LlamaParse Parse API
The Parse API from LlamaParse — 5 operation(s) for parse.
The Parse API from LlamaParse — 5 operation(s) for parse.
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openapi: 3.2.0
info:
title: Llama Platform Agent Data Parse API
version: 0.1.0
servers:
- url: https://api.cloud.llamaindex.ai
description: Base URL declared by the provider in apis.yml (roadmap#122).
tags:
- name: Parse
paths:
/api/v2/parse/upload:
post:
tags:
- Parse
summary: Upload File Multipart
description: 'Upload and parse a file using multipart/form-data.
Send the file as a `file` field and parsing configuration as a
`configuration` JSON string field.
The job runs asynchronously. Poll `GET /parse/{job_id}` with
`expand` to retrieve results.'
operationId: upload_file_multipart_api_v2_parse_upload_post
security:
- HTTPBearer: []
parameters:
- name: project_id
in: query
required: false
schema:
anyOf:
- type: string
format: uuid
- type: 'null'
title: Project Id
- name: organization_id
in: query
required: false
schema:
anyOf:
- type: string
format: uuid
- type: 'null'
title: Organization Id
- name: session
in: cookie
required: false
schema:
anyOf:
- type: string
- type: 'null'
title: Session
responses:
'200':
description: Successful Response
content:
application/json:
schema:
$ref: '#/components/schemas/ParseJobResponse'
'422':
description: Validation Error
content:
application/json:
schema:
$ref: '#/components/schemas/HTTPValidationError'
/api/v2/parse:
post:
tags:
- Parse
summary: Parse File
description: 'Parse a file by file ID or URL.
Provide either `file_id` (a previously uploaded file) or
`source_url` (a publicly accessible URL). Configure parsing
with options like `tier`, `target_pages`, and `lang`.
## Tiers
- `fast` — rule-based, cheapest, no AI
- `cost_effective` — balanced speed and quality
- `agentic` — full AI-powered parsing
- `agentic_plus` — premium AI with specialized features
The job runs asynchronously. Poll `GET /parse/{job_id}` with
`expand=text` or `expand=markdown` to retrieve results.'
operationId: parse_file_api_v2_parse_post
security:
- HTTPBearer: []
parameters:
- name: project_id
in: query
required: false
schema:
anyOf:
- type: string
format: uuid
- type: 'null'
title: Project Id
- name: organization_id
in: query
required: false
schema:
anyOf:
- type: string
format: uuid
- type: 'null'
title: Organization Id
- name: session
in: cookie
required: false
schema:
anyOf:
- type: string
- type: 'null'
title: Session
requestBody:
required: true
content:
application/json:
schema:
$ref: '#/components/schemas/ParseRequestConfiguration'
responses:
'200':
description: Successful Response
content:
application/json:
schema:
$ref: '#/components/schemas/ParseJobResponse'
'422':
description: Validation Error
content:
application/json:
schema:
$ref: '#/components/schemas/HTTPValidationError'
get:
tags:
- Parse
summary: List Parse Jobs
description: 'List parse jobs for the current project.
Filter by `status` or creation date range. Results are
paginated — use `page_token` from the response to fetch
subsequent pages.'
