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skill-health

Aggregate friction, telemetry, outcomes, and changelog data into a Skill Health Dashboard.

1|Updated Feb 21, 2026
Search Tags:#workflow#analytics#metrics#dashboard#telemetry#friction#skill-health
One-click install
npx skills add https://github.com/kelsi-andrewss/claude-multi-agent-pipeline --skill skill-health
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: skill-health
Source: https://github.com/kelsi-andrewss/claude-multi-agent-pipeline/tree/main/skills/skill-health
Command: npx skills add https://github.com/kelsi-andrewss/claude-multi-agent-pipeline --skill skill-health

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Friction and skill health dashboard: friction events by category and trend, skill invocation counts, outcome correlation, and pattern detection. Use when the user says "/skill-health", "skill health", "show friction", or "show skill metrics".

Core Features & Use Cases

  • Centralized visibility into friction categories, skill usage, and outcomes across the pipeline.
  • Data-driven insights by aggregating friction logs, telemetry, outcomes, and changelogs to reveal trends and optimization opportunities.
  • Use Case: A product team can pinpoint high-friction skills and evaluate the before/after impact of changes to reduce cycle time.

Quick Start

Run /skill-health with optional filters such as since YYYY-MM-DD or a specific focus_skill to view the dashboard.

Frequently Asked Questions about skill-health

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

FAQPage Schema
How do I monitor skill friction and track telemetry trends over time?▼

You can monitor skill friction by aggregating friction logs, telemetry, and outcomes data into a centralized dashboard that visualizes friction categories, invocation counts, and trend changes over time.

What is skill health monitoring and when do I need a friction dashboard?▼

Skill health monitoring aggregates friction events, invocation counts, and outcome correlations to reveal pipeline optimization opportunities. You need it when evaluating the impact of skill changes to reduce cycle time.

How do I generate a skill metrics dashboard filtered by a specific date or skill?▼

Generate a skill metrics dashboard by running the health monitor with optional filters, specifying a start date in YYYY-MM-DD format or targeting a specific focus_skill to narrow the aggregated telemetry and friction data.

Can I measure the before and after impact of changes on cycle time and coder effort?▼

Yes, you can measure the impact of skill changes by correlating changelog data with normalized cycle_time and coder_effort metrics, allowing teams to evaluate whether updates successfully reduced friction.

Does the skill health dashboard enforce data sufficiency before displaying friction metrics?▼

Yes, the skill health dashboard enforces data sufficiency and safety constraints during data normalization for cycle_time, coder_effort, and per-skill aggregations to ensure the displayed friction metrics remain reliable.

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