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20 Best Memory MCP Servers: compared and ranked, November 2026Ranked from 5,357 matching servers on stars, growth, downloads and maintenance. Updated .

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    maintenance
    Enables AI agents to crawl live websites, audit AEO readiness, generate Schema.org @graph JSON-LD, llms.txt, ai.txt, and robots.txt, inject structured data into HTML, validate optimizations, and retrieve framework-specific code snippets.
    MIT
  • F
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    quality
    D
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    Fetches web pages and converts them to clean, readable markdown format by extracting main content while removing navigation, ads, and other non-essential elements to minimize token usage.
    4
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  • F
    license
    A
    quality
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    maintenance
    Gives Claude control of a real, headed Chromium browser via Playwright, enabling web navigation, clicking, typing, screenshots, and JavaScript evaluation.
    8
    -
  • A
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    C
    maintenance
    Enables local-first ingestion of Douyin links, favorites, and public Bilibili videos into Markdown, timestamped transcripts, OCR, visual assets, and deduplicated indexes for downstream RAG workflows.
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    An Operit-compatible adapter of the Exa MCP server, enabling web search, code search, and company research capabilities in AI assistants. It fixes MCP handshake compatibility issues, allowing tools like web_search_exa and web_fetch_exa to load and run reliably.
    2
    44,387 npm
    1
    MIT
  • A
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    B
    quality
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    maintenance
    Enables AI assistants to fetch, search, and organize menu information from For Five Coffee café. Provides access to complete menu data, category filtering, and item search capabilities through both MCP and REST API interfaces.
    4
    Apache 2.0
  • A
    license
    B
    quality
    F
    maintenance
    Automatically crawls documentation websites, converts them to organized markdown files, and generates condensed cheat sheets. Intelligently categorizes content into tools/APIs and provides local-first access to downloaded documentation.
    3
    GPL 3.0
  • A
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    Not graded
    quality
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    maintenance
    MCP server for AI agents -- fetch any URL with full JavaScript rendering (Playwright/Chromium) and convert to clean, token-efficient markdown. Works on React, Vue, Angular, and any JS-heavy page. Includes web search, batch fetching, binary file download, LRU cache, SSRF protection, and structured output.
    44 npm
    MIT
  • F
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    Not graded
    quality
    D
    maintenance
    Wraps the Kimi Coding Search and Fetch APIs into MCP tools for web searching and content retrieval. It enables LLMs to perform targeted searches and crawl web pages using standardized interfaces.
    1
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  • F
    license
    A
    quality
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    maintenance
    Enables browser automation using Python scripts, offering operations like taking webpage screenshots, retrieving HTML content, and executing JavaScript.
    4
    23
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  • A
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    maintenance
    MCP server providing real-time crypto prices (Chainlink + Binance), Polymarket prediction market data, deep web research, and JS-rendered web scraping. All services available via x402 Solana micropayments.
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Enables AI assistants to score a private practice's Google Business Profile and website (0–100) with prioritized, ethics-aware fixes, draft review-ready Google Business "What's New" posts in the therapist's own voice, and answer factual questions about the service's scope, pricing, and privacy rules. All tools are read-only, require only a practice name, location, and website, and never accept client information.
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    An MCP server that gives agents a unified search and perception layer across web search, Bilibili, Xiaohongshu, Zhihu, YouTube, academic metadata, recruitment sites, and webpage extraction, plus research planning, health checks, and task status.
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    A lightweight MCP server for reading public YouTube data, offering tools to fetch video transcripts, playlist contents, and video metadata without requiring an API key.
    3
    MIT
  • A
    license
    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
    18
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    TypeScript implementation of an MCP server that provides tools for web crawling, content extraction, and browser automation, enabling AI systems to access and process web content through 15 specialized tools.
    13
    94 npm
    13
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables extraction of structured item lists from public web pages using the user's own OpenAI, Anthropic, Gemini, or Groq key through an Apify actor, returning one row per item with validation flags.
    1
    698 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to locally index and read-only search the BYR BBS, including full-text post search, thread reading, board browsing, and index status checks.
    5
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables crawling sites from start URLs and retrieving internal and external links, file download links, HTML tables as rows, and lists, with controls for crawl depth, page limits, sitemaps, robots.txt, and proxy mode.
    1
    728 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    A fault-tolerant, stealth-enabled Model Context Protocol (MCP) server for web searching and content fetching. Built for AI Agents (Cursor, Claude Code, OpenCode), it uses a stealth browser engine to fetch pages, dynamically handles SPAs/React, and converts bloat into token-optimized Markdown.
    2
    28 npm
    18 PyPI
    4
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables local web crawling and scraping through MCP, providing tools to fetch pages as Markdown, extract structured data with CSS selectors, and capture full-page screenshots while managing a shared browser instance.
    3
    1
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  • A
    license
    A
    quality
    D
    maintenance
    An MCP server that lets AI assistants like Claude read LinkedIn data through your own logged-in browser session. Access profiles and companies, search for jobs, or get job details.
    17
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    Enables Claude Code to drive a Firefox-based browser through WebDriver BiDi with tools for opening and navigating tabs, reading pages, clicking and typing, filling forms, running JavaScript, inspecting console and network logs, handling dialogs, uploading files, and recording GIFs. Interactions use real trusted input events and an isolated page runtime so sites behave as they do for a person.
    17
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Combines Bing Webmaster data, GA4 AI-traffic opportunity matching, technical SEO scanning, AI-search content audits, approval-gated WordPress fix preparation, live verification, Bing URL submission, and IndexNow integration to help marketers improve pages for human readers and AI search.
    46
    44 npm
    1
    MIT