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by cr7258 • Search & Retrieval
An MCP server that enhances LLM responses with real-time search results from web, academic, and internal knowledge sources via Higress ai-search.
Augment LLM outputs with up-to-date web search results (Google, Bing, Quark) to answer current events or general knowledge queries.
Pull academic paper metadata and summaries from Arxiv to support research or literature-aware responses.
Surface internal company knowledge (employee handbooks, policies, process documents) alongside web search results for enterprise Q&A.
This repository provides a Model Context Protocol (MCP) server that integrates Higress ai-search and ai-proxy plugins to fetch live search results (Google, Bing, Quark, Arxiv) and inject them into model responses. It can be configured via environment variables and run locally or via uv/uvx for easy deployment. The server is intended to enrich conversational agents with up-to-date external and internal knowledge (employee handbooks, policies, documents) to improve answer relevance and accuracy.
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