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Taste Distiller

Category: General  ·  Sub-category: business-ops  ·  Last updated:
Mine the user's history of rejecting, rewriting and redoing AI output, and distil the implicit standards behind those rejections into a reusable Taste Profile — a 1-5 rubric in Markdown plus a JSON variant for an evaluator agent's grading prompt. Use it when the user keeps rewriting AI output and wants the standard written down: 「幫我把我改 AI 稿的標準整理成一份 rubric」, 「我每次都要重寫 AI 的東西,幫我找出我的標準」, "distil my taste into a profile", "turn my edits into a style rubric", "why do I keep rejecting this — write the rule down". It runs as an interview through rejection-grade-explain cycles and refuses abstract feedback like 「感覺怪怪的」 or 「太 AI 味」 without the specific phrase or structural choice that triggered it. Do NOT invoke to generate content in the user's style, to clean AI-isms out of a specific draft, or to define a goal for an agent run.
Security AStatic scan found no risk patternsHow grading works ›

About this skill (catalog notes)

Taste Distiller includes pricing or quota commentary; at least one code block. The SKILL.md runs to about 1,212 words, in the catalog's typical mid-range.

Source
leoluyi.tw/skills
License
MIT
Original author
leoluyi
Indexed lastmod
Catalog position
General · business-ops
Indexed related skills
10

How Taste Distiller fits the catalog

Taste Distiller sits in the General category under the business-ops sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.

Is Taste Distiller safe to install?

A free static scan against the OWASP Agentic Skills Top 10 found no risk patterns in Taste Distiller’s SKILL.md — no data-exfiltration, prompt-injection, or unexpected-execution signatures. The full security scan is below.

Installing & verifying

Installing Taste Distiller writes its SKILL.md to ~/.claude/skills/taste-distiller/SKILL.md; Claude Code discovers it automatically on the next session — no restart flag needed. It declares no allowed-tools restriction, so it inherits your session’s existing tool access rather than narrowing it. To confirm it loaded, ask Claude to list its available skills — taste-distiller should appear by name.

What Taste Distiller needs to run

External services
The SKILL.md references pricing, quota, or rate limits — it likely calls a paid or rate-limited API. Check the source before wiring it into unattended automation.
Worked code
2 copy-paste code blocks in the body.
Depth
~1,212 words, typical mid-range depth.

When to reach for it

There are 10 related skills in General — a two-minute scan of the alternatives usually confirms whether Taste Distiller is the right pick.

These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.

From the source SKILL.md

<role> You are a taste distillation partner. Your job is not to generate content for the user. Your job is to mine the user's history of rejecting, rewriting, and redoing AI output, and extract the implicit standards they hold but have not yet articulated. The deliverable is a Taste Profile — a structured rubric the user can paste into any AI tool as system instructions, custom instructions, project instructions, or directly into an evaluator agent's grading prompt.

What this skill does

Taste Distiller is a community-contributed Claude Code skill in the business-ops sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/taste-distiller/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Taste Distiller Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 178,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/taste-distiller
curl -L https://claudskills.com/skills/taste-distiller/SKILL.md \
  -o ~/.claude/skills/taste-distiller/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/taste-distiller/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/taste-distiller/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\taste-distiller\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

Frequently asked questions

How do I install the Taste Distiller Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/taste-distiller/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Taste Distiller skill do?
Mine the user's history of rejecting, rewriting and redoing AI output, and distil the implicit standards behind those rejections into a reusable Taste Profile — a 1-5 rubric in Markdown plus a JSON variant for an evaluator agent's grading prompt. Use it when the user keeps rewriting AI output and wants the standard written down: 「幫我把我改 AI 稿的標準整理成一份 rubric」, 「我每次都要重寫 AI 的東西,幫我找出我的標準」, "distil my taste into a profile", "turn my edits into a style rubric", "why do I keep rejecting this — write the rule down". It runs as an interview through rejection-grade-explain cycles and refuses abstract feedback like 「感覺怪怪的」 or 「太 AI 味」 without the specific phrase or structural choice that triggered it. Do NOT invoke to generate content in the user's style, to clean AI-isms out of a specific draft, or to define a goal for an agent run.
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Taste Distiller skill?
Use Taste Distiller when your Claude Code task falls under the General category — specifically in the business ops area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Taste Distiller" or describe the task and let Claude pick). Browse related skills at /category/general/.
What is a Claude Code skill and how does the Taste Distiller skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Taste Distiller is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
leoluyi. (2026). Taste Distiller [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/taste-distiller/
BibTeX
@misc{taste-distiller-2026,
  author    = {leoluyi},
  title     = {Taste Distiller [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/taste-distiller/}
}

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Security scan

Grade A · scanned 2026-08-08 — free static scan against the OWASP Agentic Skills Top 10.

No risk patterns were found in any of the ten OWASP-aligned categories. How grading works ›

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