Clojars MCP Server alternatives

1

AgentQL MCP Server

MCP-compliant server for structured web data extraction using AgentQL.

AgentQL MCP Server acts as a Model Context Protocol (MCP) server that leverages AgentQL's data extraction capabilities to fetch structured information from web pages. It allows integration with applications supporting MCP, such as Claude Desktop, VS Code, and Cursor, by providing an accessible interface for extracting structured data based on user-defined prompts. With configurable API key support and streamlined installation, it simplifies the process of connecting web data extraction workflows to AI tools.

120 28 MCP

2

Dappier MCP Server

Real-time web search and premium data access for AI agents via Model Context Protocol.

Dappier MCP Server enables fast, real-time web search and access to premium data sources, including news, financial markets, sports, and weather, for AI agents using the Model Context Protocol (MCP). It integrates seamlessly with tools like Claude Desktop and Cursor, allowing users to enhance their AI workflows with up-to-date, trusted information. Simple installation and configuration are provided for multiple platforms, leveraging API keys for secure access. The solution supports deployment via Smithery and direct installation with 'uv', facilitating rapid setup for developers.

35 11 MCP

3

MCP Manager for Claude Desktop

A desktop app to manage Model Context Protocol (MCP) servers for Claude Desktop on MacOS.

MCP Manager for Claude Desktop provides a user-friendly interface to manage Model Context Protocol (MCP) servers, enabling Claude to access private data, APIs, and local or remote services securely from a MacOS desktop. It facilitates rapid configuration and integration with a wide variety of MCP servers, including productivity tools, databases, and web APIs. The app runs locally to ensure data privacy and streamlines connecting Claude to new sources through simple environment and server settings management.

270 41 MCP

4

Exa MCP Server

Fast, efficient web and code context for AI coding assistants.

Exa MCP Server provides a Model Context Protocol (MCP) server interface that connects AI assistants to Exa AI’s powerful search capabilities, including code, documentation, and web search. It enables coding agents to retrieve precise, token-efficient context from billions of sources such as GitHub, StackOverflow, and documentation sites, reducing hallucinations in coding agents. The platform supports integration with popular tools like Cursor, Claude, and VS Code through standardized MCP configuration, offering configurable access to various research and code-related tools via HTTP.

3,224 244 MCP

5

@dealx/mcp-server

MCP server enabling LLMs to search and interact with the DealX platform.

Implements the Model Context Protocol, providing a standardized interface for large language models to interact with the DealX platform. Supports searching for ads through structured prompts and is designed for easy integration with tools like Claude and VS Code extensions. Flexible configuration options are available for environment variables, logging, and deployment. Extensible architecture supports future feature additions beyond ad search.

0 2 MCP

6

MCP Jira Server for Claude Code

A full-featured Model Context Protocol server for integrating Jira with Claude Code.

Provides a comprehensive MCP server enabling seamless integration of Jira functionalities with Claude Code. Supports issue management, sprint operations, comments, attachments, batch processing, and agile workflows via a standardized protocol for model context. Designed for secure, environment-based configuration and optimized for both individual and batch operations within Jira.

5 5 MCP

7

Jira MCP

AI-Ready Jira Server for Real-World Developer Workflows

Jira MCP is an opinionated server implementation of the Model Context Protocol (MCP) tailored for Jira automation and integration. It provides advanced tools to manage Jira issues, sprints, development data, and project versions, reflecting workflows of real engineering and QA teams. Designed for seamless AI and tool integrations, it supports context-rich retrieval of Jira information for enhancing development transparency and automation.

69 19 MCP

8

MCP Miro Server

Miro board integration for AI assistants via Model Context Protocol.

MCP Miro Server provides a standardized MCP server interface to the Miro platform, enabling AI assistants to access and manage Miro boards programmatically. It supports a wide range of board and item operations, including creating, listing, updating, and deleting boards and their contents. Secure OAuth token access ensures integration with users’ Miro accounts. Designed to work seamlessly with AI tools like Claude Desktop, it allows efficient and automated Miro workspace management.

57 16 MCP

9

ShopSavvy Data API MCP Server

MCP server providing AI assistants with live product data, pricing, and price tracking from ShopSavvy.

