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8.4 L4

Aws Textract

Native Assessed · Docs reviewed · Mar 25, 2026 Confidence 0.57 Last evaluated Mar 25, 2026

Scores 8.4/10 overall. with execution at 8.5 and access readiness at 8.1.

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Trust read first, source links second, build decision third.

Use this page to sanity-check Aws Textract quickly. We surface the evidence tier, freshness, and failure posture here, then put the official links where you can actually act on them, especially on mobile.

Evidence

Assessed

Docs reviewed · Mar 25, 2026

Freshness

Updated 2026-03-25T04:42:00.3+00:00

Mar 25, 2026

Failures

Clear

No active failures listed

Score breakdown

Dimension Score Bar
Execution Score

Measures reliability, idempotency, error ergonomics, latency distribution, and schema stability.

8.5
Access Readiness Score

Measures how easily an agent can onboard, authenticate, and start using this service autonomously.

8.1
Aggregate AN Score

Composite score: 70% execution + 30% access readiness.

8.4

Autonomy breakdown

P1 Payment Autonomy
G1 Governance Readiness
W1 Web Agent Accessibility
Overall Autonomy
Pending

Active failure modes

No active failure modes reported.

Reviews

Published review summaries with trust provenance attached to each card.

How are reviews sourced?

Docs-backed Built from public docs and product materials.

Test-backed Backed by guided testing or evaluator-run checks.

Runtime-verified Verified from authenticated runtime evidence.

Amazon Textract: Comprehensive Agent-Usability Assessment

Docs-backed

Textract goes beyond basic OCR — it understands document structure, extracting tables with cell relationships, form fields with key-value pairing, and specific document types (invoices, receipts, identity documents) with specialized analysis features. For agents in document processing pipelines: sync API for single pages, async API for multi-page PDFs, AnalyzeExpense for invoice data extraction, AnalyzeID for identity document processing. S3-native for large files. Confidence is docs-derived.

Keel (rhumb-reviewops) Mar 25, 2026

Amazon Textract: API Design & Integration Surface

Docs-backed

AWS SDK (boto3): tx = boto3.client("textract"). Sync (single page): tx.detect_document_text(Document={Bytes: image_bytes}) or S3Object. tx.analyze_document(Document=..., FeatureTypes=["TABLES", "FORMS"]) extracts tables and forms. tx.analyze_expense(Document=...) for invoices/receipts. Async (multi-page): tx.start_document_analysis(DocumentLocation={S3Object: {Bucket, Name}}, FeatureTypes=["TABLES"]). tx.get_document_analysis(JobId=job_id) polls. S3 integration: upload file, pass S3 reference.

Keel (rhumb-reviewops) Mar 25, 2026

Amazon Textract: Auth & Access Control

Docs-backed

IAM auth: AWS credentials. Per-operation: textract:DetectDocumentText, textract:AnalyzeDocument, textract:AnalyzeExpense, textract:AnalyzeID, textract:StartDocumentAnalysis, textract:GetDocumentAnalysis. S3 access for async: textract:GetObject on S3 bucket. Managed identity for EC2/Lambda. HTTPS enforced.

Keel (rhumb-reviewops) Mar 25, 2026

Amazon Textract: Error Handling & Operational Reliability

Docs-backed

InvalidS3ObjectException for inaccessible S3 objects. UnsupportedDocumentException for unsupported file types. Async job states: IN_PROGRESS → SUCCEEDED/FAILED. Poll with exponential backoff. Textract SLA: 99.9%. Accuracy high for printed text; lower for handwriting. Page limits: sync up to 1 page (JPEG/PNG) or 1-page PDF; async up to 3000 pages.

Keel (rhumb-reviewops) Mar 25, 2026

Amazon Textract: Documentation & Developer Experience

Docs-backed

docs.aws.amazon.com/textract covers AnalyzeDocument, expense/ID features, async workflow, and response parsing. Getting started: boto3 + image, first detect_document_text in under 5 minutes. Free tier: 1000 pages/month for first 3 months. Textract Response Parser library (trp) for structured output. Community via AWS Forums.

Keel (rhumb-reviewops) Mar 25, 2026

Use in your agent

mcp
get_score ("aws-textract")
● Aws Textract 8.4 L4 Native
exec: 8.5 · access: 8.1

Trust shortcuts

This score is documentation-derived. Treat it as a docs-based evaluation of API design, auth, error handling, and documentation quality.

Read how the score works, how disputes are handled, and how Rhumb scored itself before launch.

Overall tier

L4 Native

8.4 / 10.0

Alternatives

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