Literature note
Creates a structured annotation note in references/ with sections for research question, data, findings, and relevance. Use when documenting a paper.From its SKILL.md
npx -y skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill literature-noteAssembled from the repository path, not quoted from the project. Check it against their README if it does not work.
One thing to look at
- no licenseNo license file was found in the repository. Code published without one is not open source by default, so using it at work is a question for whoever answers licensing questions where you are.
SKILL.md
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Create Literature Note
Create a structured annotation note for a paper in references/.
Arguments
$ARGUMENTS— a citation key fromreferences.bib, a DOI, or a paper description (e.g., "acemoglu2001colonial" or "Acemoglu 2001 colonial origins")
Steps
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Parse the argument:
- If it matches an existing key in
references.bib, use that entry's metadata - If it is a DOI or description, search for the paper and optionally add it to
references.bibfirst (offer to run the/project:citeworkflow)
- If it matches an existing key in
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If a URL or DOI is provided, attempt to fetch and read the paper to extract key information.
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Create a Markdown file in
references/named<citation-key>.mdwith this structure:# <Author (Year)> — <Short Title> **Citation key:** `<key>` **Full reference:** <formatted reference> ## Research Question [What question does this paper address?] ## Identification Strategy [How do the authors establish causality? What is the main source of variation?] ## Data and Sample [What data do they use? What is the sample period, unit of observation, and sample size?] ## Key Findings - [Finding 1] - [Finding 2] - [Finding 3] ## Methodology Notes [Econometric methods, estimators, robustness checks worth noting] ## Relevance to This Project [How does this paper relate to the current research? What can we build on or contrast with?] -
If information about the paper was retrieved (from the web or a PDF), pre-fill the sections with extracted content. Otherwise, leave the bracket placeholders for the user to fill in.
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Report the file path and remind the user to fill in any remaining placeholder sections.
Error handling
- If the citation key is not found in
references.biband cannot be resolved, ask the user for more details. - If
references/<key>.mdalready exists, show the existing note and ask if the user wants to update it.
What ships with it
Read from the repository
Just SKILL.md. No reference files, no scripts.