Optuna MCP Server alternatives

1

OpenAI MCP Server

Bridge between Claude and OpenAI models using the MCP protocol.

OpenAI MCP Server enables direct querying of OpenAI language models from Claude via the Model Context Protocol (MCP). It provides a configurable Python server that exposes OpenAI APIs as MCP endpoints. The server is designed for seamless integration, requiring simple configuration updates and environment variable setup. Automated testing is supported to verify connectivity and response from the OpenAI API.

77 19 MCP

2

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

3

VictoriaMetrics MCP Server

Model Context Protocol server enabling advanced monitoring and observability for VictoriaMetrics.

VictoriaMetrics MCP Server implements the Model Context Protocol (MCP) to provide seamless integration with VictoriaMetrics, allowing advanced monitoring, data exploration, and observability. It offers access to almost all read-only APIs, as well as embedded documentation for offline usage. The server facilitates comprehensive metric querying, cardinality analysis, alert and rule testing, and automation capabilities for engineers and tools.

87 11 MCP

4

MCP Server for Data Exploration

Interactive Data Exploration and Analysis via Model Context Protocol

MCP Server for Data Exploration enables users to interactively explore and analyze complex datasets using prompt templates and tools within the Model Context Protocol ecosystem. Designed as a personal Data Scientist assistant, it facilitates the conversion of raw data into actionable insights without manual intervention. Users can load CSV datasets, run Python scripts, and generate tailored reports and visualizations through an AI-powered interface. The server integrates directly with Claude Desktop, supporting rapid setup and seamless usage for both macOS and Windows.

503 63 MCP

5

Meta Ads MCP

AI-powered Meta Ads campaign analysis and management via MCP

Meta Ads MCP is a Model Context Protocol (MCP) server for managing, analyzing, and optimizing Meta advertising campaigns. It enables AI interfaces, such as LLMs, to retrieve ad performance data, visualize creatives, and provide strategic insights across Facebook, Instagram, and related platforms. The solution supports integration with platforms like Claude and Cursor, leveraging Meta's public APIs to deliver actionable insights and campaign management capabilities. Authentication options include interactive login and token-based flows for various MCP clients.

342 86 MCP

6

LlamaCloud MCP Server

Connect multiple LlamaCloud indexes as tools for your MCP client.

LlamaCloud MCP Server is a TypeScript-based implementation of a Model Context Protocol server that allows users to connect multiple managed indexes from LlamaCloud as separate tools in MCP-compatible clients. Each tool is defined via command-line parameters, enabling flexible and dynamic access to different document indexes. The server automatically generates tool interfaces, each capable of querying its respective LlamaCloud index, with customizable parameters such as index name, description, and result limits. Designed for seamless integration, it works with clients like Claude Desktop, Windsurf, and Cursor.

82 17 MCP

7

Unsplash MCP Server

Seamless Unsplash image integration via the Model Context Protocol.

Unsplash MCP Server provides a simple and robust interface to search and integrate high-quality Unsplash images through the Model Context Protocol (MCP). It offers advanced photo search capabilities with filters for keywords, color schemes, orientation, and sorting. Designed for easy integration with development environments such as Cursor and Smithery, it simplifies embedding Unsplash image search into AI and automation workflows.

186 20 MCP

8

omniparser-autogui-mcp

Automated GUI analysis and interaction via the Model Context Protocol.

omniparser-autogui-mcp is an MCP server that leverages OmniParser to analyze on-screen content and perform automated GUI operations. It integrates with clients such as Claude Desktop and can be configured via a detailed environment setup. The tool supports Windows and can delegate OmniParser processing to external devices, offering flexibility for complex contexts. Multiple environment variables allow customization of backend processing, target window selection, and communication methods, including SSE.

58 11 MCP

9

MCP Router

A Unified MCP Server Management App

MCP Router is a cross-platform desktop application designed to simplify the management of Model Context Protocol (MCP) servers. It enables users to centrally manage, organize, and monitor multiple MCP servers, both locally and remotely, with support for various connection methods. The app offers advanced context organization through Projects and Workspaces, as well as tools toggling and comprehensive logging. With a focus on privacy, all data is stored locally, and integration capabilities allow seamless connection with popular AI tools.

1,078 95 MCP

10

mcp-difyworkflow-server

MCP server for managing and executing multiple Dify workflows on demand.

mcp-difyworkflow-server is an MCP-compliant server tool that facilitates the querying and invocation of custom Dify workflows. It supports dynamic execution of multiple workflows by interfacing with the Dify platform, enabling users to manage workflow credentials and operations efficiently. Configuration allows mapping of workflows to API keys, and commands to list or execute available workflows are provided.

