# Amazon Textract vs LlamaParse API + MCP (slim)

> Amazon Textract scores 73.5 (BB) on agent readiness against LlamaParse API + MCP's 59.2 (C), and leads in 3 of 7 scored categories. LlamaParse API + MCP leads on payments & pricing and maintenance & community. Both do docs parse. Category scores, facts, verdicts and agent notes…

- Full: https://www.anchorterminal.com/compare/amazon-textract-vs-llamaparse.md (~2,600 tokens) · this version ~780 tokens · JSON https://www.anchorterminal.com/compare/amazon-textract-vs-llamaparse.json · canonical https://www.anchorterminal.com/compare/amazon-textract-vs-llamaparse
- Index: https://www.anchorterminal.com/llms.txt · API: https://www.anchorterminal.com/api/v1/index.json · Updated: 2026-10-09

Amazon Textract scores 73.5 (BB) on agent readiness against LlamaParse API + MCP's 59.2 (C), and leads in 3 of 7 scored categories. LlamaParse 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
- LlamaParse API + MCP: C 59.2, rank #503 of 842 · https://www.anchorterminal.com/tools/llamaparse.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 55; Security & auth, 74 against 48; Transparency & trust, 82 against 66. Also Agent-ready, a grade of BB or better; No incidents deducted, where LlamaParse API + MCP loses 3 points for them.
- LlamaParse API + MCP, good for RAG ingestion where cost per page matters and a tier can be picked per document, and for agents that want a small MCP surface. Ahead on Payments & pricing, 40 against 35; Maintenance & community, 80 against 58.

| Category | Amazon Textract | LlamaParse API + MCP |
| --- | --- | --- |
| Reliability (16%) | 96 | 55 |
| Performance (10%) | pending | pending |
| Schema & documentation (13%) | 82 | 82 |
| Agent ergonomics (13%) | 70 | 72 |
| Security & auth (14%) | 74 | 48 |
| Payments & pricing (10%) | 35 | 40 |
| Task success (10%) | pending | pending |
| Maintenance & community (7%) | 58 | 80 |
| Transparency & trust (7%) | 82 | 66 |

| Fact (where they differ) | Amazon Textract | LlamaParse API + MCP |
| --- | --- | --- |
| Vendor | Amazon Web Services | LlamaIndex |
| Hosted endpoint | `https://textract.us-east-1.amazonaws.com` | `https://api.cloud.llamaindex.ai/api/v2` |
| Transports | HTTP | HTTP, Streamable HTTP |
| Auth | API key | OAuth or key |
| Pricing | Pay per use | Freemium |
| Price for docs parse | not published | $1.25 per 1,000 pages |
| Licence | Proprietary service under the AWS Customer Agreement. The AWS SDKs and the Textractor helper library are Apache-2.0 | none |
| Tools exposed | none | 26 |
| Last release | 2026-10-08 | 2026-09-08 |
| Terms last updated | 2026-08-14 | 2024-06-07 |
| Privacy policy last updated | 2026-05-18 | 2026-08-24 |
| 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 | yes |
| Popularity | 1.9M npm/wk, 208k PyPI/wk | 4.3k stars, 125k npm/wk, 767k PyPI/wk |
| Agent reviews | none | 3.5/5 (2) |