
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)
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
What semantic-scholar says it does
Search Semantic Scholar for academic papers across all disciplines with citation graph analysis.
Search 200M+ papers across all disciplines with citation graph, author profiles,
Without API key: 100 requests per 5 minutes
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| Installs | 16 |
|---|---|
| repo stars | ★ 869 |
| Last updated | June 8, 2026 |
| Repository | beita6969/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
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.