Crypto Portfolio MCP alternatives

1

Crypto Trending MCP Server

Real-time trending cryptocurrency data via Model Context Protocol tools.

Crypto Trending MCP Server tracks and monitors the latest trending tokens on CoinGecko, providing real-time insights into the most popular cryptocurrencies. It exposes MCP tools and prompts, such as a Markdown generator for trending token data and a parser prompt for extracting and analyzing the results with AI models. The solution is built for seamless integration with clients like Claude Desktop and allows natural language querying of current crypto trends. Its lightweight and extensible design supports easy deployment and extension.

6 5 MCP

2

Hive Intelligence MCP Server

Unified MCP server delivering advanced cryptocurrency and Web3 analytics.

Hive Intelligence MCP Server provides comprehensive cryptocurrency, DeFi, and Web3 analytics via the Model Context Protocol. It enables AI assistants to access and orchestrate over 200 specialized tools covering market data, on-chain analytics, portfolio tracking, and security analysis. The server offers both dynamic and category-specific analytics through a unified MCP interface, facilitating intelligent tool orchestration for diverse crypto data needs.

7 5 MCP

3

Coincap MCP

Query live cryptocurrency data through Coincap's public API for desktop AI tools.

Coincap MCP provides seamless access to cryptocurrency market data from Coincap's public API without requiring API keys or registration. Designed to integrate with Claude Desktop using the Model Context Protocol (MCP), it enables users to query crypto asset prices, market capitalization, and a list of available assets. Installation and configuration are streamlined through Smithery or direct setup. The tool includes sample prompts and exposes specialized tools for crypto price lookup and asset listing.

89 29 MCP

4

Crypto Projects MCP Server

AI-accessible server that delivers comprehensive cryptocurrency project data in structured formats.

Crypto Projects MCP Server provides AI agents with detailed cryptocurrency project data sourced from Mobula.io, accessible via the Model Context Protocol (MCP). It offers both raw JSON and formatted Markdown outputs, making project information easy to parse and consume by large language models. The server features language customization and returns organized details including price, market data, tokenomics, links, investors, and more. Integration with tools like Claude Desktop is supported for seamless AI interactions.

0 10 MCP

5

Crypto Whitepapers MCP Server

Structured crypto whitepaper knowledge base and search server for AI agents.

Crypto Whitepapers MCP Server provides an MCP-compliant server that acts as a structured knowledge base of cryptocurrency project whitepapers for AI agents. It enables searching, loading, indexing, and querying of whitepaper PDFs while supporting integration with Claude Desktop via the Model Context Protocol. The tool implements interactive tools and prompts to help users and AI analyze, search, and extract insights from crypto whitepapers.

5 7 MCP

6

Whale Tracker MCP Server

Monitor and analyze large cryptocurrency transactions using MCP and Whale Alert API integration.

Whale Tracker MCP Server implements the Model Context Protocol to provide real-time monitoring and analysis of large-scale cryptocurrency transactions. Built in Python, it integrates seamlessly with the Whale Alert API and exposes tools, resources, and prompt templates to MCP-compatible clients such as Claude Desktop. This solution enables users to fetch recent whale transactions, retrieve detailed information, and leverage contextual data directly within their LLM-powered workflows.

44 16 MCP

7

Hyperliquid Info MCP Server

Real-time Hyperliquid perp DEX data and analytics via MCP.

Provides an MCP-compliant server interface for accessing real-time user and market data from the Hyperliquid perpetual DEX. Enables bots, dashboards, and analytics platforms to query user positions, trading history, order books, and funding details seamlessly. Designed for integration with platforms like Claude Desktop and supports ISO 8601 time filtering.

23 10 MCP

8

cryptopanic-mcp-server

Provides real-time cryptocurrency news to AI agents via Model Context Protocol.

cryptopanic-mcp-server delivers up-to-date cryptocurrency news to AI agents by integrating with the CryptoPanic API. It exposes an MCP-compliant server with a tool for fetching news or media headlines, supporting customization via API keys and configuration files. The implementation is intended for streamlined context integration into AI workflows, enhancing agent awareness with current crypto market updates.

59 23 MCP

9

Crypto Sentiment MCP Server

AI-accessible crypto sentiment data powered by Santiment.

