llms

An agent for code analysis, review, and research that delegates questions to external command-line AI tools such as Gemini and Codex. It cannot change files.

In plain words
What is it for?
Reviewing code, researching questions, and requesting Gemini or Codex opinions with commands such as @llms.
Why use it?
It provides additional analysis or a second opinion while keeping the repository unchanged.

Agent

Part of the ai-cli-tools plugin — 1 skill, 1 command, 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 agents/de-monkey-v/marketplace/llms
Clone the repo
git clone --depth 1 https://github.com/de-monkey-v/marketplace

Or install ai-cli-tools, the plugin that ships this one along with the rest of its 1 skill, 1 command, 1 agent, 1 hook.

Per session 51 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 1,498 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
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 $0.00051 $0.01498
Opus 5 $0.00026 $0.00749
Sonnet 5 $0.00010 $0.00300
Haiku 4.5 $0.00005 $0.00150

Measured 2d ago against content hash b88e09570599, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

llms 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 2d 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-cli-tools/agents/llms.md · 193 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

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. 2d ago First seen · 193 lines · 51 tokens per session scan A b88e09570599

Subscribe to this mod's changes

llms is an agent published in the GitHub repository de-monkey-v/marketplace (2 stars, last pushed 5mo ago), with no licence file. It adds 51 tokens to every session and 1,498 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.