A command that turns a task description into a product requirements document, or PRD—a plan containing user stories, priorities, dependencies, and acceptance criteria. It then opens the plan for review.

Use it to break work into ordered stories, optionally configure the execution flow or test-driven development (TDD), and save the plan for later approval.

It gives a large task a structured, reviewable plan before implementation begins.

hybrid-auto — Command for coding agents by Taoidle: A command that turns a task description into a…

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 commands/taoidle/plan-cascade/hybrid-auto

Clone the repo

git clone --depth 1 https://github.com/Taoidle/plan-cascade

Or install plan-cascade, the plugin that ships this one along with the rest of its 7 skills, 33 commands.

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/commands/taoidle/plan-cascade/hybrid-auto.svg)](https://agentmods.dev/commands/taoidle/plan-cascade/hybrid-auto)

Your own site

<a href="https://agentmods.dev/commands/taoidle/plan-cascade/hybrid-auto"><img src="https://agentmods.dev/badge/commands/taoidle/plan-cascade/hybrid-auto.svg" alt="Measured on agentmods" height="20"></a>

Per session 107 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.

When invoked 8,196 The whole file, excluding the scripts and references it only reads on demand.

Security scan A 0 findings. Scan, not verified.

Origin original 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.

Model	Per session	Once invoked
Fable 5	$0.00107	$0.08196
Opus 5	$0.00053	$0.04098
Sonnet 5	$0.00021	$0.01639
Haiku 4.5	$0.00011	$0.00820

Measured 4d ago against content hash d2aae7b348de, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

hybrid-auto 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 4d 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.

commands/hybrid-auto.md · 940 lines

How it starts

The opening of the file, as written. The whole thing — 940 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Hybrid Ralph - Auto Generate PRD

You are automatically generating a Product Requirements Document (PRD) from the task description.

Execution Flow Parameters

This command accepts flow control parameters that affect story execution:

Parameter Priority

Parameters are saved to prd.json and later used by /plan-cascade:approve. Priority order:

Command-line flags to THIS command (highest priority)
- Example: /plan-cascade:hybrid-auto --flow full "task"
- Saved to prd.json as flow_config, tdd_config, etc.
Command-line flags to /plan-cascade:approve
- Can override values saved in prd.json
- Example: Even if prd.json has flow_config.level="standard", running /plan-cascade:approve --flow full will use full
Default values (lowest priority)
- Used when no flags provided to either command

Example Flow:

# Step 1: Generate PRD with parameters
/plan-cascade:hybrid-auto --flow full --tdd on "Build auth"
# → Saves to prd.json: flow_config.level="full", tdd_config.mode="on"

# Step 2a: Approve with saved parameters
/plan-cascade:approve
# → Uses flow="full", tdd="on" from prd.json

# Step 2b: Approve with override
/plan-cascade:approve --flow standard
# → Uses flow="standard" (overrides prd.json), tdd="on" (from prd.json)

Note: This command writes parameters to prd.json in Step 5. The recommended /plan-cascade:approve command (shown in Step 6) includes the same parameters for clarity, but they're already in prd.json.

`--flow <quick|standard|full>`

Override the execution flow depth for the approve phase.

Flow	Gate Mode	AI Verification	Code Review	Test Enforcement
`quick`	soft	disabled	no	no
`standard`	soft	enabled	no	no
`full`	hard	enabled	required	required

`--tdd <off|on|auto>`

Control Test-Driven Development mode for story execution.

Mode	Description
`off`	TDD disabled
`on`	TDD enabled with prompts and compliance checks
`auto`	Automatically decide based on risk assessment (default)

Read the full file on GitHub · 940 lines

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.

4d ago First seen · 940 lines · 107 tokens per session scan A d2aae7b348de

Subscribe to this mod's changes

hybrid-auto is a command published in the GitHub repository Taoidle/plan-cascade (131 stars, last pushed 5mo ago), licensed MIT. It adds 107 tokens to every session and 8,196 once invoked, about $0.0005 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 2026-08-30.

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