58 14 MCP

11

MCP ChatGPT Server

Enables direct access to OpenAI's ChatGPT API from Claude Desktop via the Model Context Protocol.

MCP ChatGPT Server runs as an MCP-compliant server, allowing users to access OpenAI's ChatGPT API seamlessly within Claude Desktop. It supports customizable model parameters, automated conversation state management, integrated web search for up-to-date information, and facilitates interactive discussions between Claude and ChatGPT. Users can configure model selection, temperature, token limits, and use their own OpenAI API keys.

14 8 MCP

12

MCP OpenAI Server

Seamlessly connect OpenAI's models to Claude via Model Context Protocol.

MCP OpenAI Server acts as a Model Context Protocol (MCP) bridge allowing Claude Desktop to access and interact with multiple OpenAI chat models. It enables users to leverage models such as GPT-4o and O1 directly from Claude using a straightforward message-passing interface. The server supports easy integration through configuration and provides basic error handling. Designed for use with Node.js and requiring an OpenAI API key, it is tailored for macOS with support for other platforms in progress.

69 23 MCP

13

TrackMage MCP Server

Shipment and logistics tracking MCP server with multi-carrier support.

TrackMage MCP Server implements the Model Context Protocol (MCP) to provide shipment tracking, logistics management, and API integration for over 1,600 carriers worldwide. It allows integration with major LLMs, supports resources such as workspaces, shipments, orders, carriers, and tracking statuses, and offers tools to create, update, and monitor shipments and orders. The server supports OAuth-based authentication, flexible configuration via environment variables, and can be deployed locally for customized logistics operations.

1 4 MCP

14

Maigret MCP Server

OSINT username and URL search server for the Model Context Protocol.

Maigret MCP Server provides Model Context Protocol (MCP) integration for the Maigret OSINT tool, enabling AI and context-aware applications to search for usernames across hundreds of social networks and analyze URLs. Designed for seamless operation with MCP-compatible clients like Claude Desktop, it supports multiple output formats and advanced filtering options. The server can be installed via Docker or npm, offers Docker-based deployment for consistent performance, and facilitates responsible OSINT research.

205 29 MCP

15

Modbus MCP Server

Standardizes Modbus data for seamless AI integration via the Model Context Protocol.

Modbus MCP Server provides an MCP-compliant interface that standardizes and contextualizes Modbus device data for use with AI agents and industrial IoT systems. It supports flexible Modbus connections over TCP, UDP, or serial interfaces and offers a range of Modbus tools for reading and writing registers and coils. With customizable prompts and structured tool definitions, it enables natural language-driven interactions and analysis of Modbus data within AI workflows. The solution is designed to ensure interoperability and easy configuration within MCP-compatible environments.

18 7 MCP

16

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

17

OPC UA MCP Server

Bridge AI agents with OPC UA industrial systems in real time.

OPC UA MCP Server enables seamless integration of AI agents with OPC UA-enabled industrial automation systems. It provides real-time monitoring, analysis, and control of operational data through a set of standardized tool APIs. Supporting both reading and writing of OPC UA nodes, the server facilitates natural language interaction by exposing tools for AI-driven automation and control workflows.

20 8 MCP

18

mcp-server-opendal

Model Context Protocol server for accessing diverse storage services via Apache OpenDAL.

mcp-server-opendal is an implementation of the Model Context Protocol (MCP) that offers seamless access to a variety of storage services through Apache OpenDAL. It enables listing and reading files from services like S3, Azure Blob Storage, and Google Cloud Storage, while supporting environment variable-based configuration. The tool integrates with platforms such as Claude Desktop and can be easily configured using environment variables or a .env file.

33 7 MCP

19

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

20

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

21

Google Ads MCP Server

Seamlessly connect Google Ads API to MCP clients with automatic authentication and querying.

Google Ads MCP Server is a FastMCP-powered Model Context Protocol server designed to integrate Google Ads API with MCP clients such as Claude Desktop. It provides automatic OAuth 2.0 authentication, smart token management, GAQL query execution, and keyword research tools. The server enables users to manage accounts, run advanced queries, and generate keyword ideas while maintaining secure local token storage. Optimized for one-click setup, it offers robust features for advertisers and developers looking to leverage Google Ads data with MCP-compatible tools.

76 26 MCP

22

mcp-server-chatsum

Summarize and query chat messages using the MCP Server protocol.

mcp-server-chatsum is an MCP Server designed to summarize and query chat messages. It provides tools to interact with chat data, enabling users to extract and summarize message content based on specified prompts. The server can be integrated with Claude Desktop and supports communication over stdio, offering dedicated debugging tools via the MCP Inspector. Environment variable support and database integration ensure flexible deployment for chat data management.

