# LLM integration

The WSB Analyst MCP Server is a service that retrieves and analyzes WallStreetBets data in real-time. It supports market analysis through LLM clients such as Claude and provides functions like post filtering, detailed analysis, and external link collection.

This project is an MCP service for PostgreSQL, providing read-only access to the database, supporting query execution and schema viewing, and suitable for LLM integration.

This project is an MCP server that connects to Google Sheets, allowing LLM to directly access and manipulate spreadsheet data. It provides functions for obtaining basic information, querying data, and formatting, and supports integration with MCP clients such as Claude.

The MuseScore MCP server is a protocol service that connects MuseScore with LLM clients, supporting basic music creation through natural language, such as adding notes, deleting, creating tuplets, etc.

A server project that allows LLMs to directly access Google Sheets data via the MCP protocol

The Neon MCP Server is a server based on the Model Context Protocol (MCP) standard, used to manage the context interaction between large - language models (LLMs) and the Neon database. It supports performing database operations through natural language instructions, such as creating projects, managing branches, running SQL queries, and migrations.

The Browserbase MCP Server is an open - source project based on the Model Context Protocol (MCP), providing cloud browser automation capabilities, supporting web page interaction, data extraction, screenshot taking, and JavaScript execution, etc., to help LLM applications seamlessly integrate with external data sources and tools.

The Nostr MCP Server is a service that provides Nostr network interaction capabilities for LLMs such as Claude, supporting functions such as obtaining user profiles, notes, long - form content, and tipping records.

A Kubernetes management server based on the MCP protocol that enables control of Kubernetes clusters through natural language interaction.

The Alby Bitcoin Payments MCP Server is a service that integrates a Bitcoin Lightning Network wallet with an LLM via Nostr Wallet Connect (NWC), supports the LNURL and L402 protocols, and provides both local and remote connection methods.

The Firebolt MCP Server is a service that implements the model context protocol, which can connect LLMs (large language models) with the Firebolt data warehouse, enabling AI assistants to directly query data, generate insights, and access documentation resources.

An MCP server that connects to a ClickHouse database, supporting data analysis through natural language queries and integrating with LLMs such as Claude.

Tutorial on integrating MCP servers with LLM applications

An MCP server that provides OpenStreetMap-related tools for LLM chatbots

The Senechal MCP Server is a middleware that provides health data interfaces for LLM applications. It connects the Senechal API and language models through a standardized protocol, supporting resource loading, tool calls, and prompt template functions.

The NiFi MCP project provides a chat interface based on natural language interaction, allowing users to interact with Apache NiFi instances through LLM models, supporting querying, documenting, and operating NiFi components.

A lightweight MCP server that retrieves relevant documentation content from popular AI libraries such as LangChain, LlamaIndex, and OpenAI by combining web search and content parsing, providing language models with the function of dynamically querying the latest documentation.

MCP development server and multi-platform LLM client support

Provide a virtual machine environment based on Magalu Cloud, enabling code execution and virtual resource interaction through the Model Context Protocol (MCP). Support the secure integration of LLMs with sandboxed VMs to enhance agent capabilities.

The Logfire MCP server is a model context protocol service based on OpenTelemetry, which provides the ability for LLM to access application telemetry data and supports exception tracing and custom SQL queries.

Todoist MCP Server Extended is a server implementation that integrates Claude or other MCP - compatible LLMs with Todoist, manages tasks through natural language, and optimizes the workflow efficiency of LLM.

MCP Go is a server-side framework for the Model Context Protocol (MCP) implemented in Go, used to connect LLM applications with external data sources and tools. It provides core functions such as resource management, tool invocation, and prompt templates, and supports session management and middleware extension.

The Insight MCP Server is a software development automation and development assistance service based on LLM integration, supporting multiple LLM providers and workflow automation.

swagger-mcp is a tool for dynamically generating API tools. By parsing the JSON file of Swagger UI, it provides runtime-generated tool definitions for MCP clients. It supports multiple authentication methods and can be integrated with local or cloud-based LLM models.

A modular application demonstration based on FastMCP, integrating the MCP server, FastAPI interface, and LLM Agent functionality. It uses a modular design, supports dual operating modes, and LLM integration.

An MCP server designed for Claude Desktop that can obtain transcripts via YouTube video URLs, expanding the application scenarios of LLM functions.

Prompt Cleaner is an MCP server based on TypeScript, providing prompt cleaning tools and health check functions. The main functions include sensitive information desensitization, structured output, client-friendly content standardization, support for configuring LLM parameters through environment variables, and following the single model strategy to ensure behavior determinacy.

Quarkus MCP server extension, which provides a declarative API to simplify the implementation of MCP protocol server-side functions and supports HTTP/SSE transport protocols.

Claude Debugs For You is a VS Code extension that enables interactive code debugging with LLMs (such as Claude) through the MCP server.

An RSS crawler server based on the MCP protocol, used for crawling and managing RSS subscription content and integrating with LLM.