mmm-improve

mmm-improve is a command for Claude Code from Yakoub-ai/agent-mmm. It costs 35 tokens per session (606 once invoked), scanned A, original, no licence file.

An iterative model-comparison command that tests several model variants in rounds, scores them, and uses the best result to guide the next round.

In plain words
What is it for?
Use it for repeated model experiments where each round should learn from the previous round and preserve a leaderboard.
Why use it?
It helps compare alternatives systematically and keeps a record of the results instead of relying on one-off guesses.

Command for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the agent-mmm plugin — 28 skills, 19 commands, 8 agents shipped together

Good fit Use it for repeated model experiments where each round should learn from the previous round and preserve a leaderboard.

Compare 6 commands from other repositories ↓
Install with agentmods
npx agentmods add commands/yakoub-ai/agent-mmm/mmm-improve
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.

Clone the repo
git clone --depth 1 https://github.com/Yakoub-ai/agent-mmm

Made for: Claude Code.

Or install agent-mmm, the plugin that ships this one along with the rest of its 28 skills, 19 commands, 8 agents.

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 mmm-improve

README.md
[![agentmods](https://agentmods.dev/badge/commands/yakoub-ai/agent-mmm/mmm-improve.svg)](https://agentmods.dev/commands/yakoub-ai/agent-mmm/mmm-improve)
Your own site
<a href="https://agentmods.dev/commands/yakoub-ai/agent-mmm/mmm-improve"><img src="https://agentmods.dev/badge/commands/yakoub-ai/agent-mmm/mmm-improve.svg" alt="Measured on agentmods" height="20"></a>
Per session 35 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 606 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 $0.00035 $0.00606
Opus 5 $0.00017 $0.00303
Sonnet 5 $0.00007 $0.00121
Haiku 4.5 $0.00003 $0.00061

Measured 8d ago against content hash 09801d3052b9, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-08, from the pricing page.

Security

Grade A, and why

mmm-improve 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 8d 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/agent-mmm/commands/mmm-improve.md · 61 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. 8d ago First seen · 61 lines · 35 tokens per session scan A 09801d3052b9

Subscribe to this mod's changes

mmm-improve is a command published in the GitHub repository Yakoub-ai/agent-mmm (4 stars, last pushed 5d ago), with no licence file. It adds 35 tokens to every session and 606 once invoked, about $0.0002 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.