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"A server that supports using a Python debugger for tasks like finding memory leaks" matching MCP servers:

  • 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.

  • 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

  • MongoDB That Works - MCP

    sourabhfb
    A
    license
    B
    quality
    D
    maintenance
    Enables interaction with MongoDB databases through CRUD operations, aggregation, and schema discovery, with automatic field validation and ObjectId conversion.
    10
    11
    MIT

  • Memory MCP Server

    evangstav
    A
    license
    -
    quality
    D
    maintenance
    Provides knowledge graph functionality for managing entities, relations, and observations in memory with strict validation rules to maintain data consistency.
    16
    MIT

  • MCP Python Server

    NikhilBansalv
    F
    license
    -
    quality
    C
    maintenance
    A Python-based MCP server that exposes SQLite database CRUD and search operations on Users, Products, and Orders as tools for AI clients like Claude Desktop.

  • MCP Python Tutorial

    jhj0517
    F
    license
    -
    quality
    D
    maintenance
    A demonstration server showing MCP implementation in Python with resource handling, tool operations, and reusable prompts for a simple user/post system with local database.

  • MCP DB Python

    191341025
    F
    license
    -
    quality
    -
    maintenance
    A Python-powered Model Context Protocol server that provides safe database inspection and read-only querying capabilities for MySQL databases. Enables LLM agents to explore database schemas, execute read-only SQL queries, and retrieve metadata through JSON-RPC communication.
    1

  • Indexed FP&A MCP Server

    KM-Karan-11
    F
    license
    -
    quality
    C
    maintenance
    Gives Claude full read/write access to the Indexed FP&A portal's data, enabling everything a person can do manually on the portal through conversation.

  • MCP-Python

    rhabraken
    F
    license
    -
    quality
    D
    maintenance
    A server that enables interaction with PostgreSQL, MySQL, MariaDB, or SQLite databases through Claude Desktop using natural language queries.
    1

  • memory-arbiter-mcp

    billy12151
    A
    license
    A
    quality
    A
    maintenance
    A lightweight, fully local MCP server that provides AI coding tools with a shared SQLite memory store and built-in conflict arbitration, enabling structured memory sharing across tools like ZCode, Codex, Cursor, and Claude Code without external dependencies.
    4
    6
    Apache 2.0

  • memory-mcp

    jmars
    A
    license
    A
    quality
    B
    maintenance
    Persistent knowledge graph MCP server with SQLite backend, offering graph traversal, fuzzy search, and temporal queries for entities and relations. It serves as a drop-in replacement for the npm mcp-server-memory with enhanced capabilities.
    12
    MIT

  • Multi-Memory MCP Server

    DanNsk
    F
    license
    A
    quality
    D
    maintenance
    A knowledge graph memory server using SQLite to provide persistent, isolated contexts for organizing information into searchable categories like work and personal projects. It features unique ID-based operations and a token-efficient serialization format designed to optimize interactions with LLMs.
    11

  • Memory MCP

    drdee
    A
    license
    A
    quality
    D
    maintenance
    A Model Context Protocol server that allows users to store, retrieve, update, and delete memories using SQLite storage.
    5
    10
    MIT

  • mcp-memory

    Yarlan1503
    A
    license
    A
    quality
    F
    maintenance
    A drop-in replacement for Anthropic's memory server that utilizes SQLite to ensure data integrity and concurrent access. It enhances the original functionality with semantic search capabilities using vector embeddings and ONNX models.
    11
    1
    MIT

  • IAC Memory MCP Server

    AgentWong
    A
    license
    A
    quality
    F
    maintenance
    A custom Memory MCP Server that acts as a cache for Infrastructure-as-Code information, allowing users to store, summarize, and manage notes with a custom URI scheme and simple resource handling.
    23
    1
    MIT

  • MongoDB MCP

    vishnuweb-a
    F
    license
    B
    quality
    C
    maintenance
    A MongoDB MCP Server that allows AI agents and MCP clients to interact with MongoDB databases through standardized tools for CRUD operations, schema discovery, and collection management.
    8