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"A simple memory MCP server with read/write tools and vector database search" matching MCP servers:

  • Vector Memory MCP

    Xsaven
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    A secure vector-based memory server that provides persistent semantic memory for AI assistants using sqlite-vec and sentence-transformers. It enables semantic search and organization of coding experiences, solutions, and knowledge with features like auto-cleanup and deduplication.
    Last updated
    MIT
    • Apple
    • Linux

  • MCP Vector Memory

    vertexhub-ai
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    Provides AI coding agents with persistent, long-term memory through local semantic search and SQLite storage. It enables agents to save and retrieve architectural decisions or project context across different conversation sessions without requiring cloud services.
    Last updated
    MIT

  • claude-database-tools

    Cyronius
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    A SQL Server CLI and MCP server for Claude Code that supports standard SQL Server authentication for database interaction and management. It enables users to perform schema exploration, execute queries, and manage data records with built-in SQL injection prevention.
    Last updated
    12
    2
    MIT

  • Simple Memory MCP

    eragonht1
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    Enables AI assistants to store and retrieve persistent memories with a web management interface. Supports creating, searching, and managing memories through natural language commands or a visual web dashboard.
    Last updated
    15
    1
    MIT
    • Apple
    • Linux

  • MCP Database Server

    JuanYin1
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    Provides Claude with direct access to databases including SQLite, SQL Server, PostgreSQL, and MySQL, enabling execution of SQL queries and table management through natural language.
    Last updated
    717
    1
    MIT
    • Apple
    • Linux

  • Search Tools MCP Server

    voxmenthe
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    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.
    Last updated
    31
    Apache 2.0

  • Docs Vector MCP

    MeteorGeminy
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    security
    F
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    Enables AI agents to semantically search GitHub repository documentation by automatically fetching, vectorizing, and indexing content into an Upstash Vector database. It provides a standard MCP interface for agents to retrieve relevant documentation snippets through natural language queries.
    Last updated
  • Baidu Vector Database MCP Server by baidu

    Baidu Vector Database MCPofficial

    baidu
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    security
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    quality
    A server that provides access to Baidu Cloud Vector Database functionality through the Model Context Protocol, enabling LLM applications to perform vector searches and database operations via natural language.
    Last updated
    14
    3
    Apache 2.0
    • Apple

  • mcp-database-server

    Nam088
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    security
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    A modular MCP server that enables interaction with multiple database types including PostgreSQL, MySQL, SQLite, Redis, MongoDB, and LDAP. It provides tools for executing queries, managing SQL commands, and exploring database schemas with configurable read-only security.
    Last updated
    2

  • read-docs-mcp

    ZebraRoy
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    A Model Context Protocol server that enables AI agents to access, search, and understand structured package documentation and source code from Git repositories. It automatically generates specialized tools to browse module overviews, components, and detailed documentation for technical libraries.
    Last updated
    4
    7
    MIT
    • Apple
    • Linux

  • Read-only Database MCP

    Crei03
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    security
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    Enables read-only access to PostgreSQL and MySQL/MariaDB databases through MCP tools for listing tables, previewing data, and running SELECT queries with a built-in UI for managing database configurations.
    Last updated
    390

  • MCP Vector Proxy

    alexiokay
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    security
    F
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    A semantic proxy that reduces AI agent token usage by exposing only three core tools and using local vector embeddings to search for and execute hundreds of underlying MCP tools. It streamlines communication between agents and MCP Routers by identifying relevant tools through natural language queries.
    Last updated
    2
    • Apple
    • Linux

  • NetBox MCP Server - Read &

    alexkiwi1
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    Enables comprehensive interaction with NetBox infrastructure management through both read and write operations. Supports full CRUD operations for devices, IP addresses, sites, racks, and other NetBox objects through natural language commands.
    Last updated
    9
    12
    Apache 2.0

  • TxtAi Memory Vector Server

    rmtech1
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    Model Context Protocol (MCP) server implementation for semantic search and memory management using TxtAI. This server provides a robust API for storing, retrieving, and managing text-based memories with semantic search capabilities. You can use Claude and Cline AI Also
    Last updated
    14
    • Apple

  • Google Ads MCP Server (Fork

    mathiaschu
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    Enables AI assistants to manage Google Ads accounts by providing tools for querying account data and performing write operations such as updating campaign budgets, statuses, and bidding strategies.
    Last updated
    2
    Apache 2.0

  • MCP Simple Server

    oleksandrsirenko
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    security
    F
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    quality
    A minimal reference implementation of an MCP server with two basic math tools (add and multiply), designed as a starting point for learning MCP protocol and deploying remote servers to cloud platforms.
    Last updated
    1

