AI & ML

A Python execution server that features a persistent Jupyter-like kernel, allowing variables and state to persist across multiple code runs for efficient data analysis and complex scripting workflows.

A comprehensive MCP server for INFINI Easysearch (Elasticsearch/OpenSearch compatible) clusters, offering 121 tools for cluster management, index operations, advanced searching (DSL/SQL/KNN), and lifecycle policies.

A Gitflow-focused MCP server that automates branch management, conventional commit generation, and status tracking for Git repositories.

Provides integration with the Gopher AI API to search Twitter for posts using natural language queries, delivering relevance scores and detailed metadata.

A serverless MCP server that provides secure, read-only access to Google Contacts via per-user OAuth 2.1 authentication on AWS Lambda.

A GPU-accelerated MCP server for real-time speaker diarization, persistent speaker recognition, and transcription using pyannote.audio and faster-whisper. It features a dual-detector emotion recognition system and handles automatic retroactive identification updates for multi-party conversation analysis.

A sophisticated memory management system for AI that implements dual-layer storage (FIFO short-term and graph-based long-term) and structured thought-chain management with cognitive mode switching.

PersonaLive is an MCP server that transforms static portrait images into expressive videos using driving motion from reference videos or webcam streams with real-time optimization.

A comprehensive prompt management server that provides persistent storage, variable substitution, and multi-message conversation templates for AI workflows via the Model Context Protocol.

InvestBuddy is an AI-powered financial analysis server providing 10-day stock price forecasts using LSTM neural networks, market regime detection, and portfolio optimization tools.

MCP (Model Context Protocol) Server. Bridges MongoDB databases with AI systems, enabling document retrieval and analysis through standardized queries and operations.

A specialized MCP server for Kubernetes SREs providing real-time NVIDIA GPU hardware diagnostics, XID error analysis, and health monitoring through secure kubectl debug sessions.

A comprehensive MCP server that enables AI assistants to manage Amazon Connect contact centers, including case management, real-time analytics, outbound campaigns, and AI features like Amazon Q.

A Google Tag Manager MCP server that allows Claude to manage containers, tags, triggers, and variables through OAuth-authenticated API workflows.

DevBrain is an MCP server that provides access to a curated knowledge base of developer-focused technical newsletters, blog posts, and articles. It enables AI agents to search high-quality coding content and retrieve article summaries for technical research and implementation guidance.

A Model Context Protocol server that integrates with the Kaggle API to provide competition data and data science workflow tools directly to Claude.

A tool that enables Claude to query and analyze Elasticsearch logs using natural language, providing insights into errors, performance bottlenecks, and cluster health.

A read-only MCP server for Reddit that enables searching posts across specific subreddits or site-wide, retrieving detailed post metadata, and fetching subreddit information using official API credentials.

A specialized toolset for automated code modification and generation using XML-based instructions for precise file creation, search-and-replace editing, and full file rewrites.

A specialized MCP server that integrates with Overseerr to automate media discovery, batch requests, and management workflows within Plex and Jellyfin ecosystems.

Transform AI agents into orchestrating assistants managing calendars, contacts, and tasks

Libragen builds private, local RAG (Retrieval-Augmented Generation) libraries from documentation to ground AI assistants in accurate, local data using SQLite.

Stop copy-pasting terminal errors to ChatGPT/Claude. VibeWatch wraps your dev commands and lets AI assistants see your terminal in real-time via Model Context Protocol (MCP).

Local MCP server that extracts high-level Git repository context for AI coding agents

A robust Oracle Database MCP server providing intelligent schema caching, targeted table lookups, and PL/SQL management for working with large-scale databases.

AI-powered semantic search for Microsoft Dynamics 365 F&O development. Find and understand X++ code through natural language queries via Model Context Protocol (MCP).

Daedra is a high-performance DuckDuckGo-powered web search and research Model Context Protocol (MCP) server written in Rust. It provides web search and page fetching capabilities that can be used with AI assistants like Claude.

MCPAgent is the new base class for AI Agents that also act as MCPs- this is to enable agents communicate and collaborate with each other; this will serve as the foundation for AgentNetwork

A multi-provider image generation and transformation server supporting Google Gemini/Imagen, ZhipuAI CogView-4, and Alibaba Bailian with automatic prompt translation and local image storage.

This MCP server provides comprehensive access to official Hong Kong government open data from DATA.GOV.HK, enabling users to search, filter, and retrieve detailed metadata and datasets for research and analysis.