sharpen-output

Surfaces the top 3 mental models that best illuminate a given problem or situation. Part of a collection of thinking and writing skills that includes prompt compression, critical thinking, adversarial stress-testing, and insight extraction.

A skill that compresses prompts while preserving semantic content, supporting both lossy and lossless modes. Part of a collection of 14 skills by @jbrukh that includes prompt optimization, critical thinking, article improvement, and text analysis tools.

A set of prompt engineering skills for Claude Code that includes adversarial evaluation of LLM outputs, iterative prompt sharpening, and prompt compression with both lossy and lossless modes.

Performs adversarial evaluation of whether a prompt will produce the expected LLM output, helping validate and stress-test prompts before use.

A collection of 14 Claude Code skills for writing and thinking, including prompt compression, article improvement, mental model surfacing, critical thinking, stress testing, browser-native branded presentations, op-ed writing, and thread essay composition.

A collection of 14 Claude Code skills focused on writing, thinking, and analysis, including prompt compression, article improvement, mental model surfacing, thesis stress-testing, evidence-based research, and presentation creation.

A skill that transforms song lyrics into vivid visual scene descriptions and image generation prompts, part of a broader collection including prompt compression, article improvement, mental models, critical thinking, and writing skills.

A collection of 14 Claude Code skills for prompt engineering, writing, and critical thinking, including prompt compression, article improvement, mental model surfacing, adversarial thesis testing, and evidence-based analysis.

A Claude Code skill that sharpens prompts by iteratively extracting the user's intent and asking focused questions to make any output maximally effective. Part of a 14-skill collection covering prompt engineering, critical thinking, and writing.

A CLI tool that scans your project, detects your tech stack from config files, and automatically installs curated AI agent skills from an audited registry with SHA-256 verification, supporting frameworks like React, Next.js, Vue, Go, and many more.