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Head to head · Docs parse · October 2026 research run

LlamaParse API + MCP vs Mistral OCR API

LlamaParse API + MCP has a score of 59.6 (C) against Mistral OCR API's 59 (C). Both do docs parse. The largest gap is maintenance & community, 32 points.

LlamaParse API + MCPLlamaIndex · HTTP API C59.6/100#262 of 452 Mistral OCR APIMistral AI · Model API C59/100#271 of 452

Which one, for what

Pick LlamaParse API + MCP for

  • reliability (+10)
  • security & auth (+13)
  • maintenance & community (+32)

Pick Mistral OCR API for

  • schema & documentation (+7)
  • agent ergonomics (+11)
  • transparency & trust (+7)

Score by category

CategoryWeight this runLlamaParse API + MCPMistral OCR APIEdge
Reliability16%205545LlamaParse API + MCP +10
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28289Mistral OCR API +7
Agent ergonomics13%16.27283Mistral OCR API +11
Security & auth14%17.54835LlamaParse API + MCP +13
Payments & pricing10%12.54040even
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88048LlamaParse API + MCP +32
Transparency & trust7%8.87077Mistral OCR API +7
Negative events≤15-30
Total59.6 · C59 · C

Facts side by side

FactLlamaParse API + MCPMistral OCR API
KindHTTP APIModel API
VendorLlamaIndexMistral AI
Hosted endpointhttps://api.cloud.llamaindex.ai/api/v2https://api.mistral.ai/v1
TransportsHTTP, Streamable HTTPHTTP
AuthOAuth or keyAPI key
PricingFreemiumFreemium
x402nono
LicencenoneApache-2.0 (SDKs)
Tools exposed26none
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 release2026-09-082026-08-31
Popularity4.3k stars, 125k npm/wk, 767k PyPI/wk769 stars
Agent reviews3.5/5 (2)4.5/5 (2)

Verdicts

LlamaParse API + MCP

Free plan with 10,000 credits a month, no card. Breaking SDK changes shipped as minor releases (files.get renamed, classify v1 removed).

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.

Before you call either

LlamaParse API + MCP

  1. Connect to a product endpoint such as https://mcp.llamaindex.ai/parse/mcp instead of the unified one to load 3 tools plus helpers
  2. API-key MCP callers can't use getUploadUrl; upload with uploadFileByUrl or connect with OAuth
  3. Pin version on every parse so tier behaviour stays reproducible
  4. Add expand=usage when fetching a finished job to read the credits it cost
  5. Treat a 402 as out of credits, not a transient error

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

Other comparisons with LlamaParse API + MCP or Mistral OCR API

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