Top MCP Servers

Programmatically generate Spring Boot projects with custom configurations and download them, supporting Maven or Gradle, Java/Kotlin/Groovy languages, various Java versions, and optional automatic extraction of the ZIP archive.

Provides MD5 and SHA‑256 hashing capabilities via the Model Context Protocol, allowing LLM‑driven workflows to compute cryptographic hashes without leaving the chat environment.

Provides programmatic access to MediaWiki and WikiBase APIs, enabling fetching and editing of pages through MCP resources and tools.

Standardized interface for interacting with Canva's tools and services via a unified API, built on the Universal MCP framework.

Provides a standardized API to interact with Semantic Scholar's tools and services, enabling unified access through the Universal MCP framework.

Provides a Stockfish-powered chess engine accessible via MCP, enabling clients to request the best move, validate moves, retrieve legal moves, and obtain game status through SSE or stdio transports.

Provides a Model Context Protocol server enabling integration of UnifAI tools within client applications.

MCP Server for ZIZAI Recruitment API.

Provides a gateway for Generative AI systems to interact with multiple Kubernetes clusters via the Model Context Protocol, enabling resource retrieval, multi‑cluster operations, and observability.

Implements the Model Context Protocol to enable query execution, metadata retrieval, and prompt delivery for KWDB databases, delivering a uniform JSON API for read, write, and DDL operations.

Enables AI desktop applications to read and select Revit model elements through a set of predefined micro‑tools, integrated directly into the Nonicatab toolbar.

Provides state‑of‑the‑art statistical verification for large language model pipelines, delivering confidence scores and uncertainty estimates for generated answers while allowing dynamic updates through verification tools.

Provides a suite of Model Context Protocol servers that enable AI‑driven upload, transformation, analysis, and workflow automation of media assets on Cloudinary.

Provides a Model Context Protocol bridge that connects AI assistants directly to the HiveFlow automation platform, enabling AI‑driven creation, execution, and management of automation flows via standard tool calls.

Create and send proposals via AI using the Offorte API.

Provides a stdin/stdout server that implements the Model Context Protocol for communication with the Routine application.

Enforces .mcpignore patterns to restrict MCP client file system access while providing full read/write and directory operations.

Manage Asgardeo or WSO2 Identity Server organizations via natural‑language prompts, enabling LLM tools to list, create, and configure applications, APIs, users, and claims.

Runs a Pulumi‑based MCP server inside Docker, allowing AI clients to invoke Pulumi commands through the Model Context Protocol.

Provides a bridge between Azure OpenAI's DALL‑E 3 image generation capability and MCP clients, enabling generation and download of images via defined tools.

Invokes the task chain of the iFlytek SparkAgent Platform via an MCP server, exposing an upload_file tool for file handling.

Enables AI models to perform job‑search queries through a lightweight MCP server that can be accessed by Claude Desktop or OpenAI tools.

Provides a stdio transport proxy for the remote LunarCrush MCP Server, enabling AI‑driven insights and data streams for cryptocurrencies, stocks, and social‑media metrics.

Offers a unified JSON interface for Ergo blockchain data by converting heterogeneous API responses (JSON, Markdown, plain text) into a consistent structure and adds advanced analytics such as address clustering, token history tracking, and token‑estimation for LLM‑friendly usage.

Provides a Model Context Protocol (MCP) server for interacting with Vertica databases, enabling query execution, streaming, bulk loading, and schema management.

Provides a standardized API for interacting with Coda's tools and services via the Universal MCP framework.

Provides access to millions of SaaS reviews, detailed pricing tiers, alternative competitors, funding and growth metrics, aggregated sentiment scores, and granular functional feature information for tens of thousands of software products via an MCP endpoint.

Provides a secure interface for AI assistants to list tables, read data, and execute SQL queries on OceanBase databases via the Model Context Protocol.

Enables AI models to interact with Verodat's data management capabilities through a set of standardized tools for retrieving, creating, and managing datasets.

Offers a simple Model Context Protocol server implementation for Momento Cache, enabling get, set, and cache management operations through a lightweight Node.js package.

A server that enables DevOps workflows for unikernel development using the nanos/ops toolchain, exposing MCP endpoints for instance and image management.

Provides weather, climate, air quality forecasts and geocoding utilities via an MCP FastAPI server.