Freqtrade-MCP alternatives

1

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

2

Taskade MCP

Tools and server for Model Context Protocol workflows and agent integration

Taskade MCP provides an official server and tools to implement and interact with the Model Context Protocol (MCP), enabling seamless connectivity between Taskade’s API and MCP-compatible clients such as Claude or Cursor. It includes utilities for generating MCP tools from any OpenAPI schema and supports the deployment of autonomous agents, workflow automation, and real-time collaboration. The platform promotes extensibility by supporting integration via API, OpenAPI, and MCP, making it easier to build and connect agentic systems.

90 20 MCP

3

QuantConnect MCP Server

Official bridge for secure AI access to QuantConnect's algorithmic trading cloud platform

QuantConnect MCP Server enables artificial intelligence systems such as Claude and OpenAI to interface with QuantConnect's cloud platform through an official, secure, and dockerized implementation of the Model Context Protocol (MCP). It facilitates automated project management, strategy writing, backtesting, and live deployment by exposing a comprehensive suite of API tools for users with valid access credentials. As the maintained official version, it ensures security, easy deployment, and cross-platform compatibility for advanced algorithmic trading automation.

50 19 MCP

4

Freshdesk MCP Server

AI-powered Freshdesk integration for automated ticket and agent management via MCP.

Enables seamless integration between AI models and Freshdesk by providing a Model Context Protocol (MCP) server interface. Supports a wide range of helpdesk operations such as ticket creation, updates, conversation management, agent handling, and contact management. Facilitates automated support workflows and allows AI agents to interact programmatically with Freshdesk modules.

31 21 MCP

5

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

6

Bitcoin & Lightning Network MCP Server

Enable AI models to safely interact with Bitcoin and Lightning Network in a standardized way.

The Bitcoin & Lightning Network MCP Server implements the Model Context Protocol, allowing AI models to interface with Bitcoin and Lightning Network functionalities such as key generation, address validation, transaction decoding, blockchain queries, and lightning payments. It provides standardized endpoints for AI model integration, including support for Claude Desktop and Goose. The solution supports querying blockchain data, parsing transactions and invoices, and managing cryptographic operations in a secure and extensible manner.

65 17 MCP

7

anki-mcp

MCP server for seamless integration with Anki via AnkiConnect.

An MCP server that bridges Anki flashcards with the Model Context Protocol, exposing AnkiConnect functionalities as standardized MCP tools. It organizes Anki actions into intuitive services covering decks, notes, cards, and models for easy access and automation. Designed for integration with AI assistants and other MCP-compatible clients, it enables operations like creating, modifying, and organizing flashcards through a unified protocol.

6 4 MCP

8

Mifos MCP - Model Context Protocol (MCP)

Enabling AI agents to access and operate on financial data in the Mifos X ecosystem using Model Context Protocol.

Mifos MCP provides a Model Context Protocol (MCP) interface tailored for the Mifos X ecosystem, empowering AI agents to interact with financial data and perform operations within the platform. It offers a Java (Quarkus) implementation, with easy configurability via environment variables and native executable support. Developers can test and debug deployments with the MCP Inspector, and detailed instructions ensure smooth setup and integration. Comprehensive examples demonstrate practical banking and financial automation workflows.

17 12 MCP

9

Shopify Storefront MCP Server

Seamless Shopify Storefront API access for AI assistants via Model Context Protocol

Enables AI assistants to interact with Shopify store data through standardized MCP tools. Offers endpoints for product discovery, inventory management, GraphQL queries, cart operations, and comprehensive customer data manipulation. Designed for easy integration with MCP-compatible AI and automated token handling. Simplifies secure connection to Shopify's Storefront API with minimal configuration.

5 5 MCP

10

MCP Fathom Analytics

Unofficial MCP server for AI-powered access to Fathom Analytics data.

MCP Fathom Analytics provides an unofficial Model Context Protocol (MCP) server that enables AI assistants to access and interact with Fathom Analytics data. It integrates with the Fathom Analytics API via the @mackenly/fathom-api SDK, offering tools to retrieve account details, manage sites, list events, generate analytics reports, and access real-time visitor data. Designed for use in AI model workflows, it allows secure and flexible analytics integration and supports configuration for clients such as Claude Desktop.

2 5 MCP

11

Yahoo Finance MCP Server

A simple MCP server to access Yahoo Finance data via standardized tools.

Yahoo Finance MCP Server provides a Model Context Protocol (MCP) server enabling seamless access to financial data from Yahoo Finance. It offers a set of standardized tools to fetch stock information, news, historical prices, and perform advanced searches. The server can be deployed using either Docker or uv with straightforward configuration. It is designed to easily integrate with MCP-compatible AI environments and workflows.

