mle-reviewer

mle-reviewer is an agent for Claude Code, Kiro from masrisystems/dot-agents. It costs 55 tokens per session (1,097 once invoked), scanned A, original, no licence file.

A production machine-learning engineering review add-on for data contracts, feature pipelines, training repeatability, model serving, evaluation, monitoring, and rollback.

In plain words
What is it for?
Use it to review machine-learning and MLOps changes involving training, inference, feature stores, evaluation, monitoring, or model deployment.
Why use it?
It helps find reliability gaps between training and production, where data, models, measurements, or deployment recovery can behave differently.

Agent for Claude CodeKiro

Written for Claude Code and Kiro: shipped in a Claude Code plugin, but also installed under .kiro/.

Part of the ecc plugin — 70 skills, 71 commands, 55 agents, 1 MCP server shipped together

Good fit Use it to review machine-learning and MLOps changes involving training, inference, feature stores, evaluation, monitoring, or model deployment.

Compare 6 agents from other repositories ↓
Install with agentmods
npx agentmods add agents/masrisystems/dot-agents/mle-reviewer
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/masrisystems/dot-agents

Made for: Claude Code, Kiro.

Or install ecc, the plugin that ships this one along with the rest of its 70 skills, 71 commands, 55 agents, 1 MCP server.

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 mle-reviewer

README.md
[![agentmods](https://agentmods.dev/badge/agents/masrisystems/dot-agents/mle-reviewer/github.svg)](https://agentmods.dev/agents/masrisystems/dot-agents/mle-reviewer)
Your own site
<a href="https://agentmods.dev/agents/masrisystems/dot-agents/mle-reviewer"><img src="https://agentmods.dev/badge/agents/masrisystems/dot-agents/mle-reviewer/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 mle-reviewer

Your own site · 80×15
<a href="https://agentmods.dev/agents/masrisystems/dot-agents/mle-reviewer"><img src="https://agentmods.dev/badge/agents/masrisystems/dot-agents/mle-reviewer.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 55 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 1,097 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 $0.00055 $0.01097
Opus 5 $0.00028 $0.00549
Sonnet 5 $0.00011 $0.00219
Haiku 4.5 $0.00006 $0.00110

Measured 5d ago against content hash 54e44c4261dc, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

mle-reviewer 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 5d 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.

catalogs/ecc/.kiro/agents/mle-reviewer.md · 110 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. 5d ago First seen · 110 lines · 55 tokens per session scan A 54e44c4261dc

Subscribe to this mod's changes

mle-reviewer is an agent published in the GitHub repository masrisystems/dot-agents (0 stars, last pushed 7d ago), with no licence file. It adds 55 tokens to every session and 1,097 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 2026-09-03.

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