Delivers cryptocurrency sentiment analysis, social volume metrics, trending topics, and social dominance statistics to AI agents via the Model Context Protocol. Provides standardized APIs for retrieving market mood, tracking trending words, and monitoring significant shifts in online discussions about crypto assets. Integrates with Santiment to leverage aggregated data from social media and news sources for in-depth market insights.

40 16 MCP

10

Bitcoin MCP Server

Real-time Bitcoin blockchain data server for MCP clients.

Provides tools to deliver real-time Bitcoin blockchain data for use with Model Context Protocol (MCP) clients. Offers specialized endpoints for querying blockchain addresses, transactions, UTXOs, and block information by interfacing with the mempool.space API. Supports easy installation and integration with popular MCP clients, enabling seamless access to blockchain analytics.

0 2 MCP

11

DeFi Yields MCP

Explore DeFi yield opportunities via a standardized MCP server for AI agents.

DeFi Yields MCP is an MCP server that enables AI agents to access and analyze DeFi yield pool data using data provided by DefiLlama. It features a tool to fetch DeFi pool data with filtering by blockchain or project as well as an analysis prompt tailored for large language models to process and assess yield pool metrics, including APY and predictions. The tool is packaged for easy deployment and integrates smoothly with Claude Desktop, supporting both automatic and manual installation. Example outputs and use instructions are provided to help users explore DeFi yields programmatically.

11 11 MCP

12

ETF Flow MCP

MCP server for delivering crypto ETF flow data to AI agents.

ETF Flow MCP provides an MCP-compliant server that supplies historical and up-to-date ETF flow data for cryptocurrencies like BTC and ETH. It enables AI agents or applications to fetch, query, and present ETF data in structured formats, such as markdown tables with pivoted columns and summarized totals. The server integrates with platforms like Claude Desktop for seamless, user-friendly interactions using natural language prompts.

6 4 MCP

13

Wallet Inspector MCP

Empowering AI agents to inspect wallet balances and onchain activity across multiple blockchains.

Wallet Inspector MCP is an MCP server that enables AI agents to query wallet balances and view onchain activity on major EVM chains as well as the Solana blockchain. It supports flexible output formats, multi-chain querying, and is designed for integration with MCP-compatible clients such as Claude Desktop CLI. The tool facilitates secure, natural language interactions to check balances, activities, and transaction histories for any supported wallet address.

7 4 MCP

14

Freqtrade-MCP

MCP server bridge for Freqtrade automated crypto trading bots

Freqtrade-MCP acts as a Model Context Protocol (MCP) server that connects AI agents to the Freqtrade cryptocurrency trading bot via its REST API. It exposes Freqtrade operations as standardized MCP tools, enabling automated trading workflows through programmatic access. The system ensures AI agents can manage market data, trigger trades, and monitor performance in a uniform context protocol environment. It supports secure and configurable deployment with support for relevant API endpoints.

92 24 MCP

15

Alpaca Trading MCP Server

MCP server interface for real-time stock and crypto trading via Alpaca.

Alpaca Trading MCP Server provides a Model Context Protocol (MCP) compliant server that acts as an interface to the Alpaca trading API. It enables users to manage portfolios, place trades, access real-time and historical market data, and handle account information programmatically. The server exposes standardized resources and tools for account management, trading, asset information, and market analytics, offering integration with MCP clients such as Claude Desktop.

33 11 MCP

16

Crypto RSS MCP

Real-time cryptocurrency news aggregation and AI context enrichment via MCP.

Crypto RSS MCP serves as a Model Context Protocol (MCP) server that aggregates real-time cryptocurrency news from a variety of RSS feeds. It offers features such as keyword filtering, OPML feed import, and output formatting designed for ingestion by AI agents. The tool enables seamless integration with Large Language Models through custom prompts for summarizing news content and detecting market trends, aiding decision making in volatile crypto markets.

8 5 MCP

17

Funding Rates MCP

Real-time crypto funding rate comparison via Model Context Protocol

Provides a Model Context Protocol (MCP) server delivering real-time funding rate data across major cryptocurrency exchanges. Enables agents and applications to query and compare funding rates, identify arbitrage opportunities, and output pivoted tables with calculated divergences. Integrates seamlessly with Claude Desktop for interactive AI-driven analysis.

6 7 MCP

18

Uniswap PoolSpy MCP Server

Tracks newly created Uniswap V3 liquidity pools across nine blockchain networks in real time.

