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feedback - Espresso Shot Feedback & Analysis

Collect espresso shot feedback, analyze extraction, and recommend brewing adjustments.

Tags

Updated: 2026-05-09

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • gather shot feedback
  • analyze extraction
  • record shot notes
  • create coffee file
  • log brewing entry
  • add grind map entry
  • update brewing insights
  • recommend drink format
  • read knowledge files

Inputs

  • user rating
  • taste balance
  • flavor observations
  • grind setting
  • dose in
  • dose out
  • shot ID

Outputs

  • shot notes
  • coffee journal entry
  • grind map entry
  • brewing insights
  • adjustment recommendations
  • drink format suggestions

Requirements

  • MCP tools access
  • knowledge files system

Source

  • Spec: SKILL.md

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espresso
brewing
feedback
extraction
dialing
analysis
gather shot feedback
analyze extraction
record shot notes
create coffee file
user rating
taste balance
flavor observations
shot notes
coffee journal entry
grind map entry