Head to head · Docs parse · October 2026 research run

Amazon Textract vs Extend API + MCP

Amazon Textract scores 73.5 (BB) on agent readiness against Extend API + MCP's 62.9 (B), and leads in 5 of 7 scored categories. Extend API + MCP leads on schema & documentation 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 67
  • Security & auth, 74 against 43
  • Payments & pricing, 35 against 30
  • Transparency & trust, 82 against 67

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

Extend API + MCP B

Good for Teams building production extraction with evaluation sets and versioned processors, and for agents that need to build or tune extractors as well as run them.

Ahead on

  • Schema & documentation, 87 against 82
  • Maintenance & community, 82 against 58

Watch for

Parse is billed on top of Extract, Split and Classify, so Performance Extract costs 5 credits a page

Score by category

CategoryWeight this runAmazon TextractExtend API + MCPEdge
Reliability16%209667Amazon Textract +29
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28287Extend API + MCP +5
Agent ergonomics13%16.27068Amazon Textract +2
Security & auth14%17.57443Amazon Textract +31
Payments & pricing10%12.53530Amazon Textract +5
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.85882Extend API + MCP +24
Transparency & trust7%8.88267Amazon Textract +15
Negative events≤1500
Total73.5 · BB62.9 · B

Facts side by side

FactAmazon TextractExtend API + MCP
KindHTTP APIHTTP API
VendorAmazon Web ServicesExtend
Hosted endpointhttps://textract.us-east-1.amazonaws.comhttps://api.extend.ai
TransportsHTTPHTTP, Streamable HTTP
AuthAPI keyOAuth or key
PricingPay per usePay per use
Price for docs parsenot published$6.25 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 exposednone86
Read-only variant documentednono
llms.txtyesyes
MCP registrynot listedai.extend/extend
Last release2026-10-082026-09-25
Terms last updated2026-08-142026-09-14
Privacy policy last updated2026-05-182026-09-14
Customer content may train modelsnot found in the textnot found in the text
Terms restrict automated accessnot found in the textnot found in the text
Terms restrict benchmarkingnot found in the textnot found in the text
Terms or service can change without noticenot found in the textnot found in the text
Arbitration or class-action waiveryesnot found in the text
Popularity1.9M npm/wk, 208k PyPI/wk124k npm/wk, 59k 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.

Extend API + MCP

Hosted MCP with OAuth scoped to workspaces and to test or production, and a tools filter with nine groups. Parse is billed on top of Extract, Split and Classify, so Performance Extract costs 5 credits a page.

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

Extend API + MCP

  1. Connect with https://mcp.extend.ai/mcp?tools=parse,extract,files to keep the schema small
  2. Every MCP call names a workspace and TEST or PRODUCTION; start in TEST
  3. Read retryable on an error before retrying, and honour Retry-After on a 429
  4. Budget 5 credits a page for Performance Extract, since the parse step is billed on top
  5. Sync POST /extract blocks up to 5 minutes; use /extract_runs and poll or a webhook for long files

Questions

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

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

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

Amazon Textract needs an API key. Extend API + MCP takes an API key or an OAuth sign-in.

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

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

Other comparisons with Amazon Textract or Extend API + MCP

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