eval-agentic-cleanup

Audit and remediate agentic eval runs across SLURM workflows.

276|37|Updated Dec 5, 2025
One-click install
npx skills add https://github.com/open-thoughts/OpenThoughts-Agent --skill eval-agentic-cleanup
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: eval-agentic-cleanup
Source: https://github.com/open-thoughts/OpenThoughts-Agent/tree/main/.claude/skills/eval-agentic-cleanup
Command: npx skills add https://github.com/open-thoughts/OpenThoughts-Agent --skill eval-agentic-cleanup

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Audit and remediate finished agentic eval runs to ensure completeness, accuracy, and proper trace registration across the evaluation pipeline.

Core Features & Use Cases

  • Read-only completeness + health audit to verify job completion, score presence, and trace linkage without mutating data.
  • Idempotent remediations that guide users through manual DB updates, trace uploads, and re-registration steps when issues are detected.
  • Targeted re-run capability to resume only errored trials and re-audit for verification after actions.

Quick Start

Use the read-only audit to identify required remediations, then apply only the flagged actions and re-run the audit to confirm success.

Frequently Asked Questions about eval-agentic-cleanup

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I audit agentic eval runs for missing traces and zero scores?

To audit agentic eval runs, perform a read-only completeness and health check that verifies job completion, score presence, and trace linkage by parsing per-trial result.json files without mutating data.

What is the process to remediate missing Hugging Face traces in Supabase evaluation datasets?

Remediation of missing HF traces involves an idempotent flow that performs manual trace uploads, Supabase DB registration, and trace dataset uploads, followed by cross-user foreign key safety checks.

How do I fix invalid scores and recover failed trials in SLURM-based workflows?

To fix invalid scores and recover failed trials in SLURM-based workflows, apply targeted re-run capabilities to resume only errored trials and require re-running the audit to confirm success.

Does the agentic eval remediation flow support cross-user foreign key safety checks?

Yes, the agentic eval remediation flow implements cross-user foreign key safety checks during manual DB updates and trace re-registration to prevent data integrity issues across different users.

Can I re-run only errored trials instead of the entire evaluation job?

Yes, you can use the targeted re-run capability to resume only errored trials instead of the entire evaluation job, then re-run the read-only audit to verify completeness and trace registration.

Why does my evaluation audit show missing traces after a completed SLURM job?

An evaluation audit may show missing traces after a completed SLURM job if Hugging Face traces or Supabase DB entries failed to register properly, requiring manual trace upload and DB registration remediation.