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Potion Learn

Category: General  ·  Sub-category: general-misc  ·  Last updated:
type:review
Learns from PR reviews, free-form feedback, and codebase drift to evolve project guidelines. Mines human review comments from a specific PR, parses free-form text input (CodeRabbit exports, meeting notes), detects when the codebase has drifted from guidelines, challenges every finding with devil's advocate reasoning, and stages learnings for reviewed merge into guidelines. Use when the user asks to learn from a PR, absorb feedback, update guidelines from reviews, check for guideline drift, or evolve project conventions.

About this skill (catalog notes)

Potion Learn includes a dedicated installation section; 12 code blocks for direct copy-paste. The SKILL.md runs to about 905 words, in the catalog's typical mid-range.

Indexed lastmod
Catalog position
General · general-misc
Indexed related skills
10

How Potion Learn fits the catalog

Potion Learn sits in the General category under the general-misc 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.

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

Learn from PR reviews, free-form feedback, and codebase drift to evolve project guidelines over time.

What this skill does

Potion Learn is a community-contributed Claude Code skill in the general-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/potion-learn/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when the user asks to learn from a PR, absorb feedback, update guidelines from reviews, check for guideline drift, or evolve project conventions.

Who uses this skill

The Potion Learn 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 117,000+ 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/potion-learn
curl -L https://claudskills.com/skills/potion-learn/SKILL.md \
  -o ~/.claude/skills/potion-learn/SKILL.md

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

Skills live at ~/.claude/skills/potion-learn/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\potion-learn\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 Potion Learn Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/potion-learn/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Potion Learn skill do?
Learns from PR reviews, free-form feedback, and codebase drift to evolve project guidelines. Mines human review comments from a specific PR, parses free-form text input (CodeRabbit exports, meeting notes), detects when the codebase has drifted from guidelines, challenges every finding with devil's advocate reasoning, and stages learnings for reviewed merge into guidelines. Use when the user asks to learn from a PR, absorb feedback, update guidelines from reviews, check for guideline drift, or evolve project conventions.
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 Potion Learn skill?
Use Potion Learn when your Claude Code task falls under the General category — specifically in the general misc 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 Potion Learn" or describe the task and let Claude pick). Browse related skills at /category/general/.
What is a Claude Code skill and how does the Potion Learn 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. Potion Learn 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/.

Cite this skill

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

APA
ClaudSkills. (2026). Potion Learn [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/potion-learn/
BibTeX
@misc{potion-learn-2026,
  author    = {ClaudSkills},
  title     = {Potion Learn [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/potion-learn/}
}

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Part of ClaudSkills — the open registry for Claude Skills & Claude Code Skills.  ·  What's New  ·  Install guide  ·  About  ·  llms.txt

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