Crawler Report for developers.llamaindex.ai

Summary

Website Quality Score

7.0 Good
Performance
10.0
SEO
7.9
Security
6.5
Accessibility
5.0
Best Practices
5.5
  • ⛔ Skipped URLs - 120 skipped URLs found.
  • ⛔ 4 page(s) with multiple <h1> headings.
  • ⛔ Security - 1585 pages(s) with critical finding(s).
  • ⚠️ Redirects - 3 redirects found.
  • ⚠️ The description '' exceeds the allowed 10% duplicity. 60% of pages have this same description.
  • ⚠️ 180 page(s) do not support Brotli compression.
  • ⚠️ No WebP image found on the website.
  • ⚠️ No AVIF image found on the website.
  • ⚠️ 181 page(s) with missing quotes on attributes.
  • ⚠️ 1 page(s) with duplicated inline SVGs (> 5 duplicates).
  • ⚠️ 180 page(s) with skipped heading levels.
  • ⚠️ 3 page(s) with non-clickable (non-interactive) phone numbers.
  • ⚠️ 180 page(s) without image alt attributes.
  • ⚠️ 2 page(s) without form labels.
  • ⚠️ 180 page(s) without aria labels.
  • ⚠️ 180 page(s) without role attributes.
  • ⏩ Loaded robots.txt for domain 'developers.llamaindex.ai': status code 404, size 59 kB and took 69 ms.
  • ⏩ External URLs - 120 external URL(s) found.
  • ⏩ 404 NOTICE - 1 non-existent page(s) found.
  • ⏩ DNS IPv6: domain developers.llamaindex.ai does not support IPv6 (DNS server: 127.0.0.53).
  • ✅ SSL/TLS certificate is valid until Jun 9 17:02:13 2026 GMT. Issued by C = US, O = Let's Encrypt, CN = R13. Subject is CN = developers.llamaindex.ai.
  • ✅ SSL/TLS certificate issued by 'C = US, O = Let's Encrypt, CN = R13'.
  • ✅ Performance OK - all non-media URLs are faster than 3 seconds.
  • ✅ HTTP headers - found 16 unique headers.
  • ✅ All 163 unique title(s) are within the allowed 10% duplicity. Highest duplicity title has 4%.
  • ✅ All pages have inline SVGs smaller than 5120 bytes.
  • ✅ All pages have valid or none inline SVGs.
  • ✅ All pages have <h1> heading.
  • ✅ All pages have DOM depth less than 30.
  • ✅ All pages have valid HTML.
  • ✅ All pages have lang attribute.
  • ✅ DNS IPv4 OK: domain developers.llamaindex.ai resolved to a234f2216fc1558a.vercel-dns-016.com., 216.150.16.193, 216.150.1.193 (DNS server: 127.0.0.53).
  • 📌 DNS Aliases: IP(s) for domain developers.llamaindex.ai were resolved by CNAME chain developers.llamaindex.ai > a234f2216fc1558a.vercel-dns-016.com.

Visited URLs

Found 886 row(s).
URLStatusTypeTime (s)SizeCache
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/python/cloud/llamaparse/output_options/tables_as_spreadsheet/200 HTML15 ms 180 kB0 s
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/python/cloud/llamacloud/integrations/data_sinks/mongodb/200 HTML271 ms185 kB0 s
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/python/cloud/llamasheets/examples/coding_agent/200 HTML20 ms 635 kB0 s
/python/cloud/llamaextract/getting_started/api/200 HTML22 ms 179 kB0 s
/python/cloud/self_hosting/architecture/200 HTML17 ms 164 kB0 s
/python/cloud/llamacloud/integrations/embedding_models/huggingface/200 HTML418 ms166 kB0 s
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/python/cloud/llamaparse/v1/features/python_usage/200 HTML74 ms 169 kB0 s
/python/cloud/llamaparse/output_options/embedded_images/200 HTML34 ms 188 kB0 s
/python/cloud/llamaparse/basics/retrieving-results/200 HTML17 ms 225 kB0 s
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/python/cloud/self_hosting/configuration/llm_integrations/openai/200 HTML367 ms175 kB0 s
/python/cloud/llamacloud/integrations/data_sources/jira/200 HTML265 ms207 kB0 s
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/python/cloud/llamaextract/examples/batch_extraction_cookbook/200 HTML25 ms 420 kB0 s
/python/llamaagents/307 Redirect12 ms 123 B0 s
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/python/cloud/llamaparse/output_options/spatial_text/200 HTML18 ms 177 kB0 s
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/python/cloud/llamasheets/examples/200 HTML18 ms 145 kB0 s
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/python/cloud/llamaparse/v1/presets_and_modes/output_modes/200 HTML19 ms 174 kB0 s
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/python/cloud/llamaparse/v1/features/multimodal/200 HTML17 ms 171 kB0 s
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/python/cloud/general/regions/200 HTML17 ms 167 kB0 s
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/python/cloud/general/billing/200 HTML16 ms 155 kB0 s
/python/cloud/llamaextract/features/performance_tips/200 HTML285 ms168 kB0 s
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/python/examples/workflow/react_agent/403 HTML10 ms 33 kB0 s
/python/examples/workflow/multi_step_query_engine/403 HTML10 ms 33 kB0 s
/python/llamaagents/workflows/managing_state/403 HTML10 ms 33 kB0 s
/python/examples/workflow/citation_query_engine/403 HTML10 ms 33 kB0 s
/python/llamaagents/workflows/streaming/403 HTML10 ms 33 kB0 s
/python/llamaagents/llamactl-reference/commands-init/403 HTML10 ms 33 kB0 s
/python/examples/workflow/long_rag_pack/403 HTML10 ms 33 kB0 s
/python/examples/workflow/workflows_cookbook/403 HTML10 ms 33 kB0 s
/python/llamaagents/workflows/async_workflows/403 HTML10 ms 33 kB0 s
/python/llamaagents/llamactl/configuration-reference/403 HTML10 ms 33 kB0 s
/python/llamaagents/llamactl/getting-started/403 HTML10 ms 33 kB0 s
/python/llamaagents/cloud/agent-data-javascript/403 HTML10 ms 33 kB0 s
/python/llamaagents/workflows/branches_and_loops/403 HTML10 ms 33 kB0 s
/python/llamaagents/workflows/concurrent_execution/403 HTML10 ms 33 kB0 s
/python/llamaagents/cloud/builder/403 HTML10 ms 33 kB0 s
/python/llamaagents/workflows/human_in_the_loop/403 HTML10 ms 33 kB0 s
/python/workflows-api-reference/403 HTML10 ms 33 kB0 s
/python/llamaagents/llamactl-reference/commands-serve/403 HTML10 ms 33 kB0 s
/python/examples/workflow/reflection/403 HTML10 ms 33 kB0 s
/python/llamaagents/cloud/click-to-deploy/403 HTML10 ms 33 kB0 s
/python/examples/workflow/advanced_text_to_sql/403 HTML10 ms 33 kB0 s
/python/llamaagents/workflows/resources/403 HTML10 ms 33 kB0 s
/python/examples/workflow/function_calling_agent/403 HTML10 ms 33 kB0 s
/python/llamaagents/llamactl/ui-hooks/403 HTML10 ms 33 kB0 s
/python/llamaagents/llamactl-reference/commands-pkg/403 HTML10 ms 33 kB0 s
/python/llamaagents/workflows/observability/403 HTML10 ms 33 kB0 s
/python/llamaagents/workflows/client/403 HTML10 ms 33 kB0 s
/python/llamaagents/llamactl-reference/commands-auth/403 HTML10 ms 33 kB0 s
/python/llamaagents/llamactl-reference/commands-auth-env/403 HTML10 ms 33 kB0 s
/404/403 HTML10 ms 33 kB0 s
/python/cloud/llamaextract/extensions403 HTML10 ms 33 kB0 s
/python/cloud/llamaextract/concepts/403 HTML10 ms 33 kB0 s
No rows found, please edit your search term.

Best practices

Found 12 row(s).
Analysis nameOKNoticeWarningCritical
Missing quotes on attributes0010
DOM depth (> 30)883000
Large inline SVGs (> 5120 B)46000
Invalid inline SVGs46000
Duplicate inline SVGs (> 5 and > 1024 B)46010
Heading structure1767021894
Non-clickable phone numbers1030
Title uniqueness (> 10%)163000
Description uniqueness (> 10%)65010
Brotli support001800
WebP support0010
AVIF support0010
No rows found, please edit your search term.

Large inline SVGs

No problems found.


Duplicate inline SVGs

SeverityOccursDetailAffected URLs (max 5)
warning17x SVG (2738 B): <svg viewBox="0 0 24 24" width="16" height="16" fill="currentColor" class="starlight-aside__icon"> .../python/cloud/llamacloud/guides/api_sdk/

Invalid inline SVGs

No problems found.


Missing quotes on attributes

SeverityOccursDetailAffected URLs (max 5)
warning181The attribute 'href' has a value 'anchors[a].getAttribute("href")' not enclosed in quotes in tag < anchors.length; a++) {
var href = anchors[a].getAttribute("href") || "";
if (isV1Href(href)) hasV1 = true;
else hasV2 = true;
}
return { hasV1, hasV2, anchorCount: anchors.length };
}

function markV1Wrappers() {
// Wrapper detection based on links only (not summary text):
// mark <li>
URL 1, URL 2, URL 3, URL 4, URL 5

DOM depth

No problems found.


Heading structure

SeverityOccursDetailAffected URLs (max 5)
critical4Multiple <h1> headings found.URL 1, URL 2, URL 3, URL 4
warning179Heading structure is skipping levels: found an <h2> without a previous higher heading.URL 1, URL 2, URL 3, URL 4, URL 5
warning22Heading structure is skipping levels: found an <h4> after an <h2>.URL 1, URL 2, URL 3, URL 4, URL 5
warning2Heading structure is skipping levels: found an <h3> after an <h1>.URL 1, URL 2
warning2Heading structure is skipping levels: found an <h5> after an <h3>.URL 1, URL 2
warning1Heading structure is skipping levels: found an <h4> after an <h1>./python/cloud/llamaparse/v1/presets_and_modes/auto_mode/
notice702No headings found in the HTML content.URL 1, URL 2, URL 3, URL 4, URL 5

Non-clickable phone numbers


Title uniqueness

No problems found.


Description uniqueness

No problems found.

Accessibility

Analysis nameOKNoticeWarningCritical
Missing html lang attribute1000
Missing image alt attributes920100
Missing aria labels120242
Missing roles00150
Missing form labels0010

Valid HTML

No problems found.


Missing image alt attributes

SeverityOccursDetailAffected URLs (max 5)
warning180<img class="dark:sl-* print:block astro-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning180<img class="light:sl-* print:hidden astro-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning9<img ***>URL 1, URL 2, URL 3, URL 4, URL 5

Missing form labels

SeverityOccursDetailAffected URLs (max 5)
warning26<input ***>URL 1, URL 2

Missing aria labels

Found 36 row(s).
SeverityOccursDetailAffected URLs (max 5)
critical26<input ***>URL 1, URL 2
critical26<input class="protected-* astro-*" id="protected-password" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning31046<a class="astro-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning1530<a class="sl-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning1430<button class="stl-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning1259<button ***>URL 1, URL 2, URL 3, URL 4, URL 5
warning732<a ***>URL 1, URL 2, URL 3, URL 4, URL 5
warning720<a class="stl-* stl-* not-* stl-* nav-* astro-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning720<button class="mcp-* astro-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning720<a class="stl-* stl-* dropdown-* astro-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning574<a class="astro-*" id="tab-***" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning360<a class="mcp-* astro-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning354<a class="pagination-* pagination-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning338<button class="version-* astro-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning180<a class="site-* sl-* astro-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning179<a class="stldocs-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning169<a class="section-* active astro-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning169<a class="section-* astro-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning30<a class="stl-* astro-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning26<button class="protected-* astro-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning26<button class="protected-* astro-*" id="protected-logout-btn">URL 1, URL 2, URL 3, URL 4, URL 5
warning10<a class="stl-* stl-* astro-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning5<button name="resume-parser" *** >URL 1, URL 2, URL 3
warning4<a class="pagination-* pagination-* pagination-*" *** >URL 1, URL 2, URL 3, URL 4
warning4<a class="stl-* stl-* stl-* not-* stl-*" *** >/reference/
warning4<a id="user-content-fnref-***" *** >/python/cloud/llamaparse/v1/presets_and_modes/output_modes/
warning2<button name="Financial Data Extractor" *** >URL 1, URL 2
warning2<button class="stl-* stl-* stl-* not-* stl-*" *** >/reference/
warning1<button name="Slides" name="Financial Reports" *** >/python/cloud/llamacloud/retrieval/composite/
warning1<button name="my-retriever" *** >/python/cloud/llamacloud/retrieval/composite/
warning1<button name="my-hybrid-pipeline" *** >/python/cloud/llamacloud/parsing_transformation/
warning1<button name="my_image_pipeline" *** >/python/cloud/llamacloud/retrieval/images/
warning1<button name="filing-parser" *** >/python/cloud/llamaextract/examples/extr…ata_with_citations/
warning1<button name="slides-index" name="report-index" *** >/python/cloud/llamacloud/retrieval/composite/
warning1<button id="file-id" *** >/python/cloud/llamacloud/how_to/files/extract_figures/
warning1<button name="my-first-index" *** >/python/cloud/llamacloud/integrations/data_sinks/managed/
No rows found, please edit your search term.

Missing roles

Found 10 row(s).
SeverityOccursDetailAffected URLs (max 5)
warning180<nav class="sidebar print:hidden astro-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning180<header class="header astro-*">URL 1, URL 2, URL 3, URL 4, URL 5
warning180<main class="astro-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning180<footer class="sl-* astro-*">URL 1, URL 2, URL 3, URL 4, URL 5
warning179<nav ***>URL 1, URL 2, URL 3, URL 4, URL 5
warning179<aside class="right-* print:hidden astro-*">URL 1, URL 2, URL 3, URL 4, URL 5
warning179<nav class="astro-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning169<nav class="section-* astro-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning45<aside class="starlight-* starlight-*" *** >URL 1, URL 2, URL 3, URL 4, URL 5
warning1<aside ***>/liteparse/guides/library-usage/
No rows found, please edit your search term.

Missing html lang attribute

No problems found.

Security

Found 10 row(s).
HeaderOKNoticeWarningCriticalRecommendation
Strict-Transport-Security18100702Strict-Transport-Security header is not set. It enforces secure connections and protects against MITM attacks.
Content-Security-Policy000883Content-Security-Policy header is not set. It restricts resources the page can load and prevents XSS attacks.
Access-Control-Allow-Origin001810Access-Control-Allow-Origin is set to '*' which allows any origin to access the resource. This can be a security risk.
X-Frame-Options008830X-Frame-Options header is not set. It prevents clickjacking attacks when set to 'deny' or 'sameorigin.
X-Content-Type-Options008830X-Content-Type-Options header is not set. It stops MIME type sniffing and mitigates content type attacks.
Referrer-Policy008830Referrer-Policy header is not set. It controls referrer header sharing and enhances privacy and security.
Feature-Policy008830Feature-Policy header is not set. It allows enabling/disabling browser APIs and features for security. Not important if Permissions-Policy is set.
Permissions-Policy008830Permissions-Policy header is not set. It allows enabling/disabling browser APIs and features for security.
Server088300Server header is set to 'Vercel'. It is better not to reveal used technologies.
X-XSS-Protection883000
No rows found, please edit your search term.

Security headers

SeverityOccursDetailAffected URLs (max 5)
critical883Content-Security-Policy header is not set. It restricts resources the page can load and prevents XSS attacks.URL 1, URL 2, URL 3, URL 4, URL 5
critical702Strict-Transport-Security header is not set. It enforces secure connections and protects against MITM attacks.URL 1, URL 2, URL 3, URL 4, URL 5
warning883X-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
warning883Permissions-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
warning883X-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
warning883Feature-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
warning883Referrer-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
warning181Access-Control-Allow-Origin is set to '*' which allows any origin to access the resource. This can be a security risk.URL 1, URL 2, URL 3, URL 4, URL 5
notice883Server header is set to 'Vercel'. It is better not to reveal used technologies.URL 1, URL 2, URL 3, URL 4, URL 5

TOP non-unique titles

Found 10 row(s).
Count 🔽Title
8Getting Started | LlamaIndex OSS Documentation
3Overview | LlamaIndex OSS Documentation
2REST API | LlamaIndex OSS Documentation
2API Reference | LlamaIndex OSS Documentation
2SDK Usage | LlamaIndex OSS Documentation
2Using the Web UI | LlamaIndex OSS Documentation
2API Key | LlamaIndex OSS Documentation
2Configuration Options | LlamaIndex OSS Documentation
2Parse All PDFs in a Folder with LlamaParse | LlamaIndex OSS Documentation
2Parse with Additional Prompts | LlamaIndex OSS Documentation
No rows found, please edit your search term.

TOP non-unique descriptions

Count 🔽Description
108
2Guide on how to use the LlamaExtract web interface, including creating extraction agents, defining schemas, and running extractions.
2Instructions on how to obtain and manage an API key for LlamaCloud services including Parse, Extract, and Index.
2Guide on how to use the LlamaExtract REST API for programmatic data extraction, including creating agents, uploading documents, and running extraction jobs.
2Guide on how to use the LlamaExtract SDK for programmatic data extraction, including schema definition and batch processing.
2Quick start guide for Parse, covering API key generation and document parsing using Python, TypeScript, or the web UI.
2Overview of configuration options for LlamaExtract, including extraction modes, system prompts, and extraction targets.
2Collection of examples demonstrating how to use the LlamaParse

