MCP Servers

💎 A Ruby implementation of the Model Context Protocol

This repository provides a Model Context Protocol (MCP) server that integrates with Vectorize for vector retrieval and text extraction. It enables advanced document processing and search functionalities using the Vectorize platform.

This repository provides a Model Context Protocol (MCP) server that enables LLMs to visualize data using Vega-Lite. It offers tools to save data and generate visualizations, returning either Vega-Lite specifications

"Zero setup" & "Blazingly fast" general code file relationship analysis. With Python & Rust. Based on tree-sitter and git analysis. Support MCP and ready for AI🤖

A server that implements the Anthropic Model Control Protocol (MCP) server for accessing Frappe.

MCP Web UI is a web interface for interacting with LLMs, offering a unified platform for multiple providers, real-time chat, flexible configuration, and advanced context handling. MCP Web UI is

This repository provides a local, "primitive" RAG-like web search model context protocol (MCP) server that runs without external APIs. It allows Claude to access and use new information from web

This repository provides a Model Context Protocol (MCP) server implementation for Replicate, enabling users to run Replicate models through a tool-based interface. It supports model search, prediction management, and image handling.

The Wanaku MCP Router is a router for AI-enabled applications using the Model Context Protocol, an open standard for providing context to LLMs. It helps connect everything. The Wanaku MCP

This repository hosts a TypeScript-based MCP server that connects to multiple LlamaCloud managed indexes, creating individual tools for each index based on command-line arguments. Each tool allows querying its specific index.

A Model Context Protocol (MCP) server library that gives LLMs access to information about a candidate.

Molecule-MCP connects molecule science tools to Claude AI via the Model Context Protocol, enabling Claude to interact with and control these tools, acting as a co-scientist for prompt-assisted molecule modeling.

Node.js/TypeScript MCP server for Atlassian Bitbucket. Enables AI systems (LLMs) to interact with workspaces, repositories, and pull requests via tools (list, get, comment, search). Connects AI direct

This repository hosts an MCP server that integrates MCP clients with Stability AI's Stable Diffusion for image generation, editing, and upscaling, requiring a Stability AI API key. This repository hosts

This repository provides a curated list of Model Context Protocol (MCP) servers optimized for Claude and other AI assistants, enabling secure interactions with local and remote resources. It includes file