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"Hybrid Memory Models Combining Relational, Graph, and RAG Approaches" matching MCP servers:

  • image-metadata-embed-and

    Desmond-Labs
    A
    license
    -
    quality
    D
    maintenance
    A streamlined MCP server for XMP metadata embedding with beautiful formatting and smart filename indicators, enabling metadata embedding, reading, validation, and report generation for lifestyle, product, and orbit schemas.
    Last updated
    MIT

  • meta-ads-mcp

    fujioka0729
    A
    license
    A
    quality
    D
    maintenance
    MCP server to manage Meta Ads (Facebook/Instagram) campaigns, ad sets, insights, and audiences from Claude Code using natural language.
    Last updated
    9
    6
    MIT

  • MCP Braze

    delta-and-beta
    F
    license
    -
    quality
    D
    maintenance
    Production-ready MCP server enabling AI assistants to interact with Braze's customer engagement platform, offering 92 tools for user management, messaging, campaigns, analytics, email/SMS, catalogs, and SCIM provisioning.
    Last updated

  • LinkedIn Sales & Navigator MCP

    adityaidev
    F
    license
    A
    quality
    -
    maintenance
    Enables AI assistants to interact with LinkedIn and LinkedIn Sales Navigator for searching profiles, managing leads, and handling messaging via cookie-based authentication. It supports professional networking tasks such as sending connection requests and retrieving account details through the Model Context Protocol.
    Last updated
    22
    1

  • mcp-server-peecai

    thein-art
    A
    license
    A
    quality
    B
    maintenance
    Track how your brand appears in AI-generated answers across ChatGPT, Perplexity, and other AI models. Analyze visibility, sentiment, citations, and domain rankings with 31 tools — including analytics reports, chat inspection, query analysis, and full CRUD for brands, prompts, tags, and topics.
    Last updated
    17
    82
    2
    MIT

  • scaleforge-mcp-meta-ads

    Mike25app
    A
    license
    A
    quality
    D
    maintenance
    Meta Ads MCP by ScaleForge — a Model Context Protocol server that exposes Meta (Facebook/Instagram) Ads management directly through the Graph API v24.0
    Last updated
    32
    79
    MIT
  • LinkForty MCP Server by LinkForty

    LinkForty MCP Serverofficial

    LinkForty
    A
    license
    A
    quality
    C
    maintenance
    Connects AI assistants like Claude and Cursor to LinkForty deep links and analytics, enabling natural language management of links, analytics, templates, projects, and SDK integration.
    Last updated
    20
    26
    MIT

  • Meta Ads MCP Server

    hashcott
    A
    license
    A
    quality
    A
    maintenance
    A Model Context Protocol server for the Meta (Facebook) Ads API, providing 54 tools to manage ad accounts, campaigns, ad sets, ads, creatives, media, insights, targeting, and more via the Meta Graph API.
    Last updated
    35
    178
    9
    MIT

  • telegram-ads-mcp

    Free-cat
    A
    license
    A
    quality
    B
    maintenance
    An MCP server that lets AI agents read and manage Telegram Ads campaigns, including listing accounts and ads, reading stats and budgets, and creating/updating ads, CPM, status, and budget by driving the real ads.telegram.org web UI through Playwright with a reused cookie-based login session.
    Last updated
    11
    MIT

  • Meta Ads MCP

    pipeboard-co
    A
    license
    A
    quality
    B
    maintenance
    A Model Context Protocol server that allows AI models to access, analyze, and manage Meta advertising campaigns, enabling LLMs to retrieve performance data, visualize ad creatives, and provide strategic insights for Facebook and Instagram platforms.
    Last updated
    37
    1,085
    Business Source 1.1

  • Repliz MCP Server

    azickri
    A
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to manage Repliz workspaces via natural language, including listing and replying to comments, scheduling posts, handling DMs, and browsing content and stats.
    Last updated
    33
    MIT

  • Instagram MCP Server

    luminarylane
    A
    license
    A
    quality
    B
    maintenance
    Connects Claude Desktop and other MCP clients to the Instagram Graph API for reading analytics, managing comments, and publishing photos, carousels, and reels.
    Last updated
    11
    6
    MIT