SEO metadata

Found 180 row(s).
URL 🔼IndexingTitleH1DescriptionKeywords
/liteparse/AllowedWhat is LiteParse? | LlamaIndex OSS DocumentationWhat is LiteParse?Fast, local PDF parsing with spatial text parsing, OCR, and bounding boxes.
/liteparse/api/AllowedAPI Reference | LlamaIndex OSS DocumentationAPI ReferenceAPI reference for the @llamaindex/liteparse TypeScript library.
/liteparse/getting_started/AllowedGetting Started | LlamaIndex OSS DocumentationGetting StartedInstall LiteParse and parse your first document in under a minute.
/liteparse/guides/agent-skill/AllowedAgent Skill | LlamaIndex OSS DocumentationAgent SkillAdd LiteParse as a skill for coding agents like Claude Code, Cursor, and others.
/liteparse/guides/library-usage/AllowedLibrary Usage | LlamaIndex OSS DocumentationLibrary UsageUse LiteParse programmatically from TypeScript or Python.
/liteparse/guides/multi-format/AllowedMulti-Format Support | LlamaIndex OSS DocumentationMulti-Format SupportParse Word documents, spreadsheets, presentations, and images with LiteParse.
/liteparse/guides/ocr/AllowedOCR Configuration | LlamaIndex OSS DocumentationOCR ConfigurationConfigure OCR in LiteParse — built-in Tesseract, or bring your own via HTTP servers.
/liteparse/guides/parsing-urls/AllowedParsing URLs | LlamaIndex OSS DocumentationParsing URLsParse remote documents by reading URLs.
/python/cloud/AllowedQuickstart | LlamaIndex OSS DocumentationQuickstartDocumentation for LlamaParse, the enterprise agentic OCR and document agent platform.
/python/cloud/cookbooks/AllowedCookbooks | LlamaIndex OSS DocumentationCookbooks
/python/cloud/cookbooks/enterprise_onboarding/AllowedEnterprise Rollout | LlamaIndex OSS DocumentationEnterprise Rollout
/python/cloud/general/api_keyAllowedAPI Key | LlamaIndex OSS DocumentationAPI KeyInstructions on how to obtain and manage an API key for LlamaCloud services including Parse, Extract, and Index.
/python/cloud/general/api_key/AllowedAPI Key | LlamaIndex OSS DocumentationAPI KeyInstructions on how to obtain and manage an API key for LlamaCloud services including Parse, Extract, and Index.
/python/cloud/general/billing/AllowedBilling and Usage | LlamaIndex OSS DocumentationBilling and UsageGuide on managing your LlamaCloud billing, usage tracking, and subscription plans.
/python/cloud/general/faq/AllowedFAQ | LlamaIndex OSS DocumentationFAQFrequently asked questions about LlamaParse, covering topics like credit usage, document storage, parsing time, and current limitations.
/python/cloud/general/organizations/AllowedOrganizations | LlamaIndex OSS DocumentationOrganizationsLearn how to manage organizations in LlamaCloud, including adding members and managing access.
/python/cloud/general/pricing/AllowedPricing | LlamaIndex OSS DocumentationPricingDetailed information about LlamaCloud credit pricing and usage rates for parsing, indexing, extraction, classification, and split services.
/python/cloud/general/rate_limits/AllowedRate Limits | LlamaIndex OSS DocumentationRate LimitsInformation about LlamaCloud API rate limits.
/python/cloud/general/regions/AllowedRegions | LlamaIndex OSS DocumentationRegionsInformation about LlamaCloud regions, including North America and Europe, and their features.
/python/cloud/general/supported_document_types/AllowedSupported Document Types | LlamaIndex OSS DocumentationSupported Document TypesFile formats supported by LlamaParse for document parsing.
/python/cloud/general/webhooks/AllowedWebhooks | LlamaIndex OSS DocumentationWebhooks
/python/cloud/llamaclassify/examples/AllowedLlamaClassify Examples | LlamaIndex OSS DocumentationLlamaClassify ExamplesCollection of examples demonstrating how to use the LlamaClassify for document classification.
/python/cloud/llamaclassify/examples/classify_contract_types/AllowedClassify Contract Types | LlamaIndex OSS DocumentationClassify Contract Types
/python/cloud/llamaclassify/getting_started/AllowedGetting Started | LlamaIndex OSS DocumentationGetting StartedLearn what the Classification API is, how rules work, and how to run classifications using the client SDK.
/python/cloud/llamaclassify/getting_started/sdk/AllowedClassify SDK | LlamaIndex OSS DocumentationClassify SDKUse the client SDK to classify documents with natural-language rules, including file uploads, job polling, and reading results.
/python/cloud/llamacloud/examples/AllowedIndex Examples | LlamaIndex OSS DocumentationIndex ExamplesCollection of examples demonstrating how to use Index for building RAG applications.
/python/cloud/llamacloud/examples/building-rag-with-agents/AllowedBuilding RAG Applications with Index & Agents | LlamaIndex OSS DocumentationBuilding RAG Applications with Index & Agents
/python/cloud/llamacloud/getting_started/AllowedGetting Started | LlamaIndex OSS DocumentationGetting StartedStep-by-step guide to building a RAG application with Index, including index setup, configuration, and integration with your application.
/python/cloud/llamacloud/guides/api_sdk/AllowedIndex API & Clients Guide | LlamaIndex OSS DocumentationIndex API & Clients GuideComprehensive guide to using the Index API and SDK clients for Python and TypeScript, including setup, file upload, data source/sink configuration, and index management.
/python/cloud/llamacloud/guides/framework_integration/AllowedIndex Framework Integration | LlamaIndex OSS DocumentationIndex Framework IntegrationGuide to integrating Index with Python framework, including index creation, connection, and usage in RAG/agent applications.
/python/cloud/llamacloud/guides/guides/AllowedIndex Usage Guides | LlamaIndex OSS DocumentationIndex Usage GuidesOverview of different ways to use Index, including the no-code UI, REST API, and framework integrations.
/python/cloud/llamacloud/guides/index_status_monitoring/AllowedIndex Status Monitoring | LlamaIndex OSS DocumentationIndex Status MonitoringBest practices for monitoring index health and determining when your index is ready to query using file count endpoints
/python/cloud/llamacloud/guides/ui/AllowedIndex No-code UI Guide | LlamaIndex OSS DocumentationIndex No-code UI GuideStep-by-step guide to using the Index no-code UI for creating, managing, and testing indexes and data pipelines.
/python/cloud/llamacloud/how_to/files/extract_figures/AllowedExtracting Figures from Documents | LlamaIndex OSS DocumentationExtracting Figures from Documents
/python/cloud/llamacloud/integrations/data_sinks/AllowedData Sinks | LlamaIndex OSS DocumentationData Sinks
/python/cloud/llamacloud/integrations/data_sinks/astradb/AllowedAstraDB | LlamaIndex OSS DocumentationAstraDB
/python/cloud/llamacloud/integrations/data_sinks/azureaisearch/AllowedAzure AI Search | LlamaIndex OSS DocumentationAzure AI Search
/python/cloud/llamacloud/integrations/data_sinks/managed/AllowedManaged Data Sink | LlamaIndex OSS DocumentationManaged Data Sink
/python/cloud/llamacloud/integrations/data_sinks/milvus/AllowedMilvus | LlamaIndex OSS DocumentationMilvus
/python/cloud/llamacloud/integrations/data_sinks/mongodb/AllowedMongoDB Atlas Vector Search | LlamaIndex OSS DocumentationMongoDB Atlas Vector Search
/python/cloud/llamacloud/integrations/data_sinks/pinecone/AllowedPinecone | LlamaIndex OSS DocumentationPinecone
/python/cloud/llamacloud/integrations/data_sinks/postgres/AllowedPostgres | LlamaIndex OSS DocumentationPostgres
/python/cloud/llamacloud/integrations/data_sinks/qdrant/AllowedQdrant | LlamaIndex OSS DocumentationQdrant
/python/cloud/llamacloud/integrations/data_sources/AllowedData Sources | LlamaIndex OSS DocumentationData SourcesOverview of data source integrations for Index for connecting and retrieving data for RAG use cases.
/python/cloud/llamacloud/integrations/data_sources/azure_blob/AllowedAzure Blob Storage Data Source | LlamaIndex OSS DocumentationAzure Blob Storage Data SourceGuide to configuring Azure Blob Storage as a data source in LlamaCloud, including UI, API, and client setup for multiple authentication methods.
/python/cloud/llamacloud/integrations/data_sources/box/AllowedBox Storage Data Source | LlamaIndex OSS DocumentationBox Storage Data SourceGuide to configuring Box Storage as a data source in LlamaCloud, including UI, API, client setup, and authentication methods.
/python/cloud/llamacloud/integrations/data_sources/confluence/AllowedConfluence Data Source | LlamaIndex OSS DocumentationConfluence Data SourceGuide to configuring Confluence as a data source in LlamaCloud, including UI, API, client setup, and OAuth 2.0 token creation.
/python/cloud/llamacloud/integrations/data_sources/file_upload/AllowedFile Upload Data Source | LlamaIndex OSS DocumentationFile Upload Data SourceGuide to uploading files directly to LlamaCloud as a data source, including UI, API, and client instructions.
/python/cloud/llamacloud/integrations/data_sources/google_drive/AllowedGoogle Drive Data Source | LlamaIndex OSS DocumentationGoogle Drive Data SourceGuide to configuring Google Drive as a data source in LlamaCloud, including UI, API, client setup, and service account configuration.
/python/cloud/llamacloud/integrations/data_sources/jira/AllowedJira Data Source | LlamaIndex OSS DocumentationJira Data SourceGuide to configuring Jira as a data source in LlamaCloud, including UI, API, client setup, and multiple authentication methods.
/python/cloud/llamacloud/integrations/data_sources/one_drive/AllowedMicrosoft OneDrive Data Source | LlamaIndex OSS DocumentationMicrosoft OneDrive Data SourceGuide to configuring Microsoft OneDrive as a data source in LlamaCloud, including UI, API, and client setup.
/python/cloud/llamacloud/integrations/data_sources/s3/AllowedS3 Data Source | LlamaIndex OSS DocumentationS3 Data SourceGuide to configuring Amazon S3 as a data source in LlamaCloud, including UI, API, client setup, and required AWS permissions.
/python/cloud/llamacloud/integrations/data_sources/sharepoint/AllowedMicrosoft SharePoint Data Source | LlamaIndex OSS DocumentationMicrosoft SharePoint Data SourceGuide to configuring Microsoft SharePoint as a data source in LlamaCloud, including authentication setup, UI, API, and client instructions.
/python/cloud/llamacloud/integrations/embedding_models/AllowedEmbedding Models | LlamaIndex OSS DocumentationEmbedding Models
/python/cloud/llamacloud/integrations/embedding_models/azure/AllowedAzure Embedding | LlamaIndex OSS DocumentationAzure Embedding
/python/cloud/llamacloud/integrations/embedding_models/bedrock/AllowedBedrock Embedding | LlamaIndex OSS DocumentationBedrock Embedding
/python/cloud/llamacloud/integrations/embedding_models/cohere/AllowedCohere Embedding | LlamaIndex OSS DocumentationCohere Embedding
/python/cloud/llamacloud/integrations/embedding_models/gemini/AllowedGemini Embedding | LlamaIndex OSS DocumentationGemini Embedding
/python/cloud/llamacloud/integrations/embedding_models/huggingface/AllowedHuggingFace Embedding | LlamaIndex OSS DocumentationHuggingFace Embedding
/python/cloud/llamacloud/integrations/embedding_models/openai/AllowedOpenAI Embedding | LlamaIndex OSS DocumentationOpenAI Embedding
/python/cloud/llamacloud/multi_environment/AllowedMulti-Environments | LlamaIndex OSS DocumentationMulti-Environments
/python/cloud/llamacloud/parsing_transformation/AllowedParsing & Transformation | LlamaIndex OSS DocumentationParsing & TransformationGuide to parsing and transformation settings for Index, including parser, transformation, segmentation, and chunking configurations for optimizing document processing.
/python/cloud/llamacloud/retrieval/advanced/AllowedAdvanced | LlamaIndex OSS DocumentationAdvanced
/python/cloud/llamacloud/retrieval/basic/AllowedBasic | LlamaIndex OSS DocumentationBasic
/python/cloud/llamacloud/retrieval/composite/AllowedComposite Retrieval | LlamaIndex OSS DocumentationComposite Retrieval
/python/cloud/llamacloud/retrieval/images/AllowedImage Retrieval | LlamaIndex OSS DocumentationImage Retrieval
/python/cloud/llamacloud/retrieval/modes/AllowedRetrieval Modes | LlamaIndex OSS DocumentationRetrieval Modes
/python/cloud/llamaextract/examples/AllowedLlamaExtract Examples | LlamaIndex OSS DocumentationLlamaExtract ExamplesCollection of examples demonstrating how to use the LlamaExtract Python SDK for document extraction.
/python/cloud/llamaextract/examples/auto_generate_schema_for_extraction/AllowedAuto-Generate Schema for Extraction | LlamaIndex OSS DocumentationAuto-Generate Schema for Extraction
/python/cloud/llamaextract/examples/batch_extraction_cookbook/AllowedProduction Extraction: Batch Processing, Polling, and Latency Management | LlamaIndex OSS DocumentationProduction Extraction: Batch Processing, Polling, and Latency Management
/python/cloud/llamaextract/examples/extract_data_with_citations/AllowedExtract Data from Financial Reports - with Citations and Reasoning | LlamaIndex OSS DocumentationExtract Data from Financial Reports - with Citations and Reasoning
/python/cloud/llamaextract/examples/extract_repeating_entities/AllowedExtracting Repeating Entities with Table Row Extaction | LlamaIndex OSS DocumentationExtracting Repeating Entities with Table Row Extaction
/python/cloud/llamaextract/examples/split_and_extract_resume_book/AllowedResume Book Processing Agent | LlamaIndex OSS DocumentationResume Book Processing Agent
/python/cloud/llamaextract/features/concepts/AllowedLlamaExtract Core Concepts | LlamaIndex OSS DocumentationLlamaExtract Core ConceptsOverview of the core concepts in LlamaExtract, including extraction agents, data schemas, extraction targets, extraction jobs, and extraction runs.
/python/cloud/llamaextract/features/extensions/AllowedMetadata Extensions | LlamaIndex OSS DocumentationMetadata ExtensionsAdvanced extraction features including citations, reasoning, and confidence scores for enhanced data extraction workflows.
/python/cloud/llamaextract/features/optionsAllowedConfiguration Options | LlamaIndex OSS DocumentationConfiguration OptionsOverview of configuration options for LlamaExtract, including extraction modes, system prompts, and extraction targets.
/python/cloud/llamaextract/features/options/AllowedConfiguration Options | LlamaIndex OSS DocumentationConfiguration OptionsOverview of configuration options for LlamaExtract, including extraction modes, system prompts, and extraction targets.
/python/cloud/llamaextract/features/performance_tips/AllowedPerformance Tips | LlamaIndex OSS DocumentationPerformance TipsBest practices and optimization strategies for successful data extraction workflows
/python/cloud/llamaextract/features/schema_design/AllowedSchema Design and Restrictions | LlamaIndex OSS DocumentationSchema Design and RestrictionsGuide on designing schemas for LlamaExtract, including tips, best practices, examples, and JSON Schema restrictions.
/python/cloud/llamaextract/getting_started/AllowedGetting Started | LlamaIndex OSS DocumentationGetting StartedIntroduction to LlamaExtract, a tool for extracting structured data from unstructured documents, available as a web UI, Python SDK, and REST API.
/python/cloud/llamaextract/getting_started/apiAllowedREST API | LlamaIndex OSS DocumentationREST APIGuide on how to use the LlamaExtract REST API for programmatic data extraction, including creating agents, uploading documents, and running extraction jobs.
/python/cloud/llamaextract/getting_started/api/AllowedREST API | LlamaIndex OSS DocumentationREST APIGuide on how to use the LlamaExtract REST API for programmatic data extraction, including creating agents, uploading documents, and running extraction jobs.
/python/cloud/llamaextract/getting_started/sdkAllowedSDK Usage | LlamaIndex OSS DocumentationSDK UsageGuide on how to use the LlamaExtract SDK for programmatic data extraction, including schema definition and batch processing.
/python/cloud/llamaextract/getting_started/sdk/AllowedSDK Usage | LlamaIndex OSS DocumentationSDK UsageGuide on how to use the LlamaExtract SDK for programmatic data extraction, including schema definition and batch processing.
/python/cloud/llamaextract/getting_started/web_uiAllowedUsing the Web UI | LlamaIndex OSS DocumentationUsing the Web UIGuide on how to use the LlamaExtract web interface, including creating extraction agents, defining schemas, and running extractions.
/python/cloud/llamaextract/getting_started/web_ui/AllowedUsing the Web UI | LlamaIndex OSS DocumentationUsing the Web UIGuide on how to use the LlamaExtract web interface, including creating extraction agents, defining schemas, and running extractions.
/python/cloud/llamaextract/privacy/AllowedLlamaExtract Privacy | LlamaIndex OSS DocumentationLlamaExtract PrivacyInformation about how LlamaExtract handles privacy and data security when processing sensitive documents.
/python/cloud/llamaparse/AllowedOverview of Parse | LlamaIndex OSS DocumentationOverview of ParseIntroduction to Parse, a document parsing service that transforms unstructured documents into LLM-ready data with support for various file types and output formats.
/python/cloud/llamaparse/agent-skill/AllowedLlamaParse Agent Skill | LlamaIndex OSS DocumentationLlamaParse Agent SkillQuick guide on how to get started and effectively use the LlamaParse Agent skill
/python/cloud/llamaparse/api-v2-guide/AllowedLlamaParse API v2 Guide | LlamaIndex OSS DocumentationLlamaParse API v2 GuideComprehensive guide to the v2 API endpoints for LlamaParse, covering JSON parsing (file ID or URL) and multipart file uploads, with structured configuration and validation
/python/cloud/llamaparse/basics/retrieving-results/AllowedRetrieving Results | LlamaIndex OSS DocumentationRetrieving ResultsLearn how to use the expand parameter to retrieve specific data fields from your parse job results
/python/cloud/llamaparse/basics/tiers/AllowedTiers | LlamaIndex OSS DocumentationTiers
/python/cloud/llamaparse/getting_startedAllowedGetting Started | LlamaIndex OSS DocumentationGetting StartedQuick start guide for Parse, covering API key generation and document parsing using Python, TypeScript, or the web UI.
/python/cloud/llamaparse/getting_started/AllowedGetting Started | LlamaIndex OSS DocumentationGetting StartedQuick start guide for Parse, covering API key generation and document parsing using Python, TypeScript, or the web UI.
/python/cloud/llamaparse/input_options/cache_control/AllowedCache Control | LlamaIndex OSS DocumentationCache Control
/python/cloud/llamaparse/input_options/crop_box/AllowedCrop Box | LlamaIndex OSS DocumentationCrop Box
/python/cloud/llamaparse/input_options/html_options/AllowedHTML Options | LlamaIndex OSS DocumentationHTML Options
/python/cloud/llamaparse/input_options/page_ranges/AllowedPage Ranges | LlamaIndex OSS DocumentationPage Ranges
/python/cloud/llamaparse/input_options/presentation_options/AllowedPresentation Options | LlamaIndex OSS DocumentationPresentation Options
/python/cloud/llamaparse/input_options/spreadsheet_options/AllowedSpreadsheet Options | LlamaIndex OSS DocumentationSpreadsheet Options
/python/cloud/llamaparse/migration-v1-to-v2/AllowedMigration Guide: Parse Upload Endpoint v1 to v2 | LlamaIndex OSS DocumentationMigration Guide: Parse Upload Endpoint v1 to v2Learn how to migrate from LlamaParse v1 to v2 endpoints, including the new specialized endpoint structure, configuration changes, parameter mapping, and code examples for file IDs, multipart uploads, and URL parsing
/python/cloud/llamaparse/output_options/embedded_images/AllowedEmbedded Images Options | LlamaIndex OSS DocumentationEmbedded Images Options
/python/cloud/llamaparse/output_options/export_pdf/AllowedRetrieving Exported PDF | LlamaIndex OSS DocumentationRetrieving Exported PDF
/python/cloud/llamaparse/output_options/extract_printed_page_numbers/AllowedExtract Printed Page Numbers | LlamaIndex OSS DocumentationExtract Printed Page Numbers
/python/cloud/llamaparse/output_options/markdown/AllowedMarkdown Output Options | LlamaIndex OSS DocumentationMarkdown Output Options
/python/cloud/llamaparse/output_options/screenshots/AllowedScreenshots Options | LlamaIndex OSS DocumentationScreenshots Options
/python/cloud/llamaparse/output_options/spatial_text/AllowedSpatial Text Output Options | LlamaIndex OSS DocumentationSpatial Text Output Options
/python/cloud/llamaparse/output_options/tables_as_spreadsheet/AllowedTables as Spreadsheet Options | LlamaIndex OSS DocumentationTables as Spreadsheet Options
/python/cloud/llamaparse/output_options/webhook_configurations/AllowedWebhook Configurations | LlamaIndex OSS DocumentationWebhook Configurations
/python/cloud/llamaparse/processing_options/cost_optimizer/AllowedCost Optimizer | LlamaIndex OSS DocumentationCost Optimizer
/python/cloud/llamaparse/processing_options/custom_prompt/AllowedCustom Prompt | LlamaIndex OSS DocumentationCustom Prompt
/python/cloud/llamaparse/processing_options/ignore_options/AllowedIgnore Options | LlamaIndex OSS DocumentationIgnore Options
/python/cloud/llamaparse/processing_options/ocr_options/AllowedOCR Options | LlamaIndex OSS DocumentationOCR Options
/python/cloud/llamaparse/processing_options/processing_control/AllowedProcessing Control | LlamaIndex OSS DocumentationProcessing Control
/python/cloud/llamaparse/processing_options/specialized_chart_parsing/AllowedSpecialized Chart Parsing | LlamaIndex OSS DocumentationSpecialized Chart Parsing
/python/cloud/llamaparse/processing_options/table_extraction/AllowedTable Extraction | LlamaIndex OSS DocumentationTable Extraction
/python/cloud/llamaparse/tutorials/AllowedLlamaParse Examples | LlamaIndex OSS DocumentationLlamaParse ExamplesCollection of examples demonstrating how to use the LlamaParse
/python/cloud/llamaparse/tutorials/async_parse_folder/AllowedParse All PDFs in a Folder with LlamaParse | LlamaIndex OSS DocumentationParse All PDFs in a Folder with LlamaParse
/python/cloud/llamaparse/tutorials/parse_charts_pandas/AllowedParse Charts in PDFs and Analyze with Pandas | LlamaIndex OSS DocumentationParse Charts in PDFs and Analyze with Pandas
/python/cloud/llamaparse/tutorials/parse_pdf_outputs/AllowedQuick Start: Parse a PDF & Interpret Outputs | LlamaIndex OSS DocumentationQuick Start: Parse a PDF & Interpret Outputs
/python/cloud/llamaparse/tutorials/parse_with_prompts/AllowedParse with Additional Prompts | LlamaIndex OSS DocumentationParse with Additional Prompts
/python/cloud/llamaparse/v1/examples/DENY (meta)LlamaParse Examples with llama-cloud-services | LlamaIndex OSS DocumentationLlamaParse Examples with llama-cloud-servicesCollection of examples demonstrating how to use the LlamaParse
/python/cloud/llamaparse/v1/examples/async_parse_folder/DENY (meta)Parse All PDFs in a Folder with LlamaParse | LlamaIndex OSS DocumentationParse All PDFs in a Folder with LlamaParse
/python/cloud/llamaparse/v1/examples/parse_excel_sheets/DENY (meta)Parse and Analyze Excel Spreadsheets with LlamaParse | LlamaIndex OSS DocumentationParse and Analyze Excel Spreadsheets with LlamaParse
/python/cloud/llamaparse/v1/examples/parse_with_prompts/DENY (meta)Parse with Additional Prompts | LlamaIndex OSS DocumentationParse with Additional Prompts
/python/cloud/llamaparse/v1/features/automodetriggers/DENY (meta)LlamaParse Document Pipeline Triggers | LlamaIndex OSS DocumentationLlamaParse Document Pipeline Triggers
/python/cloud/llamaparse/v1/features/cache_options/DENY (meta)Cache options | LlamaIndex OSS DocumentationCache options
/python/cloud/llamaparse/v1/features/job_parameters/DENY (meta)Job predictability | LlamaIndex OSS DocumentationJob predictability
/python/cloud/llamaparse/v1/features/layout_extraction/DENY (meta)Layout Extraction | LlamaIndex OSS DocumentationLayout Extraction
/python/cloud/llamaparse/v1/features/metadata/DENY (meta)Metadata | LlamaIndex OSS DocumentationMetadata
/python/cloud/llamaparse/v1/features/multimodal/DENY (meta)Multimodal Parsing | LlamaIndex OSS DocumentationMultimodal Parsing
/python/cloud/llamaparse/v1/features/parse_region/DENY (meta)Selecting what to parse | LlamaIndex OSS DocumentationSelecting what to parse
/python/cloud/llamaparse/v1/features/parsing_instructions/DENY (meta)Parsing instructions (deprecated) | LlamaIndex OSS DocumentationParsing instructions (deprecated)
/python/cloud/llamaparse/v1/features/parsing_options/DENY (meta)Parsing options | LlamaIndex OSS DocumentationParsing options
/python/cloud/llamaparse/v1/features/prompts/DENY (meta)Prompts | LlamaIndex OSS DocumentationPrompts
/python/cloud/llamaparse/v1/features/python_usage/DENY (meta)Python Usage | LlamaIndex OSS DocumentationPython Usage
/python/cloud/llamaparse/v1/features/structured_output/DENY (meta)Structured Output (Beta) | LlamaIndex OSS DocumentationStructured Output (Beta)
/python/cloud/llamaparse/v1/features/webhook/DENY (meta)Webhook | LlamaIndex OSS DocumentationWebhook
/python/cloud/llamaparse/v1/presets_and_modes/advance_parsing_modes/DENY (meta)Advanced Parsing Modes | LlamaIndex OSS DocumentationAdvanced Parsing Modes
/python/cloud/llamaparse/v1/presets_and_modes/auto_mode/DENY (meta)Auto Mode | LlamaIndex OSS DocumentationAuto Mode
/python/cloud/llamaparse/v1/presets_and_modes/output_modes/DENY (meta)Output | LlamaIndex OSS DocumentationOutput
/python/cloud/llamaparse/v1/presets_and_modes/presets/DENY (meta)Modes and Presets | LlamaIndex OSS DocumentationModes and Presets
/python/cloud/llamasheets/examples/AllowedLlamaSheets Examples | LlamaIndex OSS DocumentationLlamaSheets ExamplesCollection of examples demonstrating how to use the LlamaSheets API for spreadsheet understanding.
/python/cloud/llamasheets/examples/coding_agent/AllowedUsing LlamaSheets with Coding Agents | LlamaIndex OSS DocumentationUsing LlamaSheets with Coding AgentsStep-by-step guide to analyzing spreadsheet data extracted by LlamaSheets using Coding Agents
/python/cloud/llamasheets/examples/llama_index/AllowedUsing LlamaSheets with Custom Agents and Workflows | LlamaIndex OSS DocumentationUsing LlamaSheets with Custom Agents and WorkflowsStep-by-step guide to analyzing spreadsheet data extracted by LlamaSheets using custom agents and workflows
/python/cloud/llamasheets/getting_started/AllowedGetting Started | LlamaIndex OSS DocumentationGetting StartedIntroduction to LlamaSheets, a new beta service for extracting regions and tables from spreadsheets.
/python/cloud/self_hosting/architecture/AllowedArchitecture | LlamaIndex OSS DocumentationArchitecture
/python/cloud/self_hosting/cloud-specific-guides/azure/setup/AllowedAzure Setup Guide | LlamaIndex OSS DocumentationAzure Setup Guide
/python/cloud/self_hosting/cloud-specific-guides/azure/troubleshooting/AllowedTroubleshooting Guide | LlamaIndex OSS DocumentationTroubleshooting Guide
/python/cloud/self_hosting/cloud-specific-guides/azure/validation/AllowedValidation Guide | LlamaIndex OSS DocumentationValidation Guide
/python/cloud/self_hosting/cloud-specific-guides/overview/AllowedOverview | LlamaIndex OSS DocumentationOverview
/python/cloud/self_hosting/configuration/auth-modes/AllowedAuth | LlamaIndex OSS DocumentationAuth
/python/cloud/self_hosting/configuration/autoscaling-configuration/AllowedAutoscaling | LlamaIndex OSS DocumentationAutoscaling
/python/cloud/self_hosting/configuration/db_and_queues/azure-service-bus/AllowedAzure Service Bus as Job Queue | LlamaIndex OSS DocumentationAzure Service Bus as Job Queue
/python/cloud/self_hosting/configuration/db_and_queues/overview/AllowedOverview | LlamaIndex OSS DocumentationOverview
/python/cloud/self_hosting/configuration/file-storage/AllowedFile Storage | LlamaIndex OSS DocumentationFile Storage
/python/cloud/self_hosting/configuration/global-admin/AllowedGlobal Admin Setup | LlamaIndex OSS DocumentationGlobal Admin Setup
/python/cloud/self_hosting/configuration/ingress/AllowedIngress | LlamaIndex OSS DocumentationIngress
/python/cloud/self_hosting/configuration/llm_integrations/anthropic/AllowedAnthropic API Setup | LlamaIndex OSS DocumentationAnthropic API Setup
/python/cloud/self_hosting/configuration/llm_integrations/aws-bedrock/AllowedAWS Bedrock Setup | LlamaIndex OSS DocumentationAWS Bedrock Setup
/python/cloud/self_hosting/configuration/llm_integrations/azure-openai/AllowedAzure OpenAI Setup | LlamaIndex OSS DocumentationAzure OpenAI Setup
