Setup & Installation
Or with the ClawHub CLI, for registry-managed skill folders outside a full OpenClaw workspace:
Version History
- Updated skill.yaml metadata for clarity and accuracy. - No changes to functionality or usage instructions.
What This Skill Does
Scores the sentiment of any text input on a continuous scale from -1 (most negative) to +1 (most positive). Runs as a standalone CLI pipeline or as an MCP server via Expanso Edge. Can be deployed to Expanso Cloud for persistent job execution.
The dual CLI and MCP server modes let you drop sentiment scoring into both scripted pipelines and agent workflows without writing custom NLP code.
When to use it
- Scoring customer support tickets before routing to agents
- Analyzing product review sentiment in bulk
- Flagging negative social media mentions for manual review
- Evaluating open-ended survey responses for mood trends
- Checking email or message tone before sending
Example Workflow
Here's how your AI assistant might use this skill in practice.
User asks: Score the sentiment of this review: 'The product broke after two days and support was unhelpful.'
- 1Receives the text string as input
- 2Pipes it through the Expanso Edge pipeline-cli.yaml
- 3Pipeline runs the sentiment scoring model against the input
- 4Returns a numeric score between -1 and +1
Sentiment score: -0.82 (strongly negative)
Requirements
Accounts, API keys, or tools you or your AI assistant may need to set up while using this skill.