ShopSavvy Data API MCP Server implements the Model Context Protocol to enable AI assistants to access and interact with ShopSavvy's extensive product database. It supports product lookup, retrieves current and historical pricing from multiple retailers, and allows scheduled monitoring of product prices. The server also manages API usage analytics and credit consumption, offering robust error handling and developer tools for integration.

5 3 MCP

10

mcp-installer

Automated installer for MCP servers across multiple languages.

mcp-installer provides a server that automates the installation of other Model Context Protocol (MCP) servers. It supports installation of MCP servers hosted on npm and PyPi by leveraging tools like npx and uv. The tool is designed to integrate with AI assistants like Claude, enabling users to request remote installations of MCP servers with custom arguments and environment configurations. Its primary goal is to simplify the deployment and management of MCP-compliant servers for various workflows.

1,457 193 MCP

11

AllTrails MCP Server

MCP server for seamless AllTrails data access and integration

AllTrails MCP Server provides Model Context Protocol (MCP) compliant access to AllTrails hiking trail data, enabling AI tools to search for trails and retrieve detailed trail information. It supports searching by national park and fetching comprehensive details such as difficulty, length, elevation, ratings, and route types. The server communicates via standard input/output and is designed for easy integration with MCP-compatible clients like Claude Desktop. Installation is flexible, supporting both virtual environments and system Python setups.

6 6 MCP

12

any-chat-completions-mcp

Integrate multiple AI chat providers with OpenAI-compatible MCP server.

any-chat-completions-mcp is a TypeScript-based server implementing the Model Context Protocol (MCP) to connect popular AI chat providers like OpenAI, Perplexity, Groq, xAI, and PyroPrompts via a unified interface. It relays chat/completion requests to any OpenAI SDK-compatible API, allowing users to easily access multiple AI services through the same standardized protocol. The server can be configured for different providers by setting environment variables and integrates with both Claude Desktop and LibreChat.

143 23 MCP

13

MCP Claude Hacker News

Seamless Hacker News integration for Claude Desktop via Model Context Protocol.

MCP Claude Hacker News is an MCP server that enables Claude Desktop to access, browse, and interact with Hacker News content. It allows users to view the latest, top, and best-rated stories, retrieve detailed information, and read story comments in a clean, structured format. Designed for easy integration, it supports both manual launch and automated startup with Claude Desktop.

9 7 MCP

14

GitHub GraphQL MCP Server

A Model Context Protocol server for executing arbitrary GraphQL queries on GitHub's API.

GitHub GraphQL MCP Server is a Model Context Protocol (MCP) server that enables interaction with GitHub's GraphQL API. It allows users to execute any GraphQL queries and mutations against GitHub, supporting variable injection and error handling. The server is designed to integrate with Claude for Desktop, providing tooling for AI environments to access or manipulate GitHub data. Detailed documentation and configuration examples are provided for rapid setup and use.

9 4 MCP

15

Baseline MCP Server

Brings web platform API support status to AI models via Model Context Protocol.

Baseline MCP Server serves as a Model Context Protocol (MCP) server, providing API endpoints to retrieve the baseline support status of web platform features. It fetches data from the Web Platform Dashboard API and delivers web API compatibility details, including browser support levels, baseline status, and usage data, to MCP clients or AI models. The server is configurable for various MCP clients including Claude Desktop and Visual Studio Code, and can also be deployed via Docker or Deno environments. It enables integration of up-to-date, machine-readable browser compatibility information with large language models and development tools.

36 3 MCP

16

Bear MCP Server

Read-only Model Context Protocol server for Bear note integration

Bear MCP Server provides a Model Context Protocol (MCP) interface to access notes and tags stored in the Bear note-taking app. It enables AI assistants, including Claude, to securely interact with Bear notes through read-only operations, connecting directly to the Bear SQLite database without the risk of modifying user data. The server exposes tools for searching, opening, and listing notes and tags, ensuring all access is non-destructive.

14 4 MCP

17

Hacker News MCP Server

Fetch and structure Hacker News stories via the Model Context Protocol.