operationId: list_parse_jobs_api_v2_parse_get
security:
- HTTPBearer: []
parameters:
- name: page_size
in: query
required: false
schema:
anyOf:
- type: integer
- type: 'null'
description: Number of items per page
title: Page Size
description: Number of items per page
- name: page_token
in: query
required: false
schema:
anyOf:
- type: string
- type: 'null'
description: Token for pagination
title: Page Token
description: Token for pagination
- name: status
in: query
required: false
schema:
anyOf:
- enum:
- PENDING
- RUNNING
- COMPLETED
- FAILED
- CANCELLED
type: string
- type: 'null'
description: Filter by job status (PENDING, RUNNING, COMPLETED, FAILED, CANCELLED)
title: Status
description: Filter by job status (PENDING, RUNNING, COMPLETED, FAILED, CANCELLED)
- name: job_ids
in: query
required: false
schema:
anyOf:
- type: array
items:
type: string
- type: 'null'
description: Filter by specific job IDs
title: Job Ids
description: Filter by specific job IDs
- name: project_id
in: query
required: false
schema:
anyOf:
- type: string
format: uuid
- type: 'null'
title: Project Id
- name: organization_id
in: query
required: false
schema:
anyOf:
- type: string
format: uuid
- type: 'null'
title: Organization Id
- name: created_at_on_or_after
in: query
required: false
schema:
anyOf:
- type: string
format: date-time
- type: 'null'
description: Include items created at or after this timestamp (inclusive)
title: Created At On Or After
description: Include items created at or after this timestamp (inclusive)
- name: created_at_on_or_before
in: query
required: false
schema:
anyOf:
- type: string
format: date-time
- type: 'null'
description: Include items created at or before this timestamp (inclusive)
title: Created At On Or Before
description: Include items created at or before this timestamp (inclusive)
- name: session
in: cookie
required: false
schema:
anyOf:
- type: string
- type: 'null'
title: Session
responses:
'200':
description: Successful Response
content:
application/json:
schema:
$ref: '#/components/schemas/ParseJobQueryResponse'
'422':
description: Validation Error
content:
application/json:
schema:
$ref: '#/components/schemas/HTTPValidationError'
/api/v2/parse/versions:
get:
tags:
- Parse
summary: List Parse Versions
description: List the parse versions accepted by each tier.
operationId: list_parse_versions_api_v2_parse_versions_get
responses:
'200':
description: Successful Response
content:
application/json:
schema:
$ref: '#/components/schemas/ParseVersionsResponse'
/api/v2/parse/{job_id}:
get:
tags:
- Parse
summary: Get Parse Job
description: 'Retrieve a parse job with optional expanded content.
By default returns job metadata only. Use `expand` to include
parsed content:
- `text` — plain text output
- `markdown` — markdown output
- `items` — structured page-by-page output
- `job_metadata` — usage and processing details
Content metadata fields (e.g. `text_content_metadata`) return
presigned URLs for downloading large results.'
operationId: get_parse_job_api_v2_parse__job_id__get
security:
- HTTPBearer: []
parameters:
- name: job_id
in: path
required: true
schema:
type: string
title: Job Id
- name: expand
in: query
required: false
schema:
type: array
items:
type: string
description: 'Fields to include: text, markdown, items, metadata, job_metadata, text_content_metadata, markdown_content_metadata, items_content_metadata, metadata_content_metadata, raw_words_content_metadata, xlsx_content_metadata, output_pdf_content_metadata, images_content_metadata. Metadata fields include presigned URLs.'
title: Expand
description: 'Fields to include: text, markdown, items, metadata, job_metadata, text_content_metadata, markdown_content_metadata, items_content_metadata, metadata_content_metadata, raw_words_content_metadata, xlsx_content_metadata, output_pdf_content_metadata, images_content_metadata. Metadata fields include presigned URLs.'
- name: image_filenames
in: query
required: false
schema:
anyOf:
- type: string
- type: 'null'
description: 'Filter to specific image filenames (optional). Example: image_0.png,image_1.jpg'
title: Image Filenames
description: 'Filter to specific image filenames (optional). Example: image_0.png,image_1.jpg'
- name: project_id
in: query
required: false
schema:
anyOf:
- type: string
format: uuid
- type: 'null'
title: Project Id
- name: organization_id
in: query
required: false
schema:
anyOf:
- type: string
format: uuid
- type: 'null'
title: Organization Id
- name: session
in: cookie
required: false
schema:
anyOf:
- type: string
- type: 'null'
title: Session
responses:
'200':
description: Successful Response
content:
application/json:
schema:
$ref: '#/components/schemas/ParseResultResponse'
'422':
description: Validation Error
content:
application/json:
schema:
$ref: '#/components/schemas/HTTPValidationError'
/api/v2/parse/{job_id}/cancel:
post:
tags:
- Parse
summary: Cancel Parse Job
description: 'Cancel a running parse job.
