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Semantic Scholar

  • 16 installs
  • 869 repo stars
  • Updated June 8, 2026
  • beita6969/scienceclaw

semantic-scholar is a Claude skill that searches the Semantic Scholar API for academic papers across disciplines with citation-graph traversal, author search, and recommendations.

About

This skill searches Semantic Scholar for academic papers across all disciplines using its REST API. A researcher uses it to find papers, traverse citation and reference graphs, search authors, get recommendations, or run large-scale bibliometric analysis. It documents authentication with an S2 API key, paper lookup by DOI/arXiv/PubMed ID, rate limits, and ready-to-use curl and Python query templates.

  • Searches 200M+ academic papers across all disciplines via the Semantic Scholar API
  • Supports citation-graph traversal, author search, and paper recommendations
  • Ready-to-use curl and Python query templates for high-impact and open-access papers

Semantic Scholar by the numbers

  • 16 all-time installs (skills.sh)
  • Ranked #1,318 of 2,065 Data Science & ML skills by installs in the Skillselion catalog
  • Data as of Aug 2, 2026 (Skillselion catalog sync)
At a glance

semantic-scholar capabilities & compatibility

Free tier works without a key at 100 requests per 5 minutes; a free S2 API key raises rate limits.

Capabilities
research · web search
Use cases
research · web search
Pricing
Bring your own API key
From the docs

What semantic-scholar says it does

Search Semantic Scholar for academic papers across all disciplines with citation graph analysis.
SKILL.md
Search 200M+ papers across all disciplines with citation graph, author profiles,
SKILL.md
Without API key: 100 requests per 5 minutes
SKILL.md
npx skills add https://github.com/beita6969/scienceclaw --skill semantic-scholar

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Listed on Skillselion
Installs16
repo stars869
Last updatedJune 8, 2026
Repositorybeita6969/scienceclaw

What it does

Search academic papers, traverse citation graphs, and find authors or recommendations via the Semantic Scholar API.

Who is it for?

Cross-discipline paper search, citation and reference graph traversal, author search, and bibliometric analysis.

Skip if: Discipline-specific databases; use pubmed for biomedical or arxiv for preprints.

When should I use this skill?

You need to find academic papers across disciplines or traverse their citation and reference graphs.

What you get

Ranked paper results with citation counts, author profiles, recommendations, and traversable citation graphs.

  • paper search results
  • citation graph
  • author profile

By the numbers

  • Searches 200M+ papers
  • Without API key: 100 requests per 5 minutes
  • Bulk search up to 10M results

Files

SKILL.mdMarkdownGitHub ↗

Semantic Scholar Search

Search 200M+ papers across all disciplines with citation graph, author profiles, and recommendations via the Semantic Scholar API.

Authentication

curl -s -H "x-api-key: ${S2_API_KEY}" "https://api.semanticscholar.org/graph/v1/paper/search?query=example"

Paper Search

curl -s "https://api.semanticscholar.org/graph/v1/paper/search?query=machine+learning+drug+discovery&limit=5&fields=title,authors,year,abstract,citationCount,url"

Parameters: query= (required), limit= (max 100), offset=, fields=, year= (e.g. 2020-2024), fieldsOfStudy= (e.g. Computer Science, Medicine), openAccessPdf, minCitationCount=.

Bulk search (up to 10M results, token-based pagination):

curl -s "https://api.semanticscholar.org/graph/v1/paper/search/bulk?query=CRISPR+gene+editing&fields=title,year,citationCount"

Paper Lookup by Identifier

# DOI
curl -s "https://api.semanticscholar.org/graph/v1/paper/DOI:10.1038/s41586-021-03819-2?fields=title,abstract,authors,year,citationCount"
# arXiv ID
curl -s "https://api.semanticscholar.org/graph/v1/paper/ARXIV:2301.07041?fields=title,abstract,year"
# PubMed ID
curl -s "https://api.semanticscholar.org/graph/v1/paper/PMID:34265844?fields=title,abstract,year"

Citation Graph

# Papers that cite a given paper
curl -s "https://api.semanticscholar.org/graph/v1/paper/ARXIV:2301.07041/citations?fields=title,year,citationCount&limit=20"
# Papers cited by a given paper
curl -s "https://api.semanticscholar.org/graph/v1/paper/ARXIV:2301.07041/references?fields=title,year,citationCount&limit=20"

