A Claude Code toolkit for designing, building, and documenting AI workflows. It includes an AI Workflow Framework, an AI Registry for organizing workflow information, and tools for writing feature PRDs.

Use it to design AI workflows, record them in a registry, document business processes, and define software features before implementation.

It gives AI builders a shared structure for planning workflows and software features. The registry and documentation tools help keep that work organized.

handsonai — Plugin for Claude Code by jamesgray-ai/handsonai-plugins

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/jamesgray-ai/handsonai-plugins

Made for: Claude Code.

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.

README.md

[![agentmods](https://agentmods.dev/badge/plugins/jamesgray-ai/handsonai-plugins/handsonai/github.svg)](https://agentmods.dev/plugins/jamesgray-ai/handsonai-plugins/handsonai)

Your own site

<a href="https://agentmods.dev/plugins/jamesgray-ai/handsonai-plugins/handsonai"><img src="https://agentmods.dev/badge/plugins/jamesgray-ai/handsonai-plugins/handsonai/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.

Your own site · 80×15

<a href="https://agentmods.dev/plugins/jamesgray-ai/handsonai-plugins/handsonai"><img src="https://agentmods.dev/badge/plugins/jamesgray-ai/handsonai-plugins/handsonai.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session not measured What this adds to a session before it is invoked.

When invoked not measured The manifest loads nothing itself; its 16 skills cost 2,254 tokens a session between them.

Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.

Origin original No closer match found in the catalogue.

Security

Grade A, and why

handsonai 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 yesterday.

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/handsonai/.claude-plugin/plugin.json · 20 lines

What it actually says

{
  "name": "handsonai",
  "description": "Everything you need to design, build, and document AI workflows. The AI Workflow Framework as executable skills, plus your business knowledge graph, an AI registry, and a feature-spec toolkit.",
  "version": "10.3.0",
  "author": {
    "name": "James Gray"
  },
  "homepage": "https://handsonai.info/use-the-playbook/build/handsonai/",
  "license": "MIT",
  "keywords": [
    "ai-workflow",
    "framework",
    "workflows",
    "registry",
    "knowledge-graph",
    "feature-prd",
    "agentic-coding"
  ]
}

Contents

What it installs

The manifest is a name and a version. 16 skills travel with it, and installing the plugin installs all of them — 2,254 tokens a session between them. Each is measured on its own page, and each can be installed alone.

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.

yesterday Changed 22c36143af98
3d ago Changed 0930e0d6c21d
4d ago Changed fdafdf843f0f
9d ago Changed a7732eb67a46
19d ago Changed 150ac9838c30
25d ago Changed 5ac5cd60d648
26d ago Changed dc44d83ee8f2
29d ago Changed 954930a33e42
1mo ago Changed af2db7f7db37
1mo ago First seen · 20 lines scan A dd18a1985bff

Subscribe to this mod's changes

handsonai is a plugin published in the GitHub repository jamesgray-ai/handsonai-plugins (8 stars, last pushed yesterday), licensed MIT. Its token cost is not measured: this kind of file is read by the harness, not the model. 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.

Building agents Data and AI

handsonai next to 6 plugins from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
handsonaijamesgray-ai/handsonai-plugins	Plugin	8	yesterday	MIT	A	—	Claude Code
clip-aware-embeddingscuriositech/some_claude_skills	Plugin	263	yesterday	MIT	A	—	Claude Code
tao-skill-bankNVIDIA-TAO/tao-skill-bank	Plugin	99	yesterday	Apache-2.0	A	—	Claude Code
classifiercardmagic/classifier	Plugin	741	6d ago	none	A	—	Claude Code
databricksdatabricks/databricks-agent-skills	Plugin	384	2d ago	none	A	—	Claude Code, Cursor
twelvelabstwelvelabs-io/twelve-labs-claude-code-plugin	Plugin	26	29d ago	MIT	A	—	Claude Code
sql-database-pipelinedlt-hub/dlthub-ai-harness	Plugin	65	yesterday	none	A	—	Claude Code