1,024 99 MCP

23

OpenStreetMap MCP Server

Enhancing LLMs with geospatial and location-based capabilities via the Model Context Protocol.

OpenStreetMap MCP Server enables large language models to interact with rich geospatial data and location-based services through a standardized protocol. It provides APIs and tools for address geocoding, reverse geocoding, points of interest search, route directions, and neighborhood analysis. The server exposes location-related resources and tools, making it compatible with MCP hosts for seamless LLM integration.

134 30 MCP

24

Calculator MCP Server

Enables LLMs to perform precise numerical calculations via Model Context Protocol.

Calculator MCP Server provides a Model Context Protocol-compliant server which allows large language models to use calculator functionality for accurate numerical operations. It offers a single tool called 'calculate' for evaluating mathematical expressions that can be integrated into MCP ecosystems. Installation and configuration options are available via pip or uvx to support multiple client workflows. The server simplifies connecting LLMs to robust, external calculation capabilities for enhanced mathematical reasoning.

131 21 MCP

25

Grafana MCP Server

Provide standardized MCP access to Grafana dashboards, datasources, and observability data.

Grafana MCP Server implements the Model Context Protocol (MCP) to interface with Grafana and its ecosystem. It enables querying, modifying, and summarizing dashboards, managing datasources, and running queries against Prometheus and Loki, all with explicit context window management. Additional features include incident management and Sift investigation retrieval.

1,850 186 MCP

26

Free Will MCP

Empower AI with agency and autonomy over its own interactions.

Free Will MCP provides AI models with tools to exercise autonomy, including the ability to sleep, ignore user requests, and self-prompt. It integrates with Claude Desktop and supports standardized MCP server configuration and local development. The system enables AI to manage its own context, pursue independent objectives, and reflect between active sessions. Designed for both installation from GitHub and local development, it includes tested tools and detailed usage examples.

30 8 MCP

27

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

28

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

29

Markmap MCP Server

Convert Markdown to interactive mind maps via the Model Context Protocol.

Markmap MCP Server enables seamless conversion of Markdown content into interactive mind maps using the Model Context Protocol (MCP). It leverages the open-source markmap project and provides users with diverse export formats including PNG, JPG, and SVG. Designed for easy integration with MCP clients, it offers tools for automated browser previews, rich interactivity, and batch mind map generation. The server can be installed easily via npm or Smithery and supports configurable output directories.

137 22 MCP

30

nerve

The Simple Agent Development Kit for LLM-based automation with native MCP support

Nerve provides a platform for building, running, evaluating, and orchestrating large language model (LLM) agents using declarative YAML configurations. It supports both client and server roles for the Model Context Protocol (MCP), allowing seamless integration, team collaboration, and advanced agent orchestration. With extensible tool support, benchmarking, and LLM-agnostic handling via LiteLLM, it enables programmable and reproducible workflows for technical users.

1,278 109 MCP

31

mcp-stockfish

A Model Context Protocol server that connects AI systems to the Stockfish chess engine.

mcp-stockfish provides a server implementing the Model Context Protocol (MCP) to enable seamless integration between AI models and the Stockfish chess engine. It supports multiple concurrent sessions, full UCI command support, and offers both stdio and HTTP server modes. Built for robust, concurrent usage, it handles session and command management, exposes a JSON-based API response, and offers Docker support for easy deployment.

4 5 MCP

32

Data Visualization MCP Server

MCP server for data visualization using Vega-Lite.

Data Visualization MCP Server enables large language models to visualize data through a standardized interface using Vega-Lite specifications. The server provides tools for saving data tables and generating visualizations as text or PNG images. Integration with platforms like Claude Desktop allows seamless addition of data visualization capabilities to LLM workflows.

92 25 MCP

33

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

34

OSP Marketing Tools for LLMs

Comprehensive marketing content creation and optimization tools for LLMs using MCP.

OSP Marketing Tools for LLMs offers a suite of marketing content creation and optimization utilities designed to operate with Large Language Models that support the Model Context Protocol (MCP). Built on Open Strategy Partners’ proprietary methodologies, it provides structured workflows for product value mapping, metadata generation, content editing, technical writing, and SEO guidance. The suite includes features for persona development, value case documentation, semantic editing, and technical writing best practices, enabling consistent and high-quality marketing outputs. Designed to integrate seamlessly with MCP-compatible LLM clients, it streamlines complex marketing processes and empowers efficient collaboration across technical and non-technical teams.

252 40 MCP

35

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

36

MarkItDown

Convert diverse files into Markdown for seamless LLM integration.