68 28 MCP

12

Starknet MCP Server

AI-ready MCP server for interacting with the Starknet blockchain

Starknet MCP Server provides a comprehensive Model Context Protocol-compliant interface for interacting with the Starknet blockchain. It enables AI agents and assistants to query blockchain data, manage assets, interact with smart contracts, and resolve Starknet identities through a consistent set of tools and resources. The server supports both read and write operations, works with both native tokens and ERC20s, integrates StarknetID resolution, and supports both stdio and HTTP transport modes. Designed for seamless use by AI assistants such as Claude and GPT, it provides robust blockchain access with security considerations in mind.

5 4 MCP

13

CyberChef API MCP Server

MCP server enabling LLMs to access CyberChef's powerful data analysis and processing tools.

CyberChef API MCP Server implements the Model Context Protocol (MCP), interfacing with the CyberChef Server API to provide structured tools and resources for LLM/MCP clients. It exposes key CyberChef operations such as executing recipes, batch processing, retrieving operation categories, and utilizing the magic operation for automated data decoding. The server can be configured and managed via standard MCP client workflows and supports context-driven tool invocation for large language models.

29 5 MCP

14

Web3 MCP

A Model Context Protocol server for unified blockchain data access.

Web3 MCP is a Model Context Protocol server that provides access to blockchain data through Ankr's Advanced API. It allows large language models to interact seamlessly with multiple blockchain networks such as Ethereum, BSC, Polygon, and Avalanche. With support for NFT, token, and blockchain query APIs, it enables users and AI agents to retrieve on-chain data, statistics, and analytics efficiently within an MCP context.

3 1 MCP

15

Volatility MCP

AI-assisted memory forensics via standardized APIs and MCP clients

Volatility MCP integrates the Volatility 3 framework for memory image analysis with a FastAPI backend, exposing forensic plugins as RESTful APIs. Featuring Model Context Protocol (MCP) support, it enables seamless interaction with AI assistants like Claude Desktop for advanced memory forensics. The platform connects memory artifacts to AI or web applications, offering natural language driven analysis and automation. Designed for security analysts and forensic professionals, it supports key Volatility plugins such as pslist and netscan.

36 5 MCP

16

Sui Trader MCP

MCP server enabling automated token swaps on the Sui blockchain.

Sui Trader MCP acts as an MCP server designed for AI agents to conduct optimal token swaps on the Sui blockchain. It integrates with the Cetus Aggregator to execute swaps on the Sui mainnet, utilizing secure Bech32 private key management. The tool supports configuration for MCP-compatible clients, allowing seamless invocation of swap operations. Built with Node.js, it provides a reliable interface between AI-driven applications and blockchain-based token swap functionality.

4 2 MCP

17

Substrate MCP Server

A Rust-based MCP server for dynamic Substrate blockchain operations.

Substrate MCP Server provides a Model Context Protocol (MCP) compliant server enabling dynamic interaction with Substrate blockchains. It supports querying balances, pallets, and storage, as well as submitting transactions and accessing block and event data. The server is fully configurable via environment variables and designed for seamless integration with tools such as Cursor, Claude, and development dashboards. Built in Rust, it interfaces with Substrate nodes using the subxt crate.

11 4 MCP

18

MCP XRPL Server

Unified Model Context Protocol server for seamless AI-driven interaction with the XRP Ledger.

MCP XRPL Server provides a comprehensive Model Context Protocol implementation for the XRP Ledger, enabling AI agents to access blockchain services seamlessly across MainNet, TestNet, and DevNet. It offers an extensive suite of features including account management, token transfers, NFT operations, DIDs, AMM operations, and oracle interactions, all via a standardized MCP interface. The server supports context-driven interactions, making XRPL functionality readily accessible for AI-powered agents.

5 4 MCP

19

Braintree MCP Server

Enables AI assistants to securely access and manage Braintree payment processing via MCP.

Braintree MCP Server implements the Model Context Protocol (MCP) to provide AI assistants with structured, direct access to PayPal Braintree's payment services. It supports both STDIO and Server-Sent Events (SSE) transports, facilitating integration with AI clients and standalone web-based deployments. The server allows execution of GraphQL queries against Braintree, supports multi-client access, and handles authentication through environment-based configuration. Designed for secure, extensible, and automated payment operations in AI-driven workflows.

3 3 MCP

20

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

21

Web3 Jobs MCP Server

AI-ready MCP server delivering curated, real-time Web3 job listings.