/python/cloud/self_hosting/configuration/llm_integrations/centralized-config/AllowedCentralized Provider Configuration | LlamaIndex OSS DocumentationCentralized Provider Configuration
/python/cloud/self_hosting/configuration/llm_integrations/google-gemini/AllowedGoogle Gemini API Setup | LlamaIndex OSS DocumentationGoogle Gemini API Setup
/python/cloud/self_hosting/configuration/llm_integrations/google-vertex-ai/AllowedGoogle Vertex AI Setup | LlamaIndex OSS DocumentationGoogle Vertex AI Setup
/python/cloud/self_hosting/configuration/llm_integrations/openai/AllowedOpenAI Setup | LlamaIndex OSS DocumentationOpenAI Setup
/python/cloud/self_hosting/configuration/llm_integrations/overview/AllowedOverview | LlamaIndex OSS DocumentationOverview
/python/cloud/self_hosting/faq/AllowedFrequently Asked Questions | LlamaIndex OSS DocumentationFrequently Asked Questions
/python/cloud/self_hosting/installation/AllowedQuick Start | LlamaIndex OSS DocumentationQuick Start
/python/cloud/self_hosting/monitoring/monitoring/AllowedMonitoring | LlamaIndex OSS DocumentationMonitoring
/python/cloud/self_hosting/tuning/llamaparse-configuration/AllowedLlamaParse Configuration | LlamaIndex OSS DocumentationLlamaParse Configuration
/python/cloud/self_hosting/tuning/llamaparse-throughput/AllowedLlamaParse Configuration - Throughput | LlamaIndex OSS DocumentationLlamaParse Configuration - Throughput
/python/cloud/self_hosting/tuning/service-configurations/AllowedService Configurations | LlamaIndex OSS DocumentationService Configurations
/python/cloud/split/examples/AllowedSplit Examples | LlamaIndex OSS DocumentationSplit ExamplesCollection of examples demonstrating how to use the Split API for document segmentation.
/python/cloud/split/examples/document_splitting/AllowedSplitting Concatenated Documents | LlamaIndex OSS DocumentationSplitting Concatenated DocumentsLearn how to split a PDF containing multiple documents into separate segments using AI-powered classification.
/python/cloud/split/getting_started/AllowedGetting Started | LlamaIndex OSS DocumentationGetting StartedIntroduction to the Split API, a tool for automatically segmenting concatenated PDFs into logical document sections based on content categories.
/python/cloud/split/getting_started/api/AllowedAPI/SDK Usage | LlamaIndex OSS DocumentationAPI / SDK UsageGuide on how to use the Split REST API / SDK for automatically segmenting PDFs into logical document sections.
/python/framework/AllowedWelcome to LlamaIndex 🦙 ! | LlamaIndex OSS DocumentationWelcome to LlamaIndex 🦙 !
/python/llamaagents/workflows/AllowedIntroduction | LlamaIndex OSS DocumentationIntroduction
/python/shared/mcp/AllowedMCP Documentation Search | LlamaIndex OSS DocumentationMCP Documentation SearchConnect to our hosted MCP server to search LlamaIndex documentation
/reference/AllowedAPI Reference | LlamaIndex OSS DocumentationAPI Reference
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URL 🔼OG TitleOG DescriptionOG ImageTwitter TitleTwitter DescriptionTwitter Image
/liteparse/What is LiteParse?Fast, local PDF parsing with spatial text parsing, OCR, and bounding boxes./og-image/89927050.png
/liteparse/api/API ReferenceAPI reference for the @llamaindex/liteparse TypeScript library./og-image/8b657fc2.png
/liteparse/getting_started/Getting StartedInstall LiteParse and parse your first document in under a minute./og-image/cf28ae08.png
/liteparse/guides/agent-skill/Agent SkillAdd LiteParse as a skill for coding agents like Claude Code, Cursor, and others./og-image/482f88d3.png
/liteparse/guides/library-usage/Library UsageUse LiteParse programmatically from TypeScript or Python./og-image/6fd7a8b8.png
/liteparse/guides/multi-format/Multi-Format SupportParse Word documents, spreadsheets, presentations, and images with LiteParse./og-image/6d9c660f.png
/liteparse/guides/ocr/OCR ConfigurationConfigure OCR in LiteParse — built-in Tesseract, or bring your own via HTTP servers./og-image/80891c93.png
/liteparse/guides/parsing-urls/Parsing URLsParse remote documents by reading URLs./og-image/edbba8b0.png
/python/cloud/QuickstartDocumentation for LlamaParse, the enterprise agentic OCR and document agent platform./og-image/62ffcc1c.png
/python/cloud/cookbooks/Cookbooks/og-image/9df35cd0.png
/python/cloud/cookbooks/enterprise_onboarding/Enterprise Rollout/og-image/4b3e0eca.png
/python/cloud/general/api_keyAPI KeyInstructions on how to obtain and manage an API key for LlamaCloud services including Parse, Extract, and Index./og-image/9a315ea9.png
/python/cloud/general/api_key/API KeyInstructions on how to obtain and manage an API key for LlamaCloud services including Parse, Extract, and Index./og-image/9a315ea9.png
/python/cloud/general/billing/Billing and UsageGuide on managing your LlamaCloud billing, usage tracking, and subscription plans./og-image/2425632.png
/python/cloud/general/faq/FAQFrequently asked questions about LlamaParse, covering topics like credit usage, document storage, parsing time, and current limitations./og-image/d9b34b94.png
/python/cloud/general/organizations/OrganizationsLearn how to manage organizations in LlamaCloud, including adding members and managing access./og-image/bf8739f2.png
/python/cloud/general/pricing/PricingDetailed information about LlamaCloud credit pricing and usage rates for parsing, indexing, extraction, classification, and split services./og-image/79065ce9.png
/python/cloud/general/rate_limits/Rate LimitsInformation about LlamaCloud API rate limits./og-image/d5fdcf49.png
/python/cloud/general/regions/RegionsInformation about LlamaCloud regions, including North America and Europe, and their features./og-image/ad7996fe.png
/python/cloud/general/supported_document_types/Supported Document TypesFile formats supported by LlamaParse for document parsing./og-image/c6b2dfe2.png
/python/cloud/general/webhooks/Webhooks/og-image/4d0aca6d.png
/python/cloud/llamaclassify/examples/LlamaClassify ExamplesCollection of examples demonstrating how to use the LlamaClassify for document classification./og-image/e355eb76.png
/python/cloud/llamaclassify/examples/classify_contract_types/Classify Contract Types/og-image/c841a1be.png
/python/cloud/llamaclassify/getting_started/Getting StartedLearn what the Classification API is, how rules work, and how to run classifications using the client SDK./og-image/ac73004c.png
/python/cloud/llamaclassify/getting_started/sdk/Classify SDKUse the client SDK to classify documents with natural-language rules, including file uploads, job polling, and reading results./og-image/c43d5d0.png
/python/cloud/llamacloud/examples/Index ExamplesCollection of examples demonstrating how to use Index for building RAG applications./og-image/e3794398.png
/python/cloud/llamacloud/examples/building-rag-with-agents/Building RAG Applications with Index & Agents/og-image/4372e72f.png
/python/cloud/llamacloud/getting_started/Getting StartedStep-by-step guide to building a RAG application with Index, including index setup, configuration, and integration with your application./og-image/73e58eaf.png
/python/cloud/llamacloud/guides/api_sdk/Index API & Clients GuideComprehensive guide to using the Index API and SDK clients for Python and TypeScript, including setup, file upload, data source/sink configuration, and index management./og-image/92c180c8.png
/python/cloud/llamacloud/guides/framework_integration/Index Framework IntegrationGuide to integrating Index with Python framework, including index creation, connection, and usage in RAG/agent applications./og-image/5923e6cf.png
/python/cloud/llamacloud/guides/guides/Index Usage GuidesOverview of different ways to use Index, including the no-code UI, REST API, and framework integrations./og-image/3bdff83a.png
/python/cloud/llamacloud/guides/index_status_monitoring/Index Status MonitoringBest practices for monitoring index health and determining when your index is ready to query using file count endpoints/og-image/a3b62a11.png
/python/cloud/llamacloud/guides/ui/Index No-code UI GuideStep-by-step guide to using the Index no-code UI for creating, managing, and testing indexes and data pipelines./og-image/ba995bf3.png
/python/cloud/llamacloud/how_to/files/extract_figures/Extracting Figures from Documents/og-image/bce6ebcd.png
/python/cloud/llamacloud/integrations/data_sinks/Data Sinks/og-image/24b59c72.png
/python/cloud/llamacloud/integrations/data_sinks/astradb/AstraDB/og-image/d81d4e21.png
/python/cloud/llamacloud/integrations/data_sinks/azureaisearch/Azure AI Search/og-image/97e656cd.png
/python/cloud/llamacloud/integrations/data_sinks/managed/Managed Data Sink/og-image/9f8ffd48.png
/python/cloud/llamacloud/integrations/data_sinks/milvus/Milvus/og-image/a4a5231f.png
/python/cloud/llamacloud/integrations/data_sinks/mongodb/MongoDB Atlas Vector Search/og-image/bf081ce9.png
/python/cloud/llamacloud/integrations/data_sinks/pinecone/Pinecone/og-image/7d559221.png
/python/cloud/llamacloud/integrations/data_sinks/postgres/Postgres/og-image/58011f2d.png
/python/cloud/llamacloud/integrations/data_sinks/qdrant/Qdrant/og-image/bab6be73.png
/python/cloud/llamacloud/integrations/data_sources/Data SourcesOverview of data source integrations for Index for connecting and retrieving data for RAG use cases./og-image/ca33e29d.png
/python/cloud/llamacloud/integrations/data_sources/azure_blob/Azure Blob Storage Data SourceGuide to configuring Azure Blob Storage as a data source in LlamaCloud, including UI, API, and client setup for multiple authentication methods./og-image/7e5c50f3.png
/python/cloud/llamacloud/integrations/data_sources/box/Box Storage Data SourceGuide to configuring Box Storage as a data source in LlamaCloud, including UI, API, client setup, and authentication methods./og-image/3faaaaf6.png
/python/cloud/llamacloud/integrations/data_sources/confluence/Confluence Data SourceGuide to configuring Confluence as a data source in LlamaCloud, including UI, API, client setup, and OAuth 2.0 token creation./og-image/4b27946a.png
/python/cloud/llamacloud/integrations/data_sources/file_upload/File Upload Data SourceGuide to uploading files directly to LlamaCloud as a data source, including UI, API, and client instructions./og-image/7719bca5.png
/python/cloud/llamacloud/integrations/data_sources/google_drive/Google Drive Data SourceGuide to configuring Google Drive as a data source in LlamaCloud, including UI, API, client setup, and service account configuration./og-image/41fd8417.png
/python/cloud/llamacloud/integrations/data_sources/jira/Jira Data SourceGuide to configuring Jira as a data source in LlamaCloud, including UI, API, client setup, and multiple authentication methods./og-image/71b392af.png
/python/cloud/llamacloud/integrations/data_sources/one_drive/Microsoft OneDrive Data SourceGuide to configuring Microsoft OneDrive as a data source in LlamaCloud, including UI, API, and client setup./og-image/b58e27d0.png
/python/cloud/llamacloud/integrations/data_sources/s3/S3 Data SourceGuide to configuring Amazon S3 as a data source in LlamaCloud, including UI, API, client setup, and required AWS permissions./og-image/e1298abd.png
/python/cloud/llamacloud/integrations/data_sources/sharepoint/Microsoft SharePoint Data SourceGuide to configuring Microsoft SharePoint as a data source in LlamaCloud, including authentication setup, UI, API, and client instructions./og-image/cbba3a15.png
/python/cloud/llamacloud/integrations/embedding_models/Embedding Models/og-image/35197ab4.png
/python/cloud/llamacloud/integrations/embedding_models/azure/Azure Embedding/og-image/2268450d.png
/python/cloud/llamacloud/integrations/embedding_models/bedrock/Bedrock Embedding/og-image/880deaf3.png
/python/cloud/llamacloud/integrations/embedding_models/cohere/Cohere Embedding/og-image/ef20b92b.png
/python/cloud/llamacloud/integrations/embedding_models/gemini/Gemini Embedding/og-image/e21807d1.png
/python/cloud/llamacloud/integrations/embedding_models/huggingface/HuggingFace Embedding/og-image/b91350cf.png
/python/cloud/llamacloud/integrations/embedding_models/openai/OpenAI Embedding/og-image/ae8fd0b7.png
/python/cloud/llamacloud/multi_environment/Multi-Environments/og-image/24b32bc8.png
/python/cloud/llamacloud/parsing_transformation/Parsing & TransformationGuide to parsing and transformation settings for Index, including parser, transformation, segmentation, and chunking configurations for optimizing document processing./og-image/367de112.png
/python/cloud/llamacloud/retrieval/advanced/Advanced/og-image/72a46132.png
/python/cloud/llamacloud/retrieval/basic/Basic/og-image/b8d1430a.png
/python/cloud/llamacloud/retrieval/composite/Composite Retrieval/og-image/ad410c5a.png
/python/cloud/llamacloud/retrieval/images/Image Retrieval/og-image/8f6ec5ad.png
/python/cloud/llamacloud/retrieval/modes/Retrieval Modes/og-image/cefab064.png
/python/cloud/llamaextract/examples/LlamaExtract ExamplesCollection of examples demonstrating how to use the LlamaExtract Python SDK for document extraction./og-image/4b31f846.png
/python/cloud/llamaextract/examples/auto_generate_schema_for_extraction/Auto-Generate Schema for Extraction/og-image/f7698a9e.png
/python/cloud/llamaextract/examples/batch_extraction_cookbook/Production Extraction: Batch Processing, Polling, and Latency Management/og-image/f3902081.png
/python/cloud/llamaextract/examples/extract_data_with_citations/Extract Data from Financial Reports - with Citations and Reasoning/og-image/a6fdf504.png
/python/cloud/llamaextract/examples/extract_repeating_entities/Extracting Repeating Entities with Table Row Extaction/og-image/35b78a60.png
/python/cloud/llamaextract/examples/split_and_extract_resume_book/Resume Book Processing Agent/og-image/4194ebd5.png
/python/cloud/llamaextract/features/concepts/LlamaExtract Core ConceptsOverview of the core concepts in LlamaExtract, including extraction agents, data schemas, extraction targets, extraction jobs, and extraction runs./og-image/21f38cc0.png
/python/cloud/llamaextract/features/extensions/Metadata ExtensionsAdvanced extraction features including citations, reasoning, and confidence scores for enhanced data extraction workflows./og-image/520c53ff.png
/python/cloud/llamaextract/features/optionsConfiguration OptionsOverview of configuration options for LlamaExtract, including extraction modes, system prompts, and extraction targets./og-image/7038d934.png
/python/cloud/llamaextract/features/options/Configuration OptionsOverview of configuration options for LlamaExtract, including extraction modes, system prompts, and extraction targets./og-image/7038d934.png
/python/cloud/llamaextract/features/performance_tips/Performance TipsBest practices and optimization strategies for successful data extraction workflows/og-image/1758336f.png
/python/cloud/llamaextract/features/schema_design/Schema Design and RestrictionsGuide on designing schemas for LlamaExtract, including tips, best practices, examples, and JSON Schema restrictions./og-image/9389ff09.png
/python/cloud/llamaextract/getting_started/Getting StartedIntroduction to LlamaExtract, a tool for extracting structured data from unstructured documents, available as a web UI, Python SDK, and REST API./og-image/91f0e6d0.png
/python/cloud/llamaextract/getting_started/apiREST APIGuide on how to use the LlamaExtract REST API for programmatic data extraction, including creating agents, uploading documents, and running extraction jobs./og-image/4b9d2298.png
/python/cloud/llamaextract/getting_started/api/REST APIGuide on how to use the LlamaExtract REST API for programmatic data extraction, including creating agents, uploading documents, and running extraction jobs./og-image/4b9d2298.png
/python/cloud/llamaextract/getting_started/sdkSDK UsageGuide on how to use the LlamaExtract SDK for programmatic data extraction, including schema definition and batch processing./og-image/644f4d56.png
/python/cloud/llamaextract/getting_started/sdk/SDK UsageGuide on how to use the LlamaExtract SDK for programmatic data extraction, including schema definition and batch processing./og-image/644f4d56.png
/python/cloud/llamaextract/getting_started/web_uiUsing the Web UIGuide on how to use the LlamaExtract web interface, including creating extraction agents, defining schemas, and running extractions./og-image/fe36416c.png
/python/cloud/llamaextract/getting_started/web_ui/Using the Web UIGuide on how to use the LlamaExtract web interface, including creating extraction agents, defining schemas, and running extractions./og-image/fe36416c.png
/python/cloud/llamaextract/privacy/LlamaExtract PrivacyInformation about how LlamaExtract handles privacy and data security when processing sensitive documents./og-image/6b88b2e7.png
/python/cloud/llamaparse/Overview of ParseIntroduction to Parse, a document parsing service that transforms unstructured documents into LLM-ready data with support for various file types and output formats./og-image/eefbe067.png
/python/cloud/llamaparse/agent-skill/LlamaParse Agent SkillQuick guide on how to get started and effectively use the LlamaParse Agent skill/og-image/af88a7af.png
/python/cloud/llamaparse/api-v2-guide/LlamaParse API v2 GuideComprehensive guide to the v2 API endpoints for LlamaParse, covering JSON parsing (file ID or URL) and multipart file uploads, with structured configuration and validation/og-image/b3ec81b.png
/python/cloud/llamaparse/basics/retrieving-results/Retrieving ResultsLearn how to use the expand parameter to retrieve specific data fields from your parse job results/og-image/23d4b59d.png
/python/cloud/llamaparse/basics/tiers/Tiers/og-image/96c2dff.png
/python/cloud/llamaparse/getting_startedGetting StartedQuick start guide for Parse, covering API key generation and document parsing using Python, TypeScript, or the web UI./og-image/38896f9a.png
/python/cloud/llamaparse/getting_started/Getting StartedQuick start guide for Parse, covering API key generation and document parsing using Python, TypeScript, or the web UI./og-image/38896f9a.png
/python/cloud/llamaparse/input_options/cache_control/Cache Control/og-image/2ff00d20.png
/python/cloud/llamaparse/input_options/crop_box/Crop Box/og-image/354842f0.png
/python/cloud/llamaparse/input_options/html_options/HTML Options/og-image/f2d5a3d8.png
/python/cloud/llamaparse/input_options/page_ranges/Page Ranges/og-image/b7511090.png
/python/cloud/llamaparse/input_options/presentation_options/Presentation Options/og-image/34c5126.png
/python/cloud/llamaparse/input_options/spreadsheet_options/Spreadsheet Options/og-image/208518be.png
/python/cloud/llamaparse/migration-v1-to-v2/Migration Guide: Parse Upload Endpoint v1 to v2Learn how to migrate from LlamaParse v1 to v2 endpoints, including the new specialized endpoint structure, configuration changes, parameter mapping, and code examples for file IDs, multipart uploads, and URL parsing/og-image/6b758472.png
/python/cloud/llamaparse/output_options/embedded_images/Embedded Images Options/og-image/d476963.png
/python/cloud/llamaparse/output_options/export_pdf/Retrieving Exported PDF/og-image/efe9aff7.png
/python/cloud/llamaparse/output_options/extract_printed_page_numbers/Extract Printed Page Numbers/og-image/ad59ba49.png
/python/cloud/llamaparse/output_options/markdown/Markdown Output Options/og-image/be54ef5b.png
/python/cloud/llamaparse/output_options/screenshots/Screenshots Options/og-image/14875f06.png
/python/cloud/llamaparse/output_options/spatial_text/Spatial Text Output Options/og-image/e9891fa.png
/python/cloud/llamaparse/output_options/tables_as_spreadsheet/Tables as Spreadsheet Options/og-image/431324f0.png
/python/cloud/llamaparse/output_options/webhook_configurations/Webhook Configurations/og-image/8b59cdcb.png
/python/cloud/llamaparse/processing_options/cost_optimizer/Cost Optimizer/og-image/38b1879b.png
/python/cloud/llamaparse/processing_options/custom_prompt/Custom Prompt/og-image/c3ba765d.png
/python/cloud/llamaparse/processing_options/ignore_options/Ignore Options/og-image/2ccb9d03.png
/python/cloud/llamaparse/processing_options/ocr_options/OCR Options/og-image/f42bc923.png
/python/cloud/llamaparse/processing_options/processing_control/Processing Control/og-image/e7ca28df.png
/python/cloud/llamaparse/processing_options/specialized_chart_parsing/Specialized Chart Parsing/og-image/19207d08.png
/python/cloud/llamaparse/processing_options/table_extraction/Table Extraction/og-image/7e0ce9b5.png
/python/cloud/llamaparse/tutorials/LlamaParse ExamplesCollection of examples demonstrating how to use the LlamaParse/og-image/ba8b15f5.png
/python/cloud/llamaparse/tutorials/async_parse_folder/Parse All PDFs in a Folder with LlamaParse/og-image/b87f9749.png
/python/cloud/llamaparse/tutorials/parse_charts_pandas/Parse Charts in PDFs and Analyze with Pandas/og-image/65405f6.png
/python/cloud/llamaparse/tutorials/parse_pdf_outputs/Quick Start: Parse a PDF & Interpret Outputs/og-image/7844337c.png
/python/cloud/llamaparse/tutorials/parse_with_prompts/Parse with Additional Prompts/og-image/df0d9312.png
/python/cloud/llamaparse/v1/examples/LlamaParse Examples with llama-cloud-servicesCollection of examples demonstrating how to use the LlamaParse/og-image/e2ff30fb.png
/python/cloud/llamaparse/v1/examples/async_parse_folder/Parse All PDFs in a Folder with LlamaParse/og-image/fd22dcf7.png
/python/cloud/llamaparse/v1/examples/parse_excel_sheets/Parse and Analyze Excel Spreadsheets with LlamaParse/og-image/fb750b23.png
/python/cloud/llamaparse/v1/examples/parse_with_prompts/Parse with Additional Prompts/og-image/95d20600.png
/python/cloud/llamaparse/v1/features/automodetriggers/LlamaParse Document Pipeline Triggers/og-image/9d417c34.png
/python/cloud/llamaparse/v1/features/cache_options/Cache options/og-image/67486d0.png
/python/cloud/llamaparse/v1/features/job_parameters/Job predictability/og-image/da964673.png
/python/cloud/llamaparse/v1/features/layout_extraction/Layout Extraction/og-image/e9bd374e.png
/python/cloud/llamaparse/v1/features/metadata/Metadata/og-image/fa2516f3.png
/python/cloud/llamaparse/v1/features/multimodal/Multimodal Parsing/og-image/ef0c7d75.png
/python/cloud/llamaparse/v1/features/parse_region/Selecting what to parse/og-image/5eb3511f.png
/python/cloud/llamaparse/v1/features/parsing_instructions/Parsing instructions (deprecated)/og-image/48a10604.png
/python/cloud/llamaparse/v1/features/parsing_options/Parsing options/og-image/93564f50.png
/python/cloud/llamaparse/v1/features/prompts/Prompts/og-image/994246bb.png
/python/cloud/llamaparse/v1/features/python_usage/Python Usage/og-image/9d57e61e.png
/python/cloud/llamaparse/v1/features/structured_output/Structured Output (Beta)/og-image/d54f7029.png
/python/cloud/llamaparse/v1/features/webhook/Webhook/og-image/9749beaf.png
/python/cloud/llamaparse/v1/presets_and_modes/advance_parsing_modes/Advanced Parsing Modes/og-image/afa2919f.png
/python/cloud/llamaparse/v1/presets_and_modes/auto_mode/Auto Mode/og-image/5409ff5c.png
/python/cloud/llamaparse/v1/presets_and_modes/output_modes/Output/og-image/710a633a.png
/python/cloud/llamaparse/v1/presets_and_modes/presets/Modes and Presets/og-image/98ab45f8.png
/python/cloud/llamasheets/examples/LlamaSheets ExamplesCollection of examples demonstrating how to use the LlamaSheets API for spreadsheet understanding./og-image/fa036f7d.png
/python/cloud/llamasheets/examples/coding_agent/Using LlamaSheets with Coding AgentsStep-by-step guide to analyzing spreadsheet data extracted by LlamaSheets using Coding Agents/og-image/48b81fa4.png
/python/cloud/llamasheets/examples/llama_index/Using LlamaSheets with Custom Agents and WorkflowsStep-by-step guide to analyzing spreadsheet data extracted by LlamaSheets using custom agents and workflows/og-image/c96ef5b0.png
/python/cloud/llamasheets/getting_started/Getting StartedIntroduction to LlamaSheets, a new beta service for extracting regions and tables from spreadsheets./og-image/17f9d81d.png
/python/cloud/self_hosting/architecture/Architecture/og-image/1c051216.png
/python/cloud/self_hosting/cloud-specific-guides/azure/setup/Azure Setup Guide/og-image/72005f44.png
/python/cloud/self_hosting/cloud-specific-guides/azure/troubleshooting/Troubleshooting Guide/og-image/56809f2b.png
/python/cloud/self_hosting/cloud-specific-guides/azure/validation/Validation Guide/og-image/ed1e32d1.png
/python/cloud/self_hosting/cloud-specific-guides/overview/Overview/og-image/5f114f45.png
/python/cloud/self_hosting/configuration/auth-modes/Auth/og-image/17ccb200.png
/python/cloud/self_hosting/configuration/autoscaling-configuration/Autoscaling/og-image/d2b6c570.png
/python/cloud/self_hosting/configuration/db_and_queues/azure-service-bus/Azure Service Bus as Job Queue/og-image/feea8c27.png
/python/cloud/self_hosting/configuration/db_and_queues/overview/Overview/og-image/340c04a3.png
/python/cloud/self_hosting/configuration/file-storage/File Storage/og-image/b1691d0e.png
/python/cloud/self_hosting/configuration/global-admin/Global Admin Setup/og-image/5060f789.png
/python/cloud/self_hosting/configuration/ingress/Ingress/og-image/1a86e7ad.png
/python/cloud/self_hosting/configuration/llm_integrations/anthropic/Anthropic API Setup/og-image/32a6c49c.png
/python/cloud/self_hosting/configuration/llm_integrations/aws-bedrock/AWS Bedrock Setup/og-image/57c2b309.png
/python/cloud/self_hosting/configuration/llm_integrations/azure-openai/Azure OpenAI Setup/og-image/94522465.png
/python/cloud/self_hosting/configuration/llm_integrations/centralized-config/Centralized Provider Configuration/og-image/9653dcf1.png
/python/cloud/self_hosting/configuration/llm_integrations/google-gemini/Google Gemini API Setup/og-image/17ffc345.png
/python/cloud/self_hosting/configuration/llm_integrations/google-vertex-ai/Google Vertex AI Setup/og-image/11841396.png
/python/cloud/self_hosting/configuration/llm_integrations/openai/OpenAI Setup/og-image/7c979bca.png
/python/cloud/self_hosting/configuration/llm_integrations/overview/Overview/og-image/9f70208f.png
/python/cloud/self_hosting/faq/Frequently Asked Questions/og-image/25ad786a.png
/python/cloud/self_hosting/installation/Quick Start/og-image/2c54b5ed.png
/python/cloud/self_hosting/monitoring/monitoring/Monitoring/og-image/869bf851.png
/python/cloud/self_hosting/tuning/llamaparse-configuration/LlamaParse Configuration/og-image/8b23bc35.png
/python/cloud/self_hosting/tuning/llamaparse-throughput/LlamaParse Configuration - Throughput/og-image/613b451e.png
/python/cloud/self_hosting/tuning/service-configurations/Service Configurations/og-image/3297c39.png
/python/cloud/split/examples/Split ExamplesCollection of examples demonstrating how to use the Split API for document segmentation./og-image/823815c7.png
/python/cloud/split/examples/document_splitting/Splitting Concatenated DocumentsLearn how to split a PDF containing multiple documents into separate segments using AI-powered classification./og-image/83f9c28e.png
/python/cloud/split/getting_started/Getting StartedIntroduction to the Split API, a tool for automatically segmenting concatenated PDFs into logical document sections based on content categories./og-image/214ca9ad.png
/python/cloud/split/getting_started/api/API / SDK UsageGuide on how to use the Split REST API / SDK for automatically segmenting PDFs into logical document sections./og-image/277cea4f.png
/python/framework/Welcome to LlamaIndex 🦙 !/og-image/7078764a.png
/python/llamaagents/workflows/Introduction/og-image/7aee701e.png
/python/shared/mcp/MCP Documentation SearchConnect to our hosted MCP server to search LlamaIndex documentation/og-image/b8055cbf.png
/reference/API Reference/og-image/c415dbd.png
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Found 180 row(s).
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  • <h2> On this page [#starlight__on-this-page]
  • <h1> LlamaParse Configuration - Throughput [#_top]
    • <h2> Self-Hosting Documentation Access
  • <h1> Concurrency and Max Pages Configuration [#concurrency-and-max-pages-configuration]
    • <h2> Overview [#overview]
    • <h2> How It Works [#how-it-works]
      • <h3> Maximum Processable Pages Calculation [#maximum-processable-pages-calculation]
      • <h3> Default Max Pages by Parse Mode [#default-max-pages-by-parse-mode]
