Claude Code mod

aot-evals

Part of AOT, the Agent Optimization Toolkit, a Mahal Systems offering. Design, build, measure and iterate the evals for a production agent: a repository contract (evals/), skills that walk commands C0-C18 with exit gates, a stdlib CLI that runs the agent k times and records every attempt, and a fixed report.json schema that Claude renders into a local HTML diagnostic.

6 starsWorkflow modsValidates on Claude Code 2.1.316 Source

Install

From source

git clone https://github.com/Mahalanobis-Systems/aot-evals.git
claude --plugin-dir ./aot-evals/.

The repo has no marketplace file, so load the plugin folder directly with --plugin-dir.

What it can access

Reach: L0Draws and remembers: draws
Draws in: ToolResultToolGroup
Hooks: ui.render

From a static scan of the mod's code by awesome-claude-code-mods. It shows what the code asks for, not a security review.

How Claude Code mods work

A mod is a plugin with a JavaScript or TypeScript module that runs inside Claude Code (version 2.1.287 or later). It can draw panes beside the transcript, a band above the prompt, buttons and toasts, restyle the spinner and tool rows, and watch or rewrite tool calls and prompts.
It installs like any plugin: add its marketplace with /plugin marketplace add owner/repo, then /plugin install name@marketplace.
Check what a mod can reach before installing: it runs with your permissions. Reach goes from drawing only, to reading files, to writing files or running processes, to the network. Run claude plugin validate on a clone to list its hooks and calls without running it.
Turn one off from the Installed tab in /plugin, or start Claude Code with --safe-mode to skip every customization for a session.

Claude Code docs

Details

Repository: Mahalanobis-Systems/aot-evals
Folder: .
Author: Mahal Systems
Type: Workflow mods
Website: mahalsystems.ai
License: Apache-2.0
Last updated: 30 October 2026
Listed in: awesome-claude-code-mods

FAQ

What is aot-evals?

What can the aot-evals mod access?

Its widest reach is "draws and remembers" (draws). It draws in ToolResult, ToolGroup. Like any mod, it runs with your permissions.

How do I install aot-evals?

Clone Mahalanobis-Systems/aot-evals and start Claude Code with --plugin-dir pointing at the mod's folder (.).

Is aot-evals popular?

Mahalanobis-Systems/aot-evals has 6 GitHub stars and 0 forks, and is included in 1 curated Claude Code list. It was last updated on 30 October 2026.

More workflow mods

sysinit-output

roshbhatia/sysinit

One-pass local response cleanup without agent retries

Workflow mods

atlas

bengous/claude-code-plugins

Interactive architecture maps in the browser: zones and bricks laid out by ELK, overview arrows routed by libavoid, typed data files checked by a script, and open points discussed in threads between you and the agent; /atlas:board serves a map's page beside your session and hands what you select there to the agent; /atlas:init draws a repository's first map, each claim citing its lines

Workflow mods

reply-view

zhebil/claude-code-plugins

Draws Mermaid diagrams in Claude's replies as Unicode box art, makes file and folder paths open in Zed on Ctrl-click, and adds a /zed command.

Workflow mods/plugin install

autodev-core

djnsty23/claude-auto-dev

Autonomous development workflow: brainstorm, auto, audit, review, ship, plus the prd.json sprint system.

Workflow mods/plugin install

office

charlie947/mod-maker

A pixel-art office in a local web page: every Claude session gets a desk, walks to the filing cabinet when it reads, types when it edits, flies paper planes when it messages, and shows a live Done-by clock

Workflow mods/plugin install

md-render

deepskyblue86/claude-markdown-mod

Redraws assistant messages as styled markdown.

Workflow mods/plugin install

Browse the most popular Claude Code mods, all workflow mods, or the skills and MCP server directories.