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    Works with the AI tools you already use

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

    Structural Prompt Architect

    1

    Turns vague prompts into ones that actually work, using XML tagging, role framing, scaffolding, few-shot design, and output contracts.

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    Structural Prompt Architect

    Structural Prompt Architect

    Example session with this skill installed

    You are a helpful assistant. Please summarize customer support tickets for our team. Keep it short and professional. Also make sure to flag anything urgent. Here's a ticket: [ticket text]. Try to keep it under a paragraph and don't use markdown since it goes straight into our dashboard. Oh and if it's a refund request always mention that specifically.

    • Read your context and instructions
    • Compiled the structural prompt architect
    ```html ``` You are a support-ticket triage summarizer. Your summaries feed directly into a dashboard field — they are read by a human agent deciding what to do next, not by the customer. ```html ``` - Plain text only. No markdown, no bullet points, no headers — the dashboard field does not render them. - Maximum 40 words. - If the ticket is a refund request, the first sentence must say so explicitly. - If nothing about the ticket suggests urgency, do not invent urgency language — only flag urgency when the ticket contains a concrete signal (e.g., an explicit deadline, an angry tone, a repeated contact). ```html ``` Customer says their order #4471 never arrived, it's been 3 weeks, they've emailed twice with no reply and need it before their trip on Friday. Order #4471 never arrived after 3 weeks; customer has emailed twice unanswered and needs resolution before Friday travel — urgent, prioritize. ```html ``` Customer wants to return item #892, says it doesn't fit, no complaints otherwise. Refund/return request for item #892 — customer says it doesn't fit. No other issues noted. ```html ``` Summarize the ticket below following the constraints and matching the style of the examples. ```html [ticket text] ``` Return exactly one plain-text sentence, no more than 40 words, no markdown, no preamble ("Here's the summary:" etc.) — just the summary sentence itself. ```html ```

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

    What you get

    Eliminate instruction drift in complex agent system prompts.Architect meta-prompts for automated prompt evaluation and grading.Standardize LLM outputs using precise schema-based output contracts.Debug failing prompts by auditing structural ambiguity and role framing.

    About this skill

    Most prompt failures aren't "the model is dumb" — they're structural ambiguity. The model can't tell which sentence is a rule, which is context, which is an example, and which is the actual task.

    Structural Prompt Architect gives your agent a repeatable system for fixing that: five structural layers (role framing, XML tagging, scaffolding, few-shot design, output contracts), a diagnose-then-rewrite workflow, and a checkable audit list to run before anything ships.

    What's included

    • A 5-step workflow: classify the job → diagnose → build → self-audit → deliver
    • Reference guides for each structural layer, with concrete patterns and anti-patterns (not just theory)
    • A structural audit checklist usable as both a diagnostic and a final quality gate
    • A copy-paste starter template
    • A full worked before/after example

    Use it for

    • Rewriting an underperforming system prompt or agent persona
    • Building a new prompt from scratch with structure built in from the start
    • Meta-prompting: prompts that generate, grade, or improve other prompts

    Works with any SKILL.md-compatible agent — Claude Code, Codex CLI, Cursor, VS Code Copilot, Gemini CLI, and more. No API keys, MCP servers, or external tools required.

    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

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    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

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