simplify-code

simplify-code is a skill for Claude Code, Codex from GGbond-bo/MemOmics-Agent. It costs 14 tokens per session (2,537 once invoked), scanned A, a copy of simplify-code, MIT.

A code-cleanup workflow that uses three separate reviews focused on reuse, code quality, and efficiency, then applies worthwhile fixes.

In plain words
What is it for?
Use it after making code changes when you want a structured review and practical cleanup, either across all focus areas or one selected area.
Why use it?
It helps find different kinds of problems in recent changes without relying on one broad review that may overlook details.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: mentions CLAUDE.md; mentions subagents; mentions Claude Code.

Good fit Use it after making code changes when you want a structured review and practical cleanup, either across all focus areas or one selected area.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/ggbond-bo/memomics-agent/simplify-code
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add GGbond-bo/MemOmics-Agent --skill simplify-code
Clone the repo
git clone --depth 1 https://github.com/GGbond-bo/MemOmics-Agent

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for simplify-code

README.md
[![agentmods](https://agentmods.dev/badge/skills/ggbond-bo/memomics-agent/simplify-code.svg)](https://agentmods.dev/skills/ggbond-bo/memomics-agent/simplify-code)
Your own site
<a href="https://agentmods.dev/skills/ggbond-bo/memomics-agent/simplify-code"><img src="https://agentmods.dev/badge/skills/ggbond-bo/memomics-agent/simplify-code.svg" alt="Measured on agentmods" height="20"></a>
Per session 14 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,537 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin 100% copy Near-identical to another mod in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00014 $0.02537
Opus 5 $0.00007 $0.01269
Sonnet 5 $0.00003 $0.00507
Haiku 4.5 $0.00001 $0.00254

Measured 3d ago against content hash 5549142eb234, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-07, from the pricing page.

Security

Grade A, and why

simplify-code scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 3d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

Origin

This is a copy

100% identical to simplify-code — 0 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

hermes-agent/skills/software-development/simplify-code/SKILL.md · 213 lines

How it starts

The opening of the file, as written. The whole thing — 213 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Simplify Code — Parallel Review & Cleanup

Review your recent code changes with three focused reviewers running in parallel, aggregate their findings, and apply the fixes worth applying.

Core principle: Three narrow reviewers beat one broad reviewer. Each one deeply searches the codebase for a single class of problem — reuse, quality, efficiency — without diluting its attention across all three. They run concurrently, so you pay the latency of one review, not three.

When to Use

Trigger this skill when the user says any of:

  • "simplify" / "simplify my changes" / "simplify these changes"
  • "review my code" / "review my recent changes" / "clean up my changes"
  • "/simplify" (if they're carrying the Claude Code habit over)

Optional modifiers the user may add — honor them:

  • Focus: "simplify focus on efficiency" → run only the efficiency reviewer (or weight the aggregation toward it). Recognized focuses: reuse, quality, efficiency.
  • Dry run: "simplify but don't change anything" / "just report" → run the three reviewers, present findings, apply NOTHING. Ask before applying.
  • Scope: "simplify the last commit" / "simplify staged" / "simplify src/foo.py" → narrow the diff source accordingly (see Phase 1).

Do NOT auto-run this after every edit. It costs three subagents' worth of tokens — invoke it only when the user explicitly asks.

The Process

Phase 1 — Identify the changes

Capture the diff to review. Pick the source by what the user asked for, in this default order:

# 1. Default: uncommitted working-tree changes (tracked files)
git diff

# 2. If that's empty, include staged changes
git diff HEAD

# 3. Scoped variants the user may request:
git diff --staged                 # "staged changes"
git diff HEAD~1                    # "the last commit"
git diff main...HEAD              # "this branch" / "my PR"
git diff -- src/foo.py            # specific file(s)

If git diff and git diff HEAD are both empty and there's no git repo or no changes, fall back to the files the user explicitly named or that were recently created/edited in this session. If you genuinely can't find any changed code, say so and stop — there's nothing to simplify.

Read the full file on GitHub · 213 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 3d ago First seen · 213 lines · 14 tokens per session scan A 5549142eb234

Subscribe to this mod's changes

simplify-code is a skill published in the GitHub repository GGbond-bo/MemOmics-Agent (19 stars, last pushed 4d ago), licensed MIT. It adds 14 tokens to every session and 2,537 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. It is 100% identical to simplify-code, differing in 0 lines, and is treated as a copy.