s2-title-to-bibtex

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Convert paper titles into BibTeX by querying Semantic Scholar Graph API (no LLM-generated citations). Use when the user asks for “title -> BibTeX”, “给我这些论文的 bibtex”, batch BibTeX retrieval from a list of titles, or when you need fuzzy fallback matching for near-miss titles.

LeoYML By LeoYML schedule Updated 3/2/2026

name: s2-title-to-bibtex description: Convert paper titles into BibTeX by querying Semantic Scholar Graph API (no LLM-generated citations). Use when the user asks for “title -> BibTeX”, “给我这些论文的 bibtex”, batch BibTeX retrieval from a list of titles, or when you need fuzzy fallback matching for near-miss titles.

S2 Title → BibTeX (Semantic Scholar)

Convert one or many paper titles into BibTeX directly from Semantic Scholar Graph API.

  • Exact match first (normalized title equality)
  • Fuzzy fallback when exact match fails (prints the matched title)
  • Batch mode via stdin or file

Inputs / prerequisites

  • Requires environment variable: SEMANTIC_SCHOLAR_API_KEY (or S2_API_KEY)
  • Script: scripts/s2_title_to_bibtex.py

Quick usage (run the script)

Single title:

SEMANTIC_SCHOLAR_API_KEY=... \
  python3 ./skills/s2-title-to-bibtex/scripts/s2_title_to_bibtex.py \
  "Paper Title Here"

Batch via stdin (one title per line):

export SEMANTIC_SCHOLAR_API_KEY=...
printf "%s\n" "Title A" "Title B" \
  | python3 ./skills/s2-title-to-bibtex/scripts/s2_title_to_bibtex.py --stdin

Batch via file:

export SEMANTIC_SCHOLAR_API_KEY=...
python3 ./skills/s2-title-to-bibtex/scripts/s2_title_to_bibtex.py --file titles.txt

Output contract (what to return to the user)

  • Return BibTeX entries as-is from citationStyles.bibtex.
  • Separate entries by a blank line.
  • If fuzzy fallback was used, include:
    • % MATCHED_TITLE: <title> right before the entry
  • If in batch mode and nothing is found, include:
    • % NOT_FOUND: <original title>

Notes / guardrails

  • Do not reformat/rewrite the BibTeX.
  • If the user needs higher precision, ask for arXiv id / DOI / Semantic Scholar URL for the missing titles and extend the script to query by id.
Install via CLI
npx skills add https://github.com/LeoYML/s2-title-to-bibtex --skill s2-title-to-bibtex
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