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Analyze the user's last prompt for clarity, scope and specificity — give a quality score and concrete suggestions to make the next prompt produce better results

shell
$ npx -y skills add egorfedorov/claude-context-optimizer --skill cco-coach --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.
  • You can call itInvoke it directly when you want it.
  • Slash command/cco-coach
How auto-invocation works

Context preview

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

Analyze the user's last prompt for clarity, scope and specificity — give a quality score and concrete suggestions to make the next prompt produce better results

SKILL.md

cco-coach.SKILL.md
name: cco-coach
description: Analyze the user's last prompt for clarity, scope and specificity — give a quality score and concrete suggestions to make the next prompt produce better results
license: MIT
allowed-tools: [Bash, Read]

Prompt Coach

When the user runs `/cco-coach` or asks for "prompt feedback" / "оцени мой промпт", run the analyzer on the user's last natural-language ask (or on text they provide).

How to use

If the user passes text after the command (e.g. `/cco-coach add login screen`):

node ${CLAUDE_PLUGIN_ROOT}/src/prompt-coach.js analyze "the prompt text here"

If no text given, show recent prompt history and average score:

node ${CLAUDE_PLUGIN_ROOT}/src/prompt-coach.js history 10

What the score means

The coach grades on four dimensions (S/A/B/C/D/F):

  • **Specificity** — does the prompt name files, line numbers, identifiers?
  • **Scope** — is the change bounded? "fix bug in src/auth.js:42" beats "fix all bugs"
  • **Success criteria** — how do we know it's done? (tests pass, error gone, etc.)
  • **Length** — too short usually means under-specified; too long buries the ask

Presentation

After running the script, summarise the top 1–3 suggestions in plain language and offer to **rewrite the prompt** for the user. If they say yes:

node ${CLAUDE_PLUGIN_ROOT}/src/prompt-coach.js improve "the original prompt"

Then show the improved version with a brief diff explaining what changed.

When to suggest this proactively

If you notice the user's prompt scored ≤60 in the last UserPromptSubmit hook and a task is going off the rails (lots of reads with no edits), gently suggest `/cco-coach` to refine.

Read more
Read it on GitHub ↗
Ships withclaude-context-optimizer

Claude Code plugin that tracks token usage, identifies wasted context, and saves 30-50% on API costs. Heatmaps, ROI reports, budget alerts, efficiency scores, git-aware suggestions — all local, zero config.

Get the whole plugin, auto-invoked
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JavaScript
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MIT
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20d ago
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4mo ago
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Repo: egorfedorov/claude-context-optimizer