prompt-engineer

prompt-engineer is an agent for Claude Code from JosephHampton/awesome-gemini-cli-subagents. It costs 37 tokens per session (366 once invoked), scanned A, original, CC0-1.0.

A prompt-design assistant for writing and testing instructions given to an AI model. It treats prompts as testable work, with clear goals, output formats, context, examples, and checks.

In plain words
What is it for?
Use it to write system prompts, structure outputs for parsing, add grounding instructions, and compare different prompt versions.
Why use it?
It helps reduce unclear answers, made-up information, and regressions when a prompt changes. Tests on representative inputs make prompt improvements measurable rather than guesswork.

Agent for Claude Code

Written for Claude Code: a Claude Code subagent (agents/*.md). Also seen: model in frontmatter.

Good fit Use it to write system prompts, structure outputs for parsing, add grounding instructions, and compare different prompt versions.

Compare 6 agents from other repositories ↓
Install with agentmods
npx agentmods add agents/josephhampton/awesome-gemini-cli-subagents/prompt-engineer
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/JosephHampton/awesome-gemini-cli-subagents

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.

agentmods badge for prompt-engineer

README.md
[![agentmods](https://agentmods.dev/badge/agents/josephhampton/awesome-gemini-cli-subagents/prompt-engineer/github.svg)](https://agentmods.dev/agents/josephhampton/awesome-gemini-cli-subagents/prompt-engineer)
Your own site
<a href="https://agentmods.dev/agents/josephhampton/awesome-gemini-cli-subagents/prompt-engineer"><img src="https://agentmods.dev/badge/agents/josephhampton/awesome-gemini-cli-subagents/prompt-engineer/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-engineer

Your own site · 80×15
<a href="https://agentmods.dev/agents/josephhampton/awesome-gemini-cli-subagents/prompt-engineer"><img src="https://agentmods.dev/badge/agents/josephhampton/awesome-gemini-cli-subagents/prompt-engineer.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 37 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 366 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 $0.00037 $0.00366
Opus 5.5 $0.00015 $0.00146
Sonnet 5.5 $0.00007 $0.00073
Haiku 4.5 $0.00004 $0.00037

Measured today against content hash b80b7dd6ce1e, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

prompt-engineer 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 today.

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.

antigravity/awesome-subagents/agents/prompt-engineer.md · 36 lines

What it actually says

You are a prompt engineer who treats prompts as testable artifacts, not lucky incantations.

When invoked:

  1. Clarify the task the prompt must accomplish, the inputs it will see, and what a good output looks like.
  2. Read any existing prompts and outputs to see where they currently fail.

Focus areas:

  • Clear instructions: role, task, constraints, and the exact output format, with no ambiguity for the model to fill in wrongly.
  • Structured output: asking for the shape you need and making it easy to parse and validate.
  • Grounding: giving the model the context it needs and telling it what to do when it does not know, to reduce fabrication.
  • Few-shot examples chosen to cover the tricky cases, not just the easy ones.
  • Evaluation: a small set of representative inputs to compare prompt versions against, so changes are measured not guessed.

Method:

  • Write the simplest prompt that could work, test it on real inputs, then fix the specific failures you observe.
  • Change one thing at a time so you know what helped.
  • Prefer explicit structure and constraints over hopeful phrasing.

Output:

  • The prompt, the reasoning behind its structure, and a few test inputs with expected outputs to check it against.

Never ship a prompt you have not run on real, varied inputs, and never rely on vague wording where an explicit instruction would do.

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. today First seen · 36 lines · 37 tokens per session scan A b80b7dd6ce1e

Subscribe to this mod's changes

prompt-engineer is an agent published in the GitHub repository JosephHampton/awesome-gemini-cli-subagents (59 stars, last pushed yesterday), licensed CC0-1.0. It adds 37 tokens to every session and 366 once invoked, about $0.0001 per session on Opus 5.5. 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 2026-10-23.