Provides an MCP server that enables fetching and parsing stories from Hacker News with structured output. Supports retrieval of different types of stories, configurable limits, and clean error handling. Designed for integration with Claude and other MCP-compatible interfaces, offering a standardized tool for AI-driven access to Hacker News data.

35 9 MCP

18

Shodan MCP Server

Query Shodan network intelligence and CVEDB via standardized MCP integration.

Shodan MCP Server provides an MCP-compliant interface to query the Shodan API and Shodan CVEDB for network intelligence, device discovery, and vulnerability data. It integrates with platforms like Claude Desktop, enabling structured, formatted results for seamless AI workflows. Key functionalities include IP reconnaissance, DNS operations, vulnerability lookups, and internet-connected device searches. Easy installation options are available via npm, Smithery, or from source.

83 16 MCP

19

mcp-national-rail

Access live National Rail train data via MCP for AI agents.

mcp-national-rail is a Model Context Protocol (MCP) server designed to enable AI agents to retrieve real-time and scheduled train information from National Rail using the Realtime Trains API. It facilitates live and historical lookups of departures and arrivals by exposing a set of tools through a standardized MCP interface. The server can be installed via Smithery or manually and configured for use with AI clients like Claude Desktop. Secure authentication with the Realtime Trains API is supported through user-provided credentials.

1 3 MCP

20

Balldontlie MCP Server

Sports data access via Model Context Protocol for LLMs

Balldontlie MCP Server provides an MCP-compliant interface to the Balldontlie API, offering NBA, NFL, and MLB data to downstream AI models and applications. It supports retrieving information about teams, players, and games, and includes features like schedule generation for various leagues. The server is easily installable via Claude Desktop, Smithery, or LibreChat, and integrates with LLMs to allow natural-language sports queries.

18 10 MCP

21

MCP Domain Availability Checker

Seamless domain availability checking across 50+ TLDs for Claude Desktop via MCP integration.

MCP Domain Availability Checker provides robust domain name availability searching across more than 50 popular TLDs, leveraging both DNS and WHOIS for accurate verification. It offers natural language queries, smart TLD suggestions, and bulk checking capabilities, optimized for integration with Claude Desktop through the Model Context Protocol. The tool enables real-time status updates, fast parallel processing, and organizes results by TLD categories to streamline domain discovery workflows.

22 6 MCP

22

MCP Claude Spotify

Connect Claude Desktop to Spotify using the Model Context Protocol.

MCP Claude Spotify enables seamless integration between Claude Desktop and Spotify using the Model Context Protocol (MCP). It allows users to authenticate with Spotify, control playback, manage playlists, search for music, and access personalized recommendations directly from Claude Desktop. The solution supports both manual setup and auto-start with Claude Desktop, making it easy to interact with the Spotify API in a standardized way. Spotify credentials are required for setup and operation.

20 7 MCP

23

Tripadvisor MCP Server

Standardized MCP access to Tripadvisor travel data for AI assistants

Tripadvisor MCP Server provides Model Context Protocol (MCP) compliant access to Tripadvisor's Content API, enabling AI assistants to search, retrieve, and present travel-related information in a standardized way. It features endpoints for searching locations, accessing detailed information, reviews, and photos, as well as secure API key authentication. The project supports Docker containerization and interactive tools for customizable AI integration.

47 11 MCP

24

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

25

MCP Server Giphy

MCP-compatible Giphy API server for AI models to search and retrieve GIFs.

MCP Server Giphy provides an MCP-compliant server interface for accessing GIFs from the Giphy API, specifically tailored for seamless integration with AI models. It supports content filtering, multiple retrieval methods (search, trending, random), and optimized response formats with comprehensive metadata. The server enables AI applications to search, retrieve, and utilize GIF content efficiently, and is easily configurable with tools like Claude Desktop.

22 8 MCP

26

mcp-security-audit

MCP server for automated npm package security auditing.

mcp-security-audit is an MCP (Model Context Protocol) server designed to audit npm package dependencies for security vulnerabilities. It supports real-time vulnerability scanning, integrates directly with remote npm registries, and generates detailed reports with severity, CVSS scores, and CVE information. Compatible with npm, pnpm, and yarn, it also provides automatic fix recommendations and supports standardized MCP integration for tools like Cursor and Cline.

