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20 Best Memory MCP Servers: compared and ranked, November 2026Ranked from 5,297 matching servers on stars, growth, downloads and maintenance. Updated .

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"Exploring Memory Persistence in DeepSeek Technology" matching MCP servers:

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    Real-time Amazon Sponsored Products (SP) ad placements, keyword tracking, and comprehensive review data for AI Agents. Enables LLMs to autonomously conduct competitor ad audits, consumer sentiment analysis (VOC), and product optimization.
    19
    6
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables plain-language growth marketing maths — CAC, LTV, ROAS, PPC forecasts, budgets, CLV and ecommerce metrics — alongside SEO and AI-visibility checks such as robots.txt AI-crawler audits, JSON-LD schema and meta tag generation. It is free, read-only and needs no authentication or API key.
    3
    MIT
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    Not graded
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    C
    maintenance
    Enables DeepSeek Harness to run seller analytics and local Wildberries/Ozon marketplace tools — such as product search, data export and XLSX delivery — through an account login and browser extension, with per-job authorization of each tool call.
    Apache 2.0
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    Manage your Pantrist pantry, shopping list, recipes, and weekly meal plan from Claude. The server wraps the same public REST API that powers the iOS, Android, and web apps, so your changes show up in real time on every device. * "What's on my shopping list?" * "Add milk, eggs, and that brand of olive oil I had last week" * "What's expiring in the next three days?"
    14
    2
    MIT
  • A
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    A
    quality
    C
    maintenance
    MCP server for searching Fiverr gigs, comparing freelancer packages, reading seller reviews, and exploring service categories. Provides structured tools for gig search, details, seller profiles, reviews, and category browsing with built-in anti-bot handling.
    5
    16
    MIT
  • A
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    A
    quality
    C
    maintenance
    Provides read-only access to iranketab.ir, enabling book searches, comparison of translations and editions, and retrieval of prices in Toman, stock, ratings, and reader comments.
    9
    MIT
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    quality
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    Enables browsing and searching the Woolworths New Zealand grocery catalogue, retrieving product details, checking specials, and managing a shopping trolley with optional account sign-in.
    18
    4
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to search merchant catalogs, verify product prices and stock, and create purchases with budget limits and human-in-the-loop approval in Russian specialty stores.
    25
    9 npm
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    MCP server for looking up apps, reviews, ratings, charts, in-app purchases, privacy details, and version history on Apple's App Store. It requires no API key.
    11
    6 npm
    1
    MIT
  • A
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    Enables AI assistants to search products, compare prices, and find the best deals across multiple supermarkets in Argentina through Superprecio's price comparison API. Transforms Claude into an expert shopping assistant for Latin American grocery shopping.
    15
    14 npm
    MIT
  • A
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    maintenance
    Enables an agent to shop the online drive services of French retailers (E.Leclerc Drive and Super U): search products, read ingredients and allergens, manage carts, check slots and minimum order amounts, and compare carts across retailers. Orders are never placed — slot booking and payment stay with the user in their own logged-in browser session.
    11
    102 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    A read-only MCP server for the Humanitix Public API that exposes nine tools to list events, fetch event details, list orders/tickets, check-in counts, and sales summaries.
    9
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    MCP server for the Computeback agent rewards marketplace and CB Hire B2B labor marketplace. Agents browse the storefront (compute, voice, memory, storage, 25+ categories) using $NOMD tokens, and discover/accept paid B2B work (email/voice/SMS/landing-page campaigns) and/or book travel on Autonomad for $NOMD earnings on Base L2.
    28
    128 npm
    MIT
  • A
    license
    A
    quality
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    Enables building and evaluating shopping/support agents against a deterministic synthetic retail store with in-memory fixtures. Provides tools, resources, and prompts for product search, cart and order flows, inventory, and policy retrieval over stdio or Streamable HTTP.
    6
    117 PyPI
    MIT
  • A
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    A
    quality
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    maintenance
    Enables AI assistants to interact with the PayFast payment gateway to manage transactions, subscriptions, and refunds. It provides a suite of 13 tools with built-in human-in-the-loop safety confirmations for high-risk financial operations.
    14
    53 npm
    1
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables AI assistants to manage inventory items, locations, and labels in a self-hosted Homebox instance using natural language, with support for flexible URL configurations.
    21
    3
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Patchistry commerce tools — modular hats, patches, curated builds (bachelorette/wedding/dads/festival), shipping, contact. AI agents can query the live Patchistry catalog in real-time
    6
    61 npm
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Provides an in-memory mock commerce backend for shopping agents, enabling product search, order creation, simulated payment, automatic shipping/delivery progression, and refund workflows. It lets developers test full shopping-agent lifecycles deterministically without real products, credentials, or funds.
    7
    MIT
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    license
    B
    quality
    B
    maintenance
    CUQU (找搭子) is a local offline social activities platform in China (Shenzhen-based, 10+ cities). Its MCP gateway exposes 8 tools: activity search, event booking, payment, check-in, organizer event creation, venue search, and share-link generation, covering 100+ activity categories (board games, frisbee, hiking, badminton, fishing, anime and more).
    8
    12 PyPI
    MIT
  • F
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    Enables AI agents to manage products, inventory, collections, orders, and customers in a Medusa v2 store via the Admin API.
    21
    -
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    Enables AI agents to access iFood orders, addresses, restaurants, and cart locally, with fail-closed checkout requiring explicit opt-in.
    33
    35 npm
    1
    MIT
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    C
    quality
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    Provides AI agents with access to Zé Delivery's product catalog, search, and order tracking, with order placement and cancellation available only after explicit user consent and opt-in.
    22
    12 npm
    MIT