Agent skill

Skill Simplify

by catlog22 in catlog22/Claude-Code-Workflow

SKILL.md simplification with functional integrity verification.

MITAuto-check: notes

Install Skill Simplify

skills CLI
$ npx skills add catlog22/Claude-Code-Workflow --skill skill-simplify -a claude-code

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

GitHub CLI
$ gh skill install catlog22/Claude-Code-Workflow skill-simplify --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/catlog22/Claude-Code-Workflow.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/skill-simplify .claude/skills/skill-simplify && 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
skill-simplify
GitHub stars
2.1k
Token cost
~733 tokens
SKILL.md length
236 words
Files
4
Skills in repo
82
Repo updated
First seen
Licence
MIT

At a glance

SKILL.md simplification with functional integrity verification.

  • Works in 8 steps: Preserve ALL functional elements: Code… → Only reduce descriptive content:… → Never summarize algorithm logic: If-else… → …
  • SKILL.md covers Input Processing, TodoWrite Pattern, Core Rules and Error Handling
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Skill Simplify is an agent skill from catlog22/Claude-Code-Workflow. SKILL.md simplification with functional integrity verification. Analyze redundancy, optimize content, check no functionality lost. Triggers on "simplify skill", "optimize skill", "skill-simplify".

Its SKILL.md is about 730 tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files (for example `phases/01-analysis.md`, `phases/02-optimize.md` and `phases/03-check.md`).

The repository describes itself as: JSON-driven multi-agent cadence-team development framework with intelligent CLI orchestration (Gemini/Qwen/Codex), context-first architecture, and automated workflow execution. The licence is MIT.

Example prompts

  • “simplify skill”
  • “optimize skill”
  • “skill-simplify”
  • “/skill-simplify”

Requirements

  • Pre-approved tools (allowed-tools): AskUserQuestion, Read, Write, Edit, Bash, Glob, Grep

Workflow steps

8 steps, taken from the first numbered list in SKILL.md.

  1. Preserve ALL functional elements: Code blocks with logic, agent calls, data structures, routing, error handling, input/output specs
  2. Only reduce descriptive content: Flowcharts, verbose comments, duplicate sections, examples that repeat logic
  3. Never summarize algorithm logic: If-else branches, function bodies, schemas must remain verbatim
  4. Classify code blocks: Distinguish functional (logic, routing, schemas) from descriptive (ASCII art, examples, display templates) — only…
  5. Merge equivalent variants: Single/multi-perspective templates differing only by a parameter → one template with variant comment
  6. Fix format issues: Nested backtick template literals in code fences → convert to prose; hardcoded option lists → flag for dynamic…
  7. Validate pseudo-code: Check bracket matching, variable consistency, structural completeness
  8. Quantitative verification: Phase 3 counts must match Phase 1 counts for functional categories; descriptive block decreases are expected

What it can do on your machine

Read from SKILL.md and the folder at commit 07491b0. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • AskUserQuestion
    • Read
    • Write
    • Edit
    • Bash
    • Glob
    • Grep

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are javascript).

    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

Skill Simplify loads about 733 tokens when it runs. Until then it costs about 53 tokens; SKILL.md has 236 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~53
When it runs · the whole SKILL.md, loaded when a task matches
~733

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: notes

The automated check noted patterns worth knowing about, such as sudo or a known installer.

  • NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
    allowed-tools: AskUserQuestion, Read, Write, Edit, Bash, Glob, Grep

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

The full file from catlog22/Claude-Code-Workflow at commit 07491b0, republished under its MIT licence (© catlog22). 236 words, ~733 tokens.

Download SKILL.mdSave it as .claude/skills/skill-simplify/SKILL.md (or your agent's skills folder). This skill also uses 3 other files; get the full folder from GitHub.
name
skill-simplify
description
SKILL.md simplification with functional integrity verification. Analyze redundancy, optimize content, check no functionality lost. Triggers on "simplify skill", "optimize skill", "skill-simplify".
allowed-tools
AskUserQuestion, Read, Write, Edit, Bash, Glob, Grep

Skill Simplify

Three-phase pipeline: analyze functional inventory, apply optimization rules, verify integrity.

