taste-distiller

taste-distiller is a skill for Claude Code from pyros-projects/limitless. It costs 93 tokens per session (774 once invoked), scanned A, original, MIT.

A method for explaining the hidden rules behind why a product, interface, writing style, or codebase feels especially good.

In plain words
What is it for?
Use it to study a reference, separate observations from interpretations, identify its recurring patterns and avoided choices, and write a concise guide to its underlying style.
Why use it?
It turns an unclear personal reaction into specific principles about pacing, density, tone, naming, restraint, and repeated choices.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the after-hours plugin — 7 skills shipped together

Good fit Use it to study a reference, separate observations from interpretations, identify its recurring patterns and avoided choices, and write a concise guide to its underlying style.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/pyros-projects/limitless/taste-distiller
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add pyros-projects/limitless --skill taste-distiller
Clone the repo
git clone --depth 1 https://github.com/pyros-projects/limitless

Made for: Claude Code.

Or install after-hours, the plugin that ships this one along with the rest of its 7 skills.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for taste-distiller

README.md
[![agentmods](https://agentmods.dev/badge/skills/pyros-projects/limitless/taste-distiller/github.svg)](https://agentmods.dev/skills/pyros-projects/limitless/taste-distiller)
Your own site
<a href="https://agentmods.dev/skills/pyros-projects/limitless/taste-distiller"><img src="https://agentmods.dev/badge/skills/pyros-projects/limitless/taste-distiller/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for taste-distiller

Your own site · 80×15
<a href="https://agentmods.dev/skills/pyros-projects/limitless/taste-distiller"><img src="https://agentmods.dev/badge/skills/pyros-projects/limitless/taste-distiller.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 93 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 774 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00093 $0.00774
Opus 5 $0.00046 $0.00387
Sonnet 5 $0.00019 $0.00155
Haiku 4.5 $0.00009 $0.00077

Measured 8d ago against content hash a9272e50a293, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-08, from the pricing page.

Security

Grade A, and why

taste-distiller scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 8d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

plugins/after-hours/skills/taste-distiller/SKILL.md · 98 lines

How it starts

The opening of the file, as written. The whole thing — 98 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Taste Distiller

Overview

This skill extracts the hidden governing rules behind something that feels unusually good.

It is not about copying surface features. It is about finding the deeper constitution: pacing, density, tone, restraint, naming, interaction cadence, and the small repeated choices that create the feeling.

When to Use

Use this when:

  • the user says "I like this, but I can't explain why"
  • a reference feels promising but still fuzzy
  • the team needs stronger language for taste and direction
  • someone wants to learn from a reference without making a cheap clone

Do not use this for generic design critique. This skill is for extracting the rules beneath the style.

What to Produce

Distill the reference into:

  • governing rules
  • recurring patterns
  • what it consistently avoids
  • how tone, spacing, density, or interaction create the effect
  • a short "constitution of taste" summary

When useful, separate:

  • direct observation
  • inference
  • likely consequences if these rules are broken

Working Loop

  1. Gather the reference carefully. Look at a product, interface, writing sample, or codebase with enough surface area to reveal patterns.

  2. Ignore first-order imitation. Do not start with colors, animations, or other obvious artifacts. Instead, inspect concrete dimensions such as:

    • information density
    • pacing between actions or beats
    • what gets prominent placement versus what stays hidden
    • how errors, empty states, and uncertainty are handled
    • the ratio of explanation to assumption
    • how often the system trusts the user versus over-guiding them
  3. Extract rules. What does it consistently do? What does it avoid? Where does it spend attention? Where does it stay restrained?

  4. Write the constitution. Turn the observed pattern into a reusable set of principles the user can carry into new work.

Suggested Output Shape

  • What gives this its feel
  • Hidden rules it seems to obey
  • What it consistently avoids
  • What would break the effect
  • Portable lessons

Read the full file on GitHub · 98 lines

Files

What ships with it

2 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 8d ago First seen · 98 lines · 93 tokens per session scan A a9272e50a293

Subscribe to this mod's changes

taste-distiller is a skill published in the GitHub repository pyros-projects/limitless (9 stars, last pushed 26d ago), licensed MIT. It adds 93 tokens to every session and 774 once invoked, about $0.0005 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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