Uniswap PoolSpy MCP Server is an MCP-compliant server designed to monitor and provide real-time data on newly created liquidity pools on Uniswap V3 across nine popular blockchain networks, including Ethereum, Base, and Arbitrum. The server allows users to customize their queries by time range, sorting fields, and result limits, making it suitable for DeFi analysis, trading, and development. It integrates directly with MCP environments such as Claude Desktop, supporting seamless plugin installation and natural language queries. The tool leverages The Graph API for fetching on-chain data and offers easy configuration for discovery by client applications.

6 6 MCP

19

PumpSwap MCP Server

MCP server for real-time Solana token trades and pool data.

PumpSwap MCP Server allows AI agents to interact with the PumpSwap DEX on Solana for automated, real-time token swaps and on-chain trading operations. It exposes commands for buying and selling tokens, querying token prices, and retrieving liquidity pool information. Designed for secure integration with Solana accounts, it enables customizable slippage and transaction fees while supporting context-driven, AI-issued commands. The server operates as a bridge between AI agents and the PumpSwap protocol, facilitating seamless trading and data queries.

5 5 MCP

20

Dune Analytics MCP Server

Bridge Dune Analytics data seamlessly to AI agents via a Model Context Protocol server.

Dune Analytics MCP Server provides a Model Context Protocol-compliant server that allows AI agents to access and interact with Dune Analytics data. It exposes tools to fetch the latest results of Dune queries and execute arbitrary queries, returning results in CSV format. The server is easily deployable, supports integration with platforms like Claude Desktop, and requires a Dune Analytics API key for operation.

31 8 MCP

21

Uniswap Trader MCP

Automate token swaps on Uniswap across multiple blockchains for AI agents.

Uniswap Trader MCP provides an MCP server interface enabling AI agents to automate token swaps on Uniswap V3 across several EVM-compatible blockchains. It offers real-time price quoting, optimized trade route suggestions, and direct execution of swaps with configurable slippage and deadlines. Multi-chain support allows seamless integration with networks such as Ethereum, Polygon, Arbitrum, and others for robust DeFi trading automation.

34 11 MCP

22

DAO Proposals MCP

Aggregates live DAO governance proposals for AI agents via MCP.

DAO Proposals MCP is an MCP server that aggregates and serves real-time governance proposals from major DAOs using the Snapshot platform. It enables AI agents to track, analyze, and act on decentralized decision-making processes by exposing standardized tools for listing spaces, retrieving proposals, and fetching proposal details. The server also supports prompt generation to summarize proposals and integrates seamlessly with Claude Desktop applications.

2 3 MCP

23

MCP 数据库工具 (MCP Database Utilities)

A secure bridge enabling AI systems safe, read-only access to multiple databases via unified configuration.

MCP Database Utilities provides a secure, standardized service for AI systems to access and analyze databases like SQLite, MySQL, and PostgreSQL using a unified YAML-based configuration. It enforces strict read-only operations, local processing, and credential protection to ensure data privacy and integrity. The tool is suitable for entities focused on data privacy and minimizes risks by isolating database connections and masking sensitive data. Designed for easy integration, it supports multiple installation options and advanced capabilities such as schema analysis and table browsing.

85 9 MCP

24

Uniswap V3 Price MCP Server

Real-time Uniswap V3 token price server for AI agents and DeFi automation.

Uniswap V3 Price MCP Server delivers real-time token prices from Uniswap V3 across major EVM-compatible networks, including Ethereum, Polygon, Arbitrum, and Optimism. Optimized for AI agents and DeFi automation, it queries token prices in USD or other stablecoins, with optional conversion via CryptoCompare. The server is designed for compatibility with MCP clients, enabling seamless and standardized integrations. Environment setup is straightforward, leveraging Infura endpoints and Node.js.

2 2 MCP

25

TheGraph MCP Server

Empowering AI agents with indexed blockchain data from The Graph

TheGraph MCP Server provides AI agents with seamless access to indexed blockchain data through The Graph protocol. It offers tools for fetching subgraph schemas and executing custom GraphQL queries, making blockchain data exploration efficient for AI-powered applications. The server is tailored for easy integration as a Model Context Protocol (MCP) server, enabling intelligent context-aware data retrieval.