Author Search

# Search by name
curl -s "https://api.semanticscholar.org/graph/v1/author/search?query=yann+lecun&fields=name,hIndex,paperCount,citationCount"
# Author papers
curl -s "https://api.semanticscholar.org/graph/v1/author/1688681/papers?fields=title,year,citationCount&limit=20"

Recommendations

# Single-paper
curl -s "https://api.semanticscholar.org/recommendations/v1/papers/forpaper/ARXIV:2301.07041?fields=title,year,citationCount&limit=10"
# Multi-paper (POST)
curl -s -X POST "https://api.semanticscholar.org/recommendations/v1/papers/" \
  -H "Content-Type: application/json" \
  -d '{"positivePaperIds": ["ARXIV:2301.07041", "ARXIV:2302.13971"], "negativePaperIds": []}'

Available Fields

Paper: paperId, title, abstract, year, venue, citationCount, referenceCount, influentialCitationCount, isOpenAccess, openAccessPdf, fieldsOfStudy, publicationTypes, publicationDate, journal, url, externalIds, tldr

Nested: authors.name, authors.authorId, citations.title, references.title

Rate Limits

  • Without API key: 100 requests per 5 minutes
  • With API key: 1/sec sustained, 10/sec burst
  • Register free at: https://www.semanticscholar.org/product/api#api-key
  • HTTP 429 on rate limit; back off and retry

Ready-to-Use Query Templates

Find recent high-impact papers on a topic

curl -s "https://api.semanticscholar.org/graph/v1/paper/search?\
query=YOUR+TOPIC&limit=10&year=2023-2025&minCitationCount=10&\
fields=title,authors,year,citationCount,influentialCitationCount,tldr,venue,isOpenAccess,openAccessPdf,externalIds" \
| python3 -c "
import sys, json
data = json.load(sys.stdin)
print(f'Found {data[\"total\"]} papers')
for i, p in enumerate(data['data']):
    authors = ', '.join(a['name'] for a in (p.get('authors') or [])[:3])
    tldr = (p.get('tldr') or {}).get('text', 'N/A')[:120]
    doi = (p.get('externalIds') or {}).get('DOI', 'N/A')
    print(f'[{i+1}] {p[\"title\"]}')
    print(f'    {authors} ({p.get(\"year\")}) {p.get(\"venue\",\"\")}  Cited:{p[\"citationCount\"]}')
    print(f'    TLDR: {tldr}')
    print(f'    DOI: {doi}')
    print()
"

Build citation graph for a paper

PAPER_ID="DOI:10.1038/s41586-021-03819-2"  # or ARXIV:2301.07041 or S2 ID
# Who cites this?
curl -s "https://api.semanticscholar.org/graph/v1/paper/${PAPER_ID}/citations?\
fields=title,year,citationCount,venue&limit=20" | python3 -c "
import sys,json; data=json.load(sys.stdin)
print(f'{len(data[\"data\"])} citing papers:')
for c in sorted(data['data'], key=lambda x: x['citingPaper'].get('citationCount',0), reverse=True)[:10]:
    p=c['citingPaper']
    print(f'  [{p.get(\"year\",\"?\")}] {p[\"title\"][:80]} (cited:{p.get(\"citationCount\",0)})')
"

Find open access PDF for a paper

curl -s "https://api.semanticscholar.org/graph/v1/paper/DOI:10.xxxx/xxxxx?\
fields=title,isOpenAccess,openAccessPdf" | python3 -c "
import sys,json; p=json.load(sys.stdin)
pdf = p.get('openAccessPdf',{})
if pdf: print(f'OA PDF: {pdf[\"url\"]}')
else: print('No open access PDF available')
"

Best Practices

1. Always specify fields= to reduce response size. 2. Use minCitationCount to filter low-impact results. 3. Use external IDs (DOI, ARXIV, PMID) for precise lookups. 4. Chain citation/reference lookups to build citation graphs. 5. Use tldr field for AI-generated paper summaries. 6. Use influentialCitationCount to identify high-impact papers. 7. Prefer Semantic Scholar over CrossRef for paper discovery searches. 8. Combine with OpenAlex for broader coverage and OA link discovery. 9. NEVER fabricate results. Every paper detail must come from an actual API response. If the API returns no results, report that honestly. 10. Self-check before responding: Did this paper title, DOI, author list, and citation count ALL come from an S2 API call in this conversation?

Related skills

FAQ

How many papers can it search?

Over 200M papers across all disciplines via the Semantic Scholar API.

Does it need an API key?

It works without a key at 100 requests per 5 minutes; a free S2 API key raises limits to 1 request per second sustained.

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