Stops processing and marks the job as CANCELLED. Returns the updated job. Jobs already in a terminal state (COMPLETED, FAILED, CANCELLED) cannot be cancelled.'
operationId: cancel_parse_job_api_v2_parse__job_id__cancel_post
security:
- HTTPBearer: []
parameters:
- name: job_id
in: path
required: true
schema:
type: string
title: Job Id
- name: project_id
in: query
required: false
schema:
anyOf:
- type: string
format: uuid
- type: 'null'
title: Project Id
- name: organization_id
in: query
required: false
schema:
anyOf:
- type: string
format: uuid
- type: 'null'
title: Organization Id
- name: session
in: cookie
required: false
schema:
anyOf:
- type: string
- type: 'null'
title: Session
responses:
'200':
description: Successful Response
content:
application/json:
schema:
$ref: '#/components/schemas/ParseJobResponse'
'422':
description: Validation Error
content:
application/json:
schema:
$ref: '#/components/schemas/HTTPValidationError'
components:
schemas:
ParseVersionsResponse:
properties:
fast:
items:
type: string
enum:
- '2025-12-11'
x-enum-order-preserved: true
type: array
title: Fast
description: Versions for the fast tier
cost_effective:
items:
type: string
enum:
- '2026-06-05'
- '2026-05-28'
- '2026-04-09'
- '2026-03-31'
- '2026-03-27'
- '2026-03-25'
x-enum-order-preserved: true
type: array
title: Cost Effective
description: Versions for the cost_effective tier
agentic:
items:
type: string
enum:
- '2026-06-04'
- '2026-06-01'
- '2026-05-26'
- '2026-05-21'
- '2026-05-20'
- '2026-05-19'
- '2026-05-13'
- '2026-05-11'
- '2026-05-06'
- '2026-05-04'
- '2026-04-27'
- '2026-04-22'
- '2026-04-09'
- '2026-04-06'
- '2026-04-02'
- '2026-03-31'
- '2026-03-30'
- '2026-03-27'
- '2026-03-25'
- '2026-03-23'
- '2026-03-22'
- '2026-03-20'
- '2026-03-11'
- '2026-03-10'
- '2026-03-09'
- '2026-03-03'
- '2026-03-02'
- '2026-02-26'
- '2026-02-24'
- '2026-01-30'
- '2026-01-22'
- '2026-01-21'
- '2026-01-16'
- '2026-01-08'
- '2025-12-31'
- '2025-12-18'
- '2025-12-11'
x-enum-order-preserved: true
type: array
title: Agentic
description: Versions for the agentic tier
agentic_plus:
items:
type: string
enum:
- '2026-06-04'
- '2026-06-01'
- '2026-05-26'
- '2026-05-21'
- '2026-05-20'
- '2026-05-19'
- '2026-05-11'
- '2026-05-06'
- '2026-05-04'
- '2026-05-01'
- '2026-04-27'
- '2026-04-19'
- '2026-04-14'
- '2026-04-09'
- '2026-04-02'
- '2026-03-31'
- '2026-03-26'
- '2026-03-25'
- '2026-03-22'
- '2026-03-20'
- '2026-03-17'
- '2026-03-12'
- '2026-03-10'
- '2026-03-09'
- '2026-03-02'
- '2026-02-26'
- '2026-02-24'
- '2026-01-30'
- '2026-01-29'
- '2026-01-24'
- '2026-01-22'
- '2026-01-21'
- '2026-01-16'
- '2025-12-31'
- '2025-12-18'
- '2025-12-11'
x-enum-order-preserved: true
type: array
title: Agentic Plus
description: Versions for the agentic_plus tier
type: object
required:
- fast
- cost_effective
- agentic
- agentic_plus
title: ParseVersionsResponse
description: Versions accepted by the parse API, grouped by tier.
LlamaParseWebhookConfiguration:
properties:
webhook_url:
anyOf:
- type: string
pattern: '^https?:'
- type: 'null'
title: Webhook Url
description: HTTPS URL to receive webhook POST requests. Must be publicly accessible
webhook_headers:
anyOf:
- additionalProperties: true
type: object
- type: 'null'
title: Webhook Headers
description: 'Custom HTTP headers to include in webhook requests. Use for authentication tokens or custom routing. Example: {''Authorization'': ''Bearer xyz''}'
webhook_events:
anyOf:
- items:
type: string
type: array
- type: 'null'
title: Webhook Events
description: 'Events that trigger this webhook. Options: ''parse.success'' (job completed), ''parse.error'' (job failed), ''parse.partial_success'' (some pages failed), ''parse.pending'', ''parse.running'', ''parse.cancelled''. If not specified, webhook fires for all events'
examples:
- - parse.success
- parse.error
webhook_output_format:
anyOf:
- type: string
enum:
- string
- json
- type: 'null'
title: Webhook Output Format
description: Format of the webhook payload body. 'string' (default) sends the payload as a JSON-encoded string; 'json' sends it as a JSON object.
examples:
- json
additionalProperties: false
type: object
title: LlamaParseWebhookConfiguration
description: 'Webhook configuration for receiving parsing job notifications.
