Skills azure-ai-textanalytics-py

📦

azure-ai-textanalytics-py

Name: azure-ai-textanalytics-py
Author: sickn33

Content revision r2 Medium Risk ⚡ Contains scripts⚙️ External commands🌐 Network access🔑 Env variables

Analyze Text with Azure AI Language

Building reliable NLP workflows requires correct SDK setup and operation selection. This skill provides practical Python patterns for Azure AI Language text analysis.

Supports: Claude Codex Code(CC)

📊 70 Adequate

Install with my Agent

Copy this request to your Agent. It includes the canonical Skill page and manifest.

Agent request

Review the Skillstore skill "azure-ai-textanalytics-py" from https://skillstore.io/skills/sickn33-azure-ai-textanalytics-py.md and its manifest at https://skillstore.io/api/skills/sickn33-azure-ai-textanalytics-py/manifest. Verify the artifact. You may proceed after verification, subject to the environment's own policy.

Your Agent should still show its plan and request any confirmation required by the security policy.

Agent-readable resources

Use these links when an AI agent, crawler, or script needs clean context instead of reading the full page.

Markdown detail GET /skills/sickn33-azure-ai-textanalytics-py.md Signed manifest GET /api/skills/sickn33-azure-ai-textanalytics-py/manifest Signed lockfile GET /api/skills/sickn33-azure-ai-textanalytics-py/lockfile

Test it

Using "azure-ai-textanalytics-py". Analyze two product reviews for sentiment and opinion targets.

Expected outcome:

Review one: positive sentiment; battery life is positive.
Review two: negative sentiment; delivery speed is negative.

Using "azure-ai-textanalytics-py". Extract entities and key phrases from an Azure product announcement.

Expected outcome:

Organizations: Microsoft.
Products: Azure AI.
Key phrases: product announcement, language service, developer tools.

Using "azure-ai-textanalytics-py". Detect and redact personal information in a support message.

Expected outcome:

The result contains redacted text plus PII categories. Original sensitive values are omitted from the displayed output.

Security Audit

Medium Risk

v5 • 7/23/2026 Open versioned report

All 40 static findings are false positives caused by Markdown syntax, Python imports, expected Azure configuration, or key-related property names. One semantic issue remains: the PII example prints raw detected values, which could expose personal data in terminals or logs.

Files scanned

236

Lines analyzed

Review items

False positives ignored

Confirmed security concerns (1)

Medium

SKILL.md:106

Raw PII Printed to Output

The PII example prints each detected entity's original text. Real documents could expose sensitive values in terminals, logs, or captured agent output.

Line 106 directly prints entity.text after PII detection. The exposure is explicit, although the included example data is synthetic.

Risk Factors

⚡ Contains scripts (1)

SKILL.md:157-161

⚙️ External commands (33)

🌐 Network access (1)

SKILL.md:22

🔑 Env variables (3)

SKILL.md:35 SKILL.md:36 SKILL.md:48

Audited by: codex View Audit History →

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Open versioned report

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Academic citations (APA · BibTeX · CFF)

APA citation

sickn33. (2026). azure-ai-textanalytics-py security audit report (audit version 5) [Author version unspecified]. Skillstore. https://skillstore.io/skills/sickn33-azure-ai-textanalytics-py/audits/5

BibTeX citation

@techreport{sickn33-sickn33-azure-ai-textanalytics-py-2026,
  author = {sickn33},
  title = {azure-ai-textanalytics-py security audit report (audit version 5)},
  institution = {Skillstore},
  year = {2026},
  number = {5},
  url = {https://skillstore.io/skills/sickn33-azure-ai-textanalytics-py/audits/5},
  note = {Author version unspecified}
}

CITATION.cff

cff-version: 1.2.0
message: "If you use this Skill, cite its author and this versioned security audit report."
title: "azure-ai-textanalytics-py security audit report (audit version 5)"
version: "unspecified"
type: report
authors:
  - name: "sickn33"
date-released: "2026-07-23"
url: "https://skillstore.io/skills/sickn33-azure-ai-textanalytics-py/audits/5"
identifiers:
  - type: other
    value: "skillstore:sickn33-azure-ai-textanalytics-py:audit:5"
    description: "Skillstore immutable audit report identifier"

Skillstore Score

Why this score Evidence Confidence: High

Architecture

Maintainability

Content

Community

Spec Compliance

What You Can Build

Review Customer Feedback

Classify sentiment and extract opinion targets from support messages or survey comments.

Enrich Document Pipelines

Add entity recognition, language detection, and key phrases to Python data processing workflows.

Prototype Clinical Text Analysis

Identify healthcare entities and normalized medical concepts in controlled, compliant test data.

Try These Prompts

Set Up the Client

Show me how to create an Azure TextAnalyticsClient in Python with DefaultAzureCredential and an endpoint environment variable.

Analyze Sentiment

Create a Python example that analyzes these feedback messages for sentiment and opinion targets: [messages]. Handle document errors safely.

Build a PII Redaction Flow

Design a Python flow that detects PII in [documents]. Return redacted text and categories without printing original sensitive values.

Design an Async Batch Pipeline

Design an asynchronous Python pipeline for [document source]. Combine sentiment, entities, and key phrases with batching, retries, throttling, and per-document errors.

Best Practices

Use DefaultAzureCredential when managed identity is available.
Batch documents and handle errors for each result independently.
Log redacted text and metadata instead of original PII or healthcare content.

Avoid

Do not hardcode Azure keys or commit them to source control.
Do not print raw PII, healthcare text, or authentication values.
Do not assume every batch result succeeded or returned the same result type.

Frequently Asked Questions

Which Azure service does this skill use?

It uses the Azure AI Language Text Analytics client library for Python.

Can I authenticate without an API key?

Yes. Use DefaultAzureCredential with a supported Microsoft Entra identity and suitable Azure permissions.

Does the skill support asynchronous requests?

Yes. It includes the asynchronous TextAnalyticsClient pattern for concurrent workflows.

Can it detect and redact PII?

Yes. The SDK returns detected categories, entity details, and redacted document text.

Does it provide medical advice?

No. Healthcare entity extraction identifies text concepts and does not replace clinical judgment.

What must I validate before production use?

Validate service limits, language support, privacy controls, error handling, retries, monitoring, and regional compliance requirements.

Developer Details

Author

sickn33

License

MIT

Skillstore revision

Version notice

The author did not declare a version.

Repository

https://github.com/sickn33/antigravity-awesome-skills/tree/main/skills/azure-ai-textanalytics-py

Ref

f9e2c34b4f19c7f3e6b0a1e93227b5f77cc12526

Maintenance freshness

7/26/2026

Usage

5 downloads · 100 views

File structure

📄 SKILL.md