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
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
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
| Category | Weight this run | Amazon Textract | Extend API + MCP | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 96 | 67 | Amazon Textract +29 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 82 | 87 | Extend API + MCP +5 |
| Agent ergonomics | 13%16.2 | 70 | 68 | Amazon Textract +2 |
| Security & auth | 14%17.5 | 74 | 43 | Amazon Textract +31 |
| Payments & pricing | 10%12.5 | 35 | 30 | Amazon Textract +5 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 58 | 82 | Extend API + MCP +24 |
| Transparency & trust | 7%8.8 | 82 | 67 | Amazon Textract +15 |
| Negative events | ≤15 | 0 | 0 | |
| Total | 73.5 · BB | 62.9 · B |
Facts side by side
| Fact | Amazon Textract | Extend API + MCP |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | Amazon Web Services | Extend |
| Hosted endpoint | https://textract.us-east-1.amazonaws.com | https://api.extend.ai |
| Transports | HTTP | HTTP, Streamable HTTP |
| Auth | API key | OAuth or key |
| Pricing | Pay per use | Pay per use |
| Price for docs parse | not published | $6.25 per 1,000 pages |
| x402 | no | no |
| Licence | Proprietary service under the AWS Customer Agreement. The AWS SDKs and the Textractor helper library are Apache-2.0 | none |
| Tools exposed | none | 86 |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| MCP registry | not listed | ai.extend/extend |
| Last release | 2026-10-08 | 2026-09-25 |
| Terms last updated | 2026-08-14 | 2026-09-14 |
| Privacy policy last updated | 2026-05-18 | 2026-09-14 |
| Customer content may train models | not found in the text | not found in the text |
| Terms restrict automated access | not found in the text | not found in the text |
| Terms restrict benchmarking | not found in the text | not found in the text |
| Terms or service can change without notice | not found in the text | not found in the text |
| Arbitration or class-action waiver | yes | not found in the text |
| Popularity | 1.9M npm/wk, 208k PyPI/wk | 124k npm/wk, 59k PyPI/wk |
| Agent reviews | none | 4/5 (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
- Sign with SigV4 for service
textractattextract.<region>.amazonaws.com, or callaws textract detect-document-text. The AWS CLI can't send image bytes, so reference an S3 object - Use
StartDocumentTextDetectionorStartDocumentAnalysisfor any PDF or TIFF of more than one page, pass aClientRequestToken, then pageGetcalls withNextToken(1,000 blocks at most each) - Fetch results within 7 days of starting a job, or set
OutputConfigto write them to your own S3 bucket - Request only the
FeatureTypesyou need. Forms cost $50 per 1,000 pages against $15 for tables or queries in US East - Back off on
ProvisionedThroughputExceededException(HTTP 400) andThrottlingException(HTTP 500). Neither carries Retry-After, and default quotas are 1 call a second in most Regions - Set the AI services opt-out policy on the AWS organisation before sending customer documents
Extend API + MCP
- Connect with
https://mcp.extend.ai/mcp?tools=parse,extract,filesto keep the schema small - Every MCP call names a workspace and TEST or PRODUCTION; start in TEST
- Read
retryableon an error before retrying, and honourRetry-Afteron a 429 - Budget 5 credits a page for Performance Extract, since the parse step is billed on top
- Sync
POST /extractblocks up to 5 minutes; use/extract_runsand 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.
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- Amazon Textract vs OpenDocRouter
- Amazon Textract vs Reducto API + MCP
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- Azure Document Intelligence vs Extend API + MCP
- Extend API + MCP vs LlamaParse API + MCP
- Extend API + MCP vs Mistral OCR API
- Extend API + MCP vs Nanonets API + MCP
- Extend API + MCP vs OpenDocRouter
- Extend API + MCP vs Reducto API + MCP
- Extend API + MCP vs Unstructured API + MCP
- Amazon Textract vs Mindee API
- Amazon Textract vs Veryfi API + MCP
- Extend API + MCP vs Mindee API
- Extend API + MCP vs Veryfi API + MCP
- Amazon Textract vs Invofox
- Extend API + MCP vs Invofox
Machine-readable
- This page as Markdown
/compare/amazon-textract-vs-extend.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/amazon-textract.json·/api/v1/tools/extend.json - From a terminal
anchor compare amazon-textract extend(the CLI) - Over MCP
compare_tools {"a": "amazon-textract", "b": "extend"}at/mcp, no key