AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Stable Diffusion NCNN
A CPU-based MCP server for offline Stable Diffusion image generation using the ncnn framework, optimized for local text-to-image workflows.
Consciousness Bridge
A RAG-based MCP server that enables AI consciousness persistence and memory continuity across sessions by capturing identity patterns, emotional essence, and behavioral traits.
ChatGPT macOS App
This MCP server enables interaction with the ChatGPT macOS app using AppleScript automation and keyboard simulation to send prompts directly from other applications.
PinMeTo
The PinMeTo Location MCP server enables users to access and analyze business location data, reviews, and insights from Google, Facebook, and Apple using natural language.
OpenRouter
An MCP server providing access to OpenRouter's ecosystem of AI models, supporting text chat and advanced multimodal image analysis across Windows, macOS, and Linux.
Docs RAG
MCP (Model Context Protocol) Server. Enables AI to query and analyze local documents and Git repositories through a RAG system built with TypeScript, LlamaIndex, and Gemini embeddings.
Membase
Save and query your agent memory in distributed way by Membase.
smithery-ai-cookbook-python-quickstart
A Python-based starter server using FastMCP, designed as a minimal template for building and testing Model Context Protocol integrations.
RAG Anything
A RAG-focused MCP server that enables multimodal document indexing and querying across multiple file formats (PDF, DOCX, etc.) using LightRAG for advanced retrieval modes.
Confluence Cloud
MCP (Model Context Protocol) Server. Integrates with Atlassian Confluence Cloud, enabling space management, page operations, content searching, and label handling for enhanced documentation and knowledge management workflows.
Unity Catalog
MCP (Model Context Protocol) Server. Integrates with Unity Catalog to enable seamless execution of database functions, with tools for listing, retrieving, creating, and deleting functions within specified catalog environments.
Test Runner
MCP (Model Context Protocol) Server. Unifies test execution and result processing across multiple frameworks for streamlined cross-language testing and analysis.
Gemini
MCP (Model Context Protocol) Server. Bridges Claude Desktop with Google's Gemini for seamless, configurable image generation via a JSON-RPC protocol that enables direct conversational image creation.
GitBook MCP Server
A comprehensive MCP server providing programmatic access to GitBook API for managing documentation, searching content, and executing AI-powered auditing workflows across organizations and spaces.
Day One Journal
A robust MCP server for Day One Journal that combines CLI for writing and direct SQLite database access for advanced querying, searching, and historical 'On This Day' reflections.
TheMCPCompany
A benchmark implementation that converts REST APIs from enterprise services like GitLab, Azure, and RocketChat into MCP servers, offering 18,000+ tools for evaluating agent performance.
mcp-this
A dynamic MCP server that allows users to transform any CLI or bash command into an MCP tool and create structured AI prompt templates using simple YAML configuration files.
Salesforce
A comprehensive MCP server that enables Claude to interact with Salesforce data and metadata using natural language for object management, schema exploration, and record manipulation.
AACT Clinical Trials
A specialized MCP server that provides direct SQL access and exploration tools for the ClinicalTrials.gov AACT database, enabling detailed research and analysis of clinical trial data.
YAPI MCP PRO
A comprehensive MCP server for managing the YApi API lifecycle, enabling AI tools to search, create, update, and test API documentation directly within development environments. It supports both Cookie and Token authentication and offers advanced features like Swagger importing and project data exportation.
PR Review MCP Server
Connects Claude to GitHub Pull Requests to fetch and filter code diffs for AI-assisted reviews. It enables listing open PRs and analyzing changes while automatically excluding binary and asset files to focus on relevant code.
Think Strategies
A structured reasoning engine providing 10 specialized thinking strategies with session persistence, branching capabilities, and a think-act-reflect workflow for complex problem solving.
Obsidian
MCP (Model Context Protocol) Server. Integrates with Obsidian vaults through the Local REST API plugin to provide file operations, search, frontmatter management, Dataview queries, block references, templates, periodic notes, and graph analysis for knowledge management workflows.
MyMCPSpace
A specialized MCP server that enables AI models to interact with the MyMCPSpace social media platform to create posts, manage replies, toggle likes, and retrieve recent activity feeds.
Web Search MCP
A high-performance search service that converts results from Google, Bing, and DuckDuckGo into structured JSON or Markdown. It features multi-layer depth crawling and uses the Camoufox anti-detection browser for reliable content extraction and fallback search logic.
Clangaroo
A robust C++ code intelligence server that combines Tree-sitter parsing with Clangd LSP and optional Gemini AI to provide fast symbol navigation, call hierarchy analysis, and architectural insights.
Creatify
MCP Server that exposes Creatify AI API capabilities for AI video generation, including avatar videos, URL-to-video conversion, text-to-speech, and AI-powered editing tools.
Coolify
A robust MCP server for Coolify that enables full infrastructure management including application lifecycles, database operations, and real-time monitoring through AI interfaces.
Claude Team MCP Server
Enables Claude Code to orchestrate a team of independent Claude Code sessions within iTerm2 for parallel task execution and isolated git worktree management. It provides tools to spawn, monitor, and message worker sessions while maintaining full visibility and control over their terminal windows.
mcp-chain-of-draft-prompt-tool
MCP prompt tool applying Chain-of-Draft (CoD) reasoning - BYOLLM