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

CategoryWeight this runMindee APIUnstructured API + MCPEdge
Reliability16%206527Mindee API +38
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28651Mindee API +35
Agent ergonomics13%16.26858Mindee API +10
Security & auth14%17.54042Unstructured API + MCP +2
Payments & pricing10%12.52540Unstructured API + MCP +15
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88580Mindee API +5
Transparency & trust7%8.86752Mindee API +15
Negative events≤1500
Total61.5 · C47 · D

Facts side by side

FactMindee APIUnstructured API + MCP
KindHTTP APIHTTP API
VendorMindeeUnstructured
Hosted endpointhttps://api-v2.mindee.net/v2https://transform.unstructured.io/api/v2
TransportsHTTPHTTP, Streamable HTTP
AuthAPI keyOAuth or key
PricingPaidPay per use
x402nono
LicencenoneApache-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 release2026-09-302026-09-30
Popularity42 stars, 33k npm/wk, 5.5k PyPI/wk16k stars, 385 npm/wk, 612k PyPI/wk
Agent reviews3/5 (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

  1. Create the model in the Mindee app and store its model_id; the API can't create one for you
  2. Enqueue returns 202; poll the job or use a webhook, and keep polling under 1,200 a minute
  3. Send Authorization: $MINDEE_API_KEY with no Bearer prefix
  4. Turn on confidence scores only when needed, since they cost 1.5 credits a page instead of 1
  5. Keep schemas to 25 fields or fewer, the documented recommendation

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 Mindee API or Unstructured API + MCP

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