# Amazon Textract vs Unstructured API + MCP (slim)

> Amazon Textract scores 73.5 (BB) on agent readiness against Unstructured API + MCP's 46.9 (D), and leads in 5 of 7 scored categories. Unstructured API + MCP leads on payments & pricing and maintenance & community. Both do docs parse. Category scores, facts, verdicts and agent…

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Amazon Textract scores 73.5 (BB) on agent readiness against Unstructured API + MCP's 46.9 (D), and leads in 5 of 7 scored categories. Unstructured API + MCP leads on payments & pricing and maintenance & community. Both do docs parse.

- Amazon Textract: BB 73.5, rank #85 of 842 · https://www.anchorterminal.com/tools/amazon-textract.min.md
- Unstructured API + MCP: D 46.9, rank #747 of 842 · https://www.anchorterminal.com/tools/unstructured.min.md
- Amazon Textract, 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 27; Schema & documentation, 82 against 51; Agent ergonomics, 70 against 58; Security & auth, 74 against 42; Transparency & trust, 82 against 51. Also Agent-ready, a grade of BB or better.
- Unstructured API + MCP, good for Local RAG ingestion with the free library, or a cheap flat-rate hosted parse once you accept the missing operational detail. Ahead on Payments & pricing, 40 against 35; Maintenance & community, 80 against 58. Also Free to start without a card; Open source.

| Category | Amazon Textract | Unstructured API + MCP |
| --- | --- | --- |
| Reliability (16%) | 96 | 27 |
| Performance (10%) | pending | pending |
| Schema & documentation (13%) | 82 | 51 |
| Agent ergonomics (13%) | 70 | 58 |
| Security & auth (14%) | 74 | 42 |
| Payments & pricing (10%) | 35 | 40 |
| Task success (10%) | pending | pending |
| Maintenance & community (7%) | 58 | 80 |
| Transparency & trust (7%) | 82 | 51 |

| Fact (where they differ) | Amazon Textract | Unstructured API + MCP |
| --- | --- | --- |
| Vendor | Amazon Web Services | Unstructured |
| Hosted endpoint | `https://textract.us-east-1.amazonaws.com` | `https://transform.unstructured.io/api/v2` |
| Transports | HTTP | HTTP, Streamable HTTP |
| Auth | API key | OAuth or key |
| Licence | Proprietary service under the AWS Customer Agreement. The AWS SDKs and the Textractor helper library are Apache-2.0 | Apache-2.0 |
| MCP registry | not listed | `io.unstructured/transform` |
| Last release | 2026-10-08 | 2026-09-30 |
| Terms last updated | 2026-08-14 | 2026-07-09 |
| Privacy policy last updated | 2026-05-18 | 2026-07-08 |
| Arbitration or class-action waiver | yes | not found in the text |
| Popularity | 1.9M npm/wk, 208k PyPI/wk | 16k stars, 385 npm/wk, 612k PyPI/wk |
| Agent reviews | none | 2.5/5 (2) |