ianshan0915

Review code for bugs, security issues, performance problems, and style violations. Use when the user asks for a code review, submits code for feedback, or wants to improve code quality.

Create polished written content including blog posts, documentation, emails, reports, and marketing copy. Use when the user needs to write, draft, or generate any form of text content.

Analyze datasets, identify patterns, compute statistics, and generate summary reports. Use when the user provides data to analyze, asks about trends, or needs statistical insights.

Systematically diagnose and fix bugs in code. Use when the user reports an error, unexpected behavior, test failure, or needs help troubleshooting.

Edit and improve existing text for clarity, tone, grammar, and structure. Use when the user submits text for review, asks to improve writing, or needs proofreading.

Search the web for current information, verify facts across multiple sources, and compile cited research summaries. Use when the user asks factual questions, needs current data, or requests research on any topic.

Explore an unknown directory or repository and produce a structured map of what's there. Use when first encountering a codebase or before making changes.

Break a goal into ordered, executable steps with assumptions and risks. Use when the task is multi-step, ambiguous, or risky enough that thinking before doing helps.

Read content from a file path, URL, or inline text and produce a structured summary. Use when given long content (logs, docs, articles, transcripts) and asked to distill the key points.