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Semantic Scholar API wrapper for agents — search 200M+ papers, traverse citations, find authors. Python, rate-limited, m
English · 中文
External references: Semantic Scholar API Tutorial · API Docs · Request API Key
A skill that turns the Semantic Scholar academic graph (200M+ papers across arXiv + bioRxiv + PubMed + journals + conferences) into a single-script, rate-limited, agent-friendly toolkit.
Works with Claude Code, Codex, Hermes, OpenClaw, ClawHub, and SkillsMP — any agent that supports the Agent Skills format.
The skill picks the right endpoint for the user's intent (keyword search, citation traversal, recommendations, author lookup), runs the call through the rate-limited s2.py helper with exponential backoff, applies filters (year / venue / fields of study / min citations / open access), and returns results ready to export to BibTeX, Markdown, or JSON.
| Doc | What's inside |
|---|---|
| docs/features.md | Why Semantic Scholar, full feature list, comparison vs. arXiv / bioRxiv / asta-skill / native agents |
| docs/api-reference.md | s2.py helper module API, usage examples |
| docs/limitations.md | Prerequisites, API key setup, known limitations |
| docs/tutorial.md | End-to-end tutorial |
| skills/semanticscholar-skill/SKILL.md | Workflow guide loaded by the agent |
# Recommended — set an API key for a dedicated quota
export S2_API_KEY=xxxxxxxxxxxxxxxx
# Install dependencies
pip install requests
Install the skill:
# Any agent (Claude Code, Cursor, Copilot, etc.)
npx skills add Agents365-ai/365-skills -g
# Claude Code only
> /plugin marketplace add Agents365-ai/365-skills
> /plugin install semanticscholar
Also published on SkillsMP and ClawHub — each handles updates through its own marketplace.
Just describe what you want:
> Use semanticscholar-skill to search for recent mixture-of-experts papers at NeurIPS since 2023
> Find papers citing "Attention Is All You Need" and rank by citation count
> Recommend papers similar to DOI:10.1038/nature14539, excluding NLP
> Export the top 10 results to BibTeX
See docs/api-reference.md for more examples and the helper module reference.
Part of the Agents365-ai research-skill family — pick the right tool for the job:
| Skill | Niche | When to use |
|---|---|---|
| asta-skill | Same corpus via Ai2 Asta MCP | When your host supports MCP and you have an Asta API key |
| paper-fetch | DOI → PDF, 7-source fallback | When you already have IDs and need the actual full text |
| scholar-deep-research | 8-phase literature review pipeline | When the user wants a structured cited report, not just search results |
| zotero-research-assistant | Zotero library workflows | When the user manages references in Zotero |
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