Webhooks are called when specified events occur during job processing.
Configure multiple webhook configurations to send to different endpoints.'
StructuredResult:
properties:
pages:
items:
anyOf:
- $ref: '#/components/schemas/StructuredResultPage'
- $ref: '#/components/schemas/FailedStructuredPage'
type: array
title: Pages
description: List of structured pages or failed page entries
type: object
required:
- pages
title: StructuredResult
ListItem:
properties:
type:
type: string
const: list
title: Type
description: List item type
default: list
md:
type: string
title: Md
description: Markdown representation preserving formatting
bbox:
anyOf:
- items:
$ref: '#/components/schemas/BBox'
type: array
- type: 'null'
title: Bbox
description: List of bounding boxes
items:
items:
anyOf:
- $ref: '#/components/schemas/TextItem'
- $ref: '#/components/schemas/ListItem'
type: array
title: Items
description: List of nested text or list items
ordered:
type: boolean
title: Ordered
description: Whether the list is ordered or unordered
type: object
required:
- md
- items
- ordered
title: ListItem
LlamaParseTables:
properties:
compact_markdown_tables:
anyOf:
- type: boolean
- type: 'null'
title: Compact Markdown Tables
description: Remove extra whitespace padding in markdown table cells for more compact output
output_tables_as_markdown:
anyOf:
- type: boolean
- type: 'null'
title: Output Tables As Markdown
description: Output tables as markdown pipe tables instead of HTML <table> tags. Markdown tables are simpler but cannot represent complex structures like merged cells
markdown_table_multiline_separator:
anyOf:
- type: string
- type: 'null'
title: Markdown Table Multiline Separator
description: 'Separator string for multiline cell content in markdown tables. Example: ''<br>'' to preserve line breaks, '' '' to join with spaces'
merge_continued_tables:
anyOf:
- type: boolean
- type: 'null'
title: Merge Continued Tables
description: Automatically merge tables that span multiple pages into a single table. The merged table appears on the first page with merged_from_pages metadata
additionalProperties: false
type: object
title: LlamaParseTables
description: Table formatting options for markdown output.
ParseRequestConfiguration:
properties:
tier:
type: string
enum:
- fast
- cost_effective
- agentic
- agentic_plus
title: Tier
description: 'Parsing tier: ''fast'' (rule-based, cheapest), ''cost_effective'' (balanced), ''agentic'' (AI-powered with custom prompts), or ''agentic_plus'' (premium AI with highest accuracy)'
version:
anyOf:
- type: string
enum:
- latest
- '2026-06-05'
- '2026-06-04'
- '2025-12-11'
x-enum-order-preserved: true
- type: string
title: Version
description: 'Version for the selected tier. Use `latest`, or pin one of that tier''s dated versions.
Current `latest` by tier:
- `fast`: `2025-12-11`
- `cost_effective`: `2026-06-05`
- `agentic`: `2026-06-04`
- `agentic_plus`: `2026-06-04`
Full list: `GET /api/v2/parse/versions`.'
