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huangxinping

Huggingface Daily Papers

by huangxinping

get_today_papers

Retrieve today's machine learning research papers from HuggingFace to stay current with academic developments.

Instructions

Get today's HuggingFace daily papers

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Implementation Reference

  • main.py:133-161 (handler)
    MCP server.call_tool handler implementation for 'get_today_papers': fetches papers from scraper, handles empty case, formats detailed markdown list of papers with title, authors, abstract, URL, PDF, votes, and submitter.
    elif name == "get_today_papers":
        papers = scraper.get_today_papers()
        today = datetime.now().strftime("%Y-%m-%d")
        
        if not papers:
            return [
                types.TextContent(
                    type="text",
                    text=f"No papers found for today ({today}). Papers might not be published yet or there could be a network issue."
                )
            ]
        
        return [
            types.TextContent(
                type="text", 
                text=f"Today's Papers ({today}) - Found {len(papers)} papers:\n\n" +
                     "\n".join([
                         f"Title: {paper['title']}\n"
                         f"Authors: {', '.join(paper['authors'])}\n"
                         f"Abstract: {paper['abstract']}\n" 
                         f"URL: {paper['url']}\n"
                         f"PDF: {paper['pdf_url']}\n"
                         f"Votes: {paper['votes']}\n"
                         f"Submitted by: {paper['submitted_by']}\n"
                         + "-" * 50
                         for paper in papers
                     ])
            )
        ]
  • main.py:75-82 (registration)
    Registration of the 'get_today_papers' tool in server.list_tools(), including name, description, and input schema (no required properties).
    types.Tool(
        name="get_today_papers", 
        description="Get today's HuggingFace daily papers",
        inputSchema={
            "type": "object",
            "properties": {},
        },
    ),
  • main.py:78-81 (schema)
    Input schema for 'get_today_papers' tool: empty object with no properties.
    inputSchema={
        "type": "object",
        "properties": {},
    },
  • Core scraper method get_today_papers(): computes today's date and delegates to get_papers_by_date (the actual scraping logic). Called by MCP tool handler.
    def get_today_papers(self, fetch_details: bool = True) -> List[Dict]:
        today = datetime.now().strftime("%Y-%m-%d")
        return self.get_papers_by_date(today, fetch_details)
  • Supporting scraper method get_papers_by_date(): fetches HTML from HF papers page, parses papers, optionally fetches details (abstract, PDF, authors from arXiv), used by get_today_papers.
    def get_papers_by_date(self, date: str, fetch_details: bool = True) -> List[Dict]:
        url = f"{self.base_url}/{date}"
        try:
            response = self.session.get(url)
            response.raise_for_status()
            papers = self._parse_papers(response.text)
            
            if fetch_details and papers:
                # 获取所有论文的详细信息,包括具体作者姓名
                for i, paper in enumerate(papers):
                    if paper.get('url'):
                        details = self._fetch_paper_details(paper['url'])
                        if details:
                            paper.update(details)
                        time.sleep(1)  # 避免请求过快
                        
            return papers
        except requests.RequestException as e:
            logging.error(f"Failed to fetch papers for {date}: {e}")
            return []

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