Research skills

This skill helps you analyse written content using rigorous logical reasoning, producing concise, actionable critique that preserves domain insights.

This skill designs and evaluates prompts to maximize LLM performance, reducing tokens and latency while ensuring reliability across tasks.

This skill converts each H3 subsection into a writable intent card with concrete, non-copyable briefs guiding evidence-based drafting.

This skill delegates complex, long-running tasks to Manus for autonomous web research, analysis, and multi-source reports with parallel processing.

This skill initializes a new workspace by copying the standard artifact template into the target directory and ensuring core files exist.

This skill defines a tutorial spec with audience, prerequisites, measurable objectives, non-goals, and a running example for deterministic planning.

This skill expands and refines search keywords to improve queries.md recall and precision while keeping scope under control.

This skill ensures numeric claims are reviewer-safe by enforcing minimal protocol context (task, metric, constraint) and avoiding underspecified model naming.

This skill delivers a one-page literature snapshot in output/SNAPSHOT.md via a bullet-first outline and core papers, enabling fast, actionable reading.

This skill creates papers/extraction_table.csv from included papers following the protocol schema and preserves provenance in auditable form.

This skill writes paper-like front matter sections (Abstract, Introduction, Related Work, Discussion, Conclusion) with high citation density for a cohesive

This skill writes evidence-backed survey drafts from approved outlines and citations, producing coherent, thesis-driven prose that integrates multiple sources.

This skill helps you build a diverse, explainable paper-to-subsection mapping for outline coverage by producing outline/mapping.tsv and diagnostics.

This skill designs both index and appendix table schemas with evidence-backed columns, ensuring fillability and verifiability before publication.

This skill injects budget-compliant citations into drafts without adding new facts, ensuring global uniqueness while preserving scope.

This skill generates structured, citation-ready notes for each core paper, capturing method, results, and limitations for evidence-based writing.

This skill audits citation anchoring to ensure citation markers stay within the same ### subsection after polishing, preventing drift.

This skill fills outline/tables_index.md from evidence packs with citation-backed rows to support later writing and traceability.

This skill runs end-to-end research pipelines with workspaces and checkpoints, delivering auditable Units.csv and artifacts.

This skill scaffolds a minimal LaTeX project from an approved Markdown draft and bib file, producing latex/main.tex.

This skill downloads arXiv agent-survey PDFs, extracts text, and generates a STYLE_REPORT to help you study real survey structures for better writing.