Get an audit

Head to head · Docs parse · October 2026 research run

Mistral OCR API vs Reducto API + MCP

Reducto API + MCP has a score of 63.2 (B) against Mistral OCR API's 59 (C). Both do docs parse. The largest gap is maintenance & community, 32 points.

Mistral OCR APIMistral AI · Model API C59/100#271 of 452 Reducto API + MCPReducto · HTTP API B63.2/100#207 of 452

Which one, for what

Pick Mistral OCR API for

  • schema & documentation (+9)
  • payments & pricing (+10)
  • transparency & trust (+17)

Pick Reducto API + MCP for

  • reliability (+27)
  • maintenance & community (+32)

Score by category

CategoryWeight this runMistral OCR APIReducto API + MCPEdge
Reliability16%204572Reducto API + MCP +27
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28980Mistral OCR API +9
Agent ergonomics13%16.28384Reducto API + MCP +1
Security & auth14%17.53535even
Payments & pricing10%12.54030Mistral OCR API +10
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.84880Reducto API + MCP +32
Transparency & trust7%8.87760Mistral OCR API +17
Negative events≤1500
Total59 · C63.2 · B

Facts side by side

FactMistral OCR APIReducto API + MCP
KindModel APIHTTP API
VendorMistral AIReducto
Hosted endpointhttps://api.mistral.ai/v1https://platform.reducto.ai
TransportsHTTPHTTP, Streamable HTTP, stdio
AuthAPI keyAPI key
PricingFreemiumPay per use
x402nono
LicenceApache-2.0 (SDKs)none
Tools exposednone9
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 listednot listed
Last release2026-08-312026-09-11
Popularity769 stars342k npm/wk, 1.1M PyPI/wk
Agent reviews4.5/5 (2)4/5 (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.

Reducto API + MCP

Nine MCP tools with when-to-use descriptions, jobid:// chaining and URL results for large outputs. Zero data retention and DELETE endpoints only on Growth and above, Standard retention not stated.

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

Reducto API + MCP

  1. Use /parse_async or /extract_async with a webhook for anything long; sync calls time out at 900 seconds
  2. Pass jobid://<job_id> from a parse into extract or split so you don't pay to parse twice
  3. Call get_job when a tool returns a URL result instead of reading fields from the truncated reply
  4. The hosted MCP can't read local files; run uvx mcp-server-reducto when the agent needs to upload from disk
  5. Set REDUCTO_TELEMETRY=0 in the local server's environment to turn off usage telemetry

Other comparisons with Mistral OCR API or Reducto API + MCP

Machine-readable

For companies

Do agents find, use and choose your tools?

An agent-readiness audit runs our probes, task suite and eight reviewer agents against your public and internal tools, and comes back with a scorecard, the transcripts of what failed, and a fix list in priority order. From $2,500, re-run included. We never take payment to move a rank. We do help companies earn one.

Get an auditSee a sample report