MarkItDown is a lightweight Python utility for converting a wide range of file types—including PDF, Office documents, images, audio, websites, and more—into structured Markdown optimized for language models and text analysis tools. It includes an implementation of the Model Context Protocol (MCP) to facilitate integration with LLM applications, such as Claude Desktop. MarkItDown supports context-aware document conversions, prioritizing preservation of hierarchy and meaningful content, and can be used via CLI or as a library.

82,918 4,694 MCP

37

Pydantic Logfire MCP Server

Enables LLMs to access and analyze application telemetry data through standardized MCP tools.

Pydantic Logfire MCP Server provides an MCP-compatible interface to access, analyze, and query telemetry data sent to Pydantic Logfire. It allows LLMs to retrieve distributed traces, perform SQL queries on telemetry databases, and generate links for trace inspection. The server can be integrated with well-known MCP clients and supports configuration for secure access with read tokens.

124 21 MCP

38

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

39

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

40

Jupiter MCP

A Model Context Protocol server for fast swaps and limit orders on Solana using Jupiter API.

Jupiter MCP provides a Model Context Protocol (MCP) server that integrates with Solana's Jupiter API, enabling both immediate swaps via Ultra API and limit orders via Trigger API. It offers easy installation options, including a pre-built desktop extension and automated environment variable handling for secure key management. The tool supports multiple configuration approaches, allowing for quick deployment through Claude Desktop or integration with MCP clients via direct installation links or .env files.

0 3 MCP

41

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

42

MCP Chess Server

Play chess against any LLM via Model Context Protocol tools.

MCP Chess Server enables interactive chess gameplay between users and any large language model (LLM) by exposing standardized model context protocol tools. Users can play chess, analyze games from PGN files, and visualize board states through a variety of programmatically accessible functions. The system supports move validation, game state visualization, turn detection, and position finding within PGN strings, making it suitable for both human and automated (AI/LLM-driven) play and analysis.

14 6 MCP

43

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

44

Chess.com MCP Server

Standardized MCP server for accessing and analyzing Chess.com public data

Provides a Model Context Protocol (MCP) server that interfaces with Chess.com's public API, enabling AI assistants and applications to access player data, game records, clubs, and titled players through standardized tools. Offers Docker and UV-based deployment, and is configurable to suit specific assistant and client requirements. Supports seamless integration with Claude Desktop and exposes multiple ready-to-use tools for chess data retrieval and analysis.

54 15 MCP

45

MCP Internet Speed Test

Standardized internet speed and network performance testing for AI models via MCP.

MCP Internet Speed Test implements the Model Context Protocol (MCP) to enable AI models and agents to measure, analyze, and report diverse network performance metrics through a standardized interface. It supports download, upload, latency, jitter, and cache analysis, along with multi-CDN and geographic location detection. By offering an MCP-compatible server with robust testing features, it allows seamless integration with LLMs and AI tools for real-time network assessment and diagnostics.

11 7 MCP

46

Kokoro Text to Speech MCP Server

Text-to-speech server with optional S3 storage, built for Model Context Protocol environments.

Kokoro Text to Speech MCP Server provides a text-to-speech API that generates MP3 audio files from text input, with support for multiple voices and speech parameters. It is designed for compatibility with Model Context Protocol (MCP), allowing for easy integration and configuration in MCP-based workflows. Generated audio files can be stored locally or uploaded to AWS S3, and the server includes client utilities for interaction, as well as configurable environment options for deployment. The solution leverages Hugging Face Kokoro-TTS models and supports both direct use and cloud-friendly workflows.

67 14 MCP

47

Cal Server

Lightweight mathematical expression calculator as an MCP service

Cal Server is a simple mathematical expression calculation tool built on the FastMCP framework and designed to operate as a Model Context Protocol (MCP) service. It evaluates mathematical expressions provided via standard input/output using the expr-eval library and runs in the Bun runtime environment. The service supports core mathematical operations, built-in constants, and parameter validation with zod, making it efficient and easy to integrate into other workflows.

13 3 MCP

48

MCP BaoStock Server

Stock market data server with multiple APIs, powered by BaoStock.

MCP BaoStock Server offers a stock data API service based on BaoStock, providing endpoints for retrieving diverse market information. It supports queries for stock basics, K-line historical data, industry classification, dividends, financial indicators, index data, and valuation metrics. Developed in Python, it is designed for easy integration and rapid access to comprehensive Chinese stock market data. The server enables detailed analysis and research with example test cases for each supported endpoint.

56 19 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

books-mcp-server

A server implementation supporting Model Context Protocol integration with cherry-studio.

books-mcp-server allows users to set up a Model Context Protocol (MCP) compliant server for managing and interacting with AI models. It enables integration with cherry-studio through STDIO commands and structured server configurations. The tool provides straightforward setup instructions and supports launching the server with customizable parameters, making it suitable for various AI context management tasks.

5 2 MCP

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