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MCP 工具与服务目录

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按功能、传输方式和来源整理 MCP Server,提供安装命令、配置方式、仓库与文档入口,方便你快速比较并接入合适的服务。

正式条目

87,640

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36,828

最近生成

2026-05-22

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AI-native SaaS discovery and recommendation MCP server.\\r\\n\\r\\nSearch 150+ curated SaaS tools, get personalised recommendations based on business needs, retrieve detailed tool information, categories, and directory statistics.\\r\\n\\r\\nOptimised for agents that need structured SaaS discovery instead of web search.

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Provides bias-aware code retrieval for AI assistants by detecting textual bias in code search, semantically augmenting code understanding beyond comments and docstrings, and intelligently reranking results based on functional relevance rather than documentation quality.

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Enables fetching and converting web content to markdown with built-in prompt injection safeguards that detect and block malicious content attempting to manipulate the LLM.

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Hybrid semantic search (dense vector + BM25) over local knowledge bases and codebases, exposed as MCP tools for AI agents to search and list knowledge bases.

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An academic research server that provides LLMs with full-text search and retrieval access to academic papers and periodicals. It enables research-grounded responses through features like topic filtering and programmatic database expansion.

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Enables searching and analyzing over 560,000 CS/AI/ML research papers with LLM-powered novelty scoring and summaries. Supports literature reviews, trend monitoring, benchmark tracking, and deep research sessions through 23 specialized tools.

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Enables comprehensive academic research by searching and analyzing papers from PubMed, Google Scholar, ArXiv, and JSTOR. Provides full-text access, citation management, and research organization through five powerful consolidated tools.

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MCP server for local semantic retrieval over a library of ebooks, using pplx-embed-context-v1 embeddings stored in Qdrant, enabling an LLM agent like Gemma 4 to search and retrieve relevant passages for answering questions.

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A local MCP server that allows users to search Google Scholar for academic papers by topic, author, and year range without requiring API keys. It utilizes web scraping to provide paginated results for research and academic exploration through natural language.

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An MCP server that connects to the Charles Schwab brokerage API to enable account management, market data retrieval, and secure order execution. It includes a Claude Code plugin with specialized skills for optimized tool selection and safety-focused confirmation patterns for trading.

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Provides real-time access to over 200 million scientific papers and full-text extraction from major academic sources including arXiv, OpenAlex, and PubMed Central. It enables users to search, fetch metadata, and analyze citations across multiple research disciplines through a unified Model Context Protocol interface.

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Provides access to the Elsevier Scopus API, enabling AI assistants to search for academic papers, retrieve detailed abstracts, and look up author profiles. It facilitates bibliometric research and scholarly data analysis through natural language commands.

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Web intelligence MCP server for AI agents. 7 tools for SERP analysis, competitor research, market trends, content gap analysis, keyword insights, audience discovery, and citation tracking.

文档知识未说明

Enables maintaining consistent project documentation and progress logs across development workflows. Provides tools for logging changes, tracking project phases, and keeping architecture docs synchronized with day-to-day development work.