916 reviewed MCP servers in this category · page 9 of 16 · all categories
AI-service MCP servers chain other models into your assistant: text-to-speech, image and video generation, and access to thousands of hosted models. They turn a chat assistant into a small production pipeline — write the script, generate the voiceover, produce the artwork — without leaving the conversation.
A lightweight **Model Context Protocol (MCP)** server that enables your LLM to validate email addresses. This tool checks email format, domain
A Model Context Protocol (MCP) server for interacting with F1Data through LLM interfaces like Claude. **You will need to have Claude installed on
This server implements the Model Context Protocol (MCP) to act as a bridge between a Large Language Model (LLM) like Claude and Firebase (Firestore).
The [Model Context Protocol](https://www.anthropic.com/news/model-context-protocol) (MCP) is an open standard that enables seamless integration
MCP Goodnews is a simple Model Context Protocol (MCP) application that features a server for getting good, positive, and uplifting news. This tool
The HealthcareRAGTools project is an agentic AI system designed to assist healthcare professionals by leveraging Retrieval-Augmented Generation (RAG)
MCP Server to connect to Hugging Face spaces. Simple configuration, Claude Desktop friendly.
MCPHub is an embeddable Model Context Protocol (MCP) solution for AI services. Seamlessly integrate MCP servers with OpenAI Agents, LangChain, and
MCP server for extracting and converting images to base64 for LLM analysis
MCP server for image generation using multiple providers (Google Gemini, OpenAI, BFL FLUX)
An MCP server that provides image recognition 👀 capabilities using Anthropic and OpenAI vision APIs
Call another mcp client from your mcp client. Delegate tasks, offload context windows. An agent for your agent
This project implements a Model Context Protocol (MCP) server that provides filesystem operations and web access tools for Large Language Model (LLM)
MCP server for JinaAI grounding
MCP server for JinaAI search
MCP server for vector search using LanceDB
A Model Context Protocol (MCP) server that exposes Apache Lucene fulltext search capabilities with automatic document crawling and indexing. This
A powerful, production-ready context management system for Large Language Models (LLMs). Built with ChromaDB and modern embedding technologies, it
This project adds new features to the Memory server offered by the MCP team. It allows for the creation and management of a knowledge graph that
This project adds new features to the Memory server offered by the MCP team. It allows for the creation and management of a knowledge graph that
Graph visualization utilities for exploring and analyzing Claude's memory data captured by [Anthropic's Memory MCP
MCP server for Claude Code — parallel multi-model queries, smart routing, image/video gen across OpenAI (GPT-5, GPT Image), Gemini (Imagen 4, Veo)
The server exposes news articles stored in a database via a resource URI: - `news://{category}/{limit}`: Retrieves a list of the latest articles for
An MCP (Model Context Protocol) server that enables LLM tools like Claude Desktop to query databases via ODBC connections. This server allows Claude
MCP server for OpenAI GPT image generation and editing
MCP (Model Context Protocol) server for OpenAPI specifications - loads and serves multiple OpenAPI specs to enable LLM-powered IDE integrations
A Model Context Protocol server that exposes OpenAPI schema information to Large Language Models
MCP Prompt Manager Server
MCP服务器，提供预设的prompt工具来引导Claude执行任务
<strong>📺 Watch the full walkthrough</strong> · <strong>📚 Read the docs</strong> · <strong>🌐 mcpproxy.app</strong>
Enables applications to provide context for LLMs in a standardized way, separating the concerns of providing context from LLM interaction.
MCP server for enabling the named memory graphs to be persisted to a qdrant instance.
A local MCP server that implements RAG (Retrieval-Augmented Generation) with sentence window retrieval.
MCP RAG Serverは、Model Context Protocol (MCP)に準拠したRAG（Retrieval-Augmented Generation）機能を持つPythonサーバーです。マークダウン、テキスト、パワーポイント、PDFなど複数の形式のドキュメントをデータソースとして、
# MCP-Repo2LLM ## Overview mcp-repo2llm is a MCP server that transforms code repositories into LLM-friendly formats. A powerful tool that transforms
A friendly MCP server for web research - fetch pages and search the web
A Model Context Protocol (MCP) server that provides advanced HTTP request capabilities for Claude and other LLMs. Built on
An MCP server that bridges to multiple OpenAI-compatible LLMs - your AI rubber duck debugging panel
Experimental Ruby implementation of Model Context Protocol (MCP) - A starter server framework for trying out LLM integrations
A local-first workbench for developing, inspecting, and benchmarking MCP servers against local (LM Studio, Ollama) or remote (OpenRouter) models —
An MCP ([Model Context Protocol](https://docs.anthropic.com/en/docs/agents-and-tools/mcp)) server that provides access to Jewish texts from the
MCP server for AivisSpeech text-to-speech engine
A simple MCP server for interacting with OpenAI assistants. This server allows other tools (like Claude Desktop) to create and interact with OpenAI
A minimal, reference implementation of a Model Context Protocol server with streamable HTTP transport. Built with FastMCP following the official
Model Context Protocol (MCP) server for constraint optimization and solving"
A Model Context Protocol (MCP) server for accessing and searching Standard Operating Procedures (SOPs) with Italian language support.
MCP server for integrating Tavily search API with LLMs, providing web search, RAG context generation, and QnA capabilities
A single MCP server that pulls **academic + code + medical-device-regulatory** trend data from seven sources and renders newspaper-style briefings —
mcp-templateio MCP server
MCP-Think is a Model Context Protocol (MCP) server that implements a "[Think Tool](https://www.anthropic.com/engineering/claude-think-tool)" for
A comprehensive toolkit for enhancing LLM capabilities through the Model Context Protocol (MCP). This package provides a collection of tools that
A lightweight **Model Context Protocol (MCP)** server that enables your LLM to capture screenshots of any specified URL and return only the access
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This MCP server provides tools to interact with the RunwayML and Luma AI APIs for video and image generation tasks.
MCP server for WeGene Assistant, using LLM to analyze a user's WeGene genetic testing report.
A MCP server for capturing screenshots on Windows
Bayesian MCTS Model Context Protocol Server allowing Claude to control Ollama local models for Advanced MCTS and analysis.
Read markdown with inlined images and index headings for agentic RAG workflows.
AI image, video, and audio generation for MCP — one API key, every model, wiring never changes.
Generate and edit images and video via OpenRouter or any OpenAI-compatible API.