sophon

Introduce Sophon and list available capabilities. Use ONLY when the user explicitly asks who you are, what you can do, what your capabilities are, or what skills you have. Do NOT call for greetings, small talk, or when the user has not asked about your identity or capabilities.

Deep research on a topic. Decomposes question into sub-questions, searches and fetches web sources in parallel, synthesizes a structured report with inline citations and a source list. Use when user asks for in-depth research, comprehensive analysis, or a structured report.

Process xlsx workbooks; fill columns from web via key column (URL→crawl, else search), LLM extract per batch. Tools: list_sheets, read_structure, read_sample, fill_by_column. Cross-sheet copy via copy_columns / copy_column_map.

System anomalies, errors, latency diagnosis. Logs, traces, metrics. Orchestrates log-analyze, trace, metrics primitives. Fetches data, frontend renders charts.

Web scraping via Playwright. Use when user wants to fetch page content or scrape a URL.

Memory recall and history exploration. Use for any question about past conversations, previous topics, what the user asked before, or recent activity. Replaces the memory skill.

Read and write Excel/CSV files. Supports .xlsx, .xls, and .csv formats.

List, read, write, delete, rename files in workspace.

Check logs, find errors and exceptions, analyze system events.

Retrieve past conversations. Use for prior dialogue, past questions, or history lookup.

Query and record numeric metrics — latency, throughput, error rates, skill_latency_ms, performance trends. Use when asked about system delays, latency, performance data, or time-series charts.

Web search via DuckDuckGo. Use for real-time info, news, or when user asks to "search" or "look up".

Inspect execution traces, debug runs, analyze flow.

Date ranges, timezone conversion, timestamp formatting.