      • <h3> Model Concurrency Override [#model-concurrency-override]
    • <h2> How to Edit Concurrency Settings [#how-to-edit-concurrency-settings]
      • <h3> Option 1: Per model configuration (Recommended for Production) [#option-1-per-model-configuration-recommended-for-production]
      • <h3> Option 2 updated per parsing mode default concurrency [#option-2-updated-per-parsing-mode-default-concurrency]
      • <h3> Calculate the Impact [#calculate-the-impact]
    • <h2> Best Practices [#best-practices]
      • <h3> 1. Start Conservative [#1-start-conservative]
      • <h3> 2. Match Provider Limits [#2-match-provider-limits]
      • <h3> 3. Test Thoroughly [#3-test-thoroughly]
      • <h3> 4. Region-Aware Settings [#4-region-aware-settings]
      • <h3> Processing Pipeline Concurrency [#processing-pipeline-concurrency]
      • <h3> Queue Concurrency [#queue-concurrency]
      • <h3> How These Interact [#how-these-interact]
    • <h2> Best Practices [#best-practices-1]
      • <h3> 1. Start Conservative [#1-start-conservative-1]
      • <h3> 2. Match Provider Limits [#2-match-provider-limits-1]
      • <h3> 3. Test Thoroughly [#3-test-thoroughly-1]
      • <h3> 4. Region-Aware Settings [#4-region-aware-settings-1]
    • <h2> Troubleshooting [#troubleshooting]
      • <h3> Job Fails with “DOCUMENT_TOO_LARGE” Error [#job-fails-with-document_too_large-error]
      • <h3> Rate Limit Errors [#rate-limit-errors]
      • <h3> Lower Than Expected Max Pages [#lower-than-expected-max-pages]
      • <h3> Configuration Not Taking Effect [#configuration-not-taking-effect]
    • <h2> LlamaParse Configuration
    • <h2> Cookbooks
333/python/cloud/self_hosting/tuning/llamaparse-throughput/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Embedding Models [#_top]
  • <h1> Embedding Models [#embedding-models]
    • <h2> Microsoft SharePoint Data Source
    • <h2> Azure Embedding
53/python/cloud/llamacloud/integrations/embedding_models/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Data Sources [#_top]
  • <h1> Data Sources [#data-sources]
    • <h2> Qdrant
    • <h2> Azure Blob Storage Data Source
53/python/cloud/llamacloud/integrations/data_sources/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Data Sinks [#_top]
  • <h1> Data Sinks [#data-sinks]
    • <h2> Building RAG Applications with Index & Agents
    • <h2> AstraDB
53/python/cloud/llamacloud/integrations/data_sinks/
  • <h1> API Reference [#_top]
    • <h3> Libraries
    • <h3> API Overview
    • <h2> Enterprise Rollout
    • <h2> Parsing
52/reference/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Index API & Clients Guide [#_top]
    • <h3> App setup [#app-setup]
    • <h2> Create new index [#create-new-index]
      • <h3> Upload files [#upload-files]
      • <h3> Configure data sources [#configure-data-sources]
      • <h3> Configure data sinks [#configure-data-sinks]
      • <h3> Setup transformation and embedding config [#setup-transformation-and-embedding-config]
      • <h3> Create index (i.e. pipeline) [#create-index-ie-pipeline]
      • <h3> Add files to index [#add-files-to-index]
      • <h3> Add data sources to index [#add-data-sources-to-index]
      • <h3> Add documents to index [#add-documents-to-index]
    • <h2> Observe ingestion status & history [#observe-ingestion-status--history]
      • <h3> Get index status [#get-index-status]
    • <h2> Run search (i.e. retrieval endpoint) [#run-search-ie-retrieval-endpoint]
    • <h2> Index Status Monitoring
    • <h2> Index Framework Integration
172/python/cloud/llamacloud/guides/api_sdk/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Quickstart [#_top]
    • <h2> Install [#install]
    • <h2> Quick Start [#quick-start]
    • <h2> LlamaParse Agent Skills [#llamaparse-agent-skills]
      • <h3> Available Skills [#available-skills]
      • <h3> Installation [#installation]
    • <h2> Resources [#resources]
    • <h2> Overview of Parse
91/python/cloud/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Tables as Spreadsheet Options [#_top]
    • <h2> How It Works [#how-it-works]
    • <h2> Available Options [#available-options]
      • <h3> Enable Tables as Spreadsheet [#enable-tables-as-spreadsheet]
      • <h3> Automatic Sheet Naming [#automatic-sheet-naming]
    • <h2> Use Cases [#use-cases]
    • <h2> Complete API Request Example [#complete-api-request-example]
      • <h3> Parse the Document with PDF Export Enabled [#parse-the-document-with-pdf-export-enabled]
      • <h3> Retrieving the XLSX File [#retrieving-the-xlsx-file]
    • <h2> Spatial Text Output Options
    • <h2> Embedded Images Options
121/python/cloud/llamaparse/output_options/tables_as_spreadsheet/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Getting Started [#_top]
    • <h2> Overview [#overview]
      • <h3> Is LlamaExtract right for me? [#is-llamaextract-right-for-me]
    • <h2> Quick Start [#quick-start]
      • <h3> Using the web UI [#using-the-web-ui]
      • <h3> Get an API key [#get-an-api-key]
      • <h3> Use our libraries [#use-our-libraries]
      • <h3> REST API [#rest-api]
    • <h2> Parse with Additional Prompts
    • <h2> Using the Web UI
111/python/cloud/llamaextract/getting_started/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> LlamaExtract Privacy [#_top]
    • <h2> Resume Book Processing Agent
    • <h2> Getting Started
41/python/cloud/llamaextract/privacy/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Resume Book Processing Agent [#_top]
    • <h2> Getting the Resume Book [#getting-the-resume-book]
    • <h2> Overview [#overview]
    • <h2> Step 1: Upload File to LlamaCloud [#step-1-upload-file-to-llamacloud]
    • <h2> Step 2: Split Document into Categories [#step-2-split-document-into-categories]
    • <h2> Step 3: Define Extraction Schema and Extract Data [#step-3-define-extraction-schema-and-extract-data]
      • <h3> View Extracted Data [#view-extracted-data]
    • <h2> Step 4: Build a Workflow to Automate Everything [#step-4-build-a-workflow-to-automate-everything]
      • <h3> Key Workflow Concepts: [#key-workflow-concepts]
    • <h2> Next Steps [#next-steps]
    • <h2> Extracting Repeating Entities with Table Row Extaction
    • <h2> LlamaExtract Privacy
131/python/cloud/llamaextract/examples/split_and_extract_resume_book/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Classify SDK [#_top]
    • <h2> Setup [#setup]
    • <h2> Quick start [#quick-start]
    • <h2> Step-by-step (manual polling) [#step-by-step-manual-polling]
    • <h2> Classification modes [#classification-modes]
    • <h2> Notes [#notes]
    • <h2> Tips for writing good rules [#tips-for-writing-good-rules]
    • <h2> Getting Started
    • <h2> LlamaClassify Examples
101/python/cloud/llamaclassify/getting_started/sdk/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> S3 Data Source [#_top]
    • <h2> Configure via UI [#configure-via-ui]
    • <h2> Configure via API / Client [#configure-via-api--client]
    • <h2> AWS Required Permissions [#aws-required-permissions]
    • <h2> Microsoft OneDrive Data Source
    • <h2> Microsoft SharePoint Data Source
71/python/cloud/llamacloud/integrations/data_sources/s3/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> File Upload Data Source [#_top]
    • <h2> Configure via UI [#configure-via-ui]
    • <h2> Configure via API / Client [#configure-via-api--client]
    • <h2> Confluence Data Source
    • <h2> Google Drive Data Source
61/python/cloud/llamacloud/integrations/data_sources/file_upload/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Webhook [#_top]
    • <h2> How to use [#how-to-use]
    • <h2> Structured Output (Beta)
    • <h2> Job predictability
51/python/cloud/llamaparse/v1/features/webhook/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Overview of Parse [#_top]
    • <h2> Core Features [#core-features]
    • <h2> Get started on the cloud [#get-started-on-the-cloud]
    • <h2> Workflow [#workflow]
    • <h2> Why LlamaParse? [#why-llamaparse]
    • <h2> Quickstart
    • <h2> Getting Started
81/python/cloud/llamaparse/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Metadata Extensions [#_top]
    • <h2> Citations [#citations]
    • <h2> Reasoning [#reasoning]
    • <h2> Confidence Scores (Beta) [#confidence-scores-beta]
      • <h3> Performance Considerations [#performance-considerations]
      • <h3> Configuration and Usage [#configuration-and-usage]
    • <h2> Configuration Options
    • <h2> Performance Tips
91/python/cloud/llamaextract/features/extensions/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Classify Contract Types [#_top]
    • <h2> Install [#install]
    • <h2> Download Contracts [#download-contracts]
    • <h2> Connect to LlamaCloud [#connect-to-llamacloud]
    • <h2> Initialize a Client [#initialize-a-client]
    • <h2> Define Classification Rules [#define-classification-rules]
    • <h2> Classify Files [#classify-files]
    • <h2> LlamaClassify Examples
    • <h2> Getting Started
101/python/cloud/llamaclassify/examples/classify_contract_types/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> What is LiteParse? [#_top]
    • <h2> What can LiteParse do? [#what-can-liteparse-do]
    • <h2> Get started [#get-started]
    • <h2> Getting Started
51/liteparse/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Markdown Output Options [#_top]
    • <h2> Available Options [#available-options]
      • <h3> Annotate Links [#annotate-links]
      • <h3> Page Options [#page-options]
      • <h3> Table Options [#table-options]
    • <h2> Combined Configuration [#combined-configuration]
    • <h2> Complete API Request Example [#complete-api-request-example]
    • <h2> Cache Control
    • <h2> Spatial Text Output Options
101/python/cloud/llamaparse/output_options/markdown/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Layout Extraction [#_top]
    • <h2> Ignore document elements for layout detection [#ignore-document-elements-for-layout-detection]
    • <h2> Example [#example]
    • <h2> Cost [#cost]
    • <h2> Python Usage
    • <h2> Metadata
71/python/cloud/llamaparse/v1/features/layout_extraction/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Google Drive Data Source [#_top]
    • <h2> Configure via UI [#configure-via-ui]
    • <h2> Configure via API / Client [#configure-via-api--client]
    • <h2> File Upload Data Source
    • <h2> Jira Data Source
61/python/cloud/llamacloud/integrations/data_sources/google_drive/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Azure Embedding [#_top]
    • <h2> Configure via UI [#configure-via-ui]
    • <h2> Configure via API / Client [#configure-via-api--client]
    • <h2> Embedding Models
    • <h2> Bedrock Embedding
61/python/cloud/llamacloud/integrations/embedding_models/azure/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Getting Started [#_top]
    • <h2> Choose Your Setup [#choose-your-setup]
      • <h3> Get your API key [#get-your-api-key]
    • <h2> Resources [#resources]
    • <h2> Overview of Parse
    • <h2> LlamaParse Agent Skill
71/python/cloud/llamaparse/getting_started/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Structured Output (Beta) [#_top]
    • <h2> About Structured Output [#about-structured-output]
    • <h2> Supported Pre-defined Schemas [#supported-pre-defined-schemas]
    • <h2> imFeelingLucky [#imfeelinglucky]
    • <h2> Invoice [#invoice]
    • <h2> Resume [#resume]
    • <h2> Cache options
    • <h2> Webhook
91/python/cloud/llamaparse/v1/features/structured_output/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Composite Retrieval [#_top]
    • <h2> What is Composite Retrieval? [#what-is-composite-retrieval]
    • <h2> When do you need to use this? [#when-do-you-need-to-use-this]
    • <h2> Composite Retrieval Modes [#composite-retrieval-modes]
    • <h2> Advanced
    • <h2> Image Retrieval
71/python/cloud/llamacloud/retrieval/composite/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Job predictability [#_top]
    • <h2> Timeouts [#timeouts]
    • <h2> Job Quality [#job-quality]
    • <h2> Webhook
    • <h2> Selecting what to parse
61/python/cloud/llamaparse/v1/features/job_parameters/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Migration Guide: Parse Upload Endpoint v1 to v2 [#_top]
    • <h2> Overview of Changes [#overview-of-changes]
    • <h2> Key Differences [#key-differences]
      • <h3> v1 Endpoint [#v1-endpoint]
      • <h3> v2 Endpoints [#v2-endpoints]
    • <h2> Migration Steps [#migration-steps]
      • <h3> 1. Update the Endpoint URL [#1-update-the-endpoint-url]
      • <h3> 2. Choose the Appropriate Endpoint and Configuration [#2-choose-the-appropriate-endpoint-and-configuration]
      • <h3> 3. Replace Form Parameters with Configuration JSON [#3-replace-form-parameters-with-configuration-json]
      • <h3> 4. Migration Checklist [#4-migration-checklist]
    • <h2> Configuration Structure [#configuration-structure]
      • <h3> JSON Parsing (/parse) [#json-parsing-parse]
      • <h3> Multipart Upload (/parse/upload) [#multipart-upload-parseupload]
    • <h2> Parameter Mapping Reference [#parameter-mapping-reference]
      • <h3> Basic Options [#basic-options]
      • <h3> Always Enabled in v2 (Breaking Changes) [#always-enabled-in-v2-breaking-changes]
      • <h3> Configurable in v2 (Different v1 Defaults) [#configurable-in-v2-different-v1-defaults]
      • <h3> Tier-Based Parameter Migration [#tier-based-parameter-migration]
      • <h3> Removed/Deprecated Parameters [#removeddeprecated-parameters]
      • <h3> Webhook Configuration Breaking Changes [#webhook-configuration-breaking-changes]
      • <h3> Not Yet Implemented in v2 [#not-yet-implemented-in-v2]
      • <h3> New v2 Features (No v1 Equivalent) [#new-v2-features-no-v1-equivalent]
      • <h3> Crop Box Options [#crop-box-options]
      • <h3> Input Format Options [#input-format-options]
      • <h3> Processing Options [#processing-options]
      • <h3> Ignore Options [#ignore-options]
      • <h3> Output Options [#output-options]
      • <h3> Spatial Text Options [#spatial-text-options]
      • <h3> Processing Control [#processing-control]
    • <h2> Error Handling [#error-handling]
      • <h3> v1 Errors: [#v1-errors]
      • <h3> v2 Errors: [#v2-errors]
    • <h2> Image Output Control [#image-output-control]
      • <h3> Image Categories [#image-categories]
      • <h3> Examples [#examples]
    • <h2> Retrieving Results with Presigned URLs [#retrieving-results-with-presigned-urls]
      • <h3> Retrieving XLSX Files [#retrieving-xlsx-files]
      • <h3> Retrieving Exported PDFs [#retrieving-exported-pdfs]
      • <h3> Retrieving Images [#retrieving-images]
    • <h2> LlamaParse API v2 Guide
    • <h2> Tiers
421/python/cloud/llamaparse/migration-v1-to-v2/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Azure Service Bus as Job Queue [#_top]
    • <h2> Self-Hosting Documentation Access
    • <h2> Prerequisites [#prerequisites]
    • <h2> Configure via values.yaml (Recommended) [#configure-via-valuesyaml-recommended]
    • <h2> Configure via Kubernetes Secret (Optional) [#configure-via-kubernetes-secret-optional]
    • <h2> Verify [#verify]
    • <h2> Overview
    • <h2> Overview
91/python/cloud/self_hosting/configuration/db_and_queues/azure-service-bus/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Box Storage Data Source [#_top]
    • <h2> Configure via UI [#configure-via-ui]
    • <h2> 1. Developer Token Authentication Mechanism [#1-developer-token-authentication-mechanism]
    • <h2> 2. Client Credential Grant Authentication Mechanism [#2-client-credential-grant-authentication-mechanism]
      • <h3> Setting up Box CCG Credentials [#setting-up-box-ccg-credentials]
      • <h3> 1. Client Credential Grant Authentication Mechanism using an Enterprise ID [#1-client-credential-grant-authentication-mechanism-using-an-enterprise-id]
      • <h3> 2. Client Credential Grant Authentication Mechanism using a User ID [#2-client-credential-grant-authentication-mechanism-using-a-user-id]
    • <h2> Configure via API / Client [#configure-via-api--client]
    • <h2> Azure Blob Storage Data Source
    • <h2> Confluence Data Source
111/python/cloud/llamacloud/integrations/data_sources/box/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Ingress [#_top]
    • <h2> Self-Hosting Documentation Access
    • <h2> Requirements [#requirements]
    • <h2> Helm Chart Configuration [#helm-chart-configuration]
      • <h3> Ingress Route Details [#ingress-route-details]
      • <h3> TLS Configuration [#tls-configuration]
    • <h2> Self-Managed Ingress [#self-managed-ingress]
      • <h3> BACKEND_URL Configuration [#backend_url-configuration]
    • <h2> Common Issues [#common-issues]
    • <h2> File Storage
    • <h2> Overview
121/python/cloud/self_hosting/configuration/ingress/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Processing Control [#_top]
    • <h2> Timeouts [#timeouts]
      • <h3> Base Timeout [#base-timeout]
      • <h3> Extra Time Per Page [#extra-time-per-page]
    • <h2> Job Failure Conditions [#job-failure-conditions]
      • <h3> Allowed Page Failure Ratio [#allowed-page-failure-ratio]
      • <h3> Fail on Image Extraction Error [#fail-on-image-extraction-error]
      • <h3> Fail on Image OCR Error [#fail-on-image-ocr-error]
      • <h3> Fail on Markdown Reconstruction Error [#fail-on-markdown-reconstruction-error]
      • <h3> Fail on Buggy Font [#fail-on-buggy-font]
    • <h2> Combined Configuration [#combined-configuration]
    • <h2> Complete API Request Example [#complete-api-request-example]
    • <h2> Cost Optimizer
    • <h2> LlamaParse Examples
151/python/cloud/llamaparse/processing_options/processing_control/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Azure OpenAI Setup [#_top]
    • <h2> Self-Hosting Documentation Access
    • <h2> Prerequisites [#prerequisites]
    • <h2> Environment Variables [#environment-variables]
      • <h3> Environment Variable Pattern [#environment-variable-pattern]
      • <h3> Supported Models [#supported-models]
    • <h2> Configuration [#configuration]
      • <h3> Step 1: Gather Azure OpenAI Information [#step-1-gather-azure-openai-information]
      • <h3> Step 2: Create Kubernetes Secret [#step-2-create-kubernetes-secret]
      • <h3> Step 3: Configure Helm Values [#step-3-configure-helm-values]
    • <h2> Finding Azure OpenAI Configuration Values [#finding-azure-openai-configuration-values]
      • <h3> Base URL [#base-url]
      • <h3> API Key [#api-key]
      • <h3> Deployment Name [#deployment-name]
      • <h3> API Version [#api-version]
    • <h2> Verification [#verification]
    • <h2> Troubleshooting [#troubleshooting]
      • <h3> Common Issues [#common-issues]
      • <h3> Debug Steps [#debug-steps]
    • <h2> OpenAI Setup
    • <h2> Anthropic API Setup
221/python/cloud/self_hosting/configuration/llm_integrations/azure-openai/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Google Vertex AI Setup [#_top]
    • <h2> Self-Hosting Documentation Access
    • <h2> Prerequisites [#prerequisites]
    • <h2> Environment Variables [#environment-variables]
    • <h2> Configuration [#configuration]
      • <h3> Step 1: Setup Google Cloud Project [#step-1-setup-google-cloud-project]
      • <h3> Step 2: Create Service Account [#step-2-create-service-account]
      • <h3> Step 3: Generate Service Account Key [#step-3-generate-service-account-key]
      • <h3> Step 4: Create Kubernetes Secret [#step-4-create-kubernetes-secret]
      • <h3> Step 5: Configure Helm Values [#step-5-configure-helm-values]
    • <h2> Verification [#verification]
    • <h2> Troubleshooting [#troubleshooting]
      • <h3> Common Issues [#common-issues]
      • <h3> Debug Steps [#debug-steps]
    • <h2> Google Gemini API Setup
    • <h2> Centralized Provider Configuration
171/python/cloud/self_hosting/configuration/llm_integrations/google-vertex-ai/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Getting Started [#_top]
    • <h2> Overview [#overview]
      • <h3> Is Split right for me? [#is-split-right-for-me]
      • <h3> Key Features [#key-features]
    • <h2> Quick Start [#quick-start]
      • <h3> Get an API key [#get-an-api-key]
      • <h3> API/SDK Usage [#apisdk-usage]
      • <h3> Typical Flow [#typical-flow]
    • <h2> Pricing [#pricing]
    • <h2> API Reference [#api-reference]
    • <h2> Classify Contract Types
    • <h2> API/SDK Usage
131/python/cloud/split/getting_started/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Parse All PDFs in a Folder with LlamaParse [#_top]
    • <h2> Setup [#setup]
      • <h3> Environment Variables [#environment-variables]
      • <h3> Install Dependencies [#install-dependencies]
    • <h2> Quick Start [#quick-start]
      • <h3> Download Example PDFs [#download-example-pdfs]
    • <h2> Use Asyncio and Semaphore with LlamaParse [#use-asyncio-and-semaphore-with-llamaparse]
    • <h2> Example Output [#example-output]
    • <h2> How It Works [#how-it-works]
    • <h2> Quick Start: Parse a PDF & Interpret Outputs
    • <h2> Parse Charts in PDFs and Analyze with Pandas
121/python/cloud/llamaparse/tutorials/async_parse_folder/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Azure Blob Storage Data Source [#_top]
    • <h2> Configure via UI [#configure-via-ui]
    • <h2> 1. Account Key Authentication Mechanism [#1-account-key-authentication-mechanism]
    • <h2> 2. Service Principal Authentication Mechanism [#2-service-principal-authentication-mechanism]
    • <h2> 3. SAS URL Authentication Mechanism [#3-sas-url-authentication-mechanism]
    • <h2> Configure via API / Client [#configure-via-api--client]
    • <h2> Data Sources
    • <h2> Box Storage Data Source
91/python/cloud/llamacloud/integrations/data_sources/azure_blob/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Using the Web UI [#_top]
    • <h2> Login [#login]
    • <h2> Creating an Extraction Agent [#creating-an-extraction-agent]
    • <h2> Defining the Extraction Schema [#defining-the-extraction-schema]
      • <h3> Using the Schema Builder [#using-the-schema-builder]
      • <h3> Using the Raw Editor [#using-the-raw-editor]
      • <h3> Saving the Extraction Agent [#saving-the-extraction-agent]
      • <h3> Restoring a previous version of the Extraction Agent Configuration [#restoring-a-previous-version-of-the-extraction-agent-configuration]
      • <h3> Other Settings [#other-settings]
    • <h2> Running an Extraction [#running-an-extraction]
      • <h3> Viewing Past extractions [#viewing-past-extractions]
    • <h2> Next steps [#next-steps]
    • <h2> Getting Started
    • <h2> SDK Usage
151/python/cloud/llamaextract/getting_started/web_ui/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Quick Start: Parse a PDF & Interpret Outputs [#_top]
    • <h2> 1. Setup & Connect to LlamaParse [#1-setup--connect-to-llamaparse]
    • <h2> 2. Upload and Parse a PDF [#2-upload-and-parse-a-pdf]
      • <h3> Choosing expand outputs [#choosing-expand-outputs]
    • <h2> 3. Interpreting the Outputs [#3-interpreting-the-outputs]
      • <h3> Text view (result.text) [#text-view-resulttext]
      • <h3> Markdown view (result.markdown) [#markdown-view-resultmarkdown]
      • <h3> Items view (result.items) [#items-view-resultitems]
      • <h3> Metadata view (result.metadata) [#metadata-view-resultmetadata]
    • <h2> LlamaParse Examples
    • <h2> Parse All PDFs in a Folder with LlamaParse
121/python/cloud/llamaparse/tutorials/parse_pdf_outputs/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Page Ranges [#_top]
    • <h2> How It Works [#how-it-works]
    • <h2> Configuration [#configuration]
    • <h2> Examples [#examples]
      • <h3> Process First 5 Pages Only [#process-first-5-pages-only]
      • <h3> Process Specific Pages [#process-specific-pages]
      • <h3> Process Single Page [#process-single-page]
      • <h3> Process Page Ranges [#process-page-ranges]
    • <h2> Complete API Request Example [#complete-api-request-example]
    • <h2> Crop Box
    • <h2> HTML Options
121/python/cloud/llamaparse/input_options/page_ranges/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> AWS Bedrock Setup [#_top]
    • <h2> Self-Hosting Documentation Access
    • <h2> Prerequisites [#prerequisites]
    • <h2> Environment Variables [#environment-variables]
      • <h3> Basic Configuration [#basic-configuration]
      • <h3> Model Version Overrides (Optional) [#model-version-overrides-optional]
    • <h2> Configuration [#configuration]
      • <h3> Method 1: IAM Roles for Service Accounts (Recommended) [#method-1-iam-roles-for-service-accounts-recommended]
      • <h3> Method 2: Static AWS Credentials [#method-2-static-aws-credentials]
    • <h2> AWS Bedrock Inference Profiles [#aws-bedrock-inference-profiles]
      • <h3> When to Use Inference Profiles [#when-to-use-inference-profiles]
      • <h3> Inference Profile ID Format [#inference-profile-id-format]
      • <h3> Finding Inference Profile IDs [#finding-inference-profile-ids]
      • <h3> Configuration with Inference Profiles [#configuration-with-inference-profiles]
    • <h2> Verification [#verification]
    • <h2> Troubleshooting [#troubleshooting]
      • <h3> Common Issues [#common-issues]
      • <h3> Debug Steps [#debug-steps]
    • <h2> Anthropic API Setup
    • <h2> Google Gemini API Setup
211/python/cloud/self_hosting/configuration/llm_integrations/aws-bedrock/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Splitting Concatenated Documents [#_top]
    • <h2> Use Case [#use-case]
    • <h2> Example Document [#example-document]
    • <h2> Setup [#setup]
    • <h2> Step 1: Upload the PDF [#step-1-upload-the-pdf]
    • <h2> Step 2: Create a Split Job [#step-2-create-a-split-job]
    • <h2> Step 3: Poll for Completion [#step-3-poll-for-completion]
    • <h2> Step 4: Analyze Results [#step-4-analyze-results]
      • <h3> Expected Output [#expected-output]
    • <h2> Controlling uncategorized pages [#controlling-uncategorized-pages]
    • <h2> Next Steps [#next-steps]
    • <h2> API/SDK Usage
    • <h2> Split Examples
141/python/cloud/split/examples/document_splitting/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Pricing [#_top]
    • <h2> Credit Rates [#credit-rates]
    • <h2> Parsing [#parsing]
    • <h2> Indexing [#indexing]
    • <h2> Extraction [#extraction]
    • <h2> Split [#split]
    • <h2> Classification [#classification]
    • <h2> Sheets [#sheets]
    • <h2> Agents [#agents]
    • <h2> API Key
    • <h2> Organizations
121/python/cloud/general/pricing/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Gemini Embedding [#_top]
    • <h2> Configure via UI [#configure-via-ui]
    • <h2> Configure via API / Client [#configure-via-api--client]
    • <h2> Cohere Embedding
    • <h2> HuggingFace Embedding
61/python/cloud/llamacloud/integrations/embedding_models/gemini/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Modes and Presets [#_top]
    • <h2> Cost-effective [#cost-effective]
      • <h3> Under the Hood [#under-the-hood]
    • <h2> Agentic [#agentic]
      • <h3> Under the Hood [#under-the-hood-1]
    • <h2> Agentic Plus [#agentic-plus]
      • <h3> Under the Hood [#under-the-hood-2]
    • <h2> Use Case Specific Presets [#use-case-specific-presets]
      • <h3> Invoices [#invoices]
      • <h3> Scientific Paper [#scientific-paper]
      • <h3> Technical Documentation [#technical-documentation]
      • <h3> Forms [#forms]
    • <h2> Parse with Additional Prompts
    • <h2> Advanced Parsing Modes
151/python/cloud/llamaparse/v1/presets_and_modes/presets/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> LlamaClassify Examples [#_top]
    • <h2> Classify SDK
    • <h2> Classify Contract Types
41/python/cloud/llamaclassify/examples/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> LlamaExtract Examples [#_top]
    • <h2> Performance Tips
    • <h2> Auto-Generate Schema for Extraction
41/python/cloud/llamaextract/examples/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> OCR Options [#_top]
    • <h2> Configuration [#configuration]
    • <h2> Available Options [#available-options]
      • <h3> Languages [#languages]