Phase Reference Documents (read on-demand):

PhaseDocumentPurpose
1phases/01-analysis.mdExtract functional inventory, identify redundancy, validate pseudo-code format
2phases/02-optimize.mdApply simplification rules, fix format issues
3phases/03-check.mdVerify functional integrity, validate format

Input Processing

javascript
const targetPath = input.trim()
const targetFile = targetPath.endsWith('.md') ? targetPath : `${targetPath}/SKILL.md`
const originalContent = Read(targetFile)
const originalLineCount = originalContent.split('\n').length

TodoWrite Pattern

javascript
TodoWrite({ todos: [
  { content: `Phase 1: Analyzing ${targetFile}`, status: "in_progress", activeForm: "Extracting functional inventory" },
  { content: "Phase 2: Optimize", status: "pending" },
  { content: "Phase 3: Integrity Check", status: "pending" }
]})

Core Rules

  1. Preserve ALL functional elements: Code blocks with logic, agent calls, data structures, routing, error handling, input/output specs
  2. Only reduce descriptive content: Flowcharts, verbose comments, duplicate sections, examples that repeat logic
  3. Never summarize algorithm logic: If-else branches, function bodies, schemas must remain verbatim
  4. Classify code blocks: Distinguish functional (logic, routing, schemas) from descriptive (ASCII art, examples, display templates) — only descriptive blocks may be deleted
  5. Merge equivalent variants: Single/multi-perspective templates differing only by a parameter → one template with variant comment
  6. Fix format issues: Nested backtick template literals in code fences → convert to prose; hardcoded option lists → flag for dynamic generation; workflow handoff references → ensure execution steps present
  7. Validate pseudo-code: Check bracket matching, variable consistency, structural completeness
  8. Quantitative verification: Phase 3 counts must match Phase 1 counts for functional categories; descriptive block decreases are expected

Error Handling

ErrorResolution
Target file not foundReport error, stop
Check FAIL (missing functional elements)Show delta, revert to original, report which elements lost
Check WARN (descriptive decrease or merge)Show delta with justification
Format issues foundReport in check, fix in Phase 2

© catlog22, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 3 other files in .claude/skills/skill-simplify of catlog22/Claude-Code-Workflow.

  • SKILL.md
  • phases/01-analysis.md
  • phases/02-optimize.md
  • phases/03-check.md

Open the folder on GitHubat commit 07491b0

Used in 1 other repository

We found 2 copies of this SKILL.md (exact, near-identical or edited) in other folders. This page covers the copy in catlog22/Claude-Code-Workflow, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Skill Simplify 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.

Skill Simplify compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Skill Simplify this skillcatlog22/Claude-Code-Workflow2.1k—~733Automated safety check: NotesMIT
SQL Optimizationgithub/awesome-copilot40k2 repos~2.3kAutomated safety check: PassMIT
Simplifyasgeirtj/system_prompts_leaks69k—~759Automated safety check: PassCC0-1.0
Agent Performance Optimizerruvnet/ruflo74k2 repos~3.6kAutomated safety check: PassMIT
Integration Testingthedaviddias/Front-End-Checklist74k—~514Automated safety check: PassMIT
Database Optimizerdavila7/claude-code-templates32k7 repos~2.5kAutomated safety check: PassMIT

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Questions about Skill Simplify

What does Skill Simplify do?

SKILL.md simplification with functional integrity verification. Skill Simplify is an agent skill from catlog22/Claude-Code-Workflow.md simplification with functional integrity verification.

How do I install Skill Simplify in Claude Code?

Run `npx skills add catlog22/Claude-Code-Workflow --skill skill-simplify -a claude-code`. Or copy the skill folder (.claude/skills/skill-simplify in catlog22/Claude-Code-Workflow) into .claude/skills/skill-simplify in your project. Claude Code loads it when a task matches its description.

How do I install Skill Simplify in Codex?

Run `npx skills add catlog22/Claude-Code-Workflow --skill skill-simplify -a codex`. Or copy the skill folder (.claude/skills/skill-simplify in catlog22/Claude-Code-Workflow) into .agents/skills/skill-simplify in your project. Codex loads it when a task matches its description.

Can I use Skill Simplify 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 catlog22/Claude-Code-Workflow --skill skill-simplify -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/skill-simplify, .gemini/skills/skill-simplify, .github/skills/skill-simplify and .opencode/skills/skill-simplify in your project.

What does Skill Simplify need to run?

SKILL.md names no scripts, command-line tools or credentials: Skill Simplify is instructions for the agent only. Its frontmatter pre-approves these tools: AskUserQuestion, Read, Write, Edit, Bash, Glob, Grep.

Does Skill Simplify 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 Skill Simplify safe to install?

Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.

What licence does Skill Simplify use?

Skill Simplify is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Skill Simplify use?

About 733 tokens (SKILL.md is roughly 2.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Skill Simplify?

Skills that share tags, products or a category with Skill Simplify: SQL Optimization (github/awesome-copilot, 40k stars), Simplify (asgeirtj/system_prompts_leaks, 69k stars), Agent Performance Optimizer (ruvnet/ruflo, 74k stars) and Integration Testing (thedaviddias/Front-End-Checklist, 74k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Skill Simplify?

catlog22 (a GitHub user) maintains it in catlog22/Claude-Code-Workflow, which has 2,130 GitHub stars. The repository holds 82 skills in this directory. The repository was last updated on June 18, 2026.

Source: catlog22/Claude-Code-Workflow on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.