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Download paper PDFs and clone source code repositories from paper_info.json output.
Install with Codex or Claude Copy this prompt, paste it into Codex, Claude, or another assistant, and let it review the skill page and install it for you.
Based on SOC occupation classification
Beamer LaTeX slide workflow: create, compile, review, and polish academic presentations. Use this skill whenever the user works on Beamer .tex slide decks, or asks to create slides, make a presentation, prepare a lecture, build a talk, or generate Beamer slides from a paper. Covers: creation, editing, compilation, proofreading, visual audit, pedagogical review, TikZ diagrams, figure extraction, and comprehensive quality checks. Trigger on: beamer, slides, lecture, presentation, seminar talk, conference talk, defense slides, tikz, compile latex, proofread slides, slide review, 讨论班, 论文讲解. Do NOT trigger on: powerpoint, pptx, PPT, 做PPT — use the powerpoint-slides skill instead.
Compare reproduced results against paper-reported values. Generate Markdown/JSON/Beamer reports.
Deep analysis of ML source code repositories — AST call graphs, training loop dissection, reproducibility scoring.
Generate implementation code scaffolding from paper descriptions when no source code exists.
Convert LaTeX math formulas from papers into executable PyTorch/NumPy code.
Automate paper reproduction on remote GPU servers via mcp-ssh, using code-analyzer's reports.
| name | paper-downloader |
| description | Download paper PDFs and clone source code repositories from paper_info.json output. |
Download paper PDFs and clone associated source code repositories. This is the second step in the paper reproduction pipeline, following paper-finder.
Run paper-finder first if needed:
python skills/paper-finder/scripts/search_paper.py "<query>" --output workspace/paper_info.json
python skills/paper-downloader/download_paper.py workspace/paper_info.json
Options:
--allow-scihub — Enable Sci-Hub as fallback PDF source--clone-depth 0 — Full git clone (default: shallow clone)--skip-code — Only download PDF--skip-pdf — Only clone code-o <dir> — Custom output directoryCheck workspace/<paper-slug>/download_report.json for:
Tell the user:
requests librarygit command-line tool