agentmods.dev

ml-starter

ml-starter is a skill for Claude Code, Codex from Kevin-the-minion/syndicate-os. It costs 17 tokens per session (473 once invoked), scanned D, original, GPL-3.0.

A skill for working with machine-learning systems running on your own computer, including model predictions, text or data embeddings, and evaluation. Embeddings are numerical representations used to compare or search data.

In plain words
What is it for?
Use it for local machine-learning inference, generating embeddings, or evaluating machine-learning results.
Why use it?
The description only identifies its scope, so it does not provide enough detail to name a specific problem it removes.

Skill for Claude CodeCodex

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

not rated 5repo 2mo ago D scan 17 tokens GPL-3.0

Good fit Use it for local machine-learning inference, generating embeddings, or evaluating machine-learning results.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/kevin-the-minion/syndicate-os/ml-starter
View source ↗ Kevin-the-minion/syndicate-os
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 Kevin-the-minion/syndicate-os --skill ml-starter
Clone the repo
git clone --depth 1 https://github.com/Kevin-the-minion/syndicate-os

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-starter

README.md
[![agentmods](https://agentmods.dev/badge/skills/kevin-the-minion/syndicate-os/ml-starter/github.svg)](https://agentmods.dev/skills/kevin-the-minion/syndicate-os/ml-starter)
Your own site
<a href="https://agentmods.dev/skills/kevin-the-minion/syndicate-os/ml-starter"><img src="https://agentmods.dev/badge/skills/kevin-the-minion/syndicate-os/ml-starter/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-starter

Your own site · 80×15
<a href="https://agentmods.dev/skills/kevin-the-minion/syndicate-os/ml-starter"><img src="https://agentmods.dev/badge/skills/kevin-the-minion/syndicate-os/ml-starter.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 17 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 473 The whole file, excluding the scripts and references it only reads on demand.
Security scan D 3 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 $0.00017 $0.00473
Opus 5.5 $0.00007 $0.00189
Sonnet 5.5 $0.00003 $0.00095
Haiku 4.5 $0.00002 $0.00047

Measured 2mo ago against content hash 8abc7f790e61, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade D, and why

ml-starter scanned grade D with 3 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 2mo 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.

Sends data to an external URLmediumData exfiltration

A POST to an outside endpoint may be telemetry or may be exfiltration; either way the mod talks to somewhere, and you should know where.

curl -s http://localhost:11434/api/embeddings -d '{"model":"nomic-embed-text","prompt":"query"}' | python3 -m json.tool

Downloads and executes remote codehighSupply chain

curl | sh runs whatever the server returns today, which is not necessarily what it returned when this was reviewed.

curl -fsSL https://ollama.com/install.sh | sh

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

curl -fsSL https://ollama.com/install.sh | sh
agents/skills/ml-starter/SKILL.md · 48 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

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. 2mo ago First seen · 48 lines · 17 tokens per session scan D 8abc7f790e61

Subscribe to this mod's changes

ml-starter is a skill published in the GitHub repository Kevin-the-minion/syndicate-os (5 stars, last pushed 2mo ago), licensed GPL-3.0. It adds 17 tokens to every session and 473 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it D with 3 findings (sends data to an external url, downloads and executes remote code, makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

Autonomous AgentsData and AIMulti-Agentai-agentshermes-agenthomelabopenclaw
Related

ml-starter compared with skills from other repositories

ml-starter next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
ml-starterKevin-the-minion/syndicate-osSkill52mo agoGPL-3.0D17Claude Code, Codex
pentest-ai-llm-securityjd-opensource/JoySafeterSkill31517d agoApache-2.0B40Claude Code, Codex
prompt-enhancersrinitude/skillsSkill217d agoMITA117Claude Code
model-registry-maintainermassgen/MassGenSkill1.1k4mo agononeA60Claude Code, Codex
agent-v3-memory-specialistruvnet/rufloSkill81kyesterdayMITA25Claude Code
agent-neural-networkruvnet/rufloSkill81kyesterdayMITA18Claude Code
embeddingsruvnet/rufloSkill81kyesterdayMITA62Claude Code