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@@ -466,7 +466,7 @@ Access and analyze application monitoring data. Enables AI models to review erro
 
 - [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) 📇 ☁️ - Kagi search API integration
 - [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) - 🐍 ☁️  MCP for LLM to search and read papers from arXiv
-- [hbg/mcp-paperswithcode](https://github.com/hbg/mcp-paperswithcode) - 📜 🖥️ MCP to search through PapersWithCode API
+- [hbg/mcp-paperswithcode](https://github.com/hbg/mcp-paperswithcode) - 🐍 ☁️ MCP to search through PapersWithCode API
 - [andybrandt/mcp-simple-pubmed](https://github.com/andybrandt/mcp-simple-pubmed) - 🐍 ☁️  MCP to search and read medical / life sciences papers from PubMed.
 - [angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - Search articles using the NYTimes API
 - [apify/mcp-server-rag-web-browser](https://github.com/apify/mcp-server-rag-web-browser) 📇 ☁️ - An MCP server for Apify's open-source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown.