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Prompt Architect provides a systematic approach to prompt engineering by applying 31 distinct frameworks across seven intent categories. It helps prompt engineers and agent developers move from vague requests to structured, expert-level instructions.
The skill analyzes the user's goal—whether it is to create, transform, reason, critique, recover, clarify, or build agentic behavior—and recommends the specific framework best suited to optimize that output.
WHO IT'S FOR
Prompt engineers
applying research-backed frameworks to optimize LLM outputs
AI agent builders
structuring system prompts for autonomous agents
Technical writers
standardizing prompt templates for organizational use
AI power users
improving the effectiveness of daily AI interactions
Compatible AgentsThe repository documents support for these agents. The skills may also work with other agents that can load SKILL.md files, but they may need some setup or small changes.
Follow the documented setup, then try a first task.
I’m using
Interactive multi-agent installer
Installs: Prompt Architect skill, installed to the agent targets selected in the interactive menu · Claude Code, Gemini CLI, Cursor, GitHub Copilot, OpenAI Codex
Run this command in a terminal. Use the interactive menu to choose the detected AI-agent targets where Prompt Architect should be installed.
Download `prompt-architect.zip` from the repository's latest release, then in ChatGPT open Profile → Skills → New skill → Upload from your computer and select the downloaded archive.
Installs: Prompt Architect skill, installed in a project or the user's Copilot skills directory · GitHub Copilot
Before you start
A local copy of the Prompt Architect repository containing `skills/prompt-architect/`
Manually copy `skills/prompt-architect/` from the repository to `.github/skills/` for a project installation or to `~/.copilot/skills/` for a user-level installation.
The original prompt to improve; replace `write a technical blog post` with your own prompt if desired
Answers to the skill's clarification questions
Use the prompt-architect skill to improve this prompt: "write a technical blog post". First score the original prompt for clarity, specificity, context, completeness, and structure; recommend the simplest suitable framework; then ask me the targeted clarification questions needed before producing the revised prompt.
Claude
Codex
Cursor
Gemini CLI
Copilot
Windsurf
Amp
Kiro
Goose
Cline
OpenHands