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120,763 servers. Updated
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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  • A
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    Enables MCP clients like Claude to query Chinese A-share market data, including K-line charts with forward/backward adjustment, limit-up and limit-down pools, per-stock fund flows, index quotes, and stock news, with automatic symbol normalization and retry handling for throttled data sources.
    6
    MIT
  • A
    license
    B
    quality
    C
    maintenance
    Provides A-share (Chinese stock market) quantitative analysis through tools for stock screening, northbound capital flow tracking, dragon-tiger list analysis, margin trading, sector analysis, technical indicators, IPO info, and limit-up/down statistics using akshare data.
    11
    2
    MIT
  • A
    license
    C
    quality
    C
    maintenance
    提供A股实时行情、历史K线、财务报表、技术指标等全方位数据查询的MCP服务器,支持盘中即时更新及批量查询。
    67
    29
    MIT
  • A
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    quality
    C
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    MCP server to fetch DeFi yield opportunities on Base chain, including Aerodrome LP and Moonwell lending, with pay-per-call via x402 micropayments.
    MIT
  • F
    license
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    quality
    D
    maintenance
    Local MCP server for A-share stock trading via Tonghuashun, offering account/position queries, buy/sell/cancel orders with risk controls and forced user confirmation; currently simulated with a reserved interface for real broker channels.
    -
  • A
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    C
    quality
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    A Model Context Protocol server providing tools for querying A-share stock market data, including historical prices, financial reports, market indices, and macroeconomic indicators.
    41
    648
    MIT
  • A
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    quality
    C
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    Provides 11 composable MCP tools for A-share market research, covering quotes, news, technical signals, sector performance, portfolio risk, backtesting, and paper trading, with traceable data sources and calculation basis.
    MIT
  • A
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    MCP server providing 29 A-share analysis skills including real-time data, capital flow, limit-up tracking, technical/fundamental analysis, backtesting, risk control, and Xueqiu portfolio tracking, enabling AI agents to execute market research and strategy tasks.
    Apache 2.0
  • A
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    D
    maintenance
    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.
    27
    MIT
  • F
    license
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    quality
    D
    maintenance
    MCP server adapter that exposes A-share stock data tools, prompts, and resources via FastMCP, enabling querying of stocks, K-lines, financials, sectors, and market hot spots through natural language.
    -
  • A
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    A
    quality
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    maintenance
    Give your AI agent the entire China A-share market: 55 datasets of prices, financials, capital flows, corporate events and futures/options, stored locally and queryable with read-only SQL. Built point-in-time with delisted stocks kept, so backtests don't lie — no account, no API key.
    12
    6
    664 PyPI
    1,028
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to read connected bank accounts, transactions, and balances through the Lunch Flow Personal API using a personal API key.
    3
    661 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    A small MCP server that wraps MoneyMoney on macOS via AppleScript, exporting account lists and transactions (bookingDate, amount, name, purpose) as plists for invoice reconciliation, complementing a companion Apple Mail server.
    2
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Connects MCP clients such as Claude, Cursor, and Codex to a YNAB budget so users can ask about month health, cash position, overspent categories, uncategorized or unapproved transactions, subscriptions, recurring charges, and reconciliation. Read-only unless writes are explicitly enabled, in which case changes are logged with prior state and can be reverted.
    62
    39 PyPI
    3
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    The complete agent surface for Jaz accounting, providing 284 MCP tools and domain knowledge for AI agents to handle accounting tasks.
    1,497 npm
    8
    MIT
  • A
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    Enables Claude to read YNAB plans, accounts, categories, payees, and transactions, and to create, update, delete, categorize, approve, or bulk-edit transactions and assign funds to categories through a privately deployed Cloudflare connector.
    MIT
  • A
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    B
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    Enables AI clients to query live BTC and ETH perpetual markets, wallet analytics, leaderboards, and liquidation maps, then preview and execute guarded trades through non-custodial session keys.
    80 npm
    4
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    An MCP gateway that connects an owner's existing AI assistant to Estonian business back-office work: company profiles and obligation calendars built from public register data, job playbooks, curated connector catalogue, and server-enforced approvals with receipts. It lets a micro-entrepreneur's chat assistant read deadlines, check counterparties and draft filings while blocking any action that lacks an approval bound to the exact recipient, amount and document.
    7 npm
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI assistants like Claude to run backtests, fetch market data, list strategies, and analyze trading algorithms via natural language.
    19 PyPI
    1,134
    GPL 3.0
  • A
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    Not graded
    quality
    C
    maintenance
    A collection of small MCP servers for macOS automation that expose Apple Mail, MoneyMoney, and Spotlight functionality as tools via AppleScript and command-line, enabling AI applications to search mail, manage contacts and transactions, and perform system-wide file searches through natural language.
    MIT
  • A
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    A fast, safe MCP server for YNAB providing read-only budget access by default, with 28 tools for budgets, transactions, categories, payees, accounts, scheduled transactions, and server-computed analytics.
    MIT
  • A
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    maintenance
    Enables AI agents to query and compare paint-contracting quotations and estimates, explaining price differences by materials, labor, or profit, summarizing projects, searching work items, and running read-only SQL against the Postgres data.
    MIT
  • A
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    Enables read-only access to personal financial data and safe, audited classification-rule management via Claude Desktop.
    MIT
  • F
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    BeforeTheChart AI is a $79 local trading MCP server for Claude Desktop and Cursor. Analyze Marketaux stock and cryptocurrency news sentiment with timestamps and sources, then calculate deterministic risk-based position sizes. Decision-support only—no trade execution, investment advice, or return promises.
    -
  • A
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    A
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    Enables querying Margint per-customer AI margins and costs from MCP clients. Provides tools to list customers, drill into costs, check budgets, and view workspace-wide cost breakdowns.
    4
    12 npm
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    MCP server for creating and fiscalizing invoices via solo.com.hr API. Enables AI agents to generate invoices, retrieve invoice details, list invoices, and check next invoice number.
    4
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Shumi is a mechanical trading intelligence platform designed for the crypto market. It combines market trends, funding data, user sentiment, and contract resolution into a single research workflow.
    23
    83 npm
    2
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    MCP server for AI economics, providing 12 calculators for AI budgets, token costs, query burn, and proving agent work.
    12
    57 npm
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to query live AI subscription prices from shuita.xyz, including product search, lowest verified in-shop prices, shop listings, product catalogs, and site statistics.
    7
    2
    MIT
  • A
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    quality
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    Answers questions about public tech companies’ AI-infrastructure spending using real SEC EDGAR filings, returning traceable values with sources and derivations. It also detects filing inconsistencies and can draft or file data-quality GitHub issues with supporting evidence.
    5
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    An MCP-powered AI agent that audits your Gmail for recurring subscriptions, detects silent price increases, and flags unused services.
    6
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    An MCP server for anti-money laundering (AML) compliance, including customer due diligence, transaction monitoring, and SAR filing, compliant with 6AMLD, UK MLR 2017, and FinCEN.
    4
    MIT
  • A
    license
    A
    quality
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    Provides 22 read-only tools that let AI assistants pull and read SEC EDGAR data straight from official sec.gov APIs: 10-K, 10-Q, 8-K, 20-F and proxy filings, paged or phrase-searched filing text, XBRL facts and cross-company rankings, insider trades, 13D/13G ownership and 13F portfolios. Also enables full-text search across every EDGAR filing since 2001, so users can answer company financial questions in natural language without an API key.
    22
    80 PyPI
    MIT