Expect Actual
This skill refines prompts by predicting and incorporating likely user responses, boosting conversation flow & accuracy for more natural interactions.
Install on your platform
We auto-selected Claude Code based on this skill’s supported platforms.
Run in terminal (recommended)
claude mcp add expect-actual npx -- -y @trustedskills/expect-actual
Or manually add to ~/.claude/settings.json
{
"mcpServers": {
"expect-actual": {
"command": "npx",
"args": [
"-y",
"@trustedskills/expect-actual"
]
}
}
}Requires Claude Code (claude CLI). Run claude --version to verify your install.
About This Skill
What it does
This skill allows you to verify the actual output of an AI agent against expected results. It helps in testing and debugging AI agents, ensuring they produce consistent and correct responses based on given prompts or instructions. The skill facilitates automated validation by comparing generated content with predefined expectations.
When to use it
- Automated Testing: Validate that a chatbot consistently provides the correct answer when asked about specific topics.
- Debugging Agent Behavior: Identify why an AI agent is generating unexpected or incorrect responses.
- Ensuring Code Generation Accuracy: Confirm that code generated by an AI assistant compiles and produces the desired output.
- Content Validation: Verify that a content creation AI consistently adheres to style guides or specific formatting requirements.
Key capabilities
- Automated validation of AI agent outputs
- Comparison of actual vs expected results
- Debugging assistance for AI agents
- Testing functionality
Example prompts
- "Verify the following response: [AI Agent Response] against the expectation: [Expected Result]"
- "Test this prompt: 'Summarize this article.' and check if the output matches: [Expected Summary]"
- "Compare the generated code with this expected code snippet."
Tips & gotchas
The accuracy of this skill depends on providing clear and precise "expected results". Ambiguous or poorly defined expectations can lead to false positives or negatives during validation.
Tags
TrustedSkills Verification
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Security Audits
| Gen Agent Trust Hub | Pass |
| Socket | Pass |
| Snyk | Pass |
🌐 Community
Passed automated security scans.