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"A tool for searching code using semantic understanding" matching MCP servers:

  • visual-understanding

    JayceVane
    A
    license
    -
    quality
    B
    maintenance
    MCP server for multimodal understanding and object grounding (bounding boxes) across images, videos, and documents, with support for multiple AI providers (Zhipu GLM-V, OpenAI GPT-4o, Anthropic Claude, or any OpenAI-compatible endpoint).
    MIT

  • semantic-scholar-mcp

    FujishigeTemma
    F
    license
    A
    quality
    D
    maintenance
    An MCP server that provides access to Semantic Scholar's academic paper database, enabling paper search, detailed retrieval, author info, and citation export.
    4
    10
  • Semantic D1 MCP by semanticintent

    Semantic D1 MCPofficial

    semanticintent
    A
    license
    A
    quality
    D
    maintenance
    Enables AI-assisted analysis and optimization of Cloudflare D1 databases through comprehensive schema introspection, relationship mapping, validation, and optimization recommendations. Demonstrates semantic intent patterns with hexagonal architecture for maintainable database development workflows.
    4
    2
    MIT

  • sqlserver-semantic-mcp

    LukeStackLab
    A
    license
    -
    quality
    A
    maintenance
    Provides a semantic intelligence layer for SQL Server databases, enabling AI agents to understand schema structure, relationships, and safely interact through policy-gated tools.
    3
    MIT

  • Semantic Memory MCP

    Sceat
    A
    license
    -
    quality
    D
    maintenance
    Enables AI agents to store, search, and recall semantic memories with three memory types (semantic, episodic, procedural) and auto-consolidation, compounding intelligence over time.
    16
    MIT

  • a-share-mcp

    shouldnotappearcalm
    A
    license
    -
    quality
    F
    maintenance
    提供A股实时行情、历史K线、财务报表、技术指标等全方位数据查询的MCP服务器，支持盘中即时更新及批量查询。
    24
    MIT

  • semantic-scholar-mcp

    benhaotang
    A
    license
    -
    quality
    D
    maintenance
    Enables searching and retrieving academic paper metadata from Semantic Scholar, including paper details, citations, and author information.
    20
    MIT

  • semantic-scholar-mcp

    hy20191108
    A
    license
    -
    quality
    C
    maintenance
    Access millions of academic papers from Semantic Scholar using the Model Context Protocol, with tools for paper search, author analysis, and research organization.
    5
    MIT

  • Vantex-Security-A

    farahkhaterr
    F
    license
    -
    quality
    B
    maintenance
    This MCP server provides secure access to databases for AI agents, enforcing authentication, authorization, human approval, logging, and notifications to prevent dangerous actions.

  • Semantic Scholar MCP Server

    truaxki
    F
    license
    -
    quality
    D
    maintenance
    Enables searching and retrieving academic papers, authors, citations, and references from Semantic Scholar via an HTTP MCP server with caching and rate limiting.

  • mcp-tool-server

    Kartik281204
    A
    license
    A
    quality
    B
    maintenance
    An MCP server that provides utility tools for text analysis, URL metadata fetching, and temperature conversion.
    3
    MIT

  • Gemini MCP Server for Claude

    raydollete
    A
    license
    A
    quality
    C
    maintenance
    Integrates Google's Gemini AI models into Claude Code and other MCP clients to provide second opinions, code comparisons, and token counting. It supports streaming responses and multi-turn conversations directly within your existing AI development workflow.
    3
    Apache 2.0

  • just-a-mysql-mcp

    xingyuli
    A
    license
    A
    quality
    C
    maintenance
    Read-only MySQL MCP server that lets AI agents list tables, describe schemas, and run SELECT/SHOW/EXPLAIN queries with a row cap, bound to a single database for safety.
    3
    MIT