simplify

simplify is a skill for Claude Code from ils15/pantheon-legacy. It costs 23 tokens per session (2,414 once invoked), scanned A, original, MIT.

A code-cleanup guide for reducing complexity while keeping the same outputs, side effects, errors, and public interfaces.

In plain words
What is it for?
Removing dead code and unnecessary complexity, improving readability, and checking that simplifications preserve existing behavior.
Why use it?
It helps make code easier to read and maintain without changing how the program behaves.

Skill for Claude Code

Written for Claude Code: context: fork in frontmatter.

Good fit Removing dead code and unnecessary complexity, improving readability, and checking that simplifications preserve existing behavior.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/ils15/pantheon-legacy/simplify
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 ils15/pantheon-legacy --skill simplify
Clone the repo
git clone --depth 1 https://github.com/ils15/pantheon-legacy

Made for: Claude Code.

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

README.md
[![agentmods](https://agentmods.dev/badge/skills/ils15/pantheon-legacy/simplify/github.svg)](https://agentmods.dev/skills/ils15/pantheon-legacy/simplify)
Your own site
<a href="https://agentmods.dev/skills/ils15/pantheon-legacy/simplify"><img src="https://agentmods.dev/badge/skills/ils15/pantheon-legacy/simplify/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for simplify

Your own site · 80×15
<a href="https://agentmods.dev/skills/ils15/pantheon-legacy/simplify"><img src="https://agentmods.dev/badge/skills/ils15/pantheon-legacy/simplify.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 23 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,414 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. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found 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 $0.00023 $0.02414
Opus 5.5 $0.00009 $0.00966
Sonnet 5.5 $0.00005 $0.00483
Haiku 4.5 $0.00002 $0.00241

Measured 1mo ago against content hash afe69a8adb3f, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

simplify 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 1mo 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.

.clinerules/skills/simplify/SKILL.md · 311 lines

How it starts

The opening of the file, as written. The whole thing — 311 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Simplify Skill

Behavior-preserving code simplification. Reduce complexity, eliminate noise, and improve readability without changing what the code does.


When to load this skill

Load when asked to:

  • "Simplify this function/module"
  • "Reduce complexity without changing behavior"
  • "Clean up this code"
  • "Refactor for readability"
  • "Remove dead code / unused paths"

Core Rule: Behavior Is Invariant

Every simplification MUST preserve observable behavior:

  • Same inputs → same outputs
  • Same side effects
  • Same error conditions
  • Same public API surface

If a simplification changes behavior, it is a bug, not a simplification.


Simplification Checklist

Work through these categories in order. Stop at any category where a change risks behavior — flag it and ask before proceeding.

1. Dead Code Removal (zero-risk)

  • Remove imports that are never used
  • Remove variables assigned but never read
  • Remove functions/methods never called (verify with usages search)
  • Remove commented-out code blocks older than the last commit
  • Remove pass statements in non-empty bodies

Verification: Run existing tests. If they pass, the removal was safe.

2. Redundancy Elimination (low-risk)

  • Replace repeated literals with a named constant
  • Collapse duplicate conditional branches with identical bodies
  • Merge nested if chains into a single compound condition where intent is clearer
  • Remove double negations (not not x → bool(x) or just x where truthy is enough)
  • Replace if x == True: with if x: and if x == False: with if not x:

3. Standard Library Substitution (medium-risk — test after each)

  • Replace manual loop patterns with built-ins (any(), all(), sum(), min(), max())
  • Replace dict.get(key, None) with dict.get(key) (same default)
  • Replace string concatenation in loops with "".join()
  • Replace manual null-checks on dict access with dict.get()
  • Replace len(x) == 0 with not x (only for types where falsy = empty)

Read the full file on GitHub · 311 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. 1mo ago First seen · 311 lines · 23 tokens per session scan A afe69a8adb3f

Subscribe to this mod's changes

simplify is a skill published in the GitHub repository ils15/pantheon-legacy (12 stars, last pushed 1mo ago), licensed MIT. It adds 23 tokens to every session and 2,414 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.

Related

Other skills, from other repositories

autoreview

Structured code review through the shared OpenClaw agent-skills installation.

openclaw/clawhub · 17 tokens

omh-code-review

This is an OMH code-review workflow skill, projected for Agent Skills hosts (Claude Code, Codex, Cursor, opencode, OpenClaw, pi).

rlaope/oh-my-hermes · 48 tokens

revdiff-plan

Review the last Codex assistant message (plan, analysis, or proposal) with inline annotations in a TUI overlay. Extracts the most recent response from Codex rollout files and opens it in revdiff for review and annotation. Activates on "revdiff-plan", "review plan with revdiff", "annotate plan", "review last response"…

umputun/revdiff · 84 tokens

re0-merge

Review and land an external contribution the way this suite does: gate it against the thesis, land it with the author's credit intact, complete a new skill rather than merging it raw, then approve, credit, and explain before closing. Use when reviewing a pull request, as any collaborator or maintainer, not only the…

LilMGenius/paperthin · 70 tokens

explore-unknowns

Guide the user through a quadrant walk that maps the unknowns of a task — open by listing the known knowns, then work through known unknowns, unknown knowns, and unknown unknowns one stage at a time, ending with a complete four-quadrant map in the user's hands. Use when a request is ambiguous or underspecified, the…

dzhng/skills · 162 tokens

asplos-writing-style

Use when drafting or revising ASPLOS prose — engineering the first two pages that rapid review actually reads, stating the cross-layer insight as one quotable sentence, structuring per-layer mechanism sections, writing bounded claims, and fitting everything into 11 self-contained pages that include figures and…

brycewang-stanford/Awesome-Journal-Skills · 65 tokens