScriptProcessor::applyContentChangesBeforeUrlParsing | 0 ms | 426 HtmlProcessor::applyContentChangesBeforeUrlParsing | 0 ms | 434 SvelteProcessor::applyContentChangesBeforeUrlParsing | 0 ms | 426 SvelteProcessor::findUrls | 0 ms | 426 CssProcessor::applyContentChangesBeforeUrlParsing | 0 ms | 426