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.