Skip to main content
Glama
77,022 servers. Updated

Matching MCP tools:

Matching MCP Connectors:

"Searching for technologies and tools related to embeddings and vector databases" matching MCP servers:

  • code-vector-sync

    Abernaughty
    F
    license
    Not graded
    quality
    D
    maintenance
    Enables semantic code search over a local codebase using Qdrant vector embeddings and OpenAI embeddings, allowing natural language queries from MCP-compatible clients like Claude Desktop.

  • mcp-vector-search

    bobmatnyc
    F
    license
    Not graded
    quality
    D
    maintenance
    A CLI-first semantic code search tool with MCP integration for AI assistants, enabling semantic search, AST-aware parsing, and code analysis across 13 languages.
    56

  • rlm-tools

    stefanoshea
    A
    license
    A
    quality
    D
    maintenance
    An MCP server that provides a persistent sandbox for AI coding agents to explore codebases server-side, returning only compact summaries to reduce context consumption.
    3
    8
    MIT

  • mcp-for-programmer

    zaizaizhao
    F
    license
    C
    quality
    D
    maintenance
    A Model Context Protocol server that helps programmers understand code by providing explanations, tech stack analysis, and best practice suggestions through prompt templates.
    3
    26
    1

  • mcp-config-tools

    rog0x
    A
    license
    Not graded
    quality
    D
    maintenance
    MCP server providing configuration file tools for AI agents. Parse, validate, merge, convert, and diff configuration files across all common formats.
    42
    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

  • mcp-npm-tools

    rog0x
    A
    license
    A
    quality
    D
    maintenance
    MCP server providing npm registry search, package details, dependency auditing, bundle size estimation, and package comparison tools for AI agents.
    5
    46
    MIT

  • LSP Tools MCP Server

    rajnaveen344
    A
    license
    A
    quality
    D
    maintenance
    A Model Context Protocol server that provides tools to find regex pattern positions in files and list allowed directories, enabling text analysis with LSP-like functionality.
    2
    1
    1
    MIT

  • MCP Frontend Tools Server

    ashios15
    F
    license
    A
    quality
    D
    maintenance
    Provides AI assistants with frontend development tools including component scaffolding, bundle analysis, accessibility checks, and responsive design guidance. Enables automated generation of React components with tests and stories, bundle optimization recommendations, and WCAG compliance fixes.
    6

  • mcp-dep-tools

    rog0x
    A
    license
    A
    quality
    D
    maintenance
    MCP server providing dependency and package management tools for AI agents. Analyze licenses, find outdated packages, visualize dependency trees, estimate bundle sizes, and audit security vulnerabilities.
    5
    32
    MIT

  • mcp-migration-tools

    simeptk
    A
    license
    A
    quality
    C
    maintenance
    Provides AI-callable tools for modernizing legacy applications, including stack detection, API contract extraction, SQL to Flyway conversion, and migration effort estimation.
    4
    MIT

  • Search Tools MCP Server

    voxmenthe
    A
    license
    B
    quality
    D
    maintenance
    Enables intelligent code analysis and search across repositories using the CodeRank algorithm (inspired by PageRank) to identify critical modules, trace dependencies, find code hotspots, and perform context-aware keyword searches with importance-ranked results.
    21
    32
    Apache 2.0

  • Crypto Tools MCP Server

    marc-shade
    A
    license
    B
    quality
    D
    maintenance
    Defense-grade cryptographic compliance and analysis tools for MCP, including FIPS 140-3 validation, CNSA 2.0 analysis, post-quantum readiness assessment, and classical cipher utilities.
    18
    1
    MIT