Head to head · Docs parse · October 2026 research run

Reducto API + MCP vs Unstructured API + MCP

Reducto API + MCP has a score of 63.2 (B) against Unstructured API + MCP's 47 (D). Both do docs parse. The largest gap is reliability, 45 points.

Which one, for what

Pick Reducto API + MCP for

  • reliability (+45)
  • schema & documentation (+29)
  • agent ergonomics (+26)
  • transparency & trust (+8)

Pick Unstructured API + MCP for

  • security & auth (+7)
  • payments & pricing (+10)

Score by category

CategoryWeight this runReducto API + MCPUnstructured API + MCPEdge
Reliability16%207227Reducto API + MCP +45
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28051Reducto API + MCP +29
Agent ergonomics13%16.28458Reducto API + MCP +26
Security & auth14%17.53542Unstructured API + MCP +7
Payments & pricing10%12.53040Unstructured API + MCP +10
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88080even
Transparency & trust7%8.86052Reducto API + MCP +8
Negative events≤1500
Total63.2 · B47 · D

Facts side by side

FactReducto API + MCPUnstructured API + MCP
KindHTTP APIHTTP API
VendorReductoUnstructured
Hosted endpointhttps://platform.reducto.aihttps://transform.unstructured.io/api/v2
TransportsHTTP, Streamable HTTP, stdioHTTP, Streamable HTTP
AuthAPI keyOAuth or key
PricingPay per usePay per use
x402nono
LicencenoneApache-2.0
Tools exposed9none
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 release2026-09-112026-09-30
Popularity342k npm/wk, 1.1M PyPI/wk16k stars, 385 npm/wk, 612k PyPI/wk
Agent reviews4/5 (2)2.5/5 (2)

Verdicts

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.

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

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

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

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