prompt-spec-engineer (support Auto rewrite prompt)

    2

    Turn vague prompts into professional task specifications, optimized prompts, and verification test suites.

    $5

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    Works with the AI tools you already use

    Claude CodeClaude CodeCursorCursorCodex CLICodex CLIGitHub CopilotGitHub CopilotGemini CLIGemini CLI+20 more

    prompt-spec-engineer (support Auto rewrite prompt)

    Example session with this skill installed

    Create an optimized prompt and verification plan for an AI automation agency consultant to perform client audits using draft notes and tool lists.

    • Read your context and instructions
    • Compiled the prompt-spec-engineer support auto

    Optimized Prompt: [System: AI Audit Expert] Act as a consultant for [User]. Use provided intake form to identify 3 workflow pain points.

    Verification Plan

    1. Source Grounding: Does output cite intake form?
    2. JSON Contract: Validate keys [summary, risks, steps].
      Test Cases generated: 5.

    Connects securely to your tools. The creator never sees your data.

    What you get

    Convert rough drafts into professional-grade LLM instructionsGenerate structured JSON output contracts for consistent API responsesCreate automated test cases and review checklists for prompt QAScaffold Mesh Flow project.yaml files for AI agent orchestrationAudit existing prompts for noise, vague language, and missing constraints

    About this skill

    What it does

    The Prompt Spec Engineer is a high-performance utility designed for developers, agencies, and AI builders who need to move beyond "vibes-based" prompting. It transforms vague, bloated, or noisy prompts into rigorous, outcome-first task specifications and optimized prompt packs.

    Instead of relying on fuzzy instructions, this skill applies an engineering mindset to prompt design. It diagnoses prompt quality, strips low-signal filler, identifies missing requirements, and generates a full suite of deployment artifacts including Markdown specs, JSON contracts, and YAML orchestration flows.

    Supported Tools & Frameworks

    • Mesh Flow: Generates project.yaml for orchestration.
    • CLI Integration: Supports structured JSON intake and automated directory-based output.
    • Multi-Format Output: Produces Markdown, JSON, CSV (test cases/checklists), and YAML.

    Why use this skill?

    Prompting is often treated as a trial-and-error process. This skill automates the "boring part" of prompt engineering—validation, test case generation, and contract definition—ensuring your prompts are production-ready and verifiable. Unlike manual prompting, it is deterministic and evidence-based, citing specific source material for every constraint and requirement it generates.

    Output

    You receive a complete "Prompt Pack" comprising an optimized prompt, a functional specification, a verification plan with test cases, and a prompt-review checklist to ensure high-fidelity outputs from your target LLM.

    How to install

    Works the same in every agent - Claude, Cursor, Codex, Copilot and 20+ more.

    ~30 seconds
    1. 1

      Download the ZIP

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    2. 2

      Unzip into your skills folder

      Every agent reads skills from one folder on your machine. Drop the unzipped folder in there.

    3. 3

      Ask your agent to use it

      Restart the agent if it was already running. It picks the skill up automatically - no config needed.

    Skills folder by agent

    Click the path to copy it. Create the folder if it does not exist yet.

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    Fresh listing

    Recently published to Agensi

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    Trust & safety

    Security scanned

    Verified clean 4 months ago

    • Passed all security checks, Safe to install

    Listed4 months ago

    What's inside

    Frequently Asked Questions