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
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
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
| Category | Weight this run | Amazon Textract | Reducto API + MCP | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 96 | 72 | Amazon Textract +24 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 82 | 80 | Amazon Textract +2 |
| Agent ergonomics | 13%16.2 | 70 | 84 | Reducto API + MCP +14 |
| Security & auth | 14%17.5 | 74 | 35 | Amazon Textract +39 |
| 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 | 80 | Reducto API + MCP +22 |
| Transparency & trust | 7%8.8 | 82 | 57 | Amazon Textract +25 |
| Negative events | ≤15 | 0 | 0 | |
| Total | 73.5 · BB | 62.9 · B |
Facts side by side
| Fact | Amazon Textract | Reducto API + MCP |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | Amazon Web Services | Reducto |
| Hosted endpoint | https://textract.us-east-1.amazonaws.com | https://platform.reducto.ai |
| Transports | HTTP | HTTP, Streamable HTTP, stdio |
| Auth | API key | API key |
| Pricing | Pay per use | Pay per use |
| Price for docs parse | not published | $10 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 | 9 |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-08 | 2026-09-11 |
| Terms last updated | 2026-08-14 | 2026-04-17 |
| Privacy policy last updated | 2026-05-18 | 2024-01-21 |
| Customer content may train models | not found in the text | not found in the text |
| Terms restrict automated access | not found in the text | yes |
| Terms restrict benchmarking | not found in the text | yes |
| Terms or service can change without notice | not found in the text | not found in the text |
| Arbitration or class-action waiver | yes | yes |
| Popularity | 1.9M npm/wk, 208k PyPI/wk | 342k npm/wk, 1.1M 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.
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
- 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
Reducto API + MCP
- Use
/parse_asyncor/extract_asyncwith a webhook for anything long; sync calls time out at 900 seconds - Pass
jobid://<job_id>from a parse into extract or split so you don't pay to parse twice - Call
get_jobwhen a tool returns a URL result instead of reading fields from the truncated reply - The hosted MCP can't read local files; run
uvx mcp-server-reductowhen the agent needs to upload from disk - Set
REDUCTO_TELEMETRY=0in 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.
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- Amazon Textract vs Mindee API
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- Amazon Textract vs Invofox
- Invofox vs Reducto API + MCP
Machine-readable
- This page as Markdown
/compare/amazon-textract-vs-reducto.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/amazon-textract.json·/api/v1/tools/reducto.json - From a terminal
anchor compare amazon-textract reducto(the CLI) - Over MCP
compare_tools {"a": "amazon-textract", "b": "reducto"}at/mcp, no key