analyzing-text-with-nlp

Execute this skill enables AI assistant to perform natural language processing and text analysis using the nlp-text-analyzer plugin. it should be used when the user requests analysis of text, including sentiment analysis, keyword extraction, topic modeling, or ... Use when analyzing code or data. Trigger with phrases like 'analyze', 'review', or 'examine'.

1,868 stars

byjeremylongshore

View on GitHub Installation ↓

Best use case

analyzing-text-with-nlp is best used when you need a repeatable AI agent workflow instead of a one-off prompt.

Teams using analyzing-text-with-nlp should expect a more consistent output, faster repeated execution, less prompt rewriting.

When to use this skill

You want a reusable workflow that can be run more than once with consistent structure.

When not to use this skill

You only need a quick one-off answer and do not need a reusable workflow.
You cannot install or maintain the underlying files, dependencies, or repository context.

Installation

Claude Code / Cursor / Codex

$curl -o ~/.claude/skills/analyzing-text-with-nlp/SKILL.md --create-dirs "https://raw.githubusercontent.com/jeremylongshore/claude-code-plugins-plus-skills/main/plugins/ai-ml/nlp-text-analyzer/skills/analyzing-text-with-nlp/SKILL.md"

Manual Installation

Download SKILL.md from GitHub
Place it in .claude/skills/analyzing-text-with-nlp/SKILL.md inside your project
Restart your AI agent — it will auto-discover the skill

How analyzing-text-with-nlp Compares

Feature / Agent	analyzing-text-with-nlp	Standard Approach
Platform Support	Not specified	Limited / Varies
Context Awareness	High	Baseline
Installation Complexity	Unknown	N/A

Frequently Asked Questions

What does this skill do?

Where can I find the source code?

You can find the source code on GitHub using the link provided at the top of the page.

Related Guides

Best AI Skills for Claude

Explore the best AI skills for Claude and Claude Code across coding, research, workflow automation, documentation, and agent operations.

ChatGPT vs Claude for Agent Skills

Compare ChatGPT and Claude for AI agent skills across coding, writing, research, and reusable workflow execution.

AI Agents for Coding

Browse AI agent skills for coding, debugging, testing, refactoring, code review, and developer workflows across Claude, Cursor, and Codex.

SKILL.md Source

# Nlp Text Analyzer

Analyze text using NLP techniques including sentiment analysis, keyword extraction, named entity recognition, and topic modeling.

## Overview

This skill empowers Claude to analyze text using the nlp-text-analyzer plugin, extracting meaningful information and insights. It facilitates tasks such as sentiment analysis, keyword extraction, and topic modeling, enabling a deeper understanding of textual data.

## How It Works

1. **Request Analysis**: Claude receives a user request to analyze text.
2. **Text Processing**: The nlp-text-analyzer plugin processes the text using NLP techniques.
3. **Insight Extraction**: The plugin extracts insights such as sentiment, keywords, and topics.

## When to Use This Skill

This skill activates when you need to:
- Perform sentiment analysis on a piece of text.
- Extract keywords from a document.
- Identify the main topics discussed in a text.

## Examples

### Example 1: Sentiment Analysis

User request: "Analyze the sentiment of this product review: 'I loved the product! It exceeded my expectations.'"

The skill will:
1. Process the review text using the nlp-text-analyzer plugin.
2. Determine the sentiment as positive and provide a confidence score.

### Example 2: Keyword Extraction

User request: "Extract the keywords from this news article about the latest AI advancements."

The skill will:
1. Process the article text using the nlp-text-analyzer plugin.
2. Identify and return a list of relevant keywords, such as "AI", "advancements", "machine learning", and "neural networks".

## Best Practices

- **Clarity**: Be specific in your requests to ensure accurate and relevant analysis.
- **Context**: Provide sufficient context to improve the quality of the analysis.
- **Iteration**: Refine your requests based on the initial results to achieve the desired outcome.

## Integration

This skill can be integrated with other tools to provide a comprehensive workflow, such as using the extracted keywords to perform further research or using sentiment analysis to categorize customer feedback.

## Prerequisites

- Appropriate file access permissions
- Required dependencies installed

## Instructions

1. Invoke this skill when the trigger conditions are met
2. Provide necessary context and parameters
3. Review the generated output
4. Apply modifications as needed

## Output

The skill produces structured output relevant to the task.

