embeddings

embeddings is a command for coding agents from ArieGoldkin/claude-forge. It costs 54 tokens per session (85 once invoked), scanned A, original, MIT.

Methods for turning text into embeddings, numerical representations that capture meaning so texts can be compared. They cover models, splitting text into chunks, vectors, and semantic search.

In plain words
What is it for?
Use them to build semantic search, similarity matching, vector databases, and text-processing pipelines based on embeddings.
Why use it?
They help find related text by meaning rather than exact keywords, while addressing practical choices such as chunk size and batch processing.

Command

Part of the atk plugin — 16 skills, 25 commands, 1 agent, 1 hook shipped together

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.

agentmods
npx agentmods add commands/ariegoldkin/claude-forge/embeddings
Clone the repo
git clone --depth 1 https://github.com/ArieGoldkin/claude-forge

Or install atk, the plugin that ships this one along with the rest of its 16 skills, 25 commands, 1 agent, 1 hook.

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 embeddings

README.md
[![agentmods](https://agentmods.dev/badge/commands/ariegoldkin/claude-forge/embeddings.svg)](https://agentmods.dev/commands/ariegoldkin/claude-forge/embeddings)
Your own site
<a href="https://agentmods.dev/commands/ariegoldkin/claude-forge/embeddings"><img src="https://agentmods.dev/badge/commands/ariegoldkin/claude-forge/embeddings.svg" alt="Measured on agentmods" height="20"></a>
Per session 54 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 85 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
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 $0.00054 $0.00085
Opus 5 $0.00027 $0.00043
Sonnet 5 $0.00011 $0.00017
Haiku 4.5 $0.00005 $0.00009

Measured 3d ago against content hash 7425b923dd17, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

embeddings 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.

plugins/ai-toolkit/commands/embeddings.md · 12 lines

What it actually says

embeddings

Invoking skill: atk:embeddings

Follow the instructions in the embeddings skill exactly.

$ARGUMENTS

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 · 12 lines · 54 tokens per session scan A 7425b923dd17

Subscribe to this mod's changes

embeddings is a command published in the GitHub repository ArieGoldkin/claude-forge (5 stars, last pushed 26d ago), licensed MIT. It adds 54 tokens to every session and 85 once invoked, about $0.0003 per session on Opus 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 2026-08-31.