Web3 Jobs MCP Server provides real-time access to curated Web3 job listings from web3.career through a Model Context Protocol (MCP) interface, enabling intelligent job discovery for AI agents. The server supports advanced filtering by location, remote status, job tag, and result limits, and returns results in Markdown format. It enables the generation of natural language prompts for job searches, facilitating seamless integration with AI platforms such as Claude Desktop. Designed for Python 3.10+, it offers flexible deployment and configuration options.

4 3 MCP

22

Mastra

A TypeScript framework for building scalable AI-powered agents and applications.

Mastra is a modern TypeScript-based framework designed for developing AI-powered applications and autonomous agents. It offers model routing to integrate over 40 AI providers, a graph-based workflow engine, advanced context management, and production-ready tools for observability and evaluation. Mastra features built-in support for authoring Model Context Protocol (MCP) servers, enabling standardized exposure of agents, tools, and structured AI resources via the MCP interface.

18,189 1,276 MCP

23

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

24

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

25

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

26

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

27

Spotify MCP Server

A lightweight MCP server enabling AI assistants to control Spotify playback and manage playlists.

Spotify MCP Server is a lightweight implementation of the Model Context Protocol that allows AI assistants, such as Cursor and Claude, to control Spotify playback and manage playlists. It provides a set of tools for searching music, managing playback state, handling playlists, and accessing user-specific track data. The server integrates seamlessly with productivity assistants and editors to facilitate contextual music control via standardized protocols. It includes authentication, Spotify API configuration, and detailed operations for reading and updating playback context.

179 43 MCP

28

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

29

Zabbix MCP Server

MCP-compatible Zabbix server integration for comprehensive monitoring and automation.

Zabbix MCP Server serves as a comprehensive Model Context Protocol (MCP) server, enabling seamless integration with Zabbix using FastMCP and python-zabbix-utils. It offers complete access to Zabbix API functionalities through MCP-compatible tools, supporting advanced management of hosts, groups, items, triggers, templates, and more. The server is designed for easy installation, configuration, and automation of monitoring through a standardized protocol interface.

98 29 MCP

30

Jupiter MCP Server

Solana token swap execution via Jupiter's Ultra API using MCP.

Jupiter MCP Server enables the execution of token swaps on the Solana blockchain through Jupiter’s Ultra API, integrating DEX routing and RFQ for optimal pricing. It fetches swap orders and executes transactions, handling slippage, priority fees, and transaction confirmations. The system is designed to operate within the Model Context Protocol, exposing tool interfaces for structured input and output. Node.js 18+ and access to a Solana wallet and RPC node are required.

21 10 MCP

31

FinData MCP Server

Open-source MCP server for LLM access to professional financial data.

FinData MCP Server offers standardized financial data access to large language models by implementing the Model Context Protocol. It supports multiple data providers such as Tushare and Wind, and enables retrieval of both market and macroeconomic data via Stdio or SSE transports. The server is configurable and integrates into AI systems, providing tools for market, fundamental, and financial data queries.

45 10 MCP

32

Facebook MCP Server

AI-ready tools for managing and moderating Facebook Pages via the Graph API.

Facebook MCP Server is a Model Context Protocol (MCP) server designed to automate and manage interactions on Facebook Pages through the Facebook Graph API. It offers a suite of tools accessible by AI agents or LLMs, enabling actions such as posting, moderating comments, retrieving analytics, and handling negative feedback. The platform is optimized for integration with agent clients like Claude Desktop, providing seamless, natural language-driven operations. By abstracting Facebook operations as callable functions, it empowers users to efficiently control and monitor their social media presence.

64 26 MCP

33

PayPal Agent Toolkit

Integrate PayPal APIs with popular agent frameworks using function calling.

PayPal Agent Toolkit streamlines the integration of PayPal APIs with leading agent frameworks such as OpenAI's Agent SDK, LangChain, Vercel's AI SDK, and supports the Model Context Protocol (MCP). It provides TypeScript-based tools to enable function calling for invoices, payments, disputes, shipments, catalogs, subscriptions, and business insights. Designed to simplify the connection between agent-based AI workflows and PayPal services, it allows developers to configure and deploy complex financial and operational automation solutions.

165 87 MCP

34

Facebook/Meta Ads MCP Server

MCP server interface for secure, programmatic Meta Ads data and management.

Enables seamless integration between Model Context Protocol (MCP) clients and Meta (Facebook) Ads API, providing tools for programmatic data access and campaign management. Simplifies local installation with automated environment setup and optional secure authentication, eliminating the need for manual token retrieval. Designed for use with popular MCP clients such as Claude Desktop, offering plug-and-play connectivity. Data and tokens remain local for privacy and security.

