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Use when the user asks to draft or revise an SOP, personal statement, motivation letter, research proposal, recommendation-letter draft, or similar application document. Based on the shared application profile and user materials, generate research application documents.
| name | document-assist |
| description | Use when the user asks to draft or revise an SOP, personal statement, motivation letter, research proposal, recommendation-letter draft, or similar application document. Based on the shared application profile and user materials, generate research application documents. |
../../memory.md first.cv-analyze, or fill in the necessary background directly in this round before continuing.zh, en, and bilingual.preferred_language from memory.md.life-science-research can be linked first before drafting.research-proposalresearch fit needs to be written clearlyIf the user does not specify it, default to sop. Supported types:
sopmotivationresearch-proposalrecommendation-draftFor document tasks, do not start writing immediately; first fill in the minimum required materials:
memory.md.research-proposal must clearly define the research question, method, expected contribution, and risks.recommendation-draft must be written from the recommender's perspective.Use when the user asks to write a cold email, draft an outreach email, follow up with a professor, or prepare other supervisor-facing application emails. Based on the shared application profile and target supervisor information, generate first-contact emails, follow-ups, interview thank-you notes, and offer-related communication.
Use when the user asks to analyze a CV or resume, extract an applicant profile, review a resume, or parse a CV. Read the user's CV or resume, produce a structured research application profile, and write it to the shared memory file for reuse by other application skills.
Use when the user asks to polish a CV or resume, improve a CV, tailor a resume, or optimize a CV. Based on the shared application profile, suggest revisions or produce rewrites for structure, phrasing, and target-program fit.
Use when the user asks to analyze research gaps, find research gaps, generate research ideas, or analyze papers for gaps. Read a set of papers, summarize methods and limitations, identify open questions, and propose executable research ideas aligned with the user's profile.
Use when the user asks to prepare a PhD interview deck, professor meeting slides, research presentation PPT, slide-by-slide speaking notes, or interview visuals. Structure CV, project files, and supervisor fit into an interview-ready academic deck, and generate visuals when explicitly requested.
Use when the user asks to prepare for an interview, run a mock interview, practice interview questions, or get ready for a graduate application interview. Generate question sets, simulate Q&A, and provide feedback around the target supervisor, program, and the user's own experience.