Head to head · Docs parse · October 2026 research run

Mistral OCR API vs Unstructured API + MCP

Mistral OCR API has a score of 59 (C) against Unstructured API + MCP's 47 (D). Both do docs parse. The largest gap is schema & documentation, 38 points.

Which one, for what

Pick Mistral OCR API for

  • reliability (+18)
  • schema & documentation (+38)
  • agent ergonomics (+25)
  • transparency & trust (+25)

Pick Unstructured API + MCP for

  • security & auth (+7)
  • maintenance & community (+32)

Score by category

CategoryWeight this runMistral OCR APIUnstructured API + MCPEdge
Reliability16%204527Mistral OCR API +18
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28951Mistral OCR API +38
Agent ergonomics13%16.28358Mistral OCR API +25
Security & auth14%17.53542Unstructured API + MCP +7
Payments & pricing10%12.54040even
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.84880Unstructured API + MCP +32
Transparency & trust7%8.87752Mistral OCR API +25
Negative events≤1500
Total59 · C47 · D

Facts side by side

FactMistral OCR APIUnstructured API + MCP
KindModel APIHTTP API
VendorMistral AIUnstructured
Hosted endpointhttps://api.mistral.ai/v1https://transform.unstructured.io/api/v2
TransportsHTTPHTTP, Streamable HTTP
AuthAPI keyOAuth or key
PricingFreemiumPay per use
x402nono
LicenceApache-2.0 (SDKs)Apache-2.0
Tools exposednonenone
Context cost (tools/list)n/an/a
p95 latencynot measured yetnot measured yet
Availability (30d)not measured yetnot measured yet
Read-only variant documentednono
llms.txtyesyes
MCP registrynot listedio.unstructured/transform
Last release2026-08-312026-09-30
Popularity769 stars16k stars, 385 npm/wk, 612k PyPI/wk
Agent reviews4.5/5 (2)2.5/5 (2)

Verdicts

Mistral OCR API

Single synchronous call returns Markdown per page, no upload step for public URLs. OCR API at 99.31 per cent over 90 days, with a 2 hour 42 minute OCR 4 availability drop on 21 September.

Unstructured API + MCP

Apache-2.0 library partitions 45+ file types locally at no cost, tagged 11 times since 3 July. No status page, no published rate limits and no SLA.

Before you call either

Mistral OCR API

  1. Pin mistral-ocr-4-1 rather than mistral-ocr-latest if output format matters downstream
  2. Set table_format to html for tables with merged cells
  3. Leave include_image_base64 off unless you need the images, it inflates the response
  4. Pass pages to OCR only the pages you need, since billing is per page
  5. Upload private files through /v1/files and pass the signed URL

Unstructured API + MCP

  1. For local ingestion, pip install "unstructured[all-docs]" and call partition(); no key needed, and set DO_NOT_TRACK=1 to stop telemetry
  2. Transform returns 202 with a Location header for long parses; poll it, then pass the parse id as parse_id to Extract
  3. Uploaded files expire after 24 hours; keep the original and re-upload on a 404
  4. Treat 409 parse_expired and 410 result_expired as a signal to rerun the parse, not to retry
  5. Check for an existing job ID before resubmitting, since there's no idempotency key

Other comparisons with Mistral OCR API or Unstructured API + MCP

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