DQIII8: Command for Claude Code

.claude/commands/prompt-optimize.md

prompt-optimize is a command for Claude Code from senda-labs/DQIII8. It costs 0 tokens per session (59 once invoked), scanned A, original, MIT.

A command for improving prompts for DQIII8, an AI orchestration system. Its command file points to a separate skill containing the detailed procedure.

In plain words
What is it for?
Optimizing prompts for DQIII8 according to the instructions in its linked skill file.
Why use it?
It gives the assistant a defined process for refining prompts before they are used by the orchestration system.

Command for Claude Code

Written for Claude Code: installed under .claude/. Also seen: reads .claude/ paths.

This is senda-labs/DQIII8's own configuration. It tells Claude Code how to work on DQIII8 itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything DQIII8 configures →

Part of the dqiii8 plugin — 22 skills, 14 commands, 17 agents shipped together

Reuse

Borrowing it

Nothing to install: this file belongs to senda-labs/DQIII8. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/senda-labs/DQIII8/main/.claude/commands/prompt-optimize.md
Clone the repo
git clone --depth 1 https://github.com/senda-labs/DQIII8

Made for: Claude Code.

Or install dqiii8, the plugin that ships this one along with the rest of its 22 skills, 14 commands, 17 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 prompt-optimize

README.md
[![agentmods](https://agentmods.dev/badge/commands/senda-labs/dqiii8/prompt-optimize/github.svg)](https://agentmods.dev/commands/senda-labs/dqiii8/prompt-optimize)
Your own site
<a href="https://agentmods.dev/commands/senda-labs/dqiii8/prompt-optimize"><img src="https://agentmods.dev/badge/commands/senda-labs/dqiii8/prompt-optimize/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 prompt-optimize

Your own site · 80×15
<a href="https://agentmods.dev/commands/senda-labs/dqiii8/prompt-optimize"><img src="https://agentmods.dev/badge/commands/senda-labs/dqiii8/prompt-optimize.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 0 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 59 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 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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00000 $0.00059
Opus 5 $0.00000 $0.00030
Sonnet 5 $0.00000 $0.00012
Haiku 4.5 $0.00000 $0.00006

Measured 10d ago against content hash 08886d37b02f, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

prompt-optimize 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 10d 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.

.claude/commands/prompt-optimize.md · 6 lines

What it actually says

/prompt-optimize — Optimize a Prompt for DQIII8

SSOT: .claude/skills/prompt-optimize/SKILL.md. This command file is a pointer only — read the skill for the full procedure and invocation frontmatter.

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. 10d ago First seen · 6 lines · 0 tokens per session scan A 08886d37b02f

Subscribe to this mod's changes

prompt-optimize is a command published in the GitHub repository senda-labs/DQIII8 (11 stars, last pushed 21d ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 59 tokens. 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.