Skip to main content
Glama
77,266 servers. Updated

Matching MCP tools:

Matching MCP Connectors:

"An open-source vector database for similarity search and AI applications" matching MCP servers:

  • Database MCP Server

    roilanrodriguez55
    A
    license
    Not graded
    quality
    C
    maintenance
    An extensible MCP server for database operations that supports PostgreSQL for managing schemas, tables, data, and user permissions. It features automatic migration recording for DDL changes and integrates with various AI-powered editors like Cursor, Zed, and Claude Code.
    22
    2
    MIT

  • open-skills

    instavm
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables running Claude Skills locally on your Mac with sandboxed execution, supporting document processing and integration with MCP-compatible AI tools while ensuring data privacy.
    446
    Apache 2.0

  • MCP Perplexity Search

    spences10
    A
    license
    B
    quality
    F
    maintenance
    Enables integration of Perplexity's AI API with LLMs, delivering advanced chat completion by utilizing specialized prompt templates for tasks like technical documentation, code review, and API documentation.
    1
    41
    8
    MIT
  • Sequa AI by sequa-ai

    Sequa AIofficial

    sequa-ai
    A
    license
    Not graded
    quality
    D
    maintenance
    Stop stitching context for Copilot and Cursor. With Sequa MCP, your AI tools know your entire codebase and docs out of the box.
    69
    21
    MIT

  • CodeBox-AI

    tomconte
    A
    license
    Not graded
    quality
    D
    maintenance
    MCP server for secure, session-based Python code execution in Docker containers, enabling LLM applications to run code, manage state, and access files.
    9
    MIT

  • ResearchStat AI

    flupke91
    A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI-native statistical analysis and reproducible research workflows through MCP, including natural language planning, protocol-based analysis, Python/R cross-validation, and publication-ready figure generation.
    MIT

  • Algorithmic AI MCP

    ksjpswaroop
    A
    license
    Not graded
    quality
    C
    maintenance
    An MCP server that exposes 252 algorithms from Knuth's TAOCP to AI agents, with safety guards and structured outputs for tasks like combinatorial generation, SAT solving, number theory, string analysis, graph algorithms, and symbolic math.
    MIT

  • ctx4-ai

    dubzdubz
    A
    license
    Not graded
    quality
    D
    maintenance
    MCP server for portable context management across AI assistants, providing tools to store and retrieve persistent context, instructions, and execute sandboxed bash commands with automatic git commits, using OAuth 2.1 and magic link authentication.
    1
    Apache 2.0

  • claude-debugs-for-you

    jasonjmcghee
    A
    license
    Not graded
    quality
    C
    maintenance
    Enable Claude (or any other LLM) to interactively debug your code (set breakpoints and evaluate expressions in stack frame). It's language-agnostic, assuming debugger console support and valid launch.json for debugging in VSCode.
    17
    513
    MIT

  • database-mcp

    TheRaLabs
    A
    license
    Not graded
    quality
    C
    maintenance
    A server that helps people access and query data in databases using the Query Runner with integration of the Model Context Protocol (MCP) Python SDK. Support databases including PostgreSQL Redshift MySQL Microsoft SQL Server Google APIs Amazon Web Services (via boto3) CockroachDB SQLite
    94
    GPL 3.0

  • Search MCP Server

    krtw00
    A
    license
    Not graded
    quality
    Not graded
    maintenance
    A lightweight and fast MCP server that enables AI agents to efficiently discover and execute tools through progressive disclosure, minimizing context consumption while supporting safe code execution in external environments.
    12

  • MCP Starter for Puch AI

    sabariganesan25
    -
    license
    Not graded
    quality
    Not graded
    maintenance
    A starter template for creating MCP servers that work with Puch AI, featuring ready-to-use tools for job searching and image processing. Includes examples for Bearer token authentication, OAuth integration with Google and GitHub, and demonstrates user-scoped data management.