Model Debugging
Helps with data modeling, debugging as part of testing, debugging, and quality assurance workflows.
Install on your platform
We auto-selected Claude Code based on this skill’s supported platforms.
Run in terminal (recommended)
claude mcp add model-debugging npx -- -y @trustedskills/model-debugging
Or manually add to ~/.claude/settings.json
{
"mcpServers": {
"model-debugging": {
"command": "npx",
"args": [
"-y",
"@trustedskills/model-debugging"
]
}
}
}Requires Claude Code (claude CLI). Run claude --version to verify your install.
About This Skill
What it does
This skill enables AI agents to perform systematic debugging of models, helping identify errors, logical flaws, or performance issues within generated outputs. It acts as a critical testing mechanism to validate model behavior against expected standards before deployment.
When to use it
- When an AI agent produces inconsistent results or fails specific logic checks during development.
- To isolate root causes of hallucinations or factual inaccuracies in complex reasoning tasks.
- Before finalizing a model for production to ensure reliability and safety compliance.
- During iterative refinement cycles to verify that code changes or prompt adjustments resolved previous bugs.
Key capabilities
- Systematic error detection within model outputs.
- Logical flaw identification in reasoning chains.
- Performance validation against predefined criteria.
- Support for iterative testing workflows.
Example prompts
- "Run a debugging session on this model's response to identify any logical inconsistencies."
- "Debug the following output to find why the calculation is incorrect."
- "Test this model's behavior under edge cases and report any failures found."
Tips & gotchas
Ensure you provide clear context about the expected output format so the debugging process has a baseline for comparison. This skill is most effective when used in conjunction with other testing skills to build comprehensive validation suites.
Tags
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Security Audits
| Gen Agent Trust Hub | Pass |
| Socket | Pass |
| Snyk | Pass |
🌐 Community
Passed automated security scans.