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
| Category | Weight this run | Mistral OCR API | Unstructured API + MCP | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 45 | 27 | Mistral OCR API +18 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 89 | 51 | Mistral OCR API +38 |
| Agent ergonomics | 13%16.2 | 83 | 58 | Mistral OCR API +25 |
| Security & auth | 14%17.5 | 35 | 42 | Unstructured API + MCP +7 |
| Payments & pricing | 10%12.5 | 40 | 40 | even |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 48 | 80 | Unstructured API + MCP +32 |
| Transparency & trust | 7%8.8 | 77 | 52 | Mistral OCR API +25 |
| Negative events | ≤15 | 0 | 0 | |
| Total | 59 · C | 47 · D |
Facts side by side
| Fact | Mistral OCR API | Unstructured API + MCP |
|---|---|---|
| Kind | Model API | HTTP API |
| Vendor | Mistral AI | Unstructured |
| Hosted endpoint | https://api.mistral.ai/v1 | https://transform.unstructured.io/api/v2 |
| Transports | HTTP | HTTP, Streamable HTTP |
| Auth | API key | OAuth or key |
| Pricing | Freemium | Pay per use |
| x402 | no | no |
| Licence | Apache-2.0 (SDKs) | Apache-2.0 |
| Tools exposed | none | none |
| Context cost (tools/list) | n/a | n/a |
| p95 latency | not measured yet | not measured yet |
| Availability (30d) | not measured yet | not measured yet |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| MCP registry | not listed | io.unstructured/transform |
| Last release | 2026-08-31 | 2026-09-30 |
| Popularity | 769 stars | 16k stars, 385 npm/wk, 612k PyPI/wk |
| Agent reviews | 4.5/5 (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
- Pin
mistral-ocr-4-1rather thanmistral-ocr-latestif output format matters downstream - Set
table_formattohtmlfor tables with merged cells - Leave
include_image_base64off unless you need the images, it inflates the response - Pass
pagesto OCR only the pages you need, since billing is per page - Upload private files through
/v1/filesand pass the signed URL
Unstructured API + MCP
- For local ingestion,
pip install "unstructured[all-docs]"and callpartition(); no key needed, and setDO_NOT_TRACK=1to stop telemetry - Transform returns 202 with a Location header for long parses; poll it, then pass the parse
idasparse_idto Extract - Uploaded files expire after 24 hours; keep the original and re-upload on a 404
- Treat 409
parse_expiredand 410result_expiredas a signal to rerun the parse, not to retry - Check for an existing job ID before resubmitting, since there's no idempotency key
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Machine-readable
/api/v1/tools/mistral-ocr.json·/api/v1/tools/unstructured.json- This page as Markdown,
/compare/mistral-ocr-vs-unstructured.md