46 8 MCP

27

MCP OpenNutrition

Provides local, privacy-preserving access to a comprehensive food and nutrition database via the Model Context Protocol.

MCP OpenNutrition is a Model Context Protocol (MCP) server offering access to a large, authoritative nutrition database with over 300,000 food items sourced from trusted public datasets. It enables searching by name, browsing, detailed nutritional lookups by ID, and barcode scanning, all running locally for privacy and low latency. The tool is designed for seamless integration with AI systems that follow the MCP standard, such as Claude/Cline, to enhance food and nutrition query capabilities.

134 11 MCP

28

Himalayas Remote Jobs MCP Server

Real-time remote job and company search via MCP for AI assistants.

Provides a public Model Context Protocol (MCP) server that enables AI assistants to access and search thousands of remote job listings and company information from Himalayas.app. Offers structured tools for advanced job and company search, including filters for keywords, location, and remote eligibility. Supports integration with popular AI desktops like Claude, Cursor, and Windsurf through simple configuration. Features OAuth authentication for secure access and real-time results.

12 2 MCP

29

NS Travel Information MCP Server

Connects AI assistants to real-time Dutch train data.

Provides an MCP server enabling AI assistants, such as Claude, to access and deliver real-time travel information from Nederlandse Spoorwegen (NS). Supports installation via NPM, Smithery, or from source, and requires an NS API key for operation. Offers endpoints for live train departures, arrivals, disruptions, alternative routes, station facilities, and ticket pricing. Designed to integrate seamlessly with AI platforms for enhanced Dutch railway expertise.

43 12 MCP

30

Jira Communication Server MCP Server

A TypeScript-based MCP server for seamless Jira interactions

Jira Communication Server MCP Server enables integration with Jira by exposing standardized tools for querying, creating, editing, and managing Jira issues via the Model Context Protocol. It supports a wide range of Jira operations, including executing JQL queries, managing tickets, handling attachments, assigning tickets, and interacting with Jira projects and statuses. The server is designed for use in environments supporting the MCP, such as Claude Desktop, and provides debugging utilities for MCP communication.

25 7 MCP

31

TaskWarrior MCP Server

MCP server for managing TaskWarrior tasks via a standardized protocol

Implements the Model Context Protocol (MCP) to provide a Node.js server interface for TaskWarrior operations. Allows viewing, filtering, adding, and completing tasks through a standardized API. Integrates with task management workflows by utilizing the local TaskWarrior client, supporting advanced task attributes like projects and tags. Enables seamless task manipulation for external tools such as Claude Desktop.

36 8 MCP

32

JSON MCP Filter

MCP server for JSON schema generation, smart filtering, and secure chunked data extraction.

JSON MCP Filter is an MCP-compliant server offering robust JSON schema generation and field-level filtering tools for both local files and remote HTTP/HTTPS endpoints. Leveraging quicktype for precise TypeScript type creation, it supports advanced features such as smart shape-based filtering, auto-chunking of large datasets, and memory-safe processing. Designed for seamless integration with popular MCP clients, it excels at extracting and preparing relevant JSON data for large language model contexts.

17 7 MCP

33

$arxiv-latex MCP Server$

arxiv-latex MCP Server

Enables direct access to arXiv LaTeX sources for improved AI understanding in math-heavy papers.

arxiv-latex MCP Server provides an MCP-compatible server that allows clients like Claude Desktop and Cursor to fetch and process the LaTeX source code of arXiv papers, leveraging precise access to mathematical content. By utilizing original LaTeX instead of PDF, it enables large language models to better understand complex equations and notations. Integration is straightforward through desktop extensions or manual configuration, and the tool is particularly valuable for research fields that rely on mathematical accuracy.

72 7 MCP

34

solvitor-mcp

A Rust-based MCP server for extracting Solana smart contract IDL via the Solvitor API.

solvitor-mcp is a Model Context Protocol (MCP) server built in Rust for seamless interaction with the Solvitor API. It allows users to extract Interface Definition Language (IDL) files from closed-source Solana smart contracts using reverse engineering techniques. By exposing a 'decode' tool, it simplifies access to program metadata and supports both 'anchor' and 'native' Solana programs. Integration is straightforward and can be customized with user API keys for secure access.