183 47 MCP

35

Xero MCP Server

MCP-compliant bridge for standardized access to Xero's accounting API.

Xero MCP Server is an implementation of the Model Context Protocol (MCP) that acts as a bridge between MCP clients and Xero's API. It enables standardized access to Xero's accounting and business features, supporting OAuth2 authentication, accounts, contacts, invoices, and more. The server is compatible with third-party MCP clients and supports both custom connection and bearer token authentication modes. Comprehensive command support allows for seamless integration with applications like Claude Desktop.

147 74 MCP

36

EntraID MCP Server (Microsoft Graph FastMCP)

A modular FastMCP server for managing Microsoft Graph resources with advanced context and security.

EntraID MCP Server provides a modular, resource-oriented implementation of a FastMCP server tailored for Microsoft Graph API interactions. It supports advanced operations across users, groups, applications, service principals, MFA, and sign-in logs, offering extensibility and strong security practices. Resource modules use a centralized authentication client, while comprehensive permission management, consistent context handling, error reporting, and logging are built in. The tool is designed for ease of development and extensibility, supporting standardized model context protocols.

29 9 MCP

37

Twitter MCP Server

Programmatic Twitter account management via an MCP-compliant server.

Twitter MCP Server enables programmatic management of Twitter accounts with features such as retrieving home timelines, fetching user tweets, conducting hashtag searches, handling direct messages, and performing tweet creation or deletion. The server appears designed for integration into multi-channel platforms following the Model Context Protocol. It requires Python 3.11+, utilizes environment configuration for credentials, and offers an API-driven interface for various Twitter operations.

47 11 MCP

38

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

39

FirstCycling MCP Server

Professional cycling data API for conversational AI via MCP.

FirstCycling MCP Server provides structured access to comprehensive professional cycling data through the Model Context Protocol. It enables retrieval of cyclist profiles, race results, historical race data, and team information, supporting detailed sports analysis and research. The server integrates the FirstCycling API for real-time data scraping and exposes specialized MCP tools for querying race and rider statistics.

17 8 MCP

40

spotify-mcp

Connect Claude with Spotify through the Model Context Protocol.

spotify-mcp is an MCP server designed to link Claude-powered AI interfaces with Spotify, enabling advanced music control and information retrieval. It supports actions like starting, pausing, and skipping playback, searching and retrieving details for tracks, albums, artists, and playlists. The project supports managing Spotify queues and playlists, leveraging the official Spotipy API. Configuration guidance for MCP-enabled clients and local/hosted deployment options are provided.

528 101 MCP

41

PancakeSwap PoolSpy MCP Server

Real-time tracking of new PancakeSwap pools for DeFi analytics.

PancakeSwap PoolSpy MCP Server provides a Model Context Protocol-compatible service for monitoring newly created liquidity pools on PancakeSwap. It offers real-time analytics including pool address, tokens, creation timestamp, volume, and total value locked. Users can customize queries for time range and results count, making it valuable for traders, analysts, and developers seeking up-to-date DeFi insights. The server is designed for easy deployment and integration via Smithery or manual setup.

6 4 MCP

42

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

43

Raydium LaunchLab MCP

Enables AI agents to launch, buy, and sell tokens on Raydium Launchpad using MCP.

Raydium LaunchLab MCP is an MCP-compliant server that lets AI agents mint, buy, and sell bonding-curve tokens on the Raydium Launchpad. It supports seamless token creation with customizable parameters, buying and selling via Solana transactions, and decentralized metadata storage through IPFS integration. Developers can automate LaunchLab interactions by exposing standardized command interfaces for agent-driven workflows.

3 4 MCP

44

melrose-mcp

An MCP server for generating and playing programmable music via Melrōse.

melrose-mcp is a Model Context Protocol (MCP) server that enables users to compose and perform music using the Melrōse programming language. It facilitates communication between AI models and the Melrōse tool, allowing for dynamic manipulation of tempo, playback, and MIDI configuration. The project supports various tools for controlling musical expression and can be integrated into client applications such as Claude Desktop.

7 3 MCP

45

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

46

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

47

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

48

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

49

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

50

tasty-agent

Model Context Protocol server for TastyTrade portfolio monitoring and trading.

tasty-agent is a Model Context Protocol (MCP) server designed to enable LLMs to interface with TastyTrade brokerage accounts. It provides functionality for monitoring portfolios, analyzing market positions, and executing trades through a standardized API. The tool offers automated implied volatility (IV) analysis, supports real-time market data streaming, and features robust rate limiting and error handling to ensure reliability. Authentication is handled via OAuth, and the tool is easily configurable for MCP clients.

47 17 MCP

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