AI & ML

A stateful shell MCP server that enables persistent terminal sessions and SSH support, allowing AI assistants to maintain context across commands and perform file transfers between local and remote systems.

A fast MCP server optimized for AI vision workflows that captures web pages as 1072x1072 pixel tiles and supports animated screencasts with intelligent browser management.

: A secure, multi-tenant and Multi-user MCP python server framework built to integrate easily with external services via OAuth 2.1, offering scalable and robust solutions for managing complex AI applications.

Chain of Draft Server is a powerful AI-driven tool that helps developers make better decisions through systematic, iterative refinement of thoughts and designs. It integrates seamlessly with popular AI agents and provides a structured approach to reasoning, API design, architecture decisions, code reviews, and implementation planning.

A comprehensive MCP server for managing Google Contacts and Workspace directories, enabling AI assistants to search, create, update, and delete personal contacts and organizational users.

A distributed graph-based memory storage system using KuzuDB that provides coding agents with persistent project context, architectural decision tracking, and AI-powered memory optimization.

An MCP server that bridges AI tools with a Directus headless CMS, allowing for automated content discovery and retrieval through dynamic schema-based tools.

Nia is a context-augmentation layer for coding agents that provides architectural repository understanding, documentation indexing, and source-code package search to improve agent performance.

MCP (Model Context Protocol) Server. Integrates web scraping and crawling capabilities with tools for single-page content extraction, metadata retrieval, and Google search functionality, enabling workflows that require web content analysis, data collection, or online research tasks.

An enterprise-grade Model Context Protocol server for automated threat intelligence, providing AI-powered analysis of IPs, domains, and file hashes using integrations with VirusTotal, AlienVault OTX, and AbuseIPDB.

MCP (Model Context Protocol) Server. Kubernetes management tool that connects to clusters to list, analyze, and manipulate pods, execute container commands, and retrieve logs directly through conversation interfaces.

MCP (Model Context Protocol) Server. Integrates with Gmail and Google Calendar APIs to enable email and calendar management tasks like listing, searching, and modifying emails, as well as creating and updating events.

MCP (Model Context Protocol) Server. Provides persistent conversation history, semantic search, and API-level caching for Gemini models to optimize token usage and reduce costs.

A comprehensive MCP toolkit that empowers LLMs with Figma integration, command-line execution, audio processing, semantic memory storage, and web search capabilities.

Professional MCP server providing ML-powered author disambiguation and comprehensive researcher profiles using the OpenAlex database.

A toolset for developers to generate and manage Framer plugins integrated with Web3 functionalities like wallet connections and NFT displays.

MCP (Model Context Protocol) Server. Integrates with Google Workspace to enable email management and calendar operations through Gmail and Calendar APIs, requiring OAuth authentication for secure access to user accounts.

MCP (Model Context Protocol) Server. Python-based framework for connecting Claude and other LLMs to executable Python code through User Defined Functions, enabling data scientists to extend their models with custom Python capabilities.

A TypeScript framework and CLI toolkit for building production-ready MCP servers with built-in OAuth 2.1 authentication and database integration.

A secure Python runtime environment that executes code in isolated Docker containers with persistent workspace sessions and automatic artifact management.

A comprehensive SSH management server for MCP that enables AI assistants to execute remote commands, manage files, conduct database operations, and monitor server health across multiple connections.

A bridge server that exposes Language Server Protocol (LSP) capabilities as MCP tools, enabling LLMs to perform code analysis, navigation, and refactoring across 20+ programming languages.

Model Context Protocol (MCP) server for go-zero framework - Generate APIs, RPC services, and models with AI assistance.

The Comet MCP server provides an AI-enhanced development workflow for projects using the Comet USWDS React component library, offering intelligent code assistance and automation.

A robust MCP server for Dropbox integration that enables comprehensive file management, searching, and sharing capabilities within cloud storage workflows.

A code analysis MCP server that provides AST and ASG capabilities for multiple programming languages using tree-sitter. It supports incremental parsing, AST diffing, and resource caching to help AI models understand complex code structures and semantics.

Query Vectara's trusted RAG-as-a-service platform.

A specialized MCP server that injects a JavaScript debugger into Claude Desktop to enable granular auto-approval and auto-blocking of tools from other MCP servers.

Instead of dumping 1000+ tools into a model’s prompt and expecting it to choose wisely, the Unified MCP Tool Graph equips your LLM with structure, clarity, and relevance. It fixes tool confusion, prevents infinite loops, and enables modular, intelligent agent workflows.

A TypeScript Model Context Protocol (MCP) server to allow LLMs to programmatically construct mind maps to explore an idea space, with enforced "metacognitive" self-reflection