client_name:
anyOf:
- type: string
- type: 'null'
title: Client Name
description: 'Identifier for the client/application making the request. Used for analytics and debugging. Example: ''my-app-v2'''
processing_options:
$ref: '#/components/schemas/LlamaParseProcessingOptions'
description: Document processing options including OCR, table extraction, and chart parsing
fast_options:
anyOf:
- $ref: '#/components/schemas/LlamaParseFastOptions'
- type: 'null'
description: Fast tier configuration options. Auto-initialized when tier='fast'. Cannot be used with other tiers
agentic_options:
anyOf:
- $ref: '#/components/schemas/LlamaParseAgenticOptions'
- type: 'null'
description: AI-powered tier configuration (custom prompts). Auto-initialized for cost_effective/agentic/agentic_plus tiers. Cannot be used with fast tier
webhook_configurations:
items:
$ref: '#/components/schemas/LlamaParseWebhookConfiguration'
type: array
title: Webhook Configurations
description: Webhook endpoints for job status notifications. Multiple webhooks can be configured for different events or services
input_options:
$ref: '#/components/schemas/LlamaParseInputOptions'
description: Format-specific options (HTML, PDF, spreadsheet, presentation). Applied based on detected input file type
crop_box:
$ref: '#/components/schemas/LlamaParseCropBox'
description: Crop boundaries to process only a portion of each page. Values are ratios 0-1 from page edges
page_ranges:
$ref: '#/components/schemas/LlamaParsePageRanges'
description: 'Page selection: limit total pages or specify exact pages to process'
disable_cache:
anyOf:
- type: boolean
- type: 'null'
title: Disable Cache
description: Bypass result caching and force re-parsing. Use when document content may have changed or you need fresh results
output_options:
$ref: '#/components/schemas/LlamaParseOutputOptions'
description: Output formatting options for markdown, text, and extracted images
processing_control:
$ref: '#/components/schemas/LlamaParseProcessingControl'
description: Job execution controls including timeouts and failure thresholds
file_id:
anyOf:
- type: string
- type: 'null'
title: File Id
description: ID of an existing file in the project to parse. Mutually exclusive with source_url
source_url:
anyOf:
- type: string
pattern: '^https?:'
- type: 'null'
title: Source Url
description: Public URL of the document to parse. Mutually exclusive with file_id
http_proxy:
anyOf:
- type: string
pattern: '^https?:'
- type: 'null'
title: Http Proxy
description: HTTP/HTTPS proxy for fetching source_url. Ignored if using file_id
additionalProperties: false
type: object
required:
- tier
- version
title: ParseRequestConfiguration
description: 'Unified configuration for parsing with flexible input source.
Specify exactly one input source: either an existing file by ID or a URL to fetch.
This endpoint consolidates file-based and URL-based parsing into a single interface.'
LlamaParseOutputOptions:
properties:
markdown:
$ref: '#/components/schemas/LlamaParseMarkdownOptions'
description: Markdown formatting options including table styles and link annotations
spatial_text:
$ref: '#/components/schemas/LlamaParseSpatialTextOptions'
description: Spatial text output options for preserving document layout structure
tables_as_spreadsheet:
$ref: '#/components/schemas/LlamaParseTablesAsSpreadsheetOptions'
description: Options for exporting tables as XLSX spreadsheets
extract_printed_page_number:
anyOf:
- type: boolean
- type: 'null'
title: Extract Printed Page Number
description: Extract the printed page number as it appears in the document (e.g., 'Page 5 of 10', 'v', 'A-3'). Useful for referencing original page numbers
images_to_save:
items:
type: string
enum:
- screenshot
- embedded
- layout
type: array
title: Images To Save
description: 'Image categories to extract and save. Options: ''screenshot'' (full page renders useful for visual QA), ''embedded'' (images found within the document), ''layout'' (cropped regions from layout detection like figures and diagrams). Empty list saves no images'
additional_outputs:
items:
type: string
type: array
title: Additional Outputs
description: 'Optional additional output artifacts to save alongside the primary parse output. Each value opts in to generating and persisting one extra file; the empty list (default) saves none. The three accepted values are: ''stripped_md'' — per-page markdown stripped of formatting (links, bold/italic, images, HTML), saved as JSON for full-text-search indexing; fetch via `expand=stripped_markdown_content_metadata`. ''concatenated_stripped_txt'' — all stripped pages concatenated into a single plain-text file with `\n\n---\n\n` between pages, useful for feeding the document into search or embedding pipelines as one blob; fetch via `expand=concatenated_stripped_markdown_content_metadata`. ''word_bbox'' — raw word-level bounding boxes (one JSON object per word, with page number and x/y/w/h coordinates) saved as JSONL, useful for highlighting or grounding extracted answers back to the source document; fetch via `expand=raw_words_content_metadata`.'