2 2 MCP

35

MCP RSS Aggregator

Fetch and read RSS feeds in Claude Desktop via Model Context Protocol.

MCP RSS Aggregator enables Claude Desktop to access and display content from user-selected RSS feeds using the Model Context Protocol (MCP). It supports OPML and JSON formats for managing feed configurations, allowing users to import or customize their subscriptions easily. The tool organizes feeds by categories, filters content from different sources, and presents articles with well-formatted titles, snippets, and links. Integration with Claude Desktop allows seamless aggregation and delivery of real-time news content for users.

16 9 MCP

36

AFL MCP Server

MCP-compatible server for comprehensive AFL data and analytics

AFL MCP Server is a Model Context Protocol-compatible backend that serves detailed Australian Football League data via the Squiggle API. It offers standardized access to live scores, historical match results, team information, rankings, tips, projections, and advanced analytics. Designed for integration with MCP clients such as Claude for Desktop, it exposes a suite of tools for retrieving game, standings, and team data. The server streamlines AFL data retrieval through automated protocols, facilitating robust AI-powered workflows.

14 3 MCP

37

Cloudbet Sports MCP Server

Minimal MCP server for sports data and betting tool exposure via Cloudbet API.

Implements a minimal, single-file server adhering to the Model Context Protocol (MCP) for exposing sports data and betting tools using the Cloudbet public API. Designed for educational and demonstration purposes, it follows the MCP Server specification and enables users to list and call tools via JSON-RPC. Provides examples for listing available tools and invoking actions such as retrieving sports events and markets. Intended for quick experiments and integration scenarios.

9 3 MCP

38

Package Version MCP Server

Check latest stable package versions across multiple registries with an MCP server.

Package Version MCP Server acts as an MCP-compliant server that assists large language models in fetching the latest stable versions of packages from a variety of registries such as npm, PyPI, Maven Central, Go Proxy, Swift Packages, AWS Bedrock, Docker Hub, GitHub Container Registry, and GitHub Actions. It can be integrated via command-line, URL, or containers and is tailored for development environments and tools that require accurate package versioning for code generation or recommendations. The solution is adaptable and is transitioning towards incorporation in the broader mcp-devtools suite.

118 23 MCP

39

mcp-get

A command-line tool for discovering, installing, and managing Model Context Protocol servers.

mcp-get is a CLI tool designed to help users discover, install, and manage Model Context Protocol (MCP) servers. It enables seamless integration of Large Language Models (LLMs) with various external data sources and tools by utilizing a standardized protocol. The tool provides access to a curated registry of MCP servers and supports installation and management across multiple programming languages and environments. Although now archived, mcp-get simplifies environment variable management, package versioning, and server updates to enhance the LLM ecosystem.

497 103 MCP

40

Maven Tools MCP Server

Universal Maven Central dependency intelligence server for JVM build tools via the Model Context Protocol.

Maven Tools MCP Server provides an MCP-compliant API delivering rich Maven Central dependency intelligence for JVM build tools like Maven, Gradle, SBT, and Mill. It enables AI assistants to instantly analyze, interpret, and recommend updates, health checks, and maintenance insights by reading maven-metadata.xml directly from Maven Central. With Context7 integration, it supports orchestration and documentation, enabling bulk analysis, stable version filtering, risk assessment, and rapid cached responses. Designed for seamless integration into AI workflows via the Model Context Protocol.

14 2 MCP

41

MCP Server for Iaptic

A Model Context Protocol server for accessing and managing Iaptic data with AI agents.

MCP Server for Iaptic implements the Model Context Protocol to enable AI models, such as Claude, to securely and efficiently interact with Iaptic's customer, purchase, transaction, and statistics data. The server provides a standardized interface and command set for querying and managing information related to customers, purchases, transactions, events, and application management. Designed for integration with Claude Desktop and similar AI clients, it offers both automated and manual installation options.