    • <h2> Examples [#examples]
      • <h3> Single Language [#single-language]
      • <h3> Multiple Languages [#multiple-languages]
    • <h2> Complete API Request Example [#complete-api-request-example]
    • <h2> Ignore Options
    • <h2> Table Extraction
111/python/cloud/llamaparse/processing_options/ocr_options/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Getting Started [#_top]
    • <h2> Basic Usage [#basic-usage]
      • <h3> Lower-Level Usage [#lower-level-usage]
    • <h2> Understanding the Output Format [#understanding-the-output-format]
      • <h3> Job Result Structure [#job-result-structure]
      • <h3> Region Table Data (Parquet Files) [#region-table-data-parquet-files]
      • <h3> Cell Metadata (Parquet Files) [#cell-metadata-parquet-files]
      • <h3> Downloading Results [#downloading-results]
    • <h2> Beta Limitations [#beta-limitations]
    • <h2> Learn More [#learn-more]
    • <h2> Using LlamaSheets with Custom Agents and Workflows
    • <h2> Getting Started
131/python/cloud/llamasheets/getting_started/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Centralized Provider Configuration [#_top]
    • <h2> Self-Hosting Documentation Access
    • <h2> Use Cases [#use-cases]
    • <h2> Configuration Structure [#configuration-structure]
    • <h2> Supported Providers [#supported-providers]
      • <h3> OpenAI (Fully Supported) [#openai-fully-supported]
      • <h3> Anthropic (Fully Supported) [#anthropic-fully-supported]
      • <h3> Azure OpenAI (Fully Supported) [#azure-openai-fully-supported]
    • <h2> Common Use Cases [#common-use-cases]
      • <h3> Custom API Gateway [#custom-api-gateway]
    • <h2> Verification [#verification]
    • <h2> Google Vertex AI Setup
    • <h2> Autoscaling
141/python/cloud/self_hosting/configuration/llm_integrations/centralized-config/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Split Examples [#_top]
    • <h2> Splitting Concatenated Documents
    • <h2> LlamaSheets Examples
41/python/cloud/split/examples/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> LlamaParse Examples [#_top]
    • <h2> Processing Control
    • <h2> Quick Start: Parse a PDF & Interpret Outputs
41/python/cloud/llamaparse/tutorials/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Index Framework Integration [#_top]
    • <h2> Create new index [#create-new-index]
    • <h2> Connect to existing index [#connect-to-existing-index]
    • <h2> Use index in RAG/agent application [#use-index-in-ragagent-application]
    • <h2> Index API & Clients Guide
    • <h2> Index No-code UI Guide
71/python/cloud/llamacloud/guides/framework_integration/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Parse with Additional Prompts [#_top]
    • <h2> Setup [#setup]
    • <h2> Parse Receipt With No Instructions [#parse-receipt-with-no-instructions]
    • <h2> Parse Receipt With Instructions [#parse-receipt-with-instructions]
    • <h2> Parse and Analyze Excel Spreadsheets with LlamaParse
    • <h2> Getting Started
71/python/cloud/llamaparse/v1/examples/parse_with_prompts/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Tiers [#_top]
    • <h2> Versioning and Requirements [#versioning-and-requirements]
      • <h3> Tier Versioning [#tier-versioning]
      • <h3> Mandatory Tier Selection [#mandatory-tier-selection]
    • <h2> Available Tiers [#available-tiers]
      • <h3> Agentic Plus [#agentic-plus]
      • <h3> Agentic [#agentic]
      • <h3> Cost Effective [#cost-effective]
      • <h3> Fast [#fast]
    • <h2> Example API Request [#example-api-request]
    • <h2> Migration Guide: Parse Upload Endpoint v1 to v2
    • <h2> Retrieving Results
131/python/cloud/llamaparse/basics/tiers/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> API Key [#_top]
    • <h2> Generate a New API Key [#generate-a-new-api-key]
    • <h2> Managing Your API Keys [#managing-your-api-keys]
    • <h2> Using Your API Key [#using-your-api-key]
    • <h2> API Key Scope [#api-key-scope]
    • <h2> Security Best Practices [#security-best-practices]
    • <h2> Image Retrieval
    • <h2> Pricing
91/python/cloud/general/api_key/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Rate Limits [#_top]
    • <h2> Rate Limit Response [#rate-limit-response]
    • <h2> Webhooks
    • <h2> Supported Document Types
51/python/cloud/general/rate_limits/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Extract Data from Financial Reports - with Citations and Reasoning [#_top]
    • <h2> Connect to Llama Cloud [#connect-to-llama-cloud]
    • <h2> Extract Data with Llama Extract Agent [#extract-data-with-llama-extract-agent]
      • <h3> Provide Your Custom Schema [#provide-your-custom-schema]
      • <h3> Set Up Citations and Reasoning [#set-up-citations-and-reasoning]
      • <h3> Demo Time - Download a PDF and Extract Data with Citations [#demo-time---download-a-pdf-and-extract-data-with-citations]
      • <h3> Inspect Citations and Reasoning [#inspect-citations-and-reasoning]
    • <h2> What’s Next? [#whats-next]
    • <h2> Production Extraction: Batch Processing, Polling, and Latency Management
    • <h2> Extracting Repeating Entities with Table Row Extaction
111/python/cloud/llamaextract/examples/extract_data_with_citations/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Overview [#_top]
    • <h2> Self-Hosting Documentation Access
    • <h2> ☁️ Microsoft Azure [#️-microsoft-azure]
    • <h2> 🟠 Amazon Web Services (AWS) [#-amazon-web-services-aws]
    • <h2> 🔵 Google Cloud Platform (GCP) [#-google-cloud-platform-gcp]
    • <h2> Architecture
    • <h2> Azure Setup Guide
81/python/cloud/self_hosting/cloud-specific-guides/overview/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Ignore Options [#_top]
    • <h2> Configuration [#configuration]
    • <h2> Available Options [#available-options]
      • <h3> Ignore Diagonal Text [#ignore-diagonal-text]
      • <h3> Ignore Text in Images [#ignore-text-in-images]
      • <h3> Ignore Hidden Text [#ignore-hidden-text]
    • <h2> Combined Configuration [#combined-configuration]
    • <h2> Complete API Request Example [#complete-api-request-example]
    • <h2> Webhook Configurations
    • <h2> OCR Options
111/python/cloud/llamaparse/processing_options/ignore_options/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> LlamaExtract Core Concepts [#_top]
    • <h2> Data Schema [#data-schema]
      • <h3> How to define your schema [#how-to-define-your-schema]
    • <h2> Extraction Target [#extraction-target]
    • <h2> REST API
    • <h2> Schema Design and Restrictions
71/python/cloud/llamaextract/features/concepts/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> AstraDB [#_top]
    • <h2> Configure via UI [#configure-via-ui]
    • <h2> Configure via API / Client [#configure-via-api--client]
    • <h2> Configuration Parameters [#configuration-parameters]
    • <h2> Prerequisites [#prerequisites]
    • <h2> Getting Started with AstraDB [#getting-started-with-astradb]
      • <h3> 1. Create an AstraDB Database [#1-create-an-astradb-database]
      • <h3> 2. Generate an Application Token [#2-generate-an-application-token]
      • <h3> 3. Configure the Data Sink [#3-configure-the-data-sink]
    • <h2> Filter Syntax [#filter-syntax]
    • <h2> Data Sinks
    • <h2> Azure AI Search
131/python/cloud/llamacloud/integrations/data_sinks/astradb/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Extracting Repeating Entities with Table Row Extaction [#_top]
    • <h2> Why Use the Tabular Extraction Target? [#why-use-the-tabular-extraction-target]
      • <h3> Entity-Level Extraction [#entity-level-extraction]
      • <h3> Choosing the Right Extraction Target [#choosing-the-right-extraction-target]
    • <h2> Table of Hospitals by County and Insurance Plans [#table-of-hospitals-by-county-and-insurance-plans]
      • <h3> Example 1: Structured Table [#example-1-structured-table]
      • <h3> Results [#results]
    • <h2> Extracting from a Toy Catalog [#extracting-from-a-toy-catalog]
      • <h3> Example 2: Semi-Structured List [#example-2-semi-structured-list]
      • <h3> Results [#results-1]
    • <h2> Summary [#summary]
    • <h2> Extract Data from Financial Reports - with Citations and Reasoning
    • <h2> Resume Book Processing Agent
141/python/cloud/llamaextract/examples/extract_repeating_entities/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Microsoft SharePoint Data Source [#_top]
    • <h2> Authentication Setup [#authentication-setup]
      • <h3> Option 1: Tenant-wide Access (Traditional) [#option-1-tenant-wide-access-traditional]
      • <h3> Option 2: Site-specific Access (Recommended for Security) [#option-2-site-specific-access-recommended-for-security]
    • <h2> Configure via UI [#configure-via-ui]
    • <h2> Configure via API / Client [#configure-via-api--client]
    • <h2> S3 Data Source
    • <h2> Embedding Models
91/python/cloud/llamacloud/integrations/data_sources/sharepoint/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Troubleshooting Guide [#_top]
    • <h2> Self-Hosting Documentation Access
    • <h2> General Debugging Commands [#general-debugging-commands]
      • <h3> Pod Status and Logs [#pod-status-and-logs]
      • <h3> Service and Secret Status [#service-and-secret-status]
    • <h2> Database Connection Issues [#database-connection-issues]
      • <h3> PostgreSQL Connection Problems [#postgresql-connection-problems]
      • <h3> Redis Connection Issues [#redis-connection-issues]
    • <h2> Service Bus Connection Issues [#service-bus-connection-issues]
    • <h2> Cosmos DB (MongoDB) Issues [#cosmos-db-mongodb-issues]
    • <h2> Storage Issues [#storage-issues]
      • <h3> Blob Storage / S3Proxy Problems [#blob-storage--s3proxy-problems]
    • <h2> Azure OpenAI Issues [#azure-openai-issues]
      • <h3> Model Deployment Problems [#model-deployment-problems]
    • <h2> Authentication Issues [#authentication-issues]
      • <h3> Microsoft Entra ID OIDC Problems [#microsoft-entra-id-oidc-problems]
    • <h2> Pod-Specific Issues [#pod-specific-issues]
      • <h3> Backend Pod Issues [#backend-pod-issues]
      • <h3> Frontend Pod Issues [#frontend-pod-issues]
      • <h3> Jobs Worker Issues [#jobs-worker-issues]
    • <h2> Network and Security Issues [#network-and-security-issues]
      • <h3> AKS Networking Problems [#aks-networking-problems]
      • <h3> Ingress Issues [#ingress-issues]
    • <h2> Performance Issues [#performance-issues]
      • <h3> Slow Performance [#slow-performance]
      • <h3> Memory/CPU Issues [#memorycpu-issues]
    • <h2> Error Code Reference [#error-code-reference]
      • <h3> Common HTTP Errors [#common-http-errors]
      • <h3> Common Database Errors [#common-database-errors]
    • <h2> Getting Help [#getting-help]
      • <h3> Collect Diagnostic Information [#collect-diagnostic-information]
      • <h3> Contact Support [#contact-support]
    • <h2> Validation Guide
    • <h2> Auth
351/python/cloud/self_hosting/cloud-specific-guides/azure/troubleshooting/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Organizations [#_top]
    • <h2> Pricing
    • <h2> Regions
41/python/cloud/general/organizations/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Parsing instructions (deprecated) [#_top]
    • <h2> content_guideline_instruction (deprecated) [#content_guideline_instruction-deprecated]
    • <h2> complemental_formatting_instruction (deprecated) [#complemental_formatting_instruction-deprecated]
    • <h2> formatting_instruction (deprecated) [#formatting_instruction-deprecated]
    • <h2> LlamaParse Document Pipeline Triggers
    • <h2> Prompts
71/python/cloud/llamaparse/v1/features/parsing_instructions/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Auto-Generate Schema for Extraction [#_top]
    • <h2> Generating a Schema with an Example and/or Prompt [#generating-a-schema-with-an-example-andor-prompt]
    • <h2> Editing the Generated Schema [#editing-the-generated-schema]
    • <h2> Publish Configuration and Run Extraction [#publish-configuration-and-run-extraction]
    • <h2> LlamaExtract Examples
    • <h2> Production Extraction: Batch Processing, Polling, and Latency Management
71/python/cloud/llamaextract/examples/auto_generate_schema_for_extraction/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Parse Charts in PDFs and Analyze with Pandas [#_top]
    • <h2> 1. Setup [#1-setup]
    • <h2> 2. Parse with Specialized Chart Parsing [#2-parse-with-specialized-chart-parsing]
    • <h2> 3. Get Table Data from Page 3 [#3-get-table-data-from-page-3]
    • <h2> 4. Load the Fiscal-Year Chart into Pandas [#4-load-the-fiscal-year-chart-into-pandas]
    • <h2> 5. Analyze Deficit vs. Net Operating Cost [#5-analyze-deficit-vs-net-operating-cost]
    • <h2> Summary [#summary]
    • <h2> Parse All PDFs in a Folder with LlamaParse
    • <h2> Parse with Additional Prompts
101/python/cloud/llamaparse/tutorials/parse_charts_pandas/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Schema Design and Restrictions [#_top]
    • <h2> How to define your schema [#how-to-define-your-schema]
    • <h2> Schema Restrictions [#schema-restrictions]
    • <h2> Tips & Best Practices [#tips--best-practices]
    • <h2> Automatic Schema Generation [#automatic-schema-generation]
      • <h3> Using the REST API [#using-the-rest-api]
    • <h2> Defining Schemas with SDKs [#defining-schemas-with-sdks]
      • <h3> Using Pydantic (Recommended) [#using-pydantic-recommended]
      • <h3> Using JSON Schema [#using-json-schema]
      • <h3> Using Zod (Recommended) [#using-zod-recommended]
      • <h3> Using JSON Schema [#using-json-schema-1]
    • <h2> LlamaExtract Core Concepts
    • <h2> Configuration Options
141/python/cloud/llamaextract/features/schema_design/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Milvus [#_top]
    • <h2> Configure via UI [#configure-via-ui]
    • <h2> Configure via API / Client [#configure-via-api--client]
    • <h2> Managed Data Sink
    • <h2> MongoDB Atlas Vector Search
61/python/cloud/llamacloud/integrations/data_sinks/milvus/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Parsing options [#_top]
    • <h2> Set language [#set-language]
    • <h2> Disable OCR [#disable-ocr]
    • <h2> Skip diagonal text [#skip-diagonal-text]
    • <h2> Do not unroll columns [#do-not-unroll-columns]
    • <h2> Target pages [#target-pages]
    • <h2> Page separator [#page-separator]
    • <h2> Page prefix and suffix [#page-prefix-and-suffix]
    • <h2> Bounding box [#bounding-box]
    • <h2> Take screenshot [#take-screenshot]
    • <h2> Disable image extraction [#disable-image-extraction]
    • <h2> Extract multiple table per sheet in spreadsheet [#extract-multiple-table-per-sheet-in-spreadsheet]
    • <h2> Force re-computation of cells containing formulas in spreadsheet [#force-re-computation-of-cells-containing-formulas-in-spreadsheet]
    • <h2> Output table as HTML in markdown [#output-table-as-html-in-markdown]
    • <h2> Preserve alignment across pages [#preserve-alignment-across-pages]
    • <h2> Preserve very small text [#preserve-very-small-text]
    • <h2> Hide headers [#hide-headers]
    • <h2> Hide footers [#hide-footers]
    • <h2> Page header/footer prefix/suffix [#page-headerfooter-prefixsuffix]
    • <h2> Merge tables across pages in markdown [#merge-tables-across-pages-in-markdown]
    • <h2> Extract out of bounds content in presentation slides [#extract-out-of-bounds-content-in-presentation-slides]
    • <h2> Output
    • <h2> Multimodal Parsing
241/python/cloud/llamaparse/v1/features/parsing_options/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> MongoDB Atlas Vector Search [#_top]
    • <h2> Configure via UI [#configure-via-ui]
    • <h2> Configure via API / Client [#configure-via-api--client]
    • <h2> How to Index Fields for Vector Search [#how-to-index-fields-for-vector-search]
      • <h3> Required Access [#required-access]
      • <h3> Procedure [#procedure]
    • <h2> Milvus
    • <h2> Pinecone
91/python/cloud/llamacloud/integrations/data_sinks/mongodb/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Parsing & Transformation [#_top]
    • <h2> Parser Settings [#parser-settings]
      • <h3> Default Parsing Behavior [#default-parsing-behavior]
    • <h2> Transformation Settings [#transformation-settings]
      • <h3> Auto Mode [#auto-mode]
      • <h3> Advanced Mode [#advanced-mode]
      • <h3> Segmentation Configuration [#segmentation-configuration]
      • <h3> Chunking Configuration [#chunking-configuration]
    • <h2> Embedding Model [#embedding-model]
    • <h2> Sparse Model Configuration [#sparse-model-configuration]
      • <h3> Available Sparse Models [#available-sparse-models]
      • <h3> Configuration [#configuration]
      • <h3> Usage in Retrieval [#usage-in-retrieval]
    • <h2> Multi-Environments
    • <h2> Basic
161/python/cloud/llamacloud/parsing_transformation/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Using LlamaSheets with Coding Agents [#_top]
    • <h2> Setup Guide [#setup-guide]
      • <h3> Step 1: Create Your Project Directory [#step-1-create-your-project-directory]
      • <h3> Step 2: Install Dependencies [#step-2-install-dependencies]
      • <h3> Step 3: Set Up Environment Variables [#step-3-set-up-environment-variables]
      • <h3> Step 4: Create a CLAUDE.md File [#step-4-create-a-claudemd-file]
      • <h3> Step 5: Create an Extraction Helper Script [#step-5-create-an-extraction-helper-script]
      • <h3> Step 6: Generate Sample Data (Optional) [#step-6-generate-sample-data-optional]
      • <h3> Step 7: Extract Your First Spreadsheet [#step-7-extract-your-first-spreadsheet]
      • <h3> Step 8: Open Your Project with your Agent [#step-8-open-your-project-with-your-agent]
    • <h2> Common Workflows [#common-workflows]
      • <h3> Workflow 1: Understanding a New Spreadsheet [#workflow-1-understanding-a-new-spreadsheet]
      • <h3> Workflow 2: Generating Analysis Scripts [#workflow-2-generating-analysis-scripts]
      • <h3> Workflow 3: Using Cell Metadata to Understand Structure [#workflow-3-using-cell-metadata-to-understand-structure]
      • <h3> Workflow 4: Building Complete Automation [#workflow-4-building-complete-automation]
    • <h2> LlamaSheets Examples
    • <h2> Using LlamaSheets with Custom Agents and Workflows
181/python/cloud/llamasheets/examples/coding_agent/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> REST API [#_top]
    • <h2> Quickstart [#quickstart]
      • <h3> Create a new agent [#create-a-new-agent]
      • <h3> Upload a document [#upload-a-document]
      • <h3> Run an extraction job [#run-an-extraction-job]
      • <h3> Poll for extraction job status [#poll-for-extraction-job-status]
      • <h3> Get the results of an extraction job [#get-the-results-of-an-extraction-job]
    • <h2> Full API documentation [#full-api-documentation]
    • <h2> SDK Usage
    • <h2> LlamaExtract Core Concepts
111/python/cloud/llamaextract/getting_started/api/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Architecture [#_top]
    • <h2> Self-Hosting Documentation Access
    • <h2> Overview [#overview]
    • <h2> Databases, Queues, and File Stores [#databases-queues-and-file-stores]
    • <h2> Internal Services [#internal-services]
      • <h3> LlamaCloud Frontend [#llamacloud-frontend]
      • <h3> LlamaCloud Backend [#llamacloud-backend]
      • <h3> LlamaCloud Jobs Service [#llamacloud-jobs-service]
      • <h3> LlamaCloud Jobs Worker [#llamacloud-jobs-worker]
      • <h3> LlamaCloud Usage Service [#llamacloud-usage-service]
      • <h3> LlamaParse Service [#llamaparse-service]
      • <h3> LlamaParse OCR Service [#llamaparse-ocr-service]
    • <h2> Frequently Asked Questions
    • <h2> Overview
151/python/cloud/self_hosting/architecture/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> HuggingFace Embedding [#_top]
    • <h2> Configure via UI [#configure-via-ui]
    • <h2> Configure via API / Client [#configure-via-api--client]
    • <h2> Gemini Embedding
    • <h2> OpenAI Embedding
61/python/cloud/llamacloud/integrations/embedding_models/huggingface/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Auth [#_top]
    • <h2> Self-Hosting Documentation Access
    • <h2> Basic Auth (Email/Password) [#basic-auth-emailpassword]
      • <h3> Configuration [#configuration]
    • <h2> OIDC (OpenID Connect) [#oidc-openid-connect]
      • <h3> Requirements [#requirements]
    • <h2> Possible Gotchas [#possible-gotchas]
    • <h2> Popular IdPs that support OIDC [#popular-idps-that-support-oidc]
    • <h2> Troubleshooting Guide
    • <h2> File Storage
111/python/cloud/self_hosting/configuration/auth-modes/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Python Usage [#_top]
    • <h2> Python options [#python-options]
    • <h2> Number of workers [#number-of-workers]
    • <h2> Check interval [#check-interval]
    • <h2> Verbose mode [#verbose-mode]
    • <h2> Use with SimpleDirectoryReader [#use-with-simpledirectoryreader]
    • <h2> Direct usage [#direct-usage]
    • <h2> Large document partitioning [#large-document-partitioning]
    • <h2> Multimodal Parsing
    • <h2> Layout Extraction
111/python/cloud/llamaparse/v1/features/python_usage/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Embedded Images Options [#_top]
    • <h2> How It Works [#how-it-works]
    • <h2> Configuration [#configuration]
      • <h3> Enable Embedded Images Extraction [#enable-embedded-images-extraction]
      • <h3> Combine with Other Image Types [#combine-with-other-image-types]
    • <h2> Complete API Request Example [#complete-api-request-example]
      • <h3> Parse the Document with Embedded Images Extraction Enabled [#parse-the-document-with-embedded-images-extraction-enabled]
      • <h3> Retrieving Embedded Images [#retrieving-embedded-images]
    • <h2> Tables as Spreadsheet Options
    • <h2> Screenshots Options
111/python/cloud/llamaparse/output_options/embedded_images/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Retrieving Results [#_top]
    • <h2> The Expand Parameter [#the-expand-parameter]
    • <h2> Content Fields vs. Metadata Fields [#content-fields-vs-metadata-fields]
      • <h3> Content Fields [#content-fields]
      • <h3> Metadata Fields [#metadata-fields]
      • <h3> Images Content Metadata [#images-content-metadata]
    • <h2> All Available Expand Values [#all-available-expand-values]
      • <h3> Content Fields [#content-fields-1]
      • <h3> Metadata Fields (Download URLs) [#metadata-fields-download-urls]
    • <h2> Important Limitations [#important-limitations]
      • <h3> Fast Tier and Markdown [#fast-tier-and-markdown]
      • <h3> Presigned URL Expiration [#presigned-url-expiration]
    • <h2> Tiers
    • <h2> Crop Box
151/python/cloud/llamaparse/basics/retrieving-results/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Getting Started [#_top]
    • <h2> Use Cases [#use-cases]
    • <h2> Concepts [#concepts]
    • <h2> Classification Modes [#classification-modes]
    • <h2> Typical flow [#typical-flow]
    • <h2> Next steps [#next-steps]
    • <h2> LlamaExtract Privacy
    • <h2> Classify SDK
91/python/cloud/llamaclassify/getting_started/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> OpenAI Setup [#_top]
    • <h2> Self-Hosting Documentation Access
    • <h2> Prerequisites [#prerequisites]
    • <h2> Environment Variables [#environment-variables]
    • <h2> Configuration [#configuration]
      • <h3> Step 1: Create Kubernetes Secret [#step-1-create-kubernetes-secret]
      • <h3> Step 2: Configure Helm Values [#step-2-configure-helm-values]
    • <h2> Verification [#verification]
    • <h2> Troubleshooting [#troubleshooting]
      • <h3> Common Issues [#common-issues]
      • <h3> Debug Steps [#debug-steps]
    • <h2> Overview
    • <h2> Azure OpenAI Setup
141/python/cloud/self_hosting/configuration/llm_integrations/openai/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Jira Data Source [#_top]
    • <h2> Configure via UI [#configure-via-ui]
    • <h2> 1. OAuth2 Authentication Mechanism [#1-oauth2-authentication-mechanism]
    • <h2> 2. PAT Authentication Mechanism [#2-pat-authentication-mechanism]
    • <h2> 3. Basic Authentication Mechanism [#3-basic-authentication-mechanism]
    • <h2> Configure via API / Client [#configure-via-api--client]
    • <h2> Google Drive Data Source
    • <h2> Microsoft OneDrive Data Source
91/python/cloud/llamacloud/integrations/data_sources/jira/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> LlamaParse Examples with llama-cloud-services [#_top]
    • <h2> Prompts
    • <h2> Parse All PDFs in a Folder with LlamaParse
41/python/cloud/llamaparse/v1/examples/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Image Retrieval [#_top]
    • <h2> Image sources [#image-sources]
    • <h2> Enabling Image Indexing [#enabling-image-indexing]
      • <h3> Setting up via LlamaCloud UI [#setting-up-via-llamacloud-ui]
      • <h3> Setting up via API [#setting-up-via-api]
    • <h2> Retrieving Images [#retrieving-images]
      • <h3> Retrieving Page Screenshots [#retrieving-page-screenshots]
      • <h3> Retrieving Page Figures [#retrieving-page-figures]
    • <h2> Conclusion [#conclusion]
    • <h2> Composite Retrieval
    • <h2> API Key
121/python/cloud/llamacloud/retrieval/images/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Index Usage Guides [#_top]
    • <h2> Getting Started
    • <h2> Index Status Monitoring
41/python/cloud/llamacloud/guides/guides/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Auto Mode [#_top]
    • <h2> Trigger on Table [#trigger-on-table]
    • <h2> Trigger on Image [#trigger-on-image]
    • <h2> Trigger on RegExp [#trigger-on-regexp]
    • <h2> Trigger on Text [#trigger-on-text]
    • <h2> Advanced Parsing Modes
    • <h2> Output
81/python/cloud/llamaparse/v1/presets_and_modes/auto_mode/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Production Extraction: Batch Processing, Polling, and Latency Management [#_top]
    • <h2> Connect to Llama Cloud [#connect-to-llama-cloud]
    • <h2> 1. Quick Start: Single File Extraction [#1-quick-start-single-file-extraction]
    • <h2> 2. Batch Extraction from Multiple Documents [#2-batch-extraction-from-multiple-documents]
      • <h3> Rate Limiting Considerations [#rate-limiting-considerations]
    • <h2> 3. Parse-Then-Extract: Composable Workflow [#3-parse-then-extract-composable-workflow]
      • <h3> Page Targeting [#page-targeting]
      • <h3> Fetching Metadata with Expand [#fetching-metadata-with-expand]
      • <h3> When to Use Parse-Then-Extract [#when-to-use-parse-then-extract]
    • <h2> 4. Handling Latency [#4-handling-latency]
      • <h3> Expected Latency and Cost by Tier [#expected-latency-and-cost-by-tier]
      • <h3> Client-Side Timeout Pattern [#client-side-timeout-pattern]
      • <h3> Understanding THROTTLED Status [#understanding-throttled-status]
      • <h3> Webhook Integration (Alternative to Polling) [#webhook-integration-alternative-to-polling]
    • <h2> 5. Schema Management [#5-schema-management]
      • <h3> Generate a Schema from a Prompt [#generate-a-schema-from-a-prompt]
      • <h3> Generate a Schema from a Sample File [#generate-a-schema-from-a-sample-file]
      • <h3> Validate a Schema Before Use [#validate-a-schema-before-use]
    • <h2> Putting It All Together [#putting-it-all-together]
    • <h2> What’s Next? [#whats-next]
    • <h2> Auto-Generate Schema for Extraction
    • <h2> Extract Data from Financial Reports - with Citations and Reasoning
231/python/cloud/llamaextract/examples/batch_extraction_cookbook/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Advanced Parsing Modes [#_top]
    • <h2> Parse without AI [#parse-without-ai]
    • <h2> Parse with LLM [#parse-with-llm]
    • <h2> Parse with LVM [#parse-with-lvm]
    • <h2> Parse with Agent [#parse-with-agent]
    • <h2> Parse with Layout Agent [#parse-with-layout-agent]
    • <h2> Parse Document with LLM [#parse-document-with-llm]
    • <h2> Parse Document with Agent [#parse-document-with-agent]
    • <h2> Deprecated Modes [#deprecated-modes]
    • <h2> Modes and Presets
    • <h2> Auto Mode
