Future-works analysis skill with two modes. Mode audit: review one manuscript's own future-works / conclusion / limitations section (.tex/.md) — presence, testability, link to a stated limitation, and novelty against the literature — and emit flagged findings for the host agent's plan. Mode mine: extract the stated future works / open problems of a corpus from full text (download via downloadpdf.py any-format, parse via extracttext.py --section-scan) and synthesize a corpus future-works table (with fit to the review and a Pareto 80/20 effort-vs-impact ranking) plus a research-opportunity list. Used inside the four auditors (audit) and scopus-researcher (mine). Trigger when an agent reaches its future-works / hypothesis step.
Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI
Supported by the Atlas install prompt. Skill-specific requirements vary.
Skill stats
Skills1CategoryScience & researchStars0
About this skill
Future-works analysis skill with two modes. Mode audit: review one manuscript's own future-works / conclusion / limitations section (.tex/.md) — presence, testability, link to a stated limitation, and novelty against the literature — and emit flagged findings for the host agent's plan. Mode mine: extract the stated future works / open problems of a corpus from full text (download via downloadpdf.py any-format, parse via extracttext.py --section-scan) and synthesize a corpus future-works table (with fit to the review and a Pareto 80/20 effort-vs-impact ranking) plus a research-opportunity list. Used inside the four auditors (audit) and scopus-researcher (mine). Trigger when an agent reaches its future-works / hypothesis step.
Quick start
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Future-works analysis skill with two modes. Mode audit: review one manuscript's own future-works / conclusion / limitations section (.tex/.md) — presence, testability, link to a stated limitation, and novelty against the literature — and emit flagged findings for the host agent's plan. Mode mine: extract the stated future works / open problems of a corpus from full text (download via download_pdf.py any-format, parse via extract_text.py --section-scan) and synthesize a corpus future-works table (with fit to the review and a Pareto 80/20 effort-vs-impact ranking) plus a research-opportunity list. Used inside the four auditors (audit) and scopus-researcher (mine). Trigger when an agent reaches its future-works / hypothesis step.
About this listing
Category
Science & research
Reported license
MIT
Listing language (estimated)
English
Review status
Not individually reviewed
Agent compatibility
Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.