7 12 MCP

26

Hyperliquid WhaleAlert MCP

Real-time whale alerts and analytics for Hyperliquid with MCP integration

Hyperliquid WhaleAlert MCP is an MCP server that delivers real-time notifications and summaries for high-value positions on the Hyperliquid exchange, specifically flagging positions exceeding $1 million in notional value. It provides tools to fetch recent whale transactions in a well-formatted Markdown table and prompts to generate comprehensive analytical summaries of whale activity. Designed for seamless integration with Claude Desktop and AI model context handling protocols, it utilizes the CoinGlass API and Python 3.10+. The toolset enhances oversight and analysis of significant trading activities for users and LLM-integrated applications.

9 9 MCP

27

Coin MCP Server

Lightning-fast cryptocurrency price server powered by FastMCP.

Coin MCP Server provides a fast and simple server to fetch real-time cryptocurrency prices and token information via Bitget’s public API. Utilizing FastMCP and zod for validation, it exposes easy-to-use tools such as getTokenPrice, getAnnouncements, and getCoinInfo for streamlined access to live market data and detailed token attributes. Designed for straightforward deployment using Deno, it emphasizes error handling and robust API integration.

27 11 MCP

28

Slite MCP Server

Bridge Slite notes with AI model context using the MCP standard.

Slite MCP Server implements the Model Context Protocol to interface with Slite's API, enabling seamless search, retrieval, and hierarchical browsing of workspace notes. It exposes standardized tools for searching notes, retrieving content by ID, and navigating note structures, making Slite content programmatically accessible to contextual AI pipelines. Built in Node.js and TypeScript, it is configurable and supports authentication via API key.

0 0 MCP

29

Apple Books MCP

Model Context Protocol server for integrating and managing Apple Books data with AI assistants.

Apple Books MCP is a server implementation of the Model Context Protocol (MCP) that enables AI assistants to access, organize, and interact with Apple Books data such as collections, books, highlights, notes, and annotations. It provides standardized tools for retrieving and searching book-related data, supporting integration with platforms like Claude Desktop. Designed for easy setup with Python or uv, it facilitates context-aware AI capabilities for reading and annotation workflows.

33 5 MCP

30

Aiwen MCP Server for IP Geolocation

High-precision IP geolocation and risk analysis via MCP-compatible API server.

Provides an MCP (Model Context Protocol) server interface for Aiwen Technology’s high-precision IP location services, offering a range of geolocation, network, risk, and identity APIs compatible with AI context standards. Supports detailed IP information retrieval, including geolocation to city, district, or street level, network characteristics, industry classification, risk profiling, and user authenticity analysis. Enables seamless AI model integration and context-aware processing by following the MCP protocol.

4 3 MCP

31

Rug-Check-MCP

Detect risks in Solana meme tokens to prevent rug pulls

Rug-Check-MCP is an MCP server designed to analyze Solana meme tokens for potential risks, leveraging data from the Solsniffer API. It provides comprehensive token analysis through the 'analysis_token' tool, delivering structured information on risk scores, market data, and security factors. The solution aids AI agents and clients in identifying high-risk or unsafe projects, helping protect users from fraudulent tokens. Installation is streamlined for Smithery and manual Python environments.

15 8 MCP

32

Token Revoke MCP

Securely manage and revoke ERC-20 token allowances across multiple EVM chains

Token Revoke MCP is a Model Context Protocol (MCP) server designed to enhance security by allowing users to check and revoke ERC-20 token allowances on over 50 EVM-compatible chains. It provides endpoints to fetch token approval data for wallets, submit revocation transactions, and check transaction statuses. The service leverages the Moralis API for blockchain data and supports natural language interactions for ease of use. It is intended to give users granular control over their token approvals and exposure.

2 6 MCP

33

Crypto Liquidations MCP

Streams real-time Binance liquidation events to AI agents via MCP.

Crypto Liquidations MCP is an MCP server that streams real-time cryptocurrency liquidation events from Binance. It provides tools for retrieving the latest liquidations in a user-friendly Markdown table and generates prompts for AI agents to analyze market trends. The server maintains an in-memory record of up to 1000 recent events and is designed for easy integration with MCP clients such as Claude Desktop.

