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ompragash/mcp

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A remote Model Context Protocol (MCP) server that provides access to Jina Reader, Embeddings and Reranker APIs with a suite of URL-to-markdown, web search, image search, and embeddings/reranker tools:

개요

A remote Model Context Protocol (MCP) server that provides access to Jina Reader, Embeddings and Reranker APIs with a suite of URL-to-markdown, web search, image search, and embeddings/reranker tools: Optional tools work without an API key but have rate limits. For higher rate limits and better performance, use a Jina API key. You can get a free Jina API key from https://jina.ai For client that supports remote MCP server: For client that does not support remote MCP server yet, you need mcp-remote a local proxy to connect to the remote MCP server. This is a common issue with LMStudio when the default context window is 4096 and you're using a thinking model like gpt-oss-120b or qwen3-4b-thinking. As the thinking and tool calling continue, once you hit the context window limit, the AI starts losing track of the beginning of the task. That's how it gets trapped in this rolling context window.

README

원문 README의 일부입니다. 원문 보기.

Jina AI Remote MCP Server

A remote Model Context Protocol (MCP) server that provides access to Jina Reader, Embeddings and Reranker APIs with a suite of URL-to-markdown, web search, image search, and embeddings/reranker tools:

Tool Description Is Jina API Key Required?
primer Get current contextual information for localized, time-aware responses No
read_url Extract clean, structured content from web pages as markdown via Reader API Optional*
capture_screenshot_url Capture high-quality screenshots of web pages via Reader API Optional*
guess_datetime_url Analyze web pages for last update/publish datetime with confidence scores No
search_web Search the entire web for current information and news via Reader API Yes
search_arxiv Search academic papers and preprints on arXiv repository via Reader API Yes
search_images Search for images across the web (similar to Google Images) via Reader API Yes
expand_query Expand and rewrite search queries based on the query expansion model via Reader API Yes
parallel_read_url Read multiple web pages in parallel for efficient content extraction via Reader API Optional*
parallel_search_web Run multiple web searches in parallel for comprehensive topic coverage and diverse perspectives via Reader API Yes
parallel_search_arxiv Run multiple arXiv searches in parallel for comprehensive research coverage and diverse academic angles via Reader API Yes
sort_by_relevance Rerank documents by relevance to a query via Reranker API Yes
deduplicate_strings Get top-k semantically unique strings via Embeddings API and submodular optimization Yes
GitHub에서 전체 README 보기

설치

npx mcp-remote https://mcp.jina.ai/sse" // optional bearer token "--header Authorization: Bearer ${JINA_API_KEY}
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설정

{ "mcpServers": { "jina-mcp-server": { "url": "https://mcp.jina.ai/sse", "headers": { "Authorization": "Bearer ${JINA_API_KEY}" // optional } } } }