Evaluating Heuristics
This skill assesses if proposed heuristics align with best practices and desired outcomes, improving decision-making accuracy.
Install on your platform
We auto-selected Claude Code based on this skill’s supported platforms.
Run in terminal (recommended)
claude mcp add evaluating-heuristics npx -- -y @trustedskills/evaluating-heuristics
Or manually add to ~/.claude/settings.json
{
"mcpServers": {
"evaluating-heuristics": {
"command": "npx",
"args": [
"-y",
"@trustedskills/evaluating-heuristics"
]
}
}
}Requires Claude Code (claude CLI). Run claude --version to verify your install.
About This Skill
What it does
This skill allows an AI agent to evaluate the effectiveness of heuristics. It can analyze a set of rules or guidelines and determine how well they achieve a specific goal, providing insights into their strengths and weaknesses. The skill assesses heuristic performance based on predefined criteria and offers suggestions for improvement. Ultimately, this helps refine decision-making processes within the agent.
When to use it
- Optimizing Search Algorithms: Evaluate heuristics used in pathfinding or search problems to improve efficiency.
- Refining Rule-Based Systems: Assess the effectiveness of rules governing an AI's behavior and identify areas for adjustment.
- Improving Decision-Making: Analyze heuristics guiding choices made by the agent, leading to more optimal outcomes.
- Debugging Agent Behavior: Pinpoint why an agent is making suboptimal decisions by evaluating the underlying heuristics.
Key capabilities
- Heuristic performance assessment
- Identification of heuristic strengths and weaknesses
- Suggestion generation for heuristic improvement
- Analysis based on predefined criteria
Example prompts
- "Evaluate the following heuristic for sorting files: 'Prioritize files modified recently.'"
- "Analyze this set of rules for prioritizing customer support tickets and suggest improvements."
- "How effective is the heuristic 'Always choose the option with the fewest steps' in a maze-solving scenario?"
Tips & gotchas
The quality of the evaluation depends on clearly defined criteria. Providing specific goals or desired outcomes will improve the accuracy and usefulness of the skill’s analysis.
Tags
TrustedSkills Verification
Unlike other registries that point to live repositories, TrustedSkills pins every skill to a verified commit hash. This protects you from malicious updates — what you install today is exactly what was reviewed and verified.
Security Audits
| Gen Agent Trust Hub | Pass |
| Socket | Pass |
| Snyk | Pass |
🌐 Community
Passed automated security scans.