sentiment-scoreAnalyze text sentiment on a scale from -1 (negative) to +1 (positive) using Expanso Edge pipelines.
Install via ClawdBot CLI:
clawdbot install aronchick/sentiment-scoreGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Accesses sensitive credential files or environment variables
${OPENAICalls external URL not in known-safe list
https://skills.expanso.io/sentiment-score/pipeline-cli.yamlAI Analysis
The skill accesses OpenAI credentials for its stated purpose of sentiment analysis, which is legitimate, and the external URL is for deployment instructions, not data exfiltration. No hidden instructions, credential harvesting, or obfuscation are evident in the provided definition.
Audited Apr 16, 2026 · audit v1.0
Generated Mar 22, 2026
Analyze user comments and posts on platforms like Twitter or Reddit to gauge public sentiment towards brands or products. This helps marketing teams track campaign effectiveness and identify potential PR crises early.
Process customer reviews from e-commerce sites or survey responses to quantify satisfaction levels. Businesses can use this to improve products, address common complaints, and enhance customer service strategies.
Evaluate news articles, analyst reports, or social media chatter about stocks or cryptocurrencies to assess market mood. Traders and investors can incorporate this data into decision-making models for better risk management.
Monitor public discourse on social media or news outlets to measure sentiment towards candidates or policies during elections. Campaign teams can adjust messaging and target undecided voters based on real-time insights.
Analyze patient reviews or feedback forms from hospitals and clinics to understand satisfaction with care services. Healthcare providers can identify areas for improvement and enhance patient experience outcomes.
Offer the sentiment analysis tool as a cloud-based service with tiered pricing based on usage volume or features. This provides recurring revenue and scalability for businesses needing continuous sentiment monitoring.
Provide custom integration services to embed the sentiment score skill into clients' existing data pipelines or applications. This includes setup, training, and ongoing support for tailored business needs.
Incorporate the sentiment analysis as a feature within a broader analytics platform that aggregates data from multiple sources. This attracts users looking for comprehensive insights beyond just sentiment scoring.
💬 Integration Tip
Ensure the Expanso Edge binary is properly installed and accessible in the PATH before running pipelines to avoid execution errors.
Scored Apr 19, 2026
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