ml

ml is a skill for Claude Code, Codex from quantskills/agent-quantspace. It costs 30 tokens per session (3,287 once invoked), scanned A, original, GPL-3.0.

Optional tools for training machine-learning models, creating measurable model signals, running predictions, and producing feature weights.

In plain words
What is it for?
Use it to train PyCaret models, generate machine-learning factors, wrap models for inference, inspect feature importance, or create sparse LASSO weights.
Why use it?
It helps with common model-training and prediction tasks without building each supporting piece from scratch.

Skill for Claude CodeCodex

Which agent this was written for is unclear — body not stored (licence); the path alone says nothing.

Good fit Use it to train PyCaret models, generate machine-learning factors, wrap models for inference, inspect feature importance, or create sparse LASSO weights.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/quantskills/agent-quantspace/ml
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 quantskills/agent-quantspace --skill ml
Clone the repo
git clone --depth 1 https://github.com/quantskills/agent-quantspace

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 ml

README.md
[![agentmods](https://agentmods.dev/badge/skills/quantskills/agent-quantspace/ml/github.svg)](https://agentmods.dev/skills/quantskills/agent-quantspace/ml)
Your own site
<a href="https://agentmods.dev/skills/quantskills/agent-quantspace/ml"><img src="https://agentmods.dev/badge/skills/quantskills/agent-quantspace/ml/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 ml

Your own site · 80×15
<a href="https://agentmods.dev/skills/quantskills/agent-quantspace/ml"><img src="https://agentmods.dev/badge/skills/quantskills/agent-quantspace/ml.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 30 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,287 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 unknown 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 $0.00030 $0.03287
Opus 5.5 $0.00012 $0.01315
Sonnet 5.5 $0.00006 $0.00657
Haiku 4.5 $0.00003 $0.00329

Measured 12d ago against content hash 06205248dc83, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

ml 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 12d ago.

The scan reads SKILL.md. This mod also ships 7 executable files (__init__.py, cli.py, lasso_tracker.py, …), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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.

skills/ml/SKILL.md · 302 lines

The source is not reproduced here

Licensed GPL-3.0

The repository is licensed GPL-3.0, which this catalogue does not treat as permission to reproduce the file. Read it at the source.

Read it on GitHub

Files

What ships with it

7 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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. 12d ago Changed · +169 lines 06205248dc83
  2. 2mo ago First seen · 133 lines · 30 tokens per session scan A baafed6e71eb

Subscribe to this mod's changes

ml is a skill published in the GitHub repository quantskills/agent-quantspace (66 stars, last pushed yesterday), licensed GPL-3.0. It adds 30 tokens to every session and 3,287 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 2026-08-30.

Related

ml compared with skills from other repositories

ml next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
mlquantskills/agent-quantspaceSkill66yesterdayGPL-3.0A30Claude Code, Codex
agent-platform-model-registrygoogle/skillsSkill22kyesterdayApache-2.0A60Claude Code, Codex
foundry-config-setupmicrosoft/agent-frameworkSkill15kyesterdayMITA65Claude Code, Codex
google-cloud-solution-agentic-analytics-spark-knowledge-cataloggoogle/skillsSkill22kyesterdayApache-2.0A132Claude Code, Codex
training-checkwanshuiyin/Auto-claude-code-research-in-sleepSkill19k3d agoMITA35Claude Code
nemo-automodel-launcher-configNVIDIA/skillsSkill3.9kyesterdayApache-2.0A30Claude Code
finetuningmicrosoft/skillsSkill3.2kyesterdayMITA132Claude Code