Clarify

Clarify is an AI Engineering skill for Claude Code, published by mag123c in toktrack.

188 stars20 forkson mag123c/toktrackAdded 2026/09/06+1% in starsRepository updated 2026/09/04

ai-billingai-codingai-costai-toolsanthropicclaude-codeclicodex-clicost-monitorcost-trackingdeveloper-toolsgemini-clillmmulti-cliopenairustterminaltoken-trackertoken-usagetui

Install in seconds

Install Clarify

Copy Clarify into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.

terminal

npx degit https://github.com/mag123c/toktrack/tree/main/.claude/skills/clarify ~/.claude/skills/clarify

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/mag123c/toktrack.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file: .claude/skills/clarify/SKILL.md in mag123c/toktrack
Installs to: ~/.claude/skills/clarify
Collection: One of 6 skills cataloged from this repository
Category: AI Engineering — 3278 skills

What Clarify does

Clarify routes requests through shallow Q&A or deeper exploration based on ambiguity and complexity. Use it when a task needs requirements gathered before implementation, especially for complex or uncertain changes.

Clarify is cataloged under AI Engineering on DirSkills. Clarify comes from a repository tagged ai-billing, ai-coding, ai-cost, ai-tools and anthropic.

Documentation

README

Excerpt

/clarify — Adaptive Requirements Clarification

Chain (MUST)

Previous	Current	Next
Session start	/clarify	Present PLAN inline → /implement

Core Model

/clarify → Measure complexity → Clear enough?
                                ├─ Yes → Present PLAN inline → /implement
                                └─ No  → Deeper clarify (explore, analyze, DRAFT...)
                                         → Re-measure → Repeat

Exit condition: "Is this enough info to implement?" — Critical Unknown=0 + remaining items are made visible (Provenance).

Reference Files (load as needed — chaining)

This is the opening of the README. Read the full README on GitHub.

Commands Clarify provides

Slash commands named in this skill’s SKILL.md, listed in the order they first appear.

/clarify
/implement

Frequently asked about Clarify

What else does mag123c publish alongside Clarify?
Clarify is one of 6 skills that DirSkills catalogs from mag123c/toktrack, the repository it ships in. Its siblings there include Code Review, Implement and Next. Each one is a separate skill with its own page in this directory, installs the same way Clarify does, and is maintained by mag123c in that same repository. The rest of the collection is listed on the mag123c/toktrack page.
How does Clarify compare to other AI Engineering skills?
Clarify ranks #2963 by stars among the 3278 AI Engineering skills in this catalog. The most-starred ones next to it are Architecture Decision Records, AI-First Engineering and Agentic OS. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of Clarify against them. Open each page to compare what they document and how they install.