AI & ML

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

A specialized MCP server for interacting with Vanta's security compliance platform, providing tools to monitor automated tests, manage security controls, track risk scenarios, and access audit evidence across various compliance frameworks.

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. Kubernetes management tool that connects to clusters to list, analyze, and manipulate pods, execute container commands, and retrieve logs directly through conversation interfaces.

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.

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

A Model Context Protocol server that enables interaction with Microsoft Outlook for macOS via AppleScript, allowing LLMs to manage emails, calendar events, and contacts.

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.

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.

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.

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.

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.

A high-performance browser automation MCP server using Playwright that uses accessibility trees and batch execution to reduce token usage by 70-95% compared to vision-based models.

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

A demonstration of connecting Google's Agent Development Kit (ADK) with the Model Context Protocol to enable YouTube search capabilities for local Gemma 3 models via Ollama.

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

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.

Professional Gemini API integration for Claude and all MCP-compatible hosts with intelligent model selection and advanced file handling | Smithery.ai verified

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 multi-database MCP server that enables AI clients to query PostgreSQL, MySQL, and ClickHouse databases directly.

OCTAVE protocol - structured AI communication with 3-20x token reduction. MCP server with lenient-to-canonical pipeline and schema validation.

A robust MCP server for pfSense firewalls that allows security administrators to manage rules, interfaces, aliases, and logs through natural language using the pfSense REST API.

A robust toolset for scraping and analyzing data from the Google Play Store and Apple App Store, specifically designed for App Store Optimization (ASO). It enables LLMs to perform keyword research, sentiment analysis on reviews, and competitor app comparisons.

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 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.

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

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