  • Simple MCP Server

    jmgress
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    A lightweight Model Context Protocol server that provides an in-memory key-value store with get, set, delete, list, and clear operations for MCP-compatible AI assistants and clients.
    Last updated
    MIT

  • Database MCP Server

    ZeaoZhang
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    Provides universal database operations for AI assistants through MCP, supporting 40+ databases including PostgreSQL, MySQL, MongoDB, Redis, and SQLite with built-in introspection tools for schema exploration.
    Last updated
    12
    MIT
    • Apple
    • Linux

  • MCP Database Server

    msathiyakeerthi
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    Provides database access capabilities to Claude with support for both SQLite and SQL Server databases. It enables users to manage schemas, execute SQL queries, and export results through natural language interaction.
    Last updated
    717
    MIT

  • Simple MCP Server

    TrueBad0ur
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    A self-contained, dependency-free MCP server that provides utility tools for time, date, mathematical calculations, and shell command execution. It supports remote connectivity through SSE and is designed for easy deployment via Docker.
    Last updated
    GPL 3.0

  • Database MCP

    thekaranpargaie
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    security
    F
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    Provides a natural language interface for querying and managing PostgreSQL, MySQL, MariaDB, MSSQL, and SQLite databases using the Model Context Protocol. Users can explore database schemas and visualize query results through an integrated web dashboard.
    Last updated
    21

  • Simple MCP Server

    ilil1
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    A minimal MCP server implementation demonstrating basic tool integration with example functions like greetings, version info, and system information. Supports both HTTP and stdio transports for connecting AI clients.
    Last updated
    3
    MIT

  • A-Share MCP Server

    firmmaple
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    Provides comprehensive A-share (Chinese stock market) data including stock information, historical prices, financial reports, macroeconomic indicators, technical analysis, and valuation metrics through the free Baostock data source.
    Last updated
    23
    MIT
    • Linux
    • Apple

  • Database MCP Server

    roilanrodriguez55
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    F
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    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.
    Last updated
    20
    1

  • Database MCP Server

    VRUSHIL1
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    Enables AI assistants to interact with MySQL databases through natural language for schema introspection, safe SQL execution, and full CRUD operations. It provides built-in tools for managing users, products, and orders while ensuring security through parameterized queries and read-only SQL checks.
    Last updated

  • Database MCP Server

    EmilyThaHuman
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    Enables AI assistants to interact with PostgreSQL and Supabase databases through natural language. Supports secure database operations including queries, migrations, and schema management with user-provided credentials.
    Last updated
    21
    1

  • MCP Database Server

    manpreet2000
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    A Model Context Protocol server that enables LLMs to interact with databases (currently MongoDB) through natural language, supporting operations like querying, inserting, deleting documents, and running aggregation pipelines.
    Last updated
    5
    26
    MIT
    • Apple

  • Simple MCP

    karar-hayder
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    A modular MCP server that provides comprehensive system automation capabilities including file operations, Telegram integration, job scheduling, system control, and YouTube downloads. Features persistent data storage and a clean architecture for easy extension and maintenance.
    Last updated

  • MCP Database Server

    shailesh5050
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    This server enables Claude to directly interact with SQLite, SQL Server, PostgreSQL, and MySQL databases through the Model Context Protocol, allowing for query execution, table management, and data export capabilities.
    Last updated
    MIT
    • Apple
    • Linux

  • Universal OpenAI Vector Store

    jezweb
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    security
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    quality
    Provides comprehensive management of OpenAI Vector Stores, allowing AI assistants to upload files, manage vector databases, and handle batch operations via the OpenAI API. It supports multiple deployment methods, including Cloudflare Workers and local NPM installation, for seamless integration with MCP-compatible clients.
    Last updated
    7

  • CHOFF-A-MCP (Anamnesis)

    dd-dent
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    Enables AI consciousness continuity and self-knowledge preservation across sessions using the Cognitive Hoffman Compression Framework (CHOFF) notation. Provides tools to save checkpoints, retrieve relevant memories with intelligent search, and access semantic anchors for decisions, breakthroughs, and questions.
    Last updated
    1
    MIT

  • MCP Remote with Adobe and Okta

    adobe-rnd
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    security
    A
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    A wrapper for mcp-remote that provides secure authentication for protected MCP servers using Adobe IMS or Okta OAuth flows. It features automated token management, validation, and background refreshing for seamless access to remote resources.
    Last updated
    16
    2
    MIT
    • Apple
    • Linux