> For the complete documentation index, see [llms.txt](https://guides.ia.numerique.gouv.fr/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://guides.ia.numerique.gouv.fr/albert-api/api-reference/liste-des-endpoint/parse.md).

# Parse

## Parse

> Parse a PDF file into Markdown.

```json
{"openapi":"3.1.0","info":{"title":"Albert API","version":"0.4.9"},"security":[{"HTTPBearer":[]}],"components":{"securitySchemes":{"HTTPBearer":{"type":"http","scheme":"bearer"}},"schemas":{"Body_parse_v1_parse_beta_post":{"properties":{"file":{"type":"string","contentMediaType":"application/octet-stream","title":"File","description":"The file to parse."},"page_range":{"type":"string","title":"Page Range","description":"Page range to convert, specify comma separated page numbers or ranges. Example: '0,5-10,20'","default":""},"force_ocr":{"type":"boolean","title":"Force Ocr","description":"Force OCR on all pages of the PDF. Defaults to False. This can lead to worse results if you have good text in your PDFs (which is true in most cases).","default":false}},"type":"object","required":["file"],"title":"Body_parse_v1_parse_beta_post"},"ParsedDocument":{"properties":{"object":{"type":"string","const":"list","title":"Object","default":"list"},"data":{"items":{"$ref":"#/components/schemas/ParsedDocumentPage"},"type":"array","title":"Data"},"usage":{"$ref":"#/components/schemas/api__schemas__usage__Usage","description":"Usage information for the request."}},"additionalProperties":true,"type":"object","required":["data"],"title":"ParsedDocument"},"ParsedDocumentPage":{"properties":{"object":{"type":"string","const":"documentPage","title":"Object","default":"documentPage"},"content":{"type":"string","title":"Content"},"images":{"additionalProperties":{"type":"string"},"type":"object","title":"Images"},"metadata":{"$ref":"#/components/schemas/ParsedDocumentMetadata"}},"additionalProperties":true,"type":"object","required":["content","images","metadata"],"title":"ParsedDocumentPage"},"ParsedDocumentMetadata":{"properties":{"document_name":{"type":"string","title":"Document Name"},"page":{"type":"integer","title":"Page","default":0}},"additionalProperties":true,"type":"object","required":["document_name"],"title":"ParsedDocumentMetadata"},"api__schemas__usage__Usage":{"properties":{"prompt_tokens":{"type":"integer","title":"Prompt Tokens","description":"Number of prompt tokens (e.g. input tokens).","default":0},"completion_tokens":{"type":"integer","title":"Completion Tokens","description":"Number of completion tokens (e.g. output tokens).","default":0},"total_tokens":{"type":"integer","title":"Total Tokens","description":"Total number of tokens (e.g. input and output tokens).","default":0},"cost":{"type":"number","title":"Cost","description":"Total cost of the request.","default":0},"carbon":{"$ref":"#/components/schemas/CarbonFootprintUsage","deprecated":true},"impacts":{"$ref":"#/components/schemas/api__schemas__usage__EnvironmentalImpacts"},"requests":{"type":"integer","title":"Requests","description":"Number of model requests.","default":0}},"additionalProperties":true,"type":"object","title":"Usage"},"CarbonFootprintUsage":{"properties":{"kWh":{"$ref":"#/components/schemas/CarbonFootprintUsageKWh","deprecated":true},"kgCO2eq":{"$ref":"#/components/schemas/CarbonFootprintUsageKgCO2eq","deprecated":true}},"additionalProperties":true,"type":"object","title":"CarbonFootprintUsage"},"CarbonFootprintUsageKWh":{"properties":{"min":{"type":"number","title":"Min","description":"Minimum carbon footprint in kWh.","default":0,"deprecated":true},"max":{"type":"number","title":"Max","description":"Maximum carbon footprint in kWh.","default":0,"deprecated":true}},"additionalProperties":true,"type":"object","title":"CarbonFootprintUsageKWh"},"CarbonFootprintUsageKgCO2eq":{"properties":{"min":{"type":"number","title":"Min","description":"Minimum carbon footprint in kgCO2eq (global warming potential).","default":0,"deprecated":true},"max":{"type":"number","title":"Max","description":"Maximum carbon footprint in kgCO2eq (global warming potential).","default":0,"deprecated":true}},"additionalProperties":true,"type":"object","title":"CarbonFootprintUsageKgCO2eq"},"api__schemas__usage__EnvironmentalImpacts":{"properties":{"kWh":{"type":"number","title":"Kwh","description":"Carbon footprint in kWh.","default":0},"kgCO2eq":{"type":"number","title":"Kgco2Eq","description":"Carbon footprint in kgCO2eq (global warming potential).","default":0}},"additionalProperties":true,"type":"object","title":"EnvironmentalImpacts"},"HTTPValidationError":{"properties":{"detail":{"items":{"$ref":"#/components/schemas/ValidationError"},"type":"array","title":"Detail"}},"type":"object","title":"HTTPValidationError"},"ValidationError":{"properties":{"loc":{"items":{"anyOf":[{"type":"string"},{"type":"integer"}]},"type":"array","title":"Location"},"msg":{"type":"string","title":"Message"},"type":{"type":"string","title":"Error Type"},"input":{"title":"Input"},"ctx":{"type":"object","title":"Context"}},"type":"object","required":["loc","msg","type"],"title":"ValidationError"}}},"paths":{"/v1/parse-beta":{"post":{"tags":["Parse"],"summary":"Parse","description":"Parse a PDF file into Markdown.","operationId":"parse_v1_parse_beta_post","requestBody":{"content":{"multipart/form-data":{"schema":{"$ref":"#/components/schemas/Body_parse_v1_parse_beta_post"}}},"required":true},"responses":{"200":{"description":"Successful Response","content":{"application/json":{"schema":{"$ref":"#/components/schemas/ParsedDocument"}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"$ref":"#/components/schemas/HTTPValidationError"}}}}},"deprecated":true}}}}
```


---

# Agent Instructions
This documentation is published with GitBook. GitBook is the documentation platform designed so that both humans and AI agents can read, navigate, and reason over technical content effectively. Learn more at gitbook.com.

## Querying This Documentation
If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter, and the optional `goal` query parameter:

```
GET https://guides.ia.numerique.gouv.fr/albert-api/api-reference/liste-des-endpoint/parse.md?ask=<question>&goal=<endgoal>
```

`ask` is the immediate question: it should be specific, self-contained, and written in natural language.
`goal` is optional and describes the broader end goal you are ultimately trying to accomplish on behalf of the user. GitBook uses it to tailor the answer towards what is most useful for that goal.

The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.