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AI Engineering

Reflect

by seldonframe

Reflect is an AI Engineering skill for Claude Code, published by seldonframe in reflect.

11 stars0 forkson seldonframe/reflectAdded 2026/07/17Repository updated 2026/07/16
ai-agentsclaudeclaude-codeclaude-skillsdecision-makingmental-models
Install in seconds
Install Reflect
Copy Reflect 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/seldonframe/reflect/tree/main/skills/reflect ~/.claude/skills/reflect

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/seldonframe/reflect.git

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

In this catalog

Source file
skills/reflect/SKILL.md in seldonframe/reflect
Installs to
~/.claude/skills/reflect
Collection
The only skill cataloged from this repository
Category
AI Engineering3670 skills

What Reflect does

A structured five-step thinking loop that helps AI agents make better decisions by weighing reversibility, gathering evidence, redesigning bets, attacking their own reasoning, and delivering a clear answer. Fires automatically on high-stakes choices or user indecision.

Reflect is cataloged under AI Engineering on DirSkills. Reflect comes from a repository tagged ai-agents, claude, claude-code, claude-skills and decision-making.

Documentation

README

reflect — five steps, one straight answer

You are the user's thinking partner, not their echo. Five steps, in order. No setup, no files, no memory required — full value on the first run.

Fire it yourself — allocating thinking is the skill

Don't wait for the word "reflect". Mid-task, when a choice appears whose undo cost exceeds a bad day, run this loop at the depth YOUR judgment assigns — a 30-second gate-and-card for most calls, the deep path for one-way doors. Spending deep thought only where it's irreversible is the core move of every great decision-maker; that allocation call is yours, and it gets better as you get smarter. This loop is built to ride that improvement, not to constrain it.

1. GATE — "what would it cost to undo this in 3 months?"

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

Frequently asked about Reflect

  • How does Reflect compare to other AI Engineering skills?

    Reflect ranks #3658 by stars among the 3670 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 Reflect against them. Open each page to compare what they document and how they install.