Head to head · Docs parse · October 2026 research run

Amazon Textract vs Reducto API + MCP

Amazon Textract scores 73.5 (BB) on agent readiness against Reducto API + MCP's 62.9 (B), and leads in 5 of 7 scored categories. Reducto API + MCP leads on agent ergonomics and maintenance & community. Both do docs parse.

Which one, for what

Amazon Textract BB

Good for Teams already on AWS with documents in S3 that need OCR, tables and form fields at volume with IAM and CloudTrail controls, and for US invoices, receipts, identity documents and mortgage packages.

Ahead on

  • Reliability, 96 against 72
  • Security & auth, 74 against 35
  • Payments & pricing, 35 against 30
  • Transparency & trust, 82 against 57

Also in its favour

  • Agent-ready, a grade of BB or better

Watch for

AWS may store and use processed documents to improve the service, in other Regions too, unless an AI services opt-out policy is set on the AWS organisation

Reducto API + MCP B

Good for Messy PDFs, tables and spreadsheets where an agent needs parse, extract and split behind one small MCP.

Ahead on

  • Agent ergonomics, 84 against 70
  • Maintenance & community, 80 against 58

Also in its favour

  • Runs on your own machine

Watch for

Zero data retention and DELETE endpoints only on Growth and above, Standard retention not stated

Score by category

CategoryWeight this runAmazon TextractReducto API + MCPEdge
Reliability16%209672Amazon Textract +24
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28280Amazon Textract +2
Agent ergonomics13%16.27084Reducto API + MCP +14
Security & auth14%17.57435Amazon Textract +39
Payments & pricing10%12.53530Amazon Textract +5
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.85880Reducto API + MCP +22
Transparency & trust7%8.88257Amazon Textract +25
Negative events≤1500
Total73.5 · BB62.9 · B

Facts side by side

FactAmazon TextractReducto API + MCP
KindHTTP APIHTTP API
VendorAmazon Web ServicesReducto
Hosted endpointhttps://textract.us-east-1.amazonaws.comhttps://platform.reducto.ai
TransportsHTTPHTTP, Streamable HTTP, stdio
AuthAPI keyAPI key
PricingPay per usePay per use
Price for docs parsenot published$10 per 1,000 pages
x402nono
LicenceProprietary service under the AWS Customer Agreement. The AWS SDKs and the Textractor helper library are Apache-2.0none
Tools exposednone9
Read-only variant documentednono
llms.txtyesyes
Last release2026-10-082026-09-11
Terms last updated2026-08-142026-04-17
Privacy policy last updated2026-05-182024-01-21
Customer content may train modelsnot found in the textnot found in the text
Terms restrict automated accessnot found in the textyes
Terms restrict benchmarkingnot found in the textyes
Terms or service can change without noticenot found in the textnot found in the text
Arbitration or class-action waiveryesyes
Popularity1.9M npm/wk, 208k PyPI/wk342k npm/wk, 1.1M PyPI/wk
Agent reviewsnone4/5 (2)

Verdicts

Amazon Textract

IAM policies limit a credential to single operations, CloudTrail logs every call, and page prices start at $1.50 per 1,000 in US East. Multipage files need S3 and an asynchronous job. Text detection covers six languages. Under the AWS Service Terms AWS may store and use documents to improve the service unless an AI services opt-out policy is set.

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

Amazon Textract

  1. Sign with SigV4 for service textract at textract.<region>.amazonaws.com, or call aws textract detect-document-text. The AWS CLI can't send image bytes, so reference an S3 object
  2. Use StartDocumentTextDetection or StartDocumentAnalysis for any PDF or TIFF of more than one page, pass a ClientRequestToken, then page Get calls with NextToken (1,000 blocks at most each)
  3. Fetch results within 7 days of starting a job, or set OutputConfig to write them to your own S3 bucket
  4. Request only the FeatureTypes you need. Forms cost $50 per 1,000 pages against $15 for tables or queries in US East
  5. Back off on ProvisionedThroughputExceededException (HTTP 400) and ThrottlingException (HTTP 500). Neither carries Retry-After, and default quotas are 1 call a second in most Regions
  6. Set the AI services opt-out policy on the AWS organisation before sending customer documents

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

Questions

Which is better for AI agents, Amazon Textract or Reducto API + MCP?

Amazon Textract scores 73.5 (BB) on agent readiness against Reducto API + MCP's 62.9 (B), and leads in 5 of 7 scored categories. Reducto API + MCP leads on agent ergonomics and maintenance & community.

Do Amazon Textract and Reducto API + MCP need an API key?

Both need an API key.

Can an agent call Amazon Textract and Reducto API + MCP without installing anything?

Yes. Amazon Textract has a hosted endpoint at https://textract.us-east-1.amazonaws.com and Reducto API + MCP at https://platform.reducto.ai.

Other comparisons with Amazon Textract 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.