ai Trace Runner
Transform ambiguous AI tasks into auditable execution traces with verified evidence and AI-smell detection.
- 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.
$5
· or 25 creditsSecure checkout via Stripe
Included in download
- Generate auditable logs for compliance-sensitive code changes.
- Debug failed agent runs by comparing planned steps vs. actual execution logs.
- terminal, file_read, file_write automation included
- Includes example output and usage patterns
Sample input
Trace a run to update the API routes and verify test coverage. Stop if you hit blockers. Clean up the final summary for AI-smell.
Sample output
[Verification Report]
- Criterion: 'Update API routes' -> VERIFIED (See diff in Evidence Bundle)
- Criterion: 'Test coverage > 80%' -> BLOCKED (Missing jest config)
[AI-Smell Report] Score: 4/5 (Repetitive hedging detected) Cleanup: Removed "As an AI..." and "I have successfully..." phrases.
ai Trace Runner
Transform ambiguous AI tasks into auditable execution traces with verified evidence and AI-smell detection.
$5
· or 25 creditsSecure checkout via Stripe
Included in download
- Generate auditable logs for compliance-sensitive code changes.
- Debug failed agent runs by comparing planned steps vs. actual execution logs.
- terminal, file_read, file_write automation included
- Includes example output and usage patterns
- Instant install
Sample input
Trace a run to update the API routes and verify test coverage. Stop if you hit blockers. Clean up the final summary for AI-smell.
Sample output
[Verification Report]
- Criterion: 'Update API routes' -> VERIFIED (See diff in Evidence Bundle)
- Criterion: 'Test coverage > 80%' -> BLOCKED (Missing jest config)
[AI-Smell Report] Score: 4/5 (Repetitive hedging detected) Cleanup: Removed "As an AI..." and "I have successfully..." phrases.
Screenshots
About This Skill
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.yamlexecution 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.
Known Limitations
- Trace quality depends on underlying tool output granularity.
- High-latency for simple tasks due to multi-stage verification.
How to Install
mkdir -p ~/.claude/skills && curl -sL https://www.agensi.io/api/install/ai-trace-runner -o /tmp/ai-trace-runner.zip && unzip -o /tmp/ai-trace-runner.zip -d ~/.claude/skills && rm /tmp/ai-trace-runner.zipFree skills install directly. Paid skills require purchase - use the download button above after buying.
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Compatible with SKILL.md-compatible agents like Claude Code and Codex CLI.