repairing

Diagnose and rewrite underperforming singularity-managed skills with iterative scoring validation.

27|2|Updated Mar 18, 2026

Search Tags:#automation #testing #versioning #diagnosis #telemetry #skill #repair

Ready to run

npx skills add https://github.com/Shmayro/singularity-claude --skill repairing

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: repairing
Source: https://github.com/Shmayro/singularity-claude/tree/main/skills/repairing
Command: npx skills add https://github.com/Shmayro/singularity-claude --skill repairing

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Diagnoses why a singularity-managed skill underperforms or produces incorrect outputs and automatically rewrites it to improve reliability within the recursion loop.

Core Features & Use Cases

Automated diagnosis of low-scoring dimensions using history and telemetry
Targeted rewrite of SKILL.md to fix identified weaknesses while preserving strong points
Version bump, re-test, and score validation to confirm improvements

Quick Start

Repair a failing skill by running the auto-repair routine on a known underperformer and review the repair history and score changes.

Frequently Asked Questions about repairing

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

FAQPage Schema

How do I automatically repair failing skills when test scores drop below a threshold?▼

Automated skill repair diagnoses underperforming skills using history and telemetry, then rewrites SKILL.md sections to fix weaknesses while preserving high-scoring parts. It bumps version numbers and validates improvements through iterative testing.

What causes a managed skill to produce incorrect outputs or underperform?▼

Skill underperformance is diagnosed by analyzing telemetry data and scoring history to pinpoint low-scoring dimensions. The repair workflow targets these specific weaknesses through surgical rewrites rather than regenerating the entire skill.

How do I rewrite a skill file to fix weaknesses without losing high-scoring sections?▼

Surgical skill rewriting preserves high-scoring sections of SKILL.md by targeting only identified weaknesses for modification. This approach maintains reliable functionality while correcting dimensions that caused outputs to fall below scoring thresholds.

How do I validate skill improvements after rewriting and bumping the version?▼

Skill improvement validation runs iterative testing and scoring after rewriting SKILL.md and updating version numbers. The repair workflow confirms reliability gains by comparing new score records against previous thresholds to ensure measurable progress.

Can I use automated diagnosis to fix incorrect skill outputs within an existing workflow?▼

Automated diagnosis guides the repair of incorrect outputs by analyzing telemetry within the recursion loop. It applies a targeted rewrite workflow that updates SKILL.md, bumps versions, and re-tests to confirm reliability without external dependencies.

When should I run an automated repair workflow on underperforming skills?▼

Run automated skill repair when average scores fall below a defined threshold or outputs are consistently incorrect. The workflow uses telemetry to diagnose failures, applies surgical rewrites, and validates results through re-testing and score record updates.