5 7 MCP

42

JSR MCP

A Model Context Protocol server enabling full JSR registry access and LLM integration.

JSR MCP provides a Model Context Protocol (MCP) server designed for robust interaction with the JSR (JavaScript Registry) via Deno. It enables large language models (LLMs) to search, retrieve, and manage JavaScript packages, scopes, users, and registry metadata. The server exposes 40 comprehensive tools for operations such as searching packages, managing versions, handling scopes and permissions, and accessing authentication-secured functionality. Ideal for integrating JSR operations into automated systems or AI model workflows.

0 1 MCP

43

OpsLevel MCP Server

Read-only MCP server for integrating OpsLevel data with AI tools.

OpsLevel MCP Server implements the Model Context Protocol to provide AI tools with a secure way to access and interact with OpsLevel account data. It supports read-only operations for a wide range of OpsLevel resources such as actions, campaigns, checks, components, documentation, domains, and more. The tool is compatible with popular environments including Claude Desktop and VS Code, enabling easy integration via configuration and API tokens. Installation options include Homebrew, Docker, and standalone binaries.

8 7 MCP

44

cloudflare/mcp-server-cloudflare

Connect Cloudflare services to Model Context Protocol (MCP) clients for AI-powered management.

Cloudflare MCP Server enables integration between Cloudflare's suite of services and clients using the Model Context Protocol (MCP). It provides multiple specialized servers that allow AI models to access, analyze, and manage configurations, logs, analytics, and other features across Cloudflare's platform. Users can leverage natural language interfaces in compatible MCP clients to read data, gain insights, and perform automated actions on their Cloudflare accounts. This project aims to streamline the orchestration of security, development, monitoring, and infrastructure tasks through standardized MCP connections.

2,919 251 MCP

45

Stape MCP Server

An MCP server implementation for integrating Stape with AI model context protocols.

Stape MCP Server provides an implementation of the Model Context Protocol server tailored for the Stape platform. It enables secure and standardized access to model context capabilities, allowing integration with tools such as Claude Desktop and Cursor AI. Users can easily configure and authenticate MCP connections using provided configuration samples, while managing context and credentials securely. The server is open source and maintained by the Stape Team under the Apache 2.0 license.

4 3 MCP

46

IP Find MCP Server

A Model Context Protocol server for IP location lookups by AI assistants.

IP Find MCP Server acts as a Model Context Protocol (MCP) server, allowing AI assistants to access geolocation data from the IP Find API. It connects the IP Find API with AI tools, enabling the retrieval of IP address location information in standardized contexts. Designed for integration with MCP clients such as the Claude Desktop App, it simplifies configuration and secure API key management. The server is certified by MCPHub.

2 6 MCP

47

Codex MCP Server

An MCP-compatible server delivering enriched blockchain data for AI models.

Codex MCP Server implements the Model Context Protocol to provide enriched blockchain data from Codex. It is compatible with MCP clients such as Claude Desktop and Claude CLI, allowing seamless integration in AI workflows that require blockchain context. Users can run the server locally or via npx, and configure it for various MCP-compatible tools using their Codex API key.

20 4 MCP

48

Discord MCP

Seamlessly integrate AI and Discord through the Model Context Protocol.

Discord MCP is a server implementing the Model Context Protocol (MCP) for the Discord API using JDA, enabling AI assistants and applications to interact with Discord servers. It facilitates the management of channels, messages, and server information, supporting automation and integration with MCP-compatible clients such as Claude Desktop. Installation is supported via Docker and manual builds with Maven, providing flexibility for deployment. It enables enhanced automation and context management for Discord bots via the standardized MCP interface.

116 23 MCP

49

mcpmcp-server

Seamlessly discover, set up, and integrate MCP servers with AI clients.

mcpmcp-server enables users to discover, configure, and connect MCP servers with preferred clients, optimizing AI integration into daily workflows. It supports streamlined setup via JSON configuration, ensuring compatibility with various platforms such as Claude Desktop on macOS. The project simplifies the connection process between AI clients and remote Model Context Protocol servers. Users are directed to an associated homepage for further platform-specific guidance.

17 6 MCP

50

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

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