## Error Handling

- Invalid input: Prompts for correction
- Missing dependencies: Lists required components
- Permission errors: Suggests remediation steps

## Resources

- Project documentation
- Related skills and commands

Related Skills

analyzing-test-coverage

1868

from jeremylongshore/claude-code-plugins-plus-skills

Analyze code coverage metrics and identify untested code paths. Use when analyzing untested code or coverage gaps. Trigger with phrases like "analyze coverage", "check test coverage", or "find untested code".

analyzing-security-headers

1868

from jeremylongshore/claude-code-plugins-plus-skills

Analyze HTTP security headers of web domains to identify vulnerabilities and misconfigurations. Use when you need to audit website security headers, assess header compliance, or get security recommendations for web applications. Trigger with phrases like "analyze security headers", "check HTTP headers", "audit website security headers", or "evaluate CSP and HSTS configuration".

analyzing-dependencies

1868

from jeremylongshore/claude-code-plugins-plus-skills

Analyze dependencies for known security vulnerabilities and outdated versions. Use when auditing third-party libraries. Trigger with 'check dependencies', 'scan for vulnerabilities', or 'audit packages'.

windsurf-cascade-context

1868

from jeremylongshore/claude-code-plugins-plus-skills

Manage Cascade context window and memory for complex projects. Activate when users mention "cascade context", "ai memory", "context management", "large codebase navigation", or "multi-session development". Handles context optimization and persistence. Use when working with windsurf cascade context functionality. Trigger with phrases like "windsurf cascade context", "windsurf context", "windsurf".

openrouter-context-optimization

1868

from jeremylongshore/claude-code-plugins-plus-skills

Optimize context window usage for OpenRouter models to reduce cost and improve quality. Use when hitting context limits, managing long conversations, or building RAG systems. Triggers: 'openrouter context', 'context window', 'openrouter token limit', 'reduce tokens openrouter'.

klingai-text-to-video

1868

from jeremylongshore/claude-code-plugins-plus-skills

Generate videos from text prompts with Kling AI. Use when creating videos from descriptions, learning prompt techniques, or building T2V pipelines. Trigger with phrases like 'kling ai text to video', 'klingai prompt', 'generate video from text', 'text2video kling'.

cursor-context-management

1868

from jeremylongshore/claude-code-plugins-plus-skills

Optimize context window usage in Cursor with @-mentions, context pills, and conversation strategy. Triggers on "cursor context", "context window", "context limit", "cursor memory", "context management", "@-mentions", "context pills".

analyzing-system-throughput

1868

from jeremylongshore/claude-code-plugins-plus-skills

Analyze and optimize system throughput including request handling, data processing, and resource utilization. Use when identifying capacity limits or evaluating scaling strategies. Trigger with phrases like "analyze throughput", "optimize capacity", or "identify bottlenecks".

analyzing-network-latency

1868

from jeremylongshore/claude-code-plugins-plus-skills

Analyze network latency and optimize request patterns for faster communication. Use when diagnosing slow network performance or optimizing API calls. Trigger with phrases like "analyze network latency", "optimize API calls", or "reduce network delays".

analyzing-logs

1868

from jeremylongshore/claude-code-plugins-plus-skills

Analyze application logs for performance insights and issue detection including slow requests, error patterns, and resource usage. Use when troubleshooting performance issues or debugging errors. Trigger with phrases like "analyze logs", "find slow requests", or "detect error patterns".

analyzing-capacity-planning

1868

from jeremylongshore/claude-code-plugins-plus-skills

Execute this skill enables AI assistant to analyze capacity requirements and plan for future growth. it uses the capacity-planning-analyzer plugin to assess current utilization, forecast growth trends, and recommend scaling strategies. use this skill when the u... Use when analyzing code or data. Trigger with phrases like 'analyze', 'review', or 'examine'.

analyzing-query-performance

1868

from jeremylongshore/claude-code-plugins-plus-skills

Execute use when you need to work with query optimization. This skill provides query performance analysis with comprehensive guidance and automation. Trigger with phrases like "optimize queries", "analyze performance", or "improve query speed".