examples:
- - stripped_md
- concatenated_stripped_txt
- word_bbox
granular_bboxes:
items:
type: string
enum:
- cell
- line
- word
type: array
title: Granular Bboxes
description: Bounding-box granularity levels to compute for the parse. 'word' computes one bounding box per detected word; 'line' computes one per text line; 'cell' computes one per table cell. Multiple levels can be requested. Empty list (default) disables granular bboxes — only item-level layout boxes are returned on the result. When set, the computed boxes are not inlined on the result items; they are written to a separate `grounded_items` sidecar (JSONL, one row per page) and exposed as `result_content_metadata.grounded_items` (a presigned download URL) on the parse result. Each row matches the `GroundedJsonItem` shape.
examples:
- - word
- line
- cell
additionalProperties: false
type: object
title: LlamaParseOutputOptions
description: 'Output formatting and content extraction options.
Controls how parsed content is formatted and what additional data is extracted.'
AutoModeIgnoreOptions:
properties:
ignore_diagonal_text:
anyOf:
- type: boolean
- type: 'null'
title: Ignore Diagonal Text
description: Whether to ignore diagonal text in the document
ignore_hidden_text:
anyOf:
- type: boolean
- type: 'null'
title: Ignore Hidden Text
description: Whether to ignore hidden text in the document
additionalProperties: false
type: object
title: AutoModeIgnoreOptions
description: Ignore options for auto mode parsing configuration.
LlamaParseHtmlOptions:
properties:
make_all_elements_visible:
anyOf:
- type: boolean
- type: 'null'
title: Make All Elements Visible
description: Force all HTML elements to be visible by overriding CSS display/visibility properties. Useful for parsing pages with hidden content or collapsed sections
remove_fixed_elements:
anyOf:
- type: boolean
- type: 'null'
title: Remove Fixed Elements
description: Remove fixed-position elements (headers, footers, floating buttons) that appear on every page render
remove_navigation_elements:
anyOf:
- type: boolean
- type: 'null'
title: Remove Navigation Elements
description: Remove navigation elements (nav bars, sidebars, menus) to focus on main content
additionalProperties: false
type: object
title: LlamaParseHtmlOptions
description: HTML/web page parsing options.
ImagesContentMetadata:
properties:
total_count:
type: integer
title: Total Count
description: Total number of extracted images
images:
items:
$ref: '#/components/schemas/ImageMetadata'
type: array
title: Images
description: List of image metadata with presigned URLs
type: object
required:
- total_count
- images
title: ImagesContentMetadata
description: Metadata for all extracted images.
LlamaParseProcessingOptions:
properties:
ignore:
$ref: '#/components/schemas/LlamaParseIgnoreOptions'
description: Options for ignoring specific text types (diagonal, hidden, text in images)
ocr_parameters:
$ref: '#/components/schemas/LlamaParseOcrParameters'
description: OCR configuration including language detection settings
aggressive_table_extraction:
anyOf:
- type: boolean
- type: 'null'
title: Aggressive Table Extraction
description: Use aggressive heuristics to detect table boundaries, even without visible borders. Useful for documents with borderless or complex tables
disable_heuristics:
anyOf:
- type: boolean
- type: 'null'
title: Disable Heuristics
description: Disable automatic heuristics including outlined table extraction and adaptive long table handling. Use when heuristics produce incorrect results
specialized_chart_parsing:
anyOf:
- type: string
enum:
- agentic_plus
- agentic
- efficient
- type: 'null'
title: Specialized Chart Parsing
description: 'Enable AI-powered chart analysis. Modes: ''efficient'' (fast, lower cost), ''agentic'' (balanced), ''agentic_plus'' (highest accuracy). Automatically enables extract_layout and precise_bounding_box when set'
cost_optimizer:
anyOf:
- $ref: '#/components/schemas/LlamaParseCostOptimizerParameters'
- type: 'null'
description: Cost optimization settings. Only available with 'agentic' or 'agentic_plus' tiers
auto_mode_configuration:
anyOf:
- items:
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# Full source: https://raw.githubusercontent.com/api-evangelist/llamaparse/refs/heads/main/openapi/llamaparse-parse-api-openapi.yml