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/ralph-analytics

Show analytics and metrics from agent loop execution history

From plugin
aiwg
211200 skills199 agents26 commands
Install
$ npx -y skills add jmagly/aiwg --skill ralph-analytics --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/ralph-analytics

Context preview

The summary Claude sees to decide when to auto-load this skill.

Show analytics and metrics from agent loop execution history

SKILL.md

ralph-analytics.SKILL.md
namespace: aiwg
name: ralph-analytics
platforms: [all]
description: Show analytics and metrics from agent loop execution history
commandHint:
  category: ralph

Al Analytics Command

Display aggregate analytics and metrics from agent loop execution history.

Instructions

When invoked, analyze agent loop data and present metrics:

1. **Scan Loop History**

  • Load all loop records from `.aiwg/ralph/`
  • Load reflections from `.aiwg/ralph/reflections/`
  • Load debug memory from `.aiwg/ralph/debug-memory/`

2. **Calculate Metrics**

  • **Success rate**: % of loops that completed successfully
  • **Average iterations**: Mean iterations to completion
  • **Reflection reuse rate**: % of reflections applied in subsequent loops
  • **Stuck loop rate**: % of loops that hit stuck detection
  • **Escalation rate**: % requiring human intervention

3. **Pattern Analysis**

  • Most common failure types
  • Most effective fix patterns
  • Average time per iteration
  • Quality trajectory per loop

4. **Display Dashboard**

  • Summary metrics table
  • Trend indicators (improving/stable/degrading)
  • Recommendations for improvement

Arguments

  • `--since [date]` - Analyze loops from date (default: all)
  • `--loop [id]` - Analyze specific loop
  • `--export [path]` - Export analytics to file
  • `--brief` - Show summary only

References

  • @$AIWG_ROOT/agentic/code/addons/ralph/schemas/reflection-memory.json - Reflection schema
  • @$AIWG_ROOT/agentic/code/addons/ralph/schemas/debug-memory.yaml - Debug memory schema
  • @$AIWG_ROOT/agentic/code/addons/ralph/docs/reflection-memory-guide.md - Guide
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