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Extract Futureworks

Agent skill
1 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.

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

  1. Copy the install prompt. Use the green button above this README.
  2. Send it to your agent. Paste it into your coding agent’s chat and send.
  3. Review the setup. Your agent checks the skill’s instructions, requirements, and installation scope.
Review, license & listing details
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This is an imported listing. We haven’t certified its safety, license, or compatibility. Skills may include executable scripts.

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Only SKILL.md was scanned. Supporting files and scripts were not checked. No safety grade has been assigned.

0 potential findings · Scanned 11/4/2026 · Scanner 0.2.1

Content SHA-256: 86c9b98cee690c61ca0f041c3a010c4c3822dd3808ab8d2edc0d54717d71e3b9

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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.
Extract Futureworks | Agent Skills Atlas