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"An exploration of deep search technologies or methods" matching MCP servers:

  • mcp-zen-of-languages

    Anselmoo
    A
    license
    A
    quality
    A
    maintenance
    Enables AI assistants and developers to analyze code for language-specific best practices and idiomatic patterns across programming languages, CI automation, and configuration formats.
    16
    2
    MIT

  • trip-search-mcp

    nanwer
    A
    license
    A
    quality
    D
    maintenance
    Enables Claude to plan trips by performing live searches against Google Flights, hotels, vacation rentals, activities, and events, plus weather and currency conversion.
    11
    3
    MIT

  • Web Search MCP

    sydasif
    A
    license
    A
    quality
    B
    maintenance
    Provides LLMs with real-time web search and content extraction capabilities, including text/news search, full-text URL reading, and targeted technical documentation search.
    3
    18
    MIT

  • Ioc Search MCP Server

    BACH-AI-Tools
    A
    license
    A
    quality
    D
    maintenance
    Enables comprehensive threat analysis for Indicators of Compromise (IoCs) including IP addresses, file hashes, domains, and URLs. It provides detailed reputation scores, security vendor evaluations, and network metadata to facilitate security assessments and risk detection.
    4
    MIT

  • Zotero Chunk RAG

    ccam80
    A
    license
    A
    quality
    A
    maintenance
    Enables passage-level semantic search over a Zotero library by extracting, chunking, and embedding PDF text using Gemini and ChromaDB. It provides MCP tools to perform topical searches and retrieve specific document passages with surrounding context.
    4
    9
    MIT

  • synapse-research

    NimbleBrainInc
    A
    license
    A
    quality
    C
    maintenance
    A deep-research MCP server exposing a single task-augmented tool that runs GPT-Researcher with Tavily search, Anthropic Claude, and OpenAI embeddings, streaming progress via MCP tasks and Upjack entity stream.
    7
    MIT

  • Scantool - File Scanner MCP

    mariusei
    A
    license
    A
    quality
    B
    maintenance
    Analyzes source code structure across multiple languages using tree-sitter, extracting classes, functions, methods, and metadata with precise line numbers for efficient codebase exploration and AI-assisted development.
    8
    3
    MIT

  • Perplexity Web MCP

    jacob-bd
    A
    license
    B
    quality
    A
    maintenance
    Enables AI agents and users to query Perplexity AI's premium models (GPT-5.4, Claude 4.6 Opus, Gemini 3.1 Pro, etc.) via MCP tools, CLI, or API, with support for deep research, model council, and multi-turn conversations.
    30
    165
    MIT

  • fastmcp-opengauss

    HowardQin
    F
    license
    C
    quality
    D
    maintenance
    Enables interaction with openGauss databases through multiple transport methods (Stdio, SSE, Streamable-Http). Supports database operations and queries with configurable connection parameters.
    4
    1

  • brain

    sysangel
    A
    license
    A
    quality
    C
    maintenance
    A personal memory engine and MCP server that stores durable facts in markdown files managed via git, enabling hybrid search (lexical + semantic) through an MCP interface for persistent context across LLM sessions.
    3
    MIT

  • azure-updates-mcp

    jonnybottles
    A
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to search and filter Azure platform updates, including previews, general availability, and retirements, through natural language queries.
    1
    1
    MIT

  • mcp-python-exec-sandbox

    lu-zhengda
    A
    license
    A
    quality
    D
    maintenance
    Sandboxed Python execution with automatic dependency management. Executes Python scripts in isolated environments (bubblewrap or Docker) with PEP 723 inline dependencies, preventing host pollution.
    3
    1
    MIT