3 5 MCP

34

Binance Alpha MCP

Real-time Binance Alpha trade monitoring and analytics for AI agents

Binance Alpha MCP is an MCP server designed to track Binance Alpha trades and assist AI agents in accumulating alpha points more effectively. It monitors buy-side activity on Binance Alpha tokens, calculates USD-based metrics using real-time price feeds, and provides data persistence with automatic cleanup. The server exposes standardized MCP tools for fetching top tokens by trading volume and trade statistics, facilitating seamless integration with model context client platforms.

8 3 MCP

35

Armor Crypto MCP

Unified crypto API for integrating AI agents with multi-chain blockchain tools

Armor Crypto MCP provides a centralized solution for integrating AI agents with the crypto ecosystem, supporting wallet management, swaps, staking, and a variety of trading operations across several blockchains. It streamlines access to Solana in its alpha version and aims to support a wide range of blockchains including Ethereum, Avalanche, and Bitcoin. The platform enables agents to perform complex crypto operations using standardized interfaces and seamless configuration with agentic frameworks such as Claude Desktop, Cline, and n8n. Designed for ease of integration and multi-chain compatibility, it offers advanced features like DCA, stop loss, and cross-chain transactions.

184 23 MCP

36

Crypto Indicators MCP Server

Technical analysis indicators and strategies for AI trading via the Model Context Protocol.

Crypto Indicators MCP Server provides over 50 cryptocurrency technical analysis indicators and quantitative trading strategies through an MCP-compliant server interface. The tool is designed for AI trading agents and can integrate seamlessly with platforms like Claude Desktop. It offers support for multiple exchanges via CCXT, modular design for easy maintenance, and outputs actionable trading signals based on market trends.

91 39 MCP

37

Crypto Orderbook MCP

Real-time crypto order book analytics for AI agents and trading systems.

Crypto Orderbook MCP provides an MCP-compatible server that analyzes order book depth and imbalance across major cryptocurrency exchanges. It empowers AI agents and trading systems with unified, real-time market structure insights. Users can calculate and compare key order book metrics such as bid/ask depth and imbalance across multiple platforms using straightforward tools. The server returns data in structured formats for seamless integration with AI-enabled workflows.

10 5 MCP

38

Crypto News MCP Server

Real-time cryptocurrency news and summaries for AI agents via Model Context Protocol.

Crypto News MCP Server provides real-time cryptocurrency news and article search services to AI agents using the Model Context Protocol. It aggregates news from NewsData and exposes tools for fetching the latest headlines, keyword-based article search with pagination, and prompt generation for LLM-powered summarization. The server is compatible with MCP clients and can be integrated as a plugin for platforms like Claude Desktop.

10 5 MCP

39

Web3 Research MCP

Deep, automated, and structured crypto research delivered locally.

Web3 Research MCP enables detailed and comprehensive research into cryptocurrency tokens by automating data gathering, analysis, and reporting tasks. It integrates multiple data sources such as CoinGecko, CoinMarketCap, and DeFiLlama to create structured research plans, track research progress, and generate in-depth reports on token fundamentals, market data, and more. Optimized for local deployment, it can be used with platforms like Claude Desktop and Cursor to streamline the research workflow.

144 56 MCP

40

Mesh Agent MCP Server

Blockchain and Web3 tools for Claude via Heurist Mesh MCP Server.

Mesh Agent MCP Server provides Model Context Protocol (MCP) endpoints that connect Claude and other MCP-compatible clients to Heurist Mesh APIs. It enables AI models to access, analyze, and interact with blockchain, cryptocurrency, and Web3 tools through standardized context-driven interfaces. The server supports both SSE and stdio transports and can be easily deployed via Docker or Python with support for API key management and customizable agent swarms.

61 14 MCP

41

Alpha Vantage MCP Server

Real-time financial data access for models via standardized protocol.

Alpha Vantage MCP Server implements the Model Context Protocol (MCP) to provide real-time and historical financial market data, including stock quotes, company profiles, cryptocurrency exchange rates, ETF information, and options chain analytics. It delivers a standardized API interface, enabling seamless integration with AI clients such as Claude Desktop. The server manages API keys, error handling, and rate limits for reliable data delivery.

81 35 MCP

42

BICScan MCP Server

Blockchain Address Risk Scoring and Asset Insights via MCP.

