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Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Agent skill for analyzing and improving prompts using 31 frameworks across 7 intent categories. Works with Claude Code, Gemini CLI, Cursor, Copilot, and 30+ Agent Skills compatible tools.
| Date | Stars |
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| 2026-07-31 | 266 |
| 2026-08-06 | 270 |
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Today
— stars today
This week
+1 stars this week
This month
+21 stars this month
Momentum
1.0
growth rate 0.34%/day
# Prompt Architect Transform vague prompts into expert-level, structured prompts using 31 frameworks across 7 intent categories. Works with **Claude Code, ChatGPT, Gemini CLI, Cursor, GitHub Copilot, Windsurf, OpenAI Codex**, and [30+ Agent Skills compatible tools](https://agentskills.io). [](https://opensource.org/licenses/MIT) [](https://www.npmjs.com/package/@ckelsoe/prompt-architect) [](https://agentskills.io) [](https://codeguilds.dev/packages/prompt-architect) ## Quick Start ```bash npx @ckelsoe/prompt-architect ``` The interactive installer detects your AI agents (Claude Code, Gemini CLI, Cursor, Copilot, Codex, and more) and lets you choose where to install. > **Tip:** Use `npx` rather than `npm install`. Both work — `npm install` runs the same installer via the postinstall hook and installs to every agent it detects — but only `npx` gives you the interactive menu to choose specific targets. > Published on the public npm registry. **No authentication required.** --- ## Table of Contents - [Overview](#overview) - [Key Features](#key-features) - [Example Transformation](#example-transformation) - [Supported Frameworks](#supported-frameworks) - [Quick Start](#quick-start) - [Installation](#installation) - [Verifying Your Installation](#verifying-your-installation) - [Updating](#updating) - [Usage](#usage) - [Framework Selection Guide](#framework-selection-guide) - [Project Structure](#project-structure) - [Documentation](#documentation) - [Contributing](#contributing) - [Support](#support) - [License](#license) --- ## Overview Prompt Architect is an [Agent Skills](https://agentskills.io) compatible skill that elevates your prompting capabilities through: - **Intelligent Analysis** - Evaluates prompts across 5 quality dimensions (clarity, specificity, context, completeness, structure) - **Framework Recommendation** - Suggests the best framework(s) for your specific use case with clear reasoning - **Guided Dialogue** - Asks targeted clarifying questions to gather missing information progressively - **Systematic Application** - Applies selected framework to transform your prompt - **Iterative Refinement** - Continues improving based on feedback until perfect **Target Audience:** - Developers using AI coding agents (Claude Code, Gemini CLI, Cursor, Copilot, etc.) - Prompt engineers optimizing LLM interactions - AI practitioners seeking systematic prompt improvement - Teams wanting consistent, high-quality prompts --- ## Key Features ### 31 Frameworks Across 7 Intent Categories | Framework | Best For | Complexity | |-----------|----------|------------| | **CO-STAR** | Content creation, writing tasks | High | | **RISEN** | Multi-step processes, procedures | High | | **CRISPE** | Comprehensive prompts with multiple output variants | High | | **BROKE** | Business deliverables with OKR-style measurable outcomes | Medium | | **RISE-IE** | Data analysis, transformations (Input-Expectation) | Medium | | **RISE-IX** | Content creation with examples (Instructions-Examples) | Medium | | **TIDD-EC** | High-precision tasks with explicit dos/don'ts | Medium | | **RACE** | Expert tasks requiring role + context + outcome clarity | Medium | | **CARE** | Constraint-driven tasks with explicit rules and examples | Medium | | **CTF** | Simple tasks where situational context drives the prompt | Low | | **RTF** | Simple, focused tasks where expertise framing matters | Low | | **APE** | Ultra-minimal one-off prompts | Low | | **BAB** | Rewriting, refactoring, transforming existing content | Low | | **Tree of Thought** | Decisions requiring exploration of multiple approaches | Medium | | **ReAct** | Agentic / tool-use tasks with iterative reas
Excerpt of 37,883 characters
Read on GitHubWould you bet a product on this? Bounded 0–100 and slow moving.
matched fp:dd0f61afe432e4f6, llm:Description: 'Claude Code skill that transforms vague prompts into structured, expert-level prompts using 7 research-backed frameworks (...)' Topics include prompt-engineering, prompt-frameworks, prompt-improvement, prompt-optimization, llm-prompts, agent-skills, ai-coding-agents.