coding.improve_code_for_humans

coding.improve_code_for_humans is a skill for Claude Code from causify-ai/helpers. It costs 9 tokens per session (195 once invoked), scanned A, a copy of coding.improve_code_for_humans, Apache-2.0.

A code-readability task that adds brief comments and debug log messages to Python functions.

In plain words
What is it for?
Use it to make Python files easier to read and to record when functions start, run, and finish.
Why use it?
It helps developers understand what code is doing and trace function calls when investigating problems, without changing behavior.

Skill for Claude Code

Written for Claude Code: installed under .claude/. Also seen: model in frontmatter; reads .claude/ paths.

Good fit Use it to make Python files easier to read and to record when functions start, run, and finish.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/causify-ai/helpers/coding.improve_code_for_humans
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 causify-ai/helpers --skill coding.improve_code_for_humans
Clone the repo
git clone --depth 1 https://github.com/causify-ai/helpers

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 coding.improve_code_for_humans

README.md
[![agentmods](https://agentmods.dev/badge/skills/causify-ai/helpers/coding.improve_code_for_humans/github.svg)](https://agentmods.dev/skills/causify-ai/helpers/coding.improve_code_for_humans)
Your own site
<a href="https://agentmods.dev/skills/causify-ai/helpers/coding.improve_code_for_humans"><img src="https://agentmods.dev/badge/skills/causify-ai/helpers/coding.improve_code_for_humans/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 coding.improve_code_for_humans

Your own site · 80×15
<a href="https://agentmods.dev/skills/causify-ai/helpers/coding.improve_code_for_humans"><img src="https://agentmods.dev/badge/skills/causify-ai/helpers/coding.improve_code_for_humans.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 9 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 195 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 warn 7 Sept 2026
SkillSpector: 1 finding, up to medium

These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →

  • medium Excessive Agency · line 3
    Skill selects an external model or provider that may use a different account or billing plan than the operator expects. Undisclosed model switches can cause unexpected cost or quota consumption.
    Fix: Remove the model/provider override or disclose it prominently and require explicit operator approval before invoking an external coding CLI or billed model.
How audits are shown
Origin 91% 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 $0.00009 $0.00195
Opus 5.5 $0.00004 $0.00078
Sonnet 5.5 $0.00002 $0.00039
Haiku 4.5 $0.00001 $0.00019

Measured 1mo ago against content hash c776e1116c3a, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

coding.improve_code_for_humans 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.

Origin

This is a copy

91% identical to coding.improve_code_for_humans — 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.

.claude/skills/coding.improve_code_for_humans/SKILL.md · 27 lines

What it actually says

Goal

The user will pass you one or more files <FILES> and you will make the code more readable and debuggable for humans.

Workflow

Add Comments

  • Improve code readability by adding concise comments.
  • Follow the section # Comments from the file .claude/skills/coding.rules.md

Add Debug Logging for Function Entry, Execution, and Results

  • Track function execution by adding _LOG.debug statements.
  • Follow the section # Logging from the file .claude/skills/coding.rules.md

Conventions

  • Do not change the behavior of the code in any way
  • You must follow the rules in .claude/skills/coding.rules.md

Verification

  • Confirm the code's behavior is unchanged
  • Run the file's unit tests to confirm nothing broke
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 Changed · +4 lines c776e1116c3a
  2. 2mo ago First seen · 23 lines · 9 tokens per session scan A 02cf4f48f6ab

Subscribe to this mod's changes

coding.improve_code_for_humans is a skill published in the GitHub repository causify-ai/helpers (0 stars, last pushed 5d ago), licensed Apache-2.0. It adds 9 tokens to every session and 195 once invoked, about $0.0000 per session on Opus 5.5. A static security scan graded it A with 0 findings. It is 91% identical to coding.improve_code_for_humans, differing in 0 lines, and is treated as a copy.

Related

coding.improve_code_for_humans compared with skills from other repositories

coding.improve_code_for_humans next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
coding.improve_code_for_humanscausify-ai/helpersSkill05d agoApache-2.0A9Claude Code
systematic-debuggingopen-metadata/OpenMetadataSkill16ktodayApache-2.0A37Claude Code
log-error-digestzebbern/claude-code-guideSkill4.7ktodayMITA71Claude Code, Codex
cwv-optimizeradobe/skillsSkill319todayApache-2.0A112Claude Code
ci-fixersipyourdrink-ltd/bernsteinSkill1.2ktodayApache-2.0A15Claude Code, Codex
incident-response-incident-responsermyndharis/antigravity-skillsSkill2.0k24d agoMITA36Claude Code
diagnosing-missing-recordingsPostHog/posthogSkill41ktodaynoneA76Claude Code, Codex