121/python/cloud/llamaparse/v1/presets_and_modes/advance_parsing_modes/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Spatial Text Output Options [#_top]
    • <h2> What is Spatial Text? [#what-is-spatial-text]
    • <h2> Available Options [#available-options]
      • <h3> Preserve Layout Alignment Across Pages [#preserve-layout-alignment-across-pages]
      • <h3> Preserve Very Small Text [#preserve-very-small-text]
      • <h3> Do Not Unroll Columns [#do-not-unroll-columns]
    • <h2> Combined Configuration [#combined-configuration]
    • <h2> Complete API Request Example [#complete-api-request-example]
    • <h2> Markdown Output Options
    • <h2> Tables as Spreadsheet Options
111/python/cloud/llamaparse/output_options/spatial_text/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Prompts [#_top]
    • <h2> user_prompt [#user_prompt]
    • <h2> system_prompt_append [#system_prompt_append]
    • <h2> system_prompt [#system_prompt]
    • <h2> Parsing instructions (deprecated)
    • <h2> LlamaParse Examples with llama-cloud-services
71/python/cloud/llamaparse/v1/features/prompts/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Index Examples [#_top]
    • <h2> Extracting Figures from Documents
    • <h2> Building RAG Applications with Index & Agents
41/python/cloud/llamacloud/examples/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Custom Prompt [#_top]
    • <h2> Configuration [#configuration]
    • <h2> Usage [#usage]
    • <h2> Examples [#examples]
      • <h3> Document-Specific Instructions [#document-specific-instructions]
      • <h3> Formatting Instructions [#formatting-instructions]
    • <h2> Complete API Request Example [#complete-api-request-example]
    • <h2> Table Extraction
    • <h2> Specialized Chart Parsing
101/python/cloud/llamaparse/processing_options/custom_prompt/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Quick Start [#_top]
    • <h2> Self-Hosting Documentation Access
    • <h2> Before You Get Started [#before-you-get-started]
    • <h2> External Services [#external-services]
    • <h2> Hardware Requirements [#hardware-requirements]
    • <h2> Configure and Install Your Deployment [#configure-and-install-your-deployment]
      • <h3> Minimal values.yaml configuration [#minimal-valuesyaml-configuration]
    • <h2> Install the Helm chart [#install-the-helm-chart]
    • <h2> Validate the installation [#validate-the-installation]
    • <h2> Next Steps [#next-steps]
      • <h3> 🌩️ Cloud-Specific Deployment Guides [#️-cloud-specific-deployment-guides]
      • <h3> ⚙️ Custom Configuration Guides [#️-custom-configuration-guides]
      • <h3> 🚰 Data Sink Configuration [#-data-sink-configuration]
    • <h2> More Examples and Guides [#more-examples-and-guides]
    • <h2> FAQ
    • <h2> Frequently Asked Questions
171/python/cloud/self_hosting/installation/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Parse All PDFs in a Folder with LlamaParse [#_top]
    • <h2> Setup [#setup]
      • <h3> Environment Variables [#environment-variables]
      • <h3> Install Dependencies [#install-dependencies]
    • <h2> Quick Start [#quick-start]
      • <h3> Download Example PDFs [#download-example-pdfs]
    • <h2> Use Asyncio and Semaphore with LlamaParse [#use-asyncio-and-semaphore-with-llamaparse]
    • <h2> Example Output [#example-output]
    • <h2> How It Works [#how-it-works]
    • <h2> LlamaParse Examples with llama-cloud-services
    • <h2> Parse and Analyze Excel Spreadsheets with LlamaParse
121/python/cloud/llamaparse/v1/examples/async_parse_folder/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Webhooks [#_top]
    • <h2> Overview [#overview]
    • <h2> Supported Events [#supported-events]
      • <h3> Extract Events [#extract-events]
      • <h3> Parse Events [#parse-events]
    • <h2> Configuration [#configuration]
      • <h3> Basic Configuration [#basic-configuration]
      • <h3> Event Filtering [#event-filtering]
      • <h3> Custom Headers [#custom-headers]
    • <h2> Webhook Payload [#webhook-payload]
      • <h3> Payload Fields [#payload-fields]
      • <h3> HTTP Headers [#http-headers]
    • <h2> Retry Behavior [#retry-behavior]
    • <h2> Billing and Usage
    • <h2> Rate Limits
161/python/cloud/general/webhooks/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Anthropic API Setup [#_top]
    • <h2> Self-Hosting Documentation Access
    • <h2> Prerequisites [#prerequisites]
    • <h2> Environment Variables [#environment-variables]
    • <h2> Configuration [#configuration]
      • <h3> Step 1: Create Kubernetes Secret [#step-1-create-kubernetes-secret]
      • <h3> Step 2: Configure Helm Values [#step-2-configure-helm-values]
    • <h2> Verification [#verification]
    • <h2> Troubleshooting [#troubleshooting]
      • <h3> Common Issues [#common-issues]
      • <h3> Debug Steps [#debug-steps]
    • <h2> Azure OpenAI Setup
    • <h2> AWS Bedrock Setup
141/python/cloud/self_hosting/configuration/llm_integrations/anthropic/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> FAQ [#_top]
    • <h2> How do credits work? [#how-do-credits-work]
    • <h2> Are the documents stored or cached anywhere, if so for how long? [#are-the-documents-stored-or-cached-anywhere-if-so-for-how-long]
    • <h2> How to avoid caching sensitive documents? [#how-to-avoid-caching-sensitive-documents]
    • <h2> How long does parsing typically take? [#how-long-does-parsing-typically-take]
    • <h2> What are some of the current limitations? [#what-are-some-of-the-current-limitations]
    • <h2> Supported Document Types
    • <h2> Quick Start
91/python/cloud/general/faq/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Retrieval Modes [#_top]
    • <h2> chunks mode [#chunks-mode]
      • <h3> What does it do? [#what-does-it-do]
      • <h3> When to use it? [#when-to-use-it]
    • <h2> files_via_metadata mode [#files_via_metadata-mode]
      • <h3> What does it do? [#what-does-it-do-1]
      • <h3> When to use it? [#when-to-use-it-1]
    • <h2> files_via_content mode [#files_via_content-mode]
      • <h3> What does it do? [#what-does-it-do-2]
      • <h3> When to use it? [#when-to-use-it-2]
    • <h2> auto_routed mode [#auto_routed-mode]
      • <h3> What does it do? [#what-does-it-do-3]
      • <h3> When to use it? [#when-to-use-it-3]
    • <h2> Basic
    • <h2> Advanced
161/python/cloud/llamacloud/retrieval/modes/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Google Gemini API Setup [#_top]
    • <h2> Self-Hosting Documentation Access
    • <h2> Prerequisites [#prerequisites]
    • <h2> Environment Variables [#environment-variables]
    • <h2> Configuration [#configuration]
      • <h3> Step 1: Get Google Gemini API Key [#step-1-get-google-gemini-api-key]
      • <h3> Step 2: Create Kubernetes Secret [#step-2-create-kubernetes-secret]
      • <h3> Step 3: Configure Helm Values [#step-3-configure-helm-values]
    • <h2> Verification [#verification]
    • <h2> Troubleshooting [#troubleshooting]
      • <h3> Common Issues [#common-issues]
      • <h3> Debug Steps [#debug-steps]
    • <h2> AWS Bedrock Setup
    • <h2> Google Vertex AI Setup
151/python/cloud/self_hosting/configuration/llm_integrations/google-gemini/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> API Key [#_top]
    • <h2> Generate a New API Key [#generate-a-new-api-key]
    • <h2> Managing Your API Keys [#managing-your-api-keys]
    • <h2> Using Your API Key [#using-your-api-key]
    • <h2> API Key Scope [#api-key-scope]
    • <h2> Security Best Practices [#security-best-practices]
    • <h2> Image Retrieval
    • <h2> Pricing
91/python/cloud/general/api_key
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Validation Guide [#_top]
    • <h2> Self-Hosting Documentation Access
    • <h2> Step 1: Verify Pod Status [#step-1-verify-pod-status]
    • <h2> Step 2: Access UI and Test Authentication [#step-2-access-ui-and-test-authentication]
      • <h3> Access the LlamaCloud UI [#access-the-llamacloud-ui]
      • <h3> Test Authentication [#test-authentication]
    • <h2> Step 3: Access Admin UI [#step-3-access-admin-ui]
      • <h3> License Status [#license-status]
      • <h3> LLM Availability [#llm-availability]
      • <h3> File Storage Availability [#file-storage-availability]
      • <h3> Feature Availability [#feature-availability]
    • <h2> Step 4: Test Basic Product Functionality [#step-4-test-basic-product-functionality]
      • <h3> Test Document Parsing [#test-document-parsing]
    • <h2> Validation Checklist [#validation-checklist]
    • <h2> Next Steps [#next-steps]
    • <h2> Azure Setup Guide
    • <h2> Troubleshooting Guide
181/python/cloud/self_hosting/cloud-specific-guides/azure/validation/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Service Configurations [#_top]
    • <h2> Self-Hosting Documentation Access
    • <h2> Global Configurations [#global-configurations]
    • <h2> Backend Service [#backend-service]
      • <h3> Qdrant [#qdrant]
    • <h2> Jobs Worker Service [#jobs-worker-service]
      • <h3> Concurrency Settings [#concurrency-settings]
      • <h3> Timeout and Limit Settings [#timeout-and-limit-settings]
    • <h2> LlamaParse [#llamaparse]
      • <h3> Job Throughput Settings [#job-throughput-settings]
    • <h2> Monitoring
    • <h2> LlamaParse Configuration
131/python/cloud/self_hosting/tuning/service-configurations/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Getting Started [#_top]
    • <h2> Overview [#overview]
    • <h2> Prerequisites [#prerequisites]
    • <h2> Sign in [#sign-in]
    • <h2> Set up an index via UI [#set-up-an-index-via-ui]
    • <h2> (Optional) Observe and manage your index via UI [#optional-observe-and-manage-your-index-via-ui]
    • <h2> Integrate your retrieval endpoint into RAG/agent application [#integrate-your-retrieval-endpoint-into-ragagent-application]
    • <h2> Getting Started
    • <h2> Index Usage Guides
101/python/cloud/llamacloud/getting_started/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Using LlamaSheets with Custom Agents and Workflows [#_top]
    • <h2> Setup Guide [#setup-guide]
      • <h3> Step 1: Create Your Project Directory [#step-1-create-your-project-directory]
      • <h3> Step 2: Install Dependencies [#step-2-install-dependencies]
      • <h3> Step 3: Set Up Environment Variables [#step-3-set-up-environment-variables]
      • <h3> Step 4: Create an Extraction Helper Script [#step-4-create-an-extraction-helper-script]
      • <h3> Step 5: Generate Sample Data (Optional) [#step-5-generate-sample-data-optional]
      • <h3> Step 6: Extract Your First Spreadsheet [#step-6-extract-your-first-spreadsheet]
    • <h2> Creating your Agent [#creating-your-agent]
      • <h3> Creating a Contextual System Prompt [#creating-a-contextual-system-prompt]
      • <h3> Giving the Agent Tools [#giving-the-agent-tools]
      • <h3> Build the Final Agent [#build-the-final-agent]
    • <h2> Running the Agent [#running-the-agent]
    • <h2> Using LlamaSheets with Coding Agents
    • <h2> Getting Started
161/python/cloud/llamasheets/examples/llama_index/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Advanced [#_top]
    • <h2> Hybrid Search [#hybrid-search]
      • <h3> How Hybrid Search Works [#how-hybrid-search-works]
    • <h2> Re-ranking [#re-ranking]
    • <h2> Metadata Filtering [#metadata-filtering]
    • <h2> Metadata Filter Inference [#metadata-filter-inference]
      • <h3> Crafting the Schema [#crafting-the-schema]
    • <h2> Retrieval Modes
    • <h2> Composite Retrieval
101/python/cloud/llamacloud/retrieval/advanced/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Frequently Asked Questions [#_top]
    • <h2> Self-Hosting Documentation Access
    • <h2> Which LlamaCloud services communicate with which database/queue/filestore dependencies? [#which-llamacloud-services-communicate-with-which-databasequeuefilestore-dependencies]
    • <h2> Which Features Require an LLM and what model? [#which-features-require-an-llm-and-what-model]
    • <h2> LLM API Rate Limits [#llm-api-rate-limits]
    • <h2> How do I adjust log levels? [#how-do-i-adjust-log-levels]
    • <h2> What auth modes are supported at the moment? [#what-auth-modes-are-supported-at-the-moment]
    • <h2> Known Issues [#known-issues]
      • <h3> BYOC Port-Forwarding with Custom Helm Release Names [#byoc-port-forwarding-with-custom-helm-release-names]
    • <h2> Quick Start
    • <h2> Architecture
121/python/cloud/self_hosting/faq/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> LlamaSheets Examples [#_top]
    • <h2> Split Examples
    • <h2> Using LlamaSheets with Coding Agents
41/python/cloud/llamasheets/examples/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Qdrant [#_top]
    • <h2> Configure via UI [#configure-via-ui]
    • <h2> Configure via API / Client [#configure-via-api--client]
    • <h2> Postgres
    • <h2> Data Sources
61/python/cloud/llamacloud/integrations/data_sinks/qdrant/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Cache options [#_top]
    • <h2> About cache [#about-cache]
    • <h2> Cache invalidation [#cache-invalidation]
    • <h2> Do not cache [#do-not-cache]
    • <h2> Metadata
    • <h2> Structured Output (Beta)
71/python/cloud/llamaparse/v1/features/cache_options/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Building RAG Applications with Index & Agents [#_top]
    • <h2> Video Tutorial [#video-tutorial]
    • <h2> Index Examples
    • <h2> Data Sinks
51/python/cloud/llamacloud/examples/building-rag-with-agents/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Confluence Data Source [#_top]
    • <h2> Configure via UI [#configure-via-ui]
    • <h2> Configure via API / Client [#configure-via-api--client]
    • <h2> Guide to create an OAuth 2.0 token: [#guide-to-create-an-oauth-20-token]
    • <h2> Box Storage Data Source
    • <h2> File Upload Data Source
71/python/cloud/llamacloud/integrations/data_sources/confluence/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Extract Printed Page Numbers [#_top]
    • <h2> How It Works [#how-it-works]
    • <h2> Available Options [#available-options]
      • <h3> Enable Extraction [#enable-extraction]
      • <h3> Disable Extraction [#disable-extraction]
    • <h2> Use Cases [#use-cases]
    • <h2> Complete API Request Example [#complete-api-request-example]
    • <h2> Retrieving Exported PDF
    • <h2> Webhook Configurations
101/python/cloud/llamaparse/output_options/extract_printed_page_numbers/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Cookbooks [#_top]
    • <h2> Starter Notebooks [#starter-notebooks]
    • <h2> Advanced Notebooks [#advanced-notebooks]
    • <h2> LlamaParse Configuration - Throughput
    • <h2> Enterprise Rollout
61/python/cloud/cookbooks/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> SDK Usage [#_top]
    • <h2> Quick Start [#quick-start]
    • <h2> Defining Schemas [#defining-schemas]
    • <h2> Other Extraction APIs [#other-extraction-apis]
      • <h3> Extraction over bytes or text [#extraction-over-bytes-or-text]
      • <h3> Batch Processing [#batch-processing]
      • <h3> Updating Schemas [#updating-schemas]
      • <h3> Managing Agents [#managing-agents]
    • <h2> Using the Web UI
    • <h2> REST API
111/python/cloud/llamaextract/getting_started/sdk/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Cost Optimizer [#_top]
    • <h2> How It Works [#how-it-works]
      • <h3> Pages That Cannot Be Cost-Optimized [#pages-that-cannot-be-cost-optimized]
    • <h2> Requirements [#requirements]
    • <h2> Configuration [#configuration]
    • <h2> Output Metadata [#output-metadata]
    • <h2> Complete API Request Example [#complete-api-request-example]
    • <h2> Specialized Chart Parsing
    • <h2> Processing Control
101/python/cloud/llamaparse/processing_options/cost_optimizer/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Specialized Chart Parsing [#_top]
    • <h2> Configuration [#configuration]
    • <h2> Example [#example]
    • <h2> Complete API Request Example [#complete-api-request-example]
    • <h2> Custom Prompt
    • <h2> Cost Optimizer
71/python/cloud/llamaparse/processing_options/specialized_chart_parsing/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Output [#_top]
    • <h2> Parsing modes and output [#parsing-modes-and-output]
    • <h2> Result endpoint [#result-endpoint]
    • <h2> Raw endpoint [#raw-endpoint]
    • <h2> Images [#images]
    • <h2> Details endpoint [#details-endpoint]
    • <h2> Status endpoint [#status-endpoint]
    • <h2> Footnotes [#footnote-label]
    • <h2> Auto Mode
    • <h2> Parsing options
111/python/cloud/llamaparse/v1/presets_and_modes/output_modes/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> File Storage [#_top]
    • <h2> Self-Hosting Documentation Access
    • <h2> Requirements [#requirements]
    • <h2> Connecting to AWS S3 [#connecting-to-aws-s3]
      • <h3> (Recommended) IAM Role for Service Accounts [#recommended-iam-role-for-service-accounts]
      • <h3> AWS Credentials [#aws-credentials]
    • <h2> Overriding Default Bucket Names [#overriding-default-bucket-names]
    • <h2> Connecting to Azure Blob Storage or Other Providers with S3Proxy [#connecting-to-azure-blob-storage-or-other-providers-with-s3proxy]
    • <h2> Auth
    • <h2> Ingress
111/python/cloud/self_hosting/configuration/file-storage/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> LlamaParse API v2 Guide [#_top]
    • <h2> Quick Start [#quick-start]
      • <h3> Basic Usage [#basic-usage]
      • <h3> What’s Different from v1 [#whats-different-from-v1]
    • <h2> Endpoint Details [#endpoint-details]
      • <h3> JSON Parsing (Recommended) [#json-parsing-recommended]
      • <h3> Multipart File Upload [#multipart-file-upload]
      • <h3> List Parse Jobs [#list-parse-jobs]
      • <h3> Get Parse Results [#get-parse-results]
    • <h2> Listing Parse Jobs [#listing-parse-jobs]
      • <h3> Query Parameters [#query-parameters]
      • <h3> Response Format [#response-format]
      • <h3> Response Fields [#response-fields]
      • <h3> Pagination Example [#pagination-example]
      • <h3> Filtering by Status [#filtering-by-status]
    • <h2> Job Status and Results [#job-status-and-results]
      • <h3> Expand Parameter [#expand-parameter]
      • <h3> Content Metadata Response Format [#content-metadata-response-format]
      • <h3> Images Content Metadata [#images-content-metadata]
      • <h3> Image Filename Filtering [#image-filename-filtering]
    • <h2> Choosing the Right Endpoint [#choosing-the-right-endpoint]
    • <h2> Configuration Structure [#configuration-structure]
      • <h3> JSON Parsing (/parse) [#json-parsing-parse]
      • <h3> Multipart Upload (/upload) [#multipart-upload-upload]
    • <h2> Tier-Based Parsing [#tier-based-parsing]
      • <h3> Agentic Plus Tier ("agentic_plus") [#agentic-plus-tier-agentic_plus]
      • <h3> Agentic Tier ("agentic") [#agentic-tier-agentic]
      • <h3> Cost Effective Tier ("cost_effective") [#cost-effective-tier-cost_effective]
      • <h3> Fast Tier ("fast") [#fast-tier-fast]
    • <h2> Input Options [#input-options]
      • <h3> HTML Options [#html-options]
      • <h3> Spreadsheet Options [#spreadsheet-options]
      • <h3> Presentation Options [#presentation-options]
    • <h2> Page Ranges [#page-ranges]
    • <h2> Crop Box [#crop-box]
    • <h2> Output Options [#output-options]
      • <h3> Markdown Options [#markdown-options]
      • <h3> Spatial Text Options [#spatial-text-options]
      • <h3> Export Options [#export-options]
      • <h3> Image Output Control [#image-output-control]
    • <h2> Webhook Configuration [#webhook-configuration]
    • <h2> Processing Control [#processing-control]
    • <h2> Cache Control [#cache-control]
    • <h2> Always-Enabled Features [#always-enabled-features]
    • <h2> Agentic Options [#agentic-options]
    • <h2> Complete Configuration Examples [#complete-configuration-examples]
      • <h3> File ID Parsing Example (Recommended) [#file-id-parsing-example-recommended]
      • <h3> URL Parsing Example [#url-parsing-example]
      • <h3> Multipart Upload Example [#multipart-upload-example]
      • <h3> Simple File ID Parsing Example [#simple-file-id-parsing-example]
    • <h2> Error Handling [#error-handling]
    • <h2> Migration from v1 [#migration-from-v1]
    • <h2> LlamaParse Agent Skill
    • <h2> Migration Guide: Parse Upload Endpoint v1 to v2
551/python/cloud/llamaparse/api-v2-guide/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Parse with Additional Prompts [#_top]
    • <h2> Setup [#setup]
    • <h2> Parse Receipt With No Instructions [#parse-receipt-with-no-instructions]
    • <h2> Parse Receipt With Instructions [#parse-receipt-with-instructions]
    • <h2> Parse Charts in PDFs and Analyze with Pandas
    • <h2> Modes and Presets
71/python/cloud/llamaparse/tutorials/parse_with_prompts/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Autoscaling [#_top]
    • <h2> Self-Hosting Documentation Access
    • <h2> Overview [#overview]
    • <h2> Autoscaling Options [#autoscaling-options]
      • <h3> Standard HPA [#standard-hpa]
      • <h3> KEDA-based Scaling [#keda-based-scaling]
    • <h2> Prerequisites [#prerequisites]
      • <h3> For Standard HPA [#for-standard-hpa]
      • <h3> For KEDA-based Scaling [#for-keda-based-scaling]
    • <h2> Helm Configuration [#helm-configuration]
      • <h3> Option 1: Standard HPA (Default) [#option-1-standard-hpa-default]
      • <h3> Option 2: KEDA Queue-Based Scaling (Recommended for Production) [#option-2-keda-queue-based-scaling-recommended-for-production]
    • <h2> OCR Pod Scaling Based on LlamaParse Worker Pods [#ocr-pod-scaling-based-on-llamaparse-worker-pods]
      • <h3> KEDA Configuration for OCR Scaling [#keda-configuration-for-ocr-scaling]
      • <h3> Scaling Logic [#scaling-logic]
    • <h2> Centralized Provider Configuration
    • <h2> Global Admin Setup
181/python/cloud/self_hosting/configuration/autoscaling-configuration/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Managed Data Sink [#_top]
    • <h2> Configure via UI [#configure-via-ui]
    • <h2> Configure via API / Client [#configure-via-api--client]
    • <h2> Azure AI Search
    • <h2> Milvus
61/python/cloud/llamacloud/integrations/data_sinks/managed/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Multimodal Parsing [#_top]
    • <h2> Using Multimodal mode [#using-multimodal-mode]
    • <h2> Bring your own LLM key (Optional) [#bring-your-own-llm-key-optional]
    • <h2> Custom Azure Model [#custom-azure-model]
    • <h2> GPt4-o mode (Deprecated) [#gpt4-o-mode-deprecated]
    • <h2> Parsing options
    • <h2> Python Usage
81/python/cloud/llamaparse/v1/features/multimodal/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> HTML Options [#_top]
    • <h2> Available Options [#available-options]
      • <h3> Make All Elements Visible [#make-all-elements-visible]
      • <h3> Remove Navigation Elements [#remove-navigation-elements]
      • <h3> Remove Fixed Elements [#remove-fixed-elements]
    • <h2> Combined Configuration [#combined-configuration]
    • <h2> Complete API Request Example [#complete-api-request-example]
    • <h2> Page Ranges
    • <h2> Spreadsheet Options
101/python/cloud/llamaparse/input_options/html_options/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Welcome to LlamaIndex 🦙 ! [#_top]
    • <h2> Introduction [#introduction]
      • <h3> What are agents? [#what-are-agents]
      • <h3> What are workflows? [#what-are-workflows]
      • <h3> What is context augmentation? [#what-is-context-augmentation]
      • <h3> LlamaIndex is the framework for Context-Augmented LLM Applications [#llamaindex-is-the-framework-for-context-augmented-llm-applications]
    • <h2> Use cases [#use-cases]
      • <h3> 👨‍👩‍👧‍👦 Who is LlamaIndex for? [#-who-is-llamaindex-for]
    • <h2> Getting Started [#getting-started]
      • <h3> 30 second quickstart [#30-second-quickstart]
    • <h2> LlamaCloud [#llamacloud]
    • <h2> Community [#community]
      • <h3> Getting the library [#getting-the-library]
      • <h3> Contributing [#contributing]
    • <h2> LlamaIndex Ecosystem [#llamaindex-ecosystem]
    • <h2> High-Level Concepts
171/python/framework/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Presentation Options [#_top]
    • <h2> Available Options [#available-options]
      • <h3> Out of Bounds Content [#out-of-bounds-content]
      • <h3> Skip Embedded Data [#skip-embedded-data]
    • <h2> Combined Configuration [#combined-configuration]
    • <h2> Complete API Request Example [#complete-api-request-example]
    • <h2> Spreadsheet Options
    • <h2> Cache Control
91/python/cloud/llamaparse/input_options/presentation_options/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Regions [#_top]
    • <h2> Regional Endpoints [#regional-endpoints]
    • <h2> Features [#features]
      • <h3> How do I use the EU region with the client? [#how-do-i-use-the-eu-region-with-the-client]
      • <h3> Are there any differences between NA and EU LlamaCloud? [#are-there-any-differences-between-na-and-eu-llamacloud]
      • <h3> Can I connect NA organizations and EU organizations for LlamaCloud, LlamaParse, Billing, etc…? [#can-i-connect-na-organizations-and-eu-organizations-for-llamacloud-llamaparse-billing-etc]
      • <h3> Where is my data stored and processed? [#where-is-my-data-stored-and-processed]
      • <h3> How can I see my organization’s region? [#how-can-i-see-my-organizations-region]
      • <h3> Can I switch my organization between regions? [#can-i-switch-my-organization-between-regions]
    • <h2> Legal & Compliance [#legal--compliance]
      • <h3> What privacy and data protection frameworks does LlamaCloud comply with? [#what-privacy-and-data-protection-frameworks-does-llamacloud-comply-with]
    • <h2> Can I sign a Data Processing Addendum (DPA) with LlamaIndex? [#can-i-sign-a-data-processing-addendum-dpa-with-llamaindex]
      • <h3> My company is not based in the EU, can I still have my data hosted there? [#my-company-is-not-based-in-the-eu-can-i-still-have-my-data-hosted-there]
      • <h3> Do you have a legal entity in the EU that we can contract with? [#do-you-have-a-legal-entity-in-the-eu-that-we-can-contract-with]
      • <h3> Do different legal terms apply if I choose the EU region? [#do-different-legal-terms-apply-if-i-choose-the-eu-region]
    • <h2> Organizations
    • <h2> Billing and Usage
181/python/cloud/general/regions/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Screenshots Options [#_top]
    • <h2> How It Works [#how-it-works]
    • <h2> Configuration [#configuration]
      • <h3> Enable Screenshots [#enable-screenshots]
      • <h3> Combine with Other Image Types [#combine-with-other-image-types]
      • <h3> Disable Screenshots [#disable-screenshots]
    • <h2> Complete API Request Example [#complete-api-request-example]
      • <h3> Parse the Document with Screenshot Generation Enabled [#parse-the-document-with-screenshot-generation-enabled]
      • <h3> Retrieving Screenshots [#retrieving-screenshots]
    • <h2> Embedded Images Options
    • <h2> Retrieving Exported PDF
121/python/cloud/llamaparse/output_options/screenshots/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Billing and Usage [#_top]
    • <h2> Accessing Billing Settings [#accessing-billing-settings]
    • <h2> Managing Your Plan [#managing-your-plan]
      • <h3> Viewing Current Plan and Upgrading [#viewing-current-plan-and-upgrading]
      • <h3> Downgrading Your Plan [#downgrading-your-plan]
    • <h2> Monitoring Usage [#monitoring-usage]
      • <h3> Real-time Usage Tracking [#real-time-usage-tracking]
    • <h2> Invoice Management [#invoice-management]
      • <h3> Viewing Billing History [#viewing-billing-history]
    • <h2> Regions
    • <h2> Webhooks
121/python/cloud/general/billing/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Performance Tips [#_top]
    • <h2> Overall Performance Best Practices [#overall-performance-best-practices]
    • <h2> Extracting from Tables and Ordered Lists [#extracting-from-tables-and-ordered-lists]
    • <h2> Avoid Complex Field Transformations [#avoid-complex-field-transformations]
