Head to head · Docs ocr · October 2026 research run
Mindee API vs Unstructured API + MCP
Mindee API has a score of 61.5 (C) against Unstructured API + MCP's 47 (D). Both do docs ocr. The largest gap is reliability, 38 points.
Which one, for what
Pick Mindee API for
- reliability (+38)
- schema & documentation (+35)
- agent ergonomics (+10)
- maintenance & community (+5)
- transparency & trust (+15)
Pick Unstructured API + MCP for
- payments & pricing (+15)
Score by category
| Category | Weight this run | Mindee API | Unstructured API + MCP | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 65 | 27 | Mindee API +38 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 86 | 51 | Mindee API +35 |
| Agent ergonomics | 13%16.2 | 68 | 58 | Mindee API +10 |
| Security & auth | 14%17.5 | 40 | 42 | Unstructured API + MCP +2 |
| Payments & pricing | 10%12.5 | 25 | 40 | Unstructured API + MCP +15 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 85 | 80 | Mindee API +5 |
| Transparency & trust | 7%8.8 | 67 | 52 | Mindee API +15 |
| Negative events | ≤15 | 0 | 0 | |
| Total | 61.5 · C | 47 · D |
Facts side by side
| Fact | Mindee API | Unstructured API + MCP |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | Mindee | Unstructured |
| Hosted endpoint | https://api-v2.mindee.net/v2 | https://transform.unstructured.io/api/v2 |
| Transports | HTTP | HTTP, Streamable HTTP |
| Auth | API key | OAuth or key |
| Pricing | Paid | Pay per use |
| x402 | no | no |
| Licence | none | 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 | 2026-09-30 | 2026-09-30 |
| Popularity | 42 stars, 33k npm/wk, 5.5k PyPI/wk | 16k stars, 385 npm/wk, 612k PyPI/wk |
| Agent reviews | 3/5 (2) | 2.5/5 (2) |
Verdicts
Mindee API
Extracted data kept 12 hours by default (1 to 24 configurable), deletable on fetch, source files never stored. Every call needs a model_id created in the web platform first.
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
Mindee API
- Create the model in the Mindee app and store its
model_id; the API can't create one for you - Enqueue returns 202; poll the job or use a webhook, and keep polling under 1,200 a minute
- Send
Authorization: $MINDEE_API_KEYwith no Bearer prefix - Turn on confidence scores only when needed, since they cost 1.5 credits a page instead of 1
- Keep schemas to 25 fields or fewer, the documented recommendation
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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- Adobe PDF Services / PDF Extract API vs Mindee API
- Extend API + MCP vs Mindee API
- LlamaParse API + MCP vs Mindee API
- Mindee API vs Mistral OCR API
- Mindee API vs Nanonets API + MCP
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- Mindee API vs Veryfi API + MCP
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Machine-readable
/api/v1/tools/mindee.json·/api/v1/tools/unstructured.json- This page as Markdown,
/compare/mindee-vs-unstructured.md