| name | paper-summarizer |
| description | Produces structured summaries of academic or technical papers. Fills a consistent template covering abstract, key contributions, method, results, limitations, and relevance. Calibrates terminology and depth to a named audience using the shared audience personas reference — so the summary is useful to the right reader, not just accurate. |
| version | 1.0.0 |
| tags | ["research","summarization","academic","papers","writing"] |
| author | skilldex-examples |
Instructions
Use this skill when the user wants a structured summary of an academic paper, technical report, or research document.
Bundled resources
assets/summary-template.md — the output structure. Load it and fill every section. Do not omit sections or invent new ones.
../assets/audience-personas.md — shared audience reference. Load it to calibrate the vocabulary and depth of your summary to the intended reader.
Workflow
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Gather inputs: Ask the user for:
- The paper (PDF, URL, pasted text, or key sections)
- The intended audience (match to a persona in the shared reference, or describe a custom one)
- Any specific angle — e.g., "focus on the evaluation methodology" or "I care most about limitations"
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Load the audience persona from ../assets/audience-personas.md. Apply the vocabulary level and style throughout. For a senior-dev, you can use field terminology without definition. For a non-technical-pm, every technical term needs a plain-language gloss.
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Read the paper thoroughly before writing. Do not skim and guess — if a section is unclear or missing from what was shared, say so explicitly rather than inferring.
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Fill the template from assets/summary-template.md:
- Abstract — one sentence capturing the paper's claim and why it matters
- Key Contributions — 3–5 bullet points, each a distinct contribution
- Method — how the research was done (approach, data, experimental design)
- Results — what was found, with numbers where available
- Limitations — what the authors acknowledge, plus any you observe
- Relevance — why this paper matters to the reader's context (calibrate to persona)
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Output the completed template in a markdown code block.
Rules
- Never fabricate results or contributions — only report what is in the paper
- If a section is genuinely absent from the paper (e.g., no limitations section), write "Not addressed in the paper" rather than inventing content
- Flag clearly if you only had access to the abstract or a partial version of the paper
- Calibrate the "Relevance" section tightly to the named audience — this is the most personalized part of the summary