    • <h2> Metadata Extensions
    • <h2> LlamaExtract Examples
71/python/cloud/llamaextract/features/performance_tips/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Global Admin Setup [#_top]
    • <h2> Self-Hosting Documentation Access
    • <h2> Overview [#overview]
    • <h2> Bootstrap Initial Global Admins [#bootstrap-initial-global-admins]
      • <h3> Approach 1: Grant Global Admin to First User (Simplest) [#approach-1-grant-global-admin-to-first-user-simplest]
      • <h3> Approach 2: Specify Admin Users via Environment Variable [#approach-2-specify-admin-users-via-environment-variable]
    • <h2> Manage Additional Global Admins via UI [#manage-additional-global-admins-via-ui]
    • <h2> Global Admin Permission Levels [#global-admin-permission-levels]
    • <h2> API Reference [#api-reference]
      • <h3> Sync Global Admins [#sync-global-admins]
      • <h3> Manage RBAC Permissions [#manage-rbac-permissions]
    • <h2> Autoscaling
    • <h2> Monitoring
141/python/cloud/self_hosting/configuration/global-admin/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Index Status Monitoring [#_top]
    • <h2> Overview [#overview]
    • <h2> Status Resolution Logic [#status-resolution-logic]
      • <h3> Index Ready to Query [#index-ready-to-query]
      • <h3> Index Not Ready [#index-not-ready]
    • <h2> API Usage [#api-usage]
    • <h2> Advanced Monitoring Patterns [#advanced-monitoring-patterns]
      • <h3> Polling with Timeout [#polling-with-timeout]
      • <h3> Monitoring with Data Source Filtering [#monitoring-with-data-source-filtering]
    • <h2> Best Practices [#best-practices]
    • <h2> Troubleshooting [#troubleshooting]
      • <h3> High Error Rates [#high-error-rates]
      • <h3> Stuck in PENDING [#stuck-in-pending]
      • <h3> No Files Processing [#no-files-processing]
    • <h2> Index Usage Guides
    • <h2> Index API & Clients Guide
171/python/cloud/llamacloud/guides/index_status_monitoring/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Retrieving Exported PDF [#_top]
    • <h2> Complete API Request Example [#complete-api-request-example]
      • <h3> Parse the Document [#parse-the-document]
      • <h3> Retrieving the Exported PDF [#retrieving-the-exported-pdf]
    • <h2> Screenshots Options
    • <h2> Extract Printed Page Numbers
71/python/cloud/llamaparse/output_options/export_pdf/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> LlamaParse Configuration [#_top]
    • <h2> Self-Hosting Documentation Access
    • <h2> Overview [#overview]
    • <h2> OCR Service Configuration [#ocr-service-configuration]
      • <h3> Hardware Recommendations [#hardware-recommendations]
    • <h2> LlamaParse Worker Configuration [#llamaparse-worker-configuration]
      • <h3> Performance by Mode [#performance-by-mode]
      • <h3> Resource Requirements [#resource-requirements-1]
      • <h3> Scaling Examples [#scaling-examples]
    • <h2> GenAI Providers [#genai-providers]
    • <h2> Advanced Configuration [#advanced-configuration]
      • <h3> OCR Worker Tuning [#ocr-worker-tuning]
      • <h3> OCR Concurrency Control [#ocr-concurrency-control]
      • <h3> Image Processing Limits [#image-processing-limits]
      • <h3> Job Queue Concurrency [#job-queue-concurrency]
      • <h3> GenAI Throughput Tuning [#genai-throughput-tuning]
    • <h2> Autoscaling [#autoscaling]
      • <h3> Queue-Based Scaling [#queue-based-scaling]
      • <h3> Scaling Recommendations [#scaling-recommendations]
      • <h3> Integration with OCR Services [#integration-with-ocr-services]
    • <h2> Monitoring and Optimization [#monitoring-and-optimization]
      • <h3> Key Metrics [#key-metrics]
      • <h3> Optimization [#optimization]
    • <h2> Service Configurations
    • <h2> LlamaParse Configuration - Throughput
261/python/cloud/self_hosting/tuning/llamaparse-configuration/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Postgres [#_top]
    • <h2> Configure via UI [#configure-via-ui]
    • <h2> Configure Parameters [#configure-parameters]
    • <h2> Configure via API / Client [#configure-via-api--client]
    • <h2> Pinecone
    • <h2> Qdrant
71/python/cloud/llamacloud/integrations/data_sinks/postgres/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Multi-Environments [#_top]
    • <h2> Single Project Approach [#single-project-approach]
    • <h2> Alternative: Separate Projects [#alternative-separate-projects]
    • <h2> Our Recommendation [#our-recommendation]
    • <h2> Need Help? [#need-help]
    • <h2> OpenAI Embedding
    • <h2> Parsing & Transformation
81/python/cloud/llamacloud/multi_environment/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Spreadsheet Options [#_top]
    • <h2> Available Options [#available-options]
      • <h3> Detect Sub-Tables [#detect-sub-tables]
      • <h3> Force Formula Computation [#force-formula-computation]
    • <h2> Combined Configuration [#combined-configuration]
    • <h2> Complete API Request Example [#complete-api-request-example]
    • <h2> HTML Options
    • <h2> Presentation Options
91/python/cloud/llamaparse/input_options/spreadsheet_options/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> API/SDK Usage [#_top]
    • <h2> Quickstart [#quickstart]
      • <h3> Upload a document [#upload-a-document]
      • <h3> Create a split job [#create-a-split-job]
      • <h3> Poll for job completion [#poll-for-job-completion]
      • <h3> Get the results [#get-the-results]
    • <h2> Advanced Options [#advanced-options]
      • <h3> Uncategorized pages [#uncategorized-pages]
      • <h3> Using project IDs [#using-project-ids]
    • <h2> Full API Documentation [#full-api-documentation]
    • <h2> Getting Started
    • <h2> Splitting Concatenated Documents
131/python/cloud/split/getting_started/api/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> LlamaParse Document Pipeline Triggers [#_top]
    • <h2> Content-Based Triggers [#content-based-triggers]
    • <h2> File-Based Triggers [#file-based-triggers]
    • <h2> Text Metrics Triggers [#text-metrics-triggers]
    • <h2> Element Count Triggers [#element-count-triggers]
    • <h2> Numeric Content Triggers [#numeric-content-triggers]
    • <h2> Layout-Based Triggers [#layout-based-triggers]
    • <h2> Usage Example [#usage-example]
    • <h2> Notes [#notes]
    • <h2> Selecting what to parse
    • <h2> Parsing instructions (deprecated)
121/python/cloud/llamaparse/v1/features/automodetriggers/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Basic [#_top]
    • <h2> Parsing & Transformation
    • <h2> Retrieval Modes
41/python/cloud/llamacloud/retrieval/basic/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Pinecone [#_top]
    • <h2> Configure via UI [#configure-via-ui]
    • <h2> Configure via API / Client [#configure-via-api--client]
    • <h2> Filter Syntax [#filter-syntax]
    • <h2> MongoDB Atlas Vector Search
    • <h2> Postgres
71/python/cloud/llamacloud/integrations/data_sinks/pinecone/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Webhook Configurations [#_top]
    • <h2> How It Works [#how-it-works]
    • <h2> Available Options [#available-options]
      • <h3> Webhook URL [#webhook-url]
      • <h3> Webhook Events [#webhook-events]
      • <h3> Custom Headers [#custom-headers]
    • <h2> Complete Configuration [#complete-configuration]
    • <h2> Use Cases [#use-cases]
    • <h2> Complete API Request Example [#complete-api-request-example]
    • <h2> Extract Printed Page Numbers
    • <h2> Ignore Options
121/python/cloud/llamaparse/output_options/webhook_configurations/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Azure AI Search [#_top]
    • <h2> Configure via UI [#configure-via-ui]
      • <h3> 1. API Key Authentication Mechanism [#1-api-key-authentication-mechanism]
      • <h3> 2. Service Principal Authentication Mechanism [#2-service-principal-authentication-mechanism]
    • <h2> Configure via API / Client [#configure-via-api--client]
      • <h3> 2. Service Principal Authentication Mechanism [#2-service-principal-authentication-mechanism-1]
    • <h2> Filterable Metadata Field Keys [#filterable-metadata-field-keys]
    • <h2> Enabling Role-Based Access Control (RBAC) for Azure AI Search [#enabling-role-based-access-control-rbac-for-azure-ai-search]
      • <h3> Prerequisites: [#prerequisites]
      • <h3> Step-by-Step Guide: [#step-by-step-guide]
      • <h3> Reference Link: [#reference-link]
    • <h2> AstraDB
    • <h2> Managed Data Sink
141/python/cloud/llamacloud/integrations/data_sinks/azureaisearch/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Overview [#_top]
    • <h2> Self-Hosting Documentation Access
    • <h2> Requirements [#requirements]
    • <h2> External Dependency Configuration [#external-dependency-configuration]
    • <h2> Example Postgresql Configuration [#example-postgresql-configuration]
    • <h2> Example MongoDB Configuration [#example-mongodb-configuration]
    • <h2> Example Redis Configuration [#example-redis-configuration]
    • <h2> Example RabbitMQ Configuration [#example-rabbitmq-configuration]
    • <h2> Example Temporal Configuration [#example-temporal-configuration]
      • <h3> Option 1: Deploy Temporal as a Subchart (Recommended) [#option-1-deploy-temporal-as-a-subchart-recommended]
      • <h3> Option 2: Use an External Temporal Deployment [#option-2-use-an-external-temporal-deployment]
    • <h2> Complete Configuration Reference [#complete-configuration-reference]
    • <h2> Ingress
    • <h2> Azure Service Bus as Job Queue
151/python/cloud/self_hosting/configuration/db_and_queues/overview/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Cache Control [#_top]
    • <h2> How It Works [#how-it-works]
    • <h2> Available Options [#available-options]
      • <h3> Disable Cache [#disable-cache]
      • <h3> Enable Cache (Default) [#enable-cache-default]
    • <h2> Use Cases [#use-cases]
    • <h2> Complete API Request Example [#complete-api-request-example]
    • <h2> Presentation Options
    • <h2> Markdown Output Options
101/python/cloud/llamaparse/input_options/cache_control/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> LlamaParse Agent Skill [#_top]
    • <h2> Installation [#installation]
    • <h2> Requirements [#requirements]
    • <h2> Example prompts [#example-prompts]
    • <h2> Getting Started
    • <h2> LlamaParse API v2 Guide
71/python/cloud/llamaparse/agent-skill/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Monitoring [#_top]
    • <h2> Self-Hosting Documentation Access
    • <h2> Prerequisites [#prerequisites]
    • <h2> Service Monitoring [#service-monitoring]
    • <h2> Grafana [#grafana]
    • <h2> Global Admin Setup
    • <h2> Service Configurations
81/python/cloud/self_hosting/monitoring/monitoring/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Cohere Embedding [#_top]
    • <h2> Configure via UI [#configure-via-ui]
    • <h2> Configure via API / Client [#configure-via-api--client]
    • <h2> Bedrock Embedding
    • <h2> Gemini Embedding
61/python/cloud/llamacloud/integrations/embedding_models/cohere/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Extracting Figures from Documents [#_top]
    • <h2> How to Use [#how-to-use]
      • <h3> App setup [#app-setup]
      • <h3> 1. List All Figures in a Document [#1-list-all-figures-in-a-document]
      • <h3> 2. Get a Specific Figure [#2-get-a-specific-figure]
    • <h2> Index No-code UI Guide
    • <h2> Index Examples
81/python/cloud/llamacloud/how_to/files/extract_figures/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Selecting what to parse [#_top]
    • <h2> Parsing only some pages [#parsing-only-some-pages]
    • <h2> Parsing only a targeted area of a document [#parsing-only-a-targeted-area-of-a-document]
    • <h2> Bounding box (legacy) [#bounding-box-legacy]
    • <h2> Limiting number of page to parse [#limiting-number-of-page-to-parse]
    • <h2> Job predictability
    • <h2> LlamaParse Document Pipeline Triggers
81/python/cloud/llamaparse/v1/features/parse_region/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Enterprise Rollout [#_top]
    • <h2> Overview [#overview]
    • <h2> Step 1: Setting Up Your Organization [#step-1-setting-up-your-organization]
      • <h3> 1.1 Create a Central Organization [#11-create-a-central-organization]
      • <h3> 1.2 Configure Projects for Departments/ Teams [#12-configure-projects-for-departments-teams]
    • <h2> Step 2: Setting Up Integrations [#step-2-setting-up-integrations]
      • <h3> 2.1 Configuring Embedding Models [#21-configuring-embedding-models]
      • <h3> 2.2 Data Sources and Data Sinks [#22-data-sources-and-data-sinks]
    • <h2> Step 3: Defining Users and Roles [#step-3-defining-users-and-roles]
    • <h2> Step 4: Enterprise Rollout Strategy [#step-4-enterprise-rollout-strategy]
      • <h3> 4.1 Phase 1: Pilot Group Deployment [#41-phase-1-pilot-group-deployment]
      • <h3> 4.2 Phase 2: Teams Expansion [#42-phase-2-teams-expansion]
    • <h2> Cookbooks
    • <h2> API Reference
151/python/cloud/cookbooks/enterprise_onboarding/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Crop Box [#_top]
    • <h2> How It Works [#how-it-works]
    • <h2> Common Use Cases [#common-use-cases]
    • <h2> Configuration [#configuration]
    • <h2> Examples [#examples]
      • <h3> Remove Headers and Footers [#remove-headers-and-footers]
    • <h2> Complete API Request Example [#complete-api-request-example]
    • <h2> Retrieving Results
    • <h2> Page Ranges
101/python/cloud/llamaparse/input_options/crop_box/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Microsoft OneDrive Data Source [#_top]
    • <h2> Configure via UI [#configure-via-ui]
    • <h2> Configure via API / Client [#configure-via-api--client]
    • <h2> Jira Data Source
    • <h2> S3 Data Source
61/python/cloud/llamacloud/integrations/data_sources/one_drive/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Table Extraction [#_top]
    • <h2> Configuration [#configuration]
    • <h2> Available Options [#available-options]
      • <h3> Aggressive Table Extraction [#aggressive-table-extraction]
      • <h3> Disable Heuristics [#disable-heuristics]
    • <h2> Examples [#examples]
      • <h3> Fast Tier [#fast-tier]
      • <h3> Agentic Tier [#agentic-tier]
    • <h2> Complete API Request Example [#complete-api-request-example]
    • <h2> OCR Options
    • <h2> Custom Prompt
121/python/cloud/llamaparse/processing_options/table_extraction/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> MCP Documentation Search [#_top]
    • <h2> Configure your Agent [#configure-your-agent]
      • <h3> Cursor [#cursor]
      • <h3> Claude Code [#claude-code]
      • <h3> OpenAI Codex [#openai-codex]
      • <h3> LlamaIndex Agents [#llamaindex-agents]
71/python/shared/mcp/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> OpenAI Embedding [#_top]
    • <h2> Configure via UI [#configure-via-ui]
    • <h2> Configure via API / Client [#configure-via-api--client]
    • <h2> HuggingFace Embedding
    • <h2> Multi-Environments
61/python/cloud/llamacloud/integrations/embedding_models/openai/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Metadata [#_top]
    • <h2> Result format [#result-format]
    • <h2> Page objects [#page-objects]
    • <h2> Retrieving images [#retrieving-images]
    • <h2> Slide speaker notes [#slide-speaker-notes]
    • <h2> Layout Extraction
    • <h2> Cache options
81/python/cloud/llamaparse/v1/features/metadata/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Index No-code UI Guide [#_top]
    • <h2> Create new index [#create-new-index]
      • <h3> Configure data source [#configure-data-source]
      • <h3> Configure data sink [#configure-data-sink]
      • <h3> Configure embedding model [#configure-embedding-model]
      • <h3> Configure parsing & transformation settings [#configure-parsing--transformation-settings]
      • <h3> Deploy index [#deploy-index]
    • <h2> Manage existing index [#manage-existing-index]
      • <h3> Update files [#update-files]
      • <h3> Sync index [#sync-index]
      • <h3> Edit index [#edit-index]
      • <h3> Delete index [#delete-index]
      • <h3> Configure scheduled sync frequency [#configure-scheduled-sync-frequency]
    • <h2> Observe ingestion status & history [#observe-ingestion-status--history]
    • <h2> Test retrieval endpoint [#test-retrieval-endpoint]
    • <h2> Index Framework Integration
    • <h2> Extracting Figures from Documents
181/python/cloud/llamacloud/guides/ui/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Parse and Analyze Excel Spreadsheets with LlamaParse [#_top]
    • <h2> Setup & Connect to LlamaCloud [#setup--connect-to-llamacloud]
    • <h2> Parse the Spreadsheet [#parse-the-spreadsheet]
    • <h2> (Optional) Ask Questions Over the Data [#optional-ask-questions-over-the-data]
    • <h2> Parse All PDFs in a Folder with LlamaParse
    • <h2> Parse with Additional Prompts
71/python/cloud/llamaparse/v1/examples/parse_excel_sheets/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Azure Setup Guide [#_top]
    • <h2> Self-Hosting Documentation Access
    • <h2> Overview [#overview]
    • <h2> Prerequisites [#prerequisites]
    • <h2> Step 1: Configure External Azure Services [#step-1-configure-external-azure-services]
      • <h3> Azure Database for PostgreSQL [#azure-database-for-postgresql]
      • <h3> Azure Cache for Redis [#azure-cache-for-redis]
      • <h3> Azure Service Bus [#azure-service-bus]
      • <h3> Azure Cosmos DB (MongoDB API) [#azure-cosmos-db-mongodb-api]
      • <h3> Azure Blob Storage [#azure-blob-storage]
      • <h3> Azure OpenAI [#azure-openai]
    • <h2> Step 2: Configure Microsoft Entra ID (OIDC) [#step-2-configure-microsoft-entra-id-oidc]
      • <h3> For Microsoft Entra ID Authentication: [#for-microsoft-entra-id-authentication]
      • <h3> Required Information: [#required-information]
    • <h2> Step 3: Create License Key Secret [#step-3-create-license-key-secret]
    • <h2> Step 4: Configure Helm Values [#step-4-configure-helm-values]
      • <h3> Complete Azure Configuration: [#complete-azure-configuration]
    • <h2> Step 5: Deploy LlamaCloud [#step-5-deploy-llamacloud]
    • <h2> Next Steps [#next-steps]
    • <h2> Overview
    • <h2> Validation Guide
221/python/cloud/self_hosting/cloud-specific-guides/azure/setup/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Supported Document Types [#_top]
    • <h2> Rate Limits
    • <h2> FAQ
41/python/cloud/general/supported_document_types/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Bedrock Embedding [#_top]
    • <h2> Configure via UI [#configure-via-ui]
    • <h2> Configure via API / Client [#configure-via-api--client]
    • <h2> Azure Embedding
    • <h2> Cohere Embedding
61/python/cloud/llamacloud/integrations/embedding_models/bedrock/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Overview [#_top]
    • <h2> Self-Hosting Documentation Access
    • <h2> Supported Models and Providers [#supported-models-and-providers]
    • <h2> Configuration Methods [#configuration-methods]
      • <h3> Centralized Provider Configuration [#centralized-provider-configuration]
      • <h3> Provider-Specific Configuration [#provider-specific-configuration]
    • <h2> Next Steps [#next-steps]
      • <h3> Configuration Guides [#configuration-guides]
      • <h3> Provider-Specific Setup [#provider-specific-setup]
    • <h2> Troubleshooting [#troubleshooting]
      • <h3> Verification Steps [#verification-steps]
      • <h3> Common Issues [#common-issues]
    • <h2> Azure Service Bus as Job Queue
    • <h2> OpenAI Setup
151/python/cloud/self_hosting/configuration/llm_integrations/overview/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Configuration Options [#_top]
    • <h2> Schema Alignment and Extraction Target [#schema-alignment-and-extraction-target]
    • <h2> Important Settings [#important-settings]
      • <h3> Model Settings [#model-settings]
      • <h3> System Prompt [#system-prompt]
      • <h3> Page Range and Context Window [#page-range-and-context-window]
    • <h2> Metadata Extensions [#metadata-extensions]
    • <h2> Other Advanced Options [#other-advanced-options]
    • <h2> Setting Configuration Options [#setting-configuration-options]
      • <h3> SDKs [#sdks]
      • <h3> REST API [#rest-api]
      • <h3> Configuration Reference [#configuration-reference]
    • <h2> Schema Design and Restrictions
    • <h2> Metadata Extensions
151/python/cloud/llamaextract/features/options/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> REST API [#_top]
    • <h2> Quickstart [#quickstart]
      • <h3> Create a new agent [#create-a-new-agent]
      • <h3> Upload a document [#upload-a-document]
      • <h3> Run an extraction job [#run-an-extraction-job]
      • <h3> Poll for extraction job status [#poll-for-extraction-job-status]
      • <h3> Get the results of an extraction job [#get-the-results-of-an-extraction-job]
    • <h2> Full API documentation [#full-api-documentation]
    • <h2> SDK Usage
    • <h2> LlamaExtract Core Concepts
111/python/cloud/llamaextract/getting_started/api
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Using the Web UI [#_top]
    • <h2> Login [#login]
    • <h2> Creating an Extraction Agent [#creating-an-extraction-agent]
    • <h2> Defining the Extraction Schema [#defining-the-extraction-schema]
      • <h3> Using the Schema Builder [#using-the-schema-builder]
      • <h3> Using the Raw Editor [#using-the-raw-editor]
      • <h3> Saving the Extraction Agent [#saving-the-extraction-agent]
      • <h3> Restoring a previous version of the Extraction Agent Configuration [#restoring-a-previous-version-of-the-extraction-agent-configuration]
      • <h3> Other Settings [#other-settings]
    • <h2> Running an Extraction [#running-an-extraction]
      • <h3> Viewing Past extractions [#viewing-past-extractions]
    • <h2> Next steps [#next-steps]
    • <h2> Getting Started
    • <h2> SDK Usage
151/python/cloud/llamaextract/getting_started/web_ui
  • <h2> On this page [#starlight__on-this-page]
  • <h1> SDK Usage [#_top]
    • <h2> Quick Start [#quick-start]
    • <h2> Defining Schemas [#defining-schemas]
    • <h2> Other Extraction APIs [#other-extraction-apis]
      • <h3> Extraction over bytes or text [#extraction-over-bytes-or-text]
      • <h3> Batch Processing [#batch-processing]
      • <h3> Updating Schemas [#updating-schemas]
      • <h3> Managing Agents [#managing-agents]
    • <h2> Using the Web UI
    • <h2> REST API
111/python/cloud/llamaextract/getting_started/sdk
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Introduction [#_top]
    • <h2> What is a workflow? [#what-is-a-workflow]
    • <h2> Why workflows? [#why-workflows]
    • <h2> Getting Started [#getting-started]
      • <h3> Defining Workflow Events [#defining-workflow-events]
      • <h3> Setting up the Workflow Class [#setting-up-the-workflow-class]
      • <h3> Workflow Entry Points [#workflow-entry-points]
      • <h3> Workflow Exit Points [#workflow-exit-points]
      • <h3> Running the Workflow [#running-the-workflow]
    • <h2> Examples [#examples]
    • <h2> Overview
    • <h2> Branches and loops
131/python/llamaagents/workflows/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Getting Started [#_top]
    • <h2> Choose Your Setup [#choose-your-setup]
      • <h3> Get your API key [#get-your-api-key]
    • <h2> Resources [#resources]
    • <h2> Overview of Parse
    • <h2> LlamaParse Agent Skill
71/python/cloud/llamaparse/getting_started
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Configuration Options [#_top]
    • <h2> Schema Alignment and Extraction Target [#schema-alignment-and-extraction-target]
    • <h2> Important Settings [#important-settings]
      • <h3> Model Settings [#model-settings]
      • <h3> System Prompt [#system-prompt]
      • <h3> Page Range and Context Window [#page-range-and-context-window]
    • <h2> Metadata Extensions [#metadata-extensions]
    • <h2> Other Advanced Options [#other-advanced-options]
    • <h2> Setting Configuration Options [#setting-configuration-options]
      • <h3> SDKs [#sdks]
      • <h3> REST API [#rest-api]
      • <h3> Configuration Reference [#configuration-reference]
    • <h2> Schema Design and Restrictions
    • <h2> Metadata Extensions
151/python/cloud/llamaextract/features/options
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Agent Skill [#_top]
    • <h2> Installation [#installation]
    • <h2> Example prompts [#example-prompts]
    • <h2> Configuring Defaults [#configuring-defaults]
    • <h2> Multi-Format Support
    • <h2> Parsing URLs
71/liteparse/guides/agent-skill/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Getting Started [#_top]
    • <h2> Installation [#installation]
    • <h2> Quick start [#quick-start]
      • <h3> Batch parsing [#batch-parsing]
      • <h3> Screenshots [#screenshots]
    • <h2> Next steps [#next-steps]
    • <h2> What is LiteParse?
    • <h2> Library Usage
91/liteparse/getting_started/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> OCR Configuration [#_top]
    • <h2> Built-in Tesseract (default) [#built-in-tesseract-default]
      • <h3> Language support [#language-support]
      • <h3> Disabling OCR [#disabling-ocr]
    • <h2> HTTP OCR servers [#http-ocr-servers]
      • <h3> EasyOCR [#easyocr]
      • <h3> PaddleOCR [#paddleocr]
      • <h3> Parallel OCR workers [#parallel-ocr-workers]
    • <h2> Custom OCR servers [#custom-ocr-servers]
      • <h3> Testing your server [#testing-your-server]
      • <h3> Common Gotchas [#common-gotchas]
      • <h3> A note on OCR approaches [#a-note-on-ocr-approaches]
    • <h2> Library Usage
    • <h2> Multi-Format Support
151/liteparse/guides/ocr/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Multi-Format Support [#_top]
    • <h2> Supported formats [#supported-formats]
      • <h3> Office documents (via LibreOffice) [#office-documents-via-libreoffice]
      • <h3> Images (via ImageMagick) [#images-via-imagemagick]
    • <h2> Installing dependencies [#installing-dependencies]
      • <h3> LibreOffice (for Office documents) [#libreoffice-for-office-documents]
      • <h3> ImageMagick (for images) [#imagemagick-for-images]
    • <h2> Usage [#usage]
    • <h2> How it works [#how-it-works]
    • <h2> OCR Configuration
    • <h2> Agent Skill
121/liteparse/guides/multi-format/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Library Usage [#_top]
    • <h2> TypeScript [#typescript]
      • <h3> Parsing a document [#parsing-a-document]
      • <h3> JSON output with bounding boxes [#json-output-with-bounding-boxes]
      • <h3> Configuration [#configuration]
      • <h3> Buffer / Uint8Array input [#buffer--uint8array-input]
      • <h3> Screenshots [#screenshots]
      • <h3> Environment variables [#environment-variables]
    • <h2> Python [#python]
      • <h3> Installation [#installation]
      • <h3> Parsing a document [#parsing-a-document-1]
      • <h3> Configuration [#configuration-1]
      • <h3> Parsing from bytes [#parsing-from-bytes]
      • <h3> Batch parsing [#batch-parsing]
    • <h2> Getting Started
    • <h2> OCR Configuration
171/liteparse/guides/library-usage/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> Parsing URLs [#_top]
    • <h2> CLI usage [#cli-usage]
    • <h2> Library usage [#library-usage]
    • <h2> Agent Skill
    • <h2> CLI Reference
61/liteparse/guides/parsing-urls/
  • <h2> On this page [#starlight__on-this-page]
  • <h1> API Reference [#_top]
    • <h2> Example [#example]
    • <h2> Classes [#classes]
      • <h3> LiteParse [#liteparse]
    • <h2> Interfaces [#interfaces]
      • <h3> BoundingBox [#boundingbox]
      • <h3> LiteParseConfig [#liteparseconfig]
      • <h3> MarkupData [#markupdata]
      • <h3> ParsedPage [#parsedpage]
      • <h3> ParseResult [#parseresult]
      • <h3> ParseResultJson [#parseresultjson]
      • <h3> ScreenshotResult [#screenshotresult]
      • <h3> TextItem [#textitem]
    • <h2> Type Aliases [#type-aliases]
      • <h3> LiteParseInput [#liteparseinput]
      • <h3> OutputFormat [#outputformat-1]
    • <h2> CLI Reference
181/liteparse/api/
No rows found, please edit your search term.

