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PROMPT SPACE
$5.00developer-toolsUniversal

ai-trace-runner

Transform ambiguous AI tasks into auditable execution traces with verified evidence and AI-smell detection.

skill install https://www.promptspace.in/skills/ai-trace-runner

What it does

AI Trace Runner is a comprehensive execution wrapper for AI agents that turns ambiguous tasks into auditable, verifiable run records. It replaces basic prompting with a structured pipeline: creating a request contract, generating an execution plan, logging every material action, and assembling an evidence bundle. It ensures that every claim made by the AI is backed by a specific file path, command output, or observation.

Why use this skill

Standard AI agents often suffer from 'hallucinated confidence'—claiming a task is done when it actually failed or was bypassed. This skill solves the lack of transparency in agentic workflows by forcing explicit verification. It includes built-in "AI-smell" detection to strip away robotic fluff and project.yaml integration for rigorous dependency management. It is ideal for developers who need to debug complex agent behaviors or provide ironclad proof of work for code changes and system audits.

Supported tools

  • Standard CLI and shell environments
  • Project management via project.yaml execution topologies
  • Any file-system or API-based tool within the agent's scope
  • Integrated human-in-the-loop gates for destructive actions

Use cases

  • Generate auditable logs for compliance-sensitive code changes.
  • Debug failed agent runs by comparing planned steps vs. actual execution logs.
  • Verify AI claims against concrete evidence like diffs and command outputs.
  • Standardize agent reporting using project.yaml execution topologies.
  • Clean up 'robotic' AI summaries using built-in smell detection.

Example

Prompt

Run a traced execution of the migration script and verify the database schema changes.

Sample output preview is available after purchase.

Frequently asked questions

AI Trace Runner solves the 'black box' problem by forcing agents to document every step. It prevents hallucinated success by requiring verifiable evidence (like file outputs or terminal logs) for every claim made during a task.
ai-trace-runner — AI Agent Skill | PromptSpace