BICScan MCP Server provides a robust Model Context Protocol (MCP) compatible API for comprehensive risk scoring and asset information on blockchain addresses, domains, and dApps. Leveraging the BICScan API, it enables real-time analysis for risk assessment and detailed asset holdings across multiple networks. Configuration options allow for flexible deployment with Python or Docker, and it is officially listed for MCP integration.

14 15 MCP

43

Coinmarket MCP server

Access CoinMarketCap data through MCP for AI models and tools

Coinmarket MCP Server provides an interface for accessing CoinMarketCap cryptocurrency data via the Model Context Protocol. It supports retrieving the latest currency listings and token quotes using custom URI schemes. The server is compatible with environments like Claude Desktop and Docker, and requires a CoinMarketCap API key for operation.

43 15 MCP

44

Alchemy MCP Server

A Model Context Protocol server for structured AI access to blockchain data and actions via Alchemy.

Alchemy MCP Server enables AI agents to interact with Alchemy’s blockchain APIs using the Model Context Protocol. It provides structured endpoints for querying token prices, NFT data, transaction history, asset transfers, and executing blockchain transactions. The server streamlines blockchain data retrieval while supporting multi-network operations and advanced actions like swaps and contract transactions when paired with wallet agents. It is designed for quick setup and seamless integration with AI tools.

68 26 MCP

45

DexPaprika MCP Server

On-demand DEX and cryptocurrency data server for AI assistants like Claude.

DexPaprika MCP Server provides a Model Context Protocol (MCP) interface for accessing real-time cryptocurrency and decentralized exchange (DEX) data. It enables AI assistants, particularly Claude, to query live token, pool, and DEX information without requiring API keys or prior configuration. The server integrates easily with Claude Desktop and supports batched token price queries, network-specific analytics, and technical analysis tools. Installation is streamlined via Smithery or npm, and it is designed to deliver fast, scalable, and relevant market data to AI systems.

30 12 MCP

46

Crypto Fear & Greed Index MCP Server

Real-time and historical Crypto Fear & Greed Index data via MCP for Claude Desktop and compatible tools.

Crypto Fear & Greed Index MCP Server delivers live and historical cryptocurrency sentiment analytics by integrating the Alternative.me Fear & Greed Index API with the Model Context Protocol. It offers standardized MCP resources, tool functions, and prompt templates for seamless AI model integration, including compatibility with Claude Desktop and tool-only clients. The solution enables users and models to access current index values, historical trends, analytical summaries, and interpretative prompts for enriched cryptocurrency market decision-making.

45 19 MCP

47

CCXT MCP Server

Unified Model Context Protocol gateway for cryptocurrency exchange integration

CCXT MCP Server provides a high-performance gateway integrating multiple cryptocurrency exchanges with language models via the Model Context Protocol (MCP). It connects LLMs, such as Claude and GPT, to real-time market data and trading operations through a standardized interface. Leveraging the CCXT library, it supports various exchanges, different market types, advanced caching, and proxy configuration options. The server is optimized for maintainability with modular architecture, enabling seamless interaction and extensibility.

117 23 MCP

48

MetaTrader MCP Server

Let AI assistants trade for you using natural language.

MetaTrader MCP Server is a bridge that connects AI assistants such as Claude and ChatGPT to the MetaTrader 5 trading platform via the Model Context Protocol (MCP). It enables users to perform trading actions on MetaTrader 5 through natural language instructions. The system supports real-time data access, full account management, and secure local credential handling, offering both MCP and REST API interfaces.

120 34 MCP

49

Fireproof MCP Database Server

A JSON document store server implementation based on the Model Context Protocol for AI integration.

Implements a JSON document store that supports CRUD operations and field-based sorting, designed to work as a server within the Model Context Protocol (MCP) ecosystem. Offers integration with the Fireproof database and is intended for use cases such as Claude Desktop. Provides tooling and instructions for setup, configuration, and debugging using the MCP Inspector.

29 10 MCP

50

BlockBeats MCP Server

Delivering real-time blockchain news and in-depth articles to AI agents via MCP.

BlockBeats MCP Server provides AI agents with access to the latest blockchain news and detailed articles from BlockBeats through an MCP-compliant server. Featuring rapid retrieval of news and in-depth content across multiple languages, it supports integration with clients such as Claude Desktop. The server offers two main tools for fetching fast news updates and comprehensive articles, enabling seamless knowledge delivery for AI systems.

8 6 MCP

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