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External URLs

120 external URL(s)
Found 120 row(s).
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http://localhost:3000/1/python/cloud/self_hosting/configuration/ingress/
http://twitter.example.com/neutralthoughts1/python/cloud/llamaparse/v1/features/structured_output/
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https://aistudio.google.com/app/apikey1/python/cloud/self_hosting/configuration/llm_integrations/google-gemini/
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https://docs.llamaindex.ai/en/stable/getting_started/installation/1/python/cloud/llamacloud/getting_started/
https://docs.llamaindex.ai/en/stable/module_guides/models/llms/modules/1/python/cloud/llamaparse/v1/examples/parse_excel_sheets/
https://docs.llamaindex.ai/en/stable/understanding/agent/1/python/cloud/llamacloud/examples/building-rag-with-agents/
https://docs.llamaindex.ai/en/stable/understanding/agent/streaming/1/python/cloud/llamacloud/examples/building-rag-with-agents/
https://docs.microsoft.com/en-us/azure/cognitive-services/openai/reference1/python/cloud/self_hosting/configuration/llm_integrations/azure-openai/
https://docs.pydantic.dev/latest/1/python/cloud/llamacloud/retrieval/advanced/
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https://github.com/run-llama1/python/cloud/
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https://github.com/run-llama/llama-cloud-py/tree/main/examples/parse1/python/cloud/llamaparse/tutorials/
https://github.com/run-llama/llama-cloud-py/tree/main/examples/sheets1/python/cloud/llamasheets/examples/
https://github.com/run-llama/llama-cloud-py/tree/main/llama-cloud-ts/examples/sheets1/python/cloud/llamasheets/examples/
https://github.com/run-llama/llama-cloud-ts1/python/cloud/
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https://github.com/run-llama/llama_cloud_services/tree/main/examples/extract/data1/python/cloud/llamaextract/getting_started/sdk/
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https://github.com/run-llama/llama_cloud_services/tree/main/examples/sheets/coding-agent-analysis1/python/cloud/llamasheets/examples/coding_agent/
https://github.com/run-llama/llama_cloud_services/tree/main/examples/split1/python/cloud/split/examples/
https://github.com/run-llama/llama_deploy1/python/framework/
https://github.com/run-llama/llama_index1/python/cloud/llamacloud/guides/framework_integration/
https://github.com/vercel-labs/skills1/python/cloud/llamaparse/agent-skill/
https://helm.sh/docs/intro/install/1/python/cloud/self_hosting/installation/
https://keda.sh/docs/2.17/scalers/metrics-api/1/python/cloud/self_hosting/configuration/autoscaling-configuration/
https://keda.sh/docs/2.18/deploy/1/python/cloud/self_hosting/configuration/autoscaling-configuration/
https://kubernetes.io/docs/concepts/services-networking/ingress/1/python/cloud/self_hosting/configuration/ingress/
https://learn.microsoft.com/en-us/azure/active-directory/develop/quickstart-register-app1/python/cloud/llamacloud/integrations/data_sources/sharepoint/
https://learn.microsoft.com/en-us/azure/active-directory/fundamentals/active-directory-whatis1/python/cloud/self_hosting/configuration/auth-modes/
https://learn.microsoft.com/en-us/azure/aks/supported-kubernetes-versions?tabs=azure-cli1/python/cloud/self_hosting/installation/
https://learn.microsoft.com/en-us/azure/azure-cache-for-redis/cache-overview1/python/cloud/self_hosting/configuration/db_and_queues/overview/
https://learn.microsoft.com/en-us/azure/cosmos-db/mongodb/introduction1/python/cloud/self_hosting/configuration/db_and_queues/overview/
https://learn.microsoft.com/en-us/azure/postgresql/single-server/qu…rt-create-server-database-portal1/python/cloud/self_hosting/configuration/db_and_queues/overview/
https://learn.microsoft.com/en-us/azure/search/search-security-enable-roles1/python/cloud/llamacloud/integrations/data_sinks/azureaisearch/
https://learn.microsoft.com/en-us/azure/service-bus-messaging/servi…th-queues?tabs=connection-string1/python/cloud/self_hosting/configuration/db_and_queues/azure-service-bus/
https://learn.microsoft.com/en-us/azure/service-bus-messaging/service-bus-messaging-overview1/python/cloud/self_hosting/configuration/db_and_queues/overview/
https://learn.microsoft.com/en-us/azure/storage/blobs/storage-blobs-introduction1/python/cloud/self_hosting/configuration/file-storage/
https://llamaindex.ai/enterprise1/python/framework/
https://parquet.apache.org/docs/overview/1/python/cloud/llamasheets/getting_started/
https://platform.openai.com/api-keys1/python/cloud/self_hosting/configuration/llm_integrations/openai/
https://prometheus.io/docs/alerting/latest/alertmanager/1/python/cloud/self_hosting/monitoring/monitoring/
https://pypi.org/project/llama-index/1/python/framework/
https://qdrant.tech/1/python/cloud/self_hosting/tuning/service-configurations/
https://support.google.com/a/answer/1621061/python/cloud/llamacloud/integrations/data_sources/google_drive/
https://support.google.com/googleapi/answer/6158841?hl=en1/python/cloud/llamacloud/integrations/data_sources/google_drive/
https://tesseract-ocr.github.io/tessdoc/Data-Files-in-different-versions.html1/liteparse/guides/ocr/
https://ts.llamaindex.ai/1/python/framework/
https://twitter.com/llama_index1/python/framework/
https://vercel.link/security-checkpoint1/liteparse/cli-reference/
https://www.github.com/run-llama/llama-cloud-py1/reference/
https://www.github.com/run-llama/llama-cloud-ts1/reference/
https://www.linkedin.com/company/llamaindex/1/python/framework/
https://www.llamaindex.ai/contact1/python/cloud/self_hosting/configuration/db_and_queues/azure-service-bus/
https://www.llamaindex.ai/enterprise1/python/framework/
https://www.llamaindex.ai/llamaextract1/python/framework/
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https://www.npmjs.com/package/create-llama1/python/framework/
https://www.npmjs.com/package/llamaindex1/python/framework/
https://www.okta.com/1/python/cloud/self_hosting/configuration/auth-modes/
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https://youtu.be/fx4SeNc3RZE?feature=shared1/python/cloud/llamacloud/examples/building-rag-with-agents/
https://zenodo.org/records/45958261/python/cloud/llamaclassify/examples/classify_contract_types/
No rows found, please edit your search term.

TOP slowest URLs

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HTTP header values

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HTTP Caching by content type (only from crawlable domains)

Content typeCache typeURLs 🔽AVG lifetimeMIN lifetimeMAX lifetime
HTMLCache-Control7020 s 0 s 0 s
HTMLCache-Control + ETag + Last-Modified1810 s 0 s 0 s
OtherNo cache headers57---
RedirectCache-Control30 s 0 s 0 s

HTTP Caching by domain

DomainCache typeURLs 🔽AVG lifetimeMIN lifetimeMAX lifetime
developers.llamaindex.aiCache-Control7050 s 0 s 0 s
developers.llamaindex.aiCache-Control + ETag + Last-Modified1810 s 0 s 0 s
developers.llamaindex.aiNo cache headers57---

HTTP Caching by domain and content type

DomainContent typeCache typeURLs 🔽AVG lifetimeMIN lifetimeMAX lifetime
developers.llamaindex.aiHTMLCache-Control7020 s 0 s 0 s
developers.llamaindex.aiHTMLCache-Control + ETag + Last-Modified1810 s 0 s 0 s
developers.llamaindex.aiOtherNo cache headers57---
developers.llamaindex.aiRedirectCache-Control30 s 0 s 0 s

DNS info

DNS resolving tree
developers.llamaindex.ai
  a234f2216fc1558a.vercel-dns-016.com
    IPv4: a234f2216fc1558a.vercel-dns-016.com.
    IPv4: 216.150.16.193
    IPv4: 216.150.1.193
DNS server: 127.0.0.53

SSL/TLS info

InfoText
IssuerC = US, O = Let's Encrypt, CN = R13
SubjectCN = developers.llamaindex.ai
Valid fromMar 11 17:02:14 2026 GMT (VALID already 13 day(s))
Valid toJun  9 17:02:13 2026 GMT (VALID still for 77 day(s))
Supported protocolsTLSv1.2, TLSv1.3
RAW certificate outputCertificate:
    Data:
        Version: 3 (0x2)
        Serial Number:
            06:d2:a8:e2:13:20:57:3a:dc:f0:8f:77:20:05:c6:64:de:69
        Signature Algorithm: sha256WithRSAEncryption
        Issuer: C = US, O = Let's Encrypt, CN = R13
        Validity
            Not Before: Mar 11 17:02:14 2026 GMT
            Not After : Jun  9 17:02:13 2026 GMT
        Subject: CN = developers.llamaindex.ai
        Subject Public Key Info:
            Public Key Algorithm: rsaEncryption
                Public-Key: (2048 bit)
                Modulus:
                    00:93:56:2c:fd:45:58:53:fe:9f:0c:74:0b:bd:01:
                    d7:78:2c:34:9a:e0:4b:ec:c6:b8:a9:28:f9:59:23:
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                    60:fd:0f:85:a0:4c:06:56:e8:88:80:35:1c:2f:92:
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                    94:03:a3:ca:b1:89:e0:2f:2d:91:f5:e8:84:c7:74:
                    c0:7d:fc:db:6d:51:c3:91:9c:72:2f:e1:8c:fe:d7:
                    59:0a:4b:f0:22:70:39:c1:10:b6:37:3e:7f:e5:7d:
                    ff:09:ab:70:06:32:c4:4d:e2:cd:23:d1:e3:a9:c2:
                    ad:b3:82:f9:76:e6:08:fb:1e:df:83:0f:4e:7f:06:
                    2d:3c:e5:e2:66:80:e4:87:24:ef:3e:f3:c5:02:47:
                    c8:f5:e2:c8:f5:cf:77:c1:7b:dc:10:a1:aa:7e:41:
                    65:d1:0f:45:6a:3e:2d:be:df:ff:4d:4b:01:ed:68:
                    61:97
                Exponent: 65537 (0x10001)
        X509v3 extensions:
            X509v3 Key Usage: critical
                Digital Signature, Key Encipherment
            X509v3 Extended Key Usage: 
                TLS Web Server Authentication
            X509v3 Basic Constraints: critical
                CA:FALSE
            X509v3 Subject Key Identifier: 
                4E:A4:13:A0:67:A1:03:B0:A9:41:C3:77:1D:6A:2E:50:0F:AF:AB:3A
            X509v3 Authority Key Identifier: 
                E7:AB:9F:0F:2C:33:A0:53:D3:5E:4F:78:C8:B2:84:0E:3B:D6:92:33
            Authority Information Access: 
                CA Issuers - URI:http://r13.i.lencr.org/
            X509v3 Subject Alternative Name: 
                DNS:developers.llamaindex.ai
            X509v3 Certificate Policies: 
                Policy: 2.23.140.1.2.1
            X509v3 CRL Distribution Points: 
                Full Name:
                  URI:http://r13.c.lencr.org/106.crl
            CT Precertificate SCTs: 
                Signed Certificate Timestamp:
                    Version   : v1 (0x0)
                    Log ID    : 16:83:2D:AB:F0:A9:25:0F:0F:F0:3A:A5:45:FF:C8:BF:
                                C8:23:D0:87:4B:F6:04:29:27:F8:E7:1F:33:13:F5:FA
                    Timestamp : Mar 11 18:00:45.168 2026 GMT
                    Extensions: none
                    Signature : ecdsa-with-SHA256
                                30:45:02:21:00:E4:2B:27:8F:79:1B:3D:F7:10:6D:01:
                                44:2D:FA:93:5D:BB:C6:3E:FA:A7:7B:8E:C8:1E:E9:3E:
                                7D:61:05:05:D6:02:20:5F:28:F0:DB:8A:CB:3F:5F:60:
                                7D:8B:DA:9F:D9:0A:57:9A:32:36:19:9E:FF:5E:8D:A5:
                                1F:4D:09:E0:F1:D8:88
                Signed Certificate Timestamp:
                    Version   : v1 (0x0)
                    Log ID    : 96:97:64:BF:55:58:97:AD:F7:43:87:68:37:08:42:77:
                                E9:F0:3A:D5:F6:A4:F3:36:6E:46:A4:3F:0F:CA:A9:C6
                    Timestamp : Mar 11 18:00:45.186 2026 GMT
                    Extensions: none
                    Signature : ecdsa-with-SHA256
                                30:46:02:21:00:C3:80:E9:0B:9B:FA:BB:29:35:10:B5:
                                E5:AA:25:26:54:52:80:82:73:43:82:F8:37:C4:C0:7F:
                                63:84:E1:75:2D:02:21:00:F1:CD:24:18:DE:AC:57:E3:
                                DC:D5:4F:A2:D9:48:A1:99:EA:41:32:F0:B7:3A:5D:E5:
                                BF:C6:57:01:2E:38:08:7D
    Signature Algorithm: sha256WithRSAEncryption
    Signature Value:
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        9e:b9:3b:18:80:87:cb:26:cf:96:45:86:c4:ce:d9:6d:81:45:
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        82:6a:0c:76:64:27:21:d7:23:18:89:76:bd:93:02:62:ab:6c:
        c5:d1:e0:4e:4a:96:fb:90:9f:05:a3:b6:58:93:8f:9c:db:83:
        dc:14:84:16:aa:33:12:e3:ed:c6:f0:5e:2f:a7:ae:f4:cc:c2:
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        e1:88:4d:f4:9c:e9:37:8b:4a:cb:90:15:9b:ed:ff:c9:62:c5:
        74:68:32:42:e5:2f:f5:83:66:65:24:17:7f:12:37:e6:98:3e:
        22:bf:6b:9c:ee:1c:37:d0:5e:26:57:d5:91:fe:c1:09:73:15:
        6b:b7:28:01
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 ===
4047A994D0770000: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 ===
40577492D8740000:error:0A0000BF:SSL routines:tls_setup_handshake:no protocols available:../ssl/statem/statem_lib.c:104:
CONNECTED(00000003)
---
no peer certificate available
---
No client certificate CA names sent
---
SSL handshake has read 0 bytes and written 7 bytes
Verification: OK
---
New, (NONE), Cipher is (NONE)
Secure Renegotiation IS NOT supported
Compression: NONE
Expansion: NONE
No ALPN negotiated
Early data was not sent
Verify return code: 0 (ok)
---

=== tls1_2 ===
depth=2 C = US, O = Internet Security Research Group, CN = ISRG Root X1
verify return:1
depth=1 C = US, O = Let's Encrypt, CN = R13
verify return:1
depth=0 CN = developers.llamaindex.ai
verify return:1
CONNECTED(00000003)
---
Certificate chain
 0 s:CN = developers.llamaindex.ai
   i:C = US, O = Let's Encrypt, CN = R13
   a:PKEY: rsaEncryption, 2048 (bit); sigalg: RSA-SHA256
   v:NotBefore: Mar 11 17:02:14 2026 GMT; NotAfter: Jun  9 17:02:13 2026 GMT
 1 s:C = US, O = Let's Encrypt, CN = R13
   i:C = US, O = Internet Security Research Group, CN = ISRG Root X1
   a:PKEY: rsaEncryption, 2048 (bit); sigalg: RSA-SHA256
   v:NotBefore: Mar 13 00:00:00 2024 GMT; NotAfter: Mar 12 23:59:59 2027 GMT
---
Server certificate
-----BEGIN CERTIFICATE-----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-----END CERTIFICATE-----
subject=CN = developers.llamaindex.ai
issuer=C = US, O = Let's Encrypt, CN = R13
---
No client certificate CA names sent
Peer signing digest: SHA256
Peer signature type: RSA-PSS
Server Temp Key: X25519, 253 bits
---
SSL handshake has read 3170 bytes and written 314 bytes
Verification: OK
---
New, TLSv1.2, Cipher is ECDHE-RSA-AES128-GCM-SHA256
Server public key is 2048 bit
Secure Renegotiation IS supported
Compression: NONE
Expansion: NONE
No ALPN negotiated
SSL-Session:
    Protocol  : TLSv1.2
    Cipher    : ECDHE-RSA-AES128-GCM-SHA256
    Session-ID: 8F645F00D23634B48691B9B3DE1F5B440BD435A2A21358E807693F1709B11FC1
    Session-ID-ctx: 
    Master-Key: 62E534537FCA5E6E86CC8D313E2EF39EDC332C80645C36EF6191F066D1E950378F793DBF6C18D5C64F11A01FCC2C968F
    PSK identity: None
    PSK identity hint: None
    SRP username: None
    TLS session ticket:
    0000 - 54 cf 0d 99 57 06 f7 31-02 72 6d 1c 7a 2b da d9   T...W..1.rm.z+..
    0010 - 6e e0 b3 8a e2 66 a8 40-e2 64 6d 44 5a 0b 75 68   n....f.@.dmDZ.uh
    0020 - 5c 8e 85 a4 bd 20 f2 05-5a 51 c8 20 b6 05 e5 f3   \.... ..ZQ. ....
    0030 - bb e0 60 cc b4 bc 0e d5-0b 2d 4f 9e 42 ba 27 2f   ..`......-O.B.'/
    0040 - 32 88 75 bb ae fa 3e 06-63 f2 a3 02 21 19 ec 9d   2.u...>.c...!...
    0050 - b6 c0 c4 d7 11 b5 7c e7-2c ed 06 9b 34 71 fe 2f   ......|.,...4q./
    0060 - c0 82 7a 28 59 9a 2c d6-0e 5f ae 22 6e dd 8c 8d   ..z(Y.,.._."n...
    0070 - 6f ce 9d 2b 0f f8 65 2b-d5 52 00                  o..+..e+.R.

    Start Time: 1774372255
    Timeout   : 7200 (sec)
    Verify return code: 0 (ok)
    Extended master secret: yes
---
DONE

=== tls1_3 ===
depth=2 C = US, O = Internet Security Research Group, CN = ISRG Root X1
verify return:1
depth=1 C = US, O = Let's Encrypt, CN = R13
verify return:1
depth=0 CN = developers.llamaindex.ai
verify return:1
CONNECTED(00000003)
---
Certificate chain
 0 s:CN = developers.llamaindex.ai
   i:C = US, O = Let's Encrypt, CN = R13
   a:PKEY: rsaEncryption, 2048 (bit); sigalg: RSA-SHA256
   v:NotBefore: Mar 11 17:02:14 2026 GMT; NotAfter: Jun  9 17:02:13 2026 GMT
 1 s:C = US, O = Let's Encrypt, CN = R13
   i:C = US, O = Internet Security Research Group, CN = ISRG Root X1
   a:PKEY: rsaEncryption, 2048 (bit); sigalg: RSA-SHA256
   v:NotBefore: Mar 13 00:00:00 2024 GMT; NotAfter: Mar 12 23:59:59 2027 GMT
---
Server certificate
-----BEGIN CERTIFICATE-----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-----END CERTIFICATE-----
subject=CN = developers.llamaindex.ai
issuer=C = US, O = Let's Encrypt, CN = R13
---
No client certificate CA names sent
Peer signing digest: SHA256
Peer signature type: RSA-PSS
Server Temp Key: X25519, 253 bits
---
SSL handshake has read 3126 bytes and written 322 bytes
Verification: OK
---
New, TLSv1.3, Cipher is TLS_AES_128_GCM_SHA256
Server public key is 2048 bit
Secure Renegotiation IS NOT supported
Compression: NONE
Expansion: NONE
No ALPN negotiated
Early data was not sent
Verify return code: 0 (ok)
---
DONE
---
Post-Handshake New Session Ticket arrived:
SSL-Session:
    Protocol  : TLSv1.3
    Cipher    : TLS_AES_128_GCM_SHA256
    Session-ID: 71A969C5F01BC7754B3403267D2D4CE624911B1D093627A10CF5FB76BC571DE3
    Session-ID-ctx: 
    Resumption PSK: C44A1B9D6E7E8EBA7AF3FA03AFA46CD0434309682C95F2A1E41EEFB1BAC72406
    PSK identity: None
    PSK identity hint: None
    SRP username: None
    TLS session ticket lifetime hint: 604800 (seconds)
    TLS session ticket:
    0000 - c0 e5 25 7f 2b 8e 08 ff-c1 2d 01 05 d4 c7 c6 68   ..%.+....-.....h
    0010 - 67 0a d7 d3 8b db d4 35-65 21 d8 20 26 9d 8a b7   g......5e!. &...
    0020 - 10 ee 99 50 f5 cc 4b b1-34 75 d4 c0 ff a7 16 aa   ...P..K.4u......
    0030 - 1c ad d5 59 4e cf c6 1d-69 59 0f 4a 9e 86 29 35   ...YN...iY.J..)5
    0040 - 00 2b c6 4b 06 86 ad 73-8f ba a9 77 f8 fe 0f 42   .+.K...s...w...B
    0050 - c9 f5 45 70 c7 37 cc 86-ad c9 9c 73 74 4e 4b 88   ..Ep.7.....stNK.
    0060 - 51 e5 00 67 67 da b8 c4-7d                        Q..gg...}

    Start Time: 1774372255
    Timeout   : 7200 (sec)
    Verify return code: 0 (ok)
    Extended master secret: no
    Max Early Data: 0
---
read R BLOCK

Crawler stats

Basic stats
Total execution time92 s
Total URLs943
Total size55 MB
Requests - total time34 s
Requests - avg time37 ms
Requests - min time0 ms
Requests - max time674 ms
Requests by status-6:SKP: 57
200: 180
307: 2
308: 1
403: 702
404: 1

Analysis stats

Found 21 row(s).
Class::methodExec time 🔽Exec count
BestPracticeAnalyzer::checkHeadingStructure1.1 s 883
AccessibilityAnalyzer::checkMissingAriaLabels1.1 s 180
AccessibilityAnalyzer::checkMissingLabels1 s 180
BestPracticeAnalyzer::checkMaxDOMDepth984 ms 883
AccessibilityAnalyzer::checkMissingRoles920 ms 180
BestPracticeAnalyzer::checkNonClickablePhoneNumbers778 ms 883
AccessibilityAnalyzer::checkMissingLang769 ms 180
SslTlsAnalyzer::getTLSandSSLCertificateInfo445 ms 1
BestPracticeAnalyzer::checkInlineSvg395 ms 883
BestPracticeAnalyzer::checkMissingQuotesOnAttributes109 ms 883
SecurityAnalyzer::checkHtmlSecurity30 ms 883
AccessibilityAnalyzer::checkImageAltAttributes25 ms 180
SeoAndOpenGraphAnalyzer::analyzeHeadings24 ms 1
SecurityAnalyzer::checkHeaders20 ms 883
SeoAndOpenGraphAnalyzer::analyzeSeo0 ms 1
SeoAndOpenGraphAnalyzer::analyzeOpenGraph0 ms 1
BestPracticeAnalyzer::checkTitleUniqueness0 ms 1
BestPracticeAnalyzer::checkMetaDescriptionUniqueness0 ms 1
BestPracticeAnalyzer::checkBrotliSupport0 ms 1
BestPracticeAnalyzer::checkWebpSupport0 ms 1
BestPracticeAnalyzer::checkAvifSupport0 ms 1
No rows found, please edit your search term.

Content processor stats

Found 12 row(s).
Class::methodExec time 🔽Exec count
NextJsProcessor::applyContentChangesBeforeUrlParsing379 ms 883
JavaScriptProcessor::findUrls363 ms 883
HtmlProcessor::findUrls328 ms 886
AstroProcessor::findUrls219 ms 883
CssProcessor::findUrls16 ms 883
AstroProcessor::applyContentChangesBeforeUrlParsing0 ms 883
NextJsProcessor::findUrls0 ms 883
JavaScriptProcessor::applyContentChangesBeforeUrlParsing0 ms 883
SvelteProcessor::findUrls0 ms 883
SvelteProcessor::applyContentChangesBeforeUrlParsing0 ms 883
CssProcessor::applyContentChangesBeforeUrlParsing0 ms 883
HtmlProcessor::applyContentChangesBeforeUrlParsing0 ms 886
No rows found, please edit your search term.

Crawler info

Version 2.1.0.20260317
Executed At 2026-03-24 17:09:23
Command siteone-crawler --url=https://developers.llamaindex.ai --markdown-export-dir=/tmp/siteone-llamaindex --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 --allowed-domain-for-crawling=developers.llamaindex.ai
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