Agent skill

First Principles Decomposer

by sundial-org in sundial-org/awesome-openclaw-skills

Break any problem down to fundamental truths, then rebuild solutions from atoms up.

No licenceAuto-check passed

Install First Principles Decomposer

skills CLI
$ npx skills add sundial-org/awesome-openclaw-skills --skill first-principles-decomposer -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install sundial-org/awesome-openclaw-skills first-principles-decomposer --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/sundial-org/awesome-openclaw-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/first-principles-decomposer .claude/skills/first-principles-decomposer && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
first-principles-decomposer
GitHub stars
663
Token cost
~706 tokens
SKILL.md length
264 words
Files
4 (incl. references)
Skills in repo
383
Repo updated
First seen
Licence
None found

At a glance

Break any problem down to fundamental truths, then rebuild solutions from atoms up.

  • Works in 3 steps: Identify Assumptions → Break to Atoms → Rebuild From Truth
  • User says firstp
  • SKILL.md covers When To Use, The Process, Interactive Flow and Output Format, plus 3 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

First Principles Decomposer is an agent skill from sundial-org/awesome-openclaw-skills. Break any problem down to fundamental truths, then rebuild solutions from atoms up. Use when user says "firstp", "first principles", "from scratch", "what are we assuming", "break this down", "atomic", "fundamental truth", "physics thinking", "Elon method", "bedrock", "ground up", "core problem", "strip away", or challenges assumptions about how things are done.

Its SKILL.md is about 710 tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including reference files (for example `references/examples.md`, `references/framework.md` and `references/integrated-frameworks.md`).

The repository describes itself as: Top OpenClaw skills, with the most popular and useful ones.

When your agent uses it

  • User says firstp
  • First principles
  • What are we assuming
  • Break this down

Example prompts

  • “firstp”
  • “first principles”
  • “from scratch”
  • “/first-principles-decomposer”

Workflow steps

3 steps, taken from the step headings in SKILL.md.

  1. Identify Assumptions
  2. Break to Atoms
  3. Rebuild From Truth

What it can do on your machine

Read from SKILL.md and the folder at commit b80cde2. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

First Principles Decomposer loads about 706 tokens when it runs, and up to ~3k if it reads all its reference files. Until then it costs about 98 tokens; SKILL.md has 264 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~98
When it runs · the whole SKILL.md, loaded when a task matches
~706
With references · SKILL.md plus every file in references/, read only if the agent opens them
~3k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 264 words (~706 tokens).

“Ask: "What am I assuming to be true that might not be?" List every assumption embedded in the current approach.”

— opening of SKILL.md by sundial-org
name
first-principles-decomposer

Read the full SKILL.md on GitHub

Files

SKILL.md and 3 other files (references) in skills/first-principles-decomposer of sundial-org/awesome-openclaw-skills.

  • SKILL.md
  • references/examples.md
  • references/framework.md
  • references/integrated-frameworks.md

Open the folder on GitHubat commit b80cde2

Compare with similar skills

First Principles Decomposer next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

First Principles Decomposer compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
First Principles Decomposer this skillsundial-org/awesome-openclaw-skills663—~706Automated safety check: PassNone
What Could Breaksickn33/agentic-awesome-skills47k—~1.8kAutomated safety check: PassMIT
Principle Redesign From First Principlescursor/plugins11k8 repos~211Automated safety check: PassNone
Is This A Problemanthropics/claude-for-legal9.6k2 repos~2.3kAutomated safety check: PassApache-2.0
Rebuilding Flutter Toolflutter/flutter179k—~167Automated safety check: PassBSD-3-Clause
Uxui Principlessickn33/agentic-awesome-skills47k2 repos~548Automated safety check: PassMIT

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Questions about First Principles Decomposer

What does First Principles Decomposer do?

Break any problem down to fundamental truths, then rebuild solutions from atoms up. First Principles Decomposer is an agent skill from sundial-org/awesome-openclaw-skills. Break any problem down to fundamental truths, then rebuild solutions from atoms up.

When should I use First Principles Decomposer?

First Principles Decomposer fits situations like: user says firstp; first principles; what are we assuming; break this down.

How do I install First Principles Decomposer in Claude Code?

Run `npx skills add sundial-org/awesome-openclaw-skills --skill first-principles-decomposer -a claude-code`. Or copy the skill folder (skills/first-principles-decomposer in sundial-org/awesome-openclaw-skills) into .claude/skills/first-principles-decomposer in your project. Claude Code loads it when a task matches its description.

How do I install First Principles Decomposer in Codex?

Run `npx skills add sundial-org/awesome-openclaw-skills --skill first-principles-decomposer -a codex`. Or copy the skill folder (skills/first-principles-decomposer in sundial-org/awesome-openclaw-skills) into .agents/skills/first-principles-decomposer in your project. Codex loads it when a task matches its description.

Can I use First Principles Decomposer in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add sundial-org/awesome-openclaw-skills --skill first-principles-decomposer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/first-principles-decomposer, .gemini/skills/first-principles-decomposer, .github/skills/first-principles-decomposer and .opencode/skills/first-principles-decomposer in your project.

What does First Principles Decomposer need to run?

SKILL.md names no scripts, command-line tools or credentials: First Principles Decomposer is instructions for the agent only.

Does First Principles Decomposer access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is First Principles Decomposer safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does First Principles Decomposer use?

No licence was found for First Principles Decomposer or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does First Principles Decomposer use?

About 706 tokens (SKILL.md is roughly 2.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 2.3k tokens, read only when the agent opens those files.

What are the alternatives to First Principles Decomposer?

Skills that share tags, products or a category with First Principles Decomposer: What Could Break (sickn33/agentic-awesome-skills, 47k stars), Principle Redesign From First Principles (cursor/plugins, 11k stars), Is This A Problem (anthropics/claude-for-legal, 9.6k stars) and Rebuilding Flutter Tool (flutter/flutter, 179k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains First Principles Decomposer?

sundial-org (a GitHub organization) maintains it in sundial-org/awesome-openclaw-skills, which has 663 GitHub stars. The repository holds 383 skills in this directory. The repository was last updated on March 7, 2026.

Source: sundial-org/awesome-openclaw-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.