AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
npm-search-mcp-server
MCP server for searching npm packages
kratos-mcp
🏛️ Memory System for AI Coding Tools - Never explain your codebase again. MCP server with perfect project isolation, 95.8% context accuracy, and the Four Pillars Framework.
Local FAISS MCP Server
A local vector database MCP server using FAISS for high-performance semantic search and document RAG, supporting various file formats and custom embedding models.
mcp-chain-of-draft-prompt-tool
MCP prompt tool applying Chain-of-Draft (CoD) reasoning - BYOLLM
claude-server
Claude Server is an MCP implementation that enhances Claude's capabilities by providing sophisticated context management across sessions, enabling persistent knowledge organization through hierarchical project contexts and continuous conversation threads stored in a well-structured ~/.claude directory.
Perplexity AI
MCP (Model Context Protocol) Server. Connects Claude Desktop to Perplexity AI's language models through a lightweight proxy, offering web search capabilities with llama-3.1-sonar-small-128k-online and multi-turn conversations with mixtral-8x7b-instruct.
Coding File Management
An intelligent MCP server for automated code analysis via OpenAI, comprehensive code collection into markdown documentation, and automated setup of essential MCP development tools.
protocols-io-mcp-server
An MCP server that enables MCP clients like Claude Desktop to interact with data from protocols.io.
GIS Data Conversion
A comprehensive GIS data utility for converting between major geographic formats including WKT, GeoJSON, CSV, KML, and TopoJSON, features additional support for reverse geocoding.
Mem0.ai Memory Manager
MCP (Model Context Protocol) Server. Integrates with Mem0.ai's memory management system to provide structured, persistent memory across conversations through a cognitive-inspired architecture that organizes information into short-term and long-term memory types.
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.
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.
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.
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.
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.
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.
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.
Log Analyzer
MCP (Model Context Protocol) Server. Debugging tool that retrieves, filters, and displays MCP logs from Claude desktop applications across macOS, Windows, and Linux for troubleshooting integration issues.
Azure Resource Graph
MCP (Model Context Protocol) Server. Enables querying and retrieving detailed information about Azure resources across subscriptions through Azure Resource Graph API for cloud infrastructure analysis and troubleshooting
Gmail
A comprehensive MCP server for Gmail integration that allows AI assistants to manage emails, drafts, labels, filters, and archiving using the official Google API.
perplexity-comet-mcp
A robust MCP server bridging Claude Code with Perplexity's Comet browser to enable autonomous web browsing, deep research, and multi-tab management with full Windows and WSL support.
Membase
Save and query your agent memory in distributed way by Membase.
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.
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.
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.
mcp-server-amazon
🛍📦 Unofficial Amazon Model Context Protocol Server (MCP) - Search products and purchase directly from Claude AI! ✨
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.
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.
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.