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storm-research【数据与研究】Run STORM phase 1 — multi-perspective research. This skill should be used when the user asks to "research a topic for an article", "find sources on X from multiple perspectives", "do storm research on X", or invokes /storm:research. Discovers personas, runs simulated Q&A per persona in parallel, and produces an information table + deduplicated source…
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Phase 1 of the STORM pipeline. Discovers research personas, runs a simulated multi-turn conversation per persona (each grounded in retrieval), and produces the information table that downstream phases consume.
Load storm-engine via the Skill tool. Its "Persona Discovery", "Simulated Conversation", "Retrieval", and "Citation Hygiene" sections govern this phase.
This phase is complete iff research/sources.json exists and has ≥1 entry. If --force is not set and the artifact exists, skip and exit early.
research/ subdir exists.--max-perspective personas (default 3), each with a distinct question category, plus one "Basic fact writer". Write research/personas.json.ToolSearch, look for exa-mcp-server search tools (code-search, research-paper-search, company-search, personal-site-search, financial-report-search, x-search). Record which are available in run-config.json as retriever. If none and not --docs, fall back to WebSearch/WebFetch.storm-researcher subagent per persona in a single message (parallel). Each subagent:
max_turns.question_to_query, retrieves, answers with source attribution.max_turns reached.{question, queries, snippets, answer, cited_sources}.research/conversations.jsonl (one JSON object per line). Deduplicate cited sources by URL into research/sources.json, assigning sequential ids. Strip any inline [n] from snippets before storing (citation hygiene).sources.json has ≥1 entry and every persona produced ≥1 turn. If a persona produced nothing, note it but do not fail the whole phase.run-config.json: phases.research = "completed", retriever, source count.If the user reports rate-limit errors during this phase, reduce concurrency by running personas in smaller batches (e.g. 2 at a time) rather than lowering max_turns — mirroring upstream's max_thread_num guidance.
Report: number of personas, total conversation turns, number of deduplicated sources, and the path to research/sources.json.