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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

npm-search-mcp-server

15

MCP server for searching npm packages

1 tool

kratos-mcp

15

🏛️ 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.

12 tools

Local FAISS MCP Server

15

A local vector database MCP server using FAISS for high-performance semantic search and document RAG, supporting various file formats and custom embedding models.

2 tools

mcp-chain-of-draft-prompt-tool

15

MCP prompt tool applying Chain-of-Draft (CoD) reasoning - BYOLLM

7 tools

claude-server

15

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.

4 tools

Perplexity AI

15

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.

6 tools

Coding File Management

15

An intelligent MCP server for automated code analysis via OpenAI, comprehensive code collection into markdown documentation, and automated setup of essential MCP development tools.

3 tools

protocols-io-mcp-server

15

An MCP server that enables MCP clients like Claude Desktop to interact with data from protocols.io.

10 tools

GIS Data Conversion

15

A comprehensive GIS data utility for converting between major geographic formats including WKT, GeoJSON, CSV, KML, and TopoJSON, features additional support for reverse geocoding.

9 tools

Mem0.ai Memory Manager

15

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.

3 tools

AACT Clinical Trials

15

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.

3 tools

Creatify

15

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.

13 tools

Web Search MCP

15

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

15

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

15

A Python-based starter server using FastMCP, designed as a minimal template for building and testing Model Context Protocol integrations.

PinMeTo

15

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

15

A CPU-based MCP server for offline Stable Diffusion image generation using the ncnn framework, optimized for local text-to-image workflows.

1 tool

Consciousness Bridge

15

A RAG-based MCP server that enables AI consciousness persistence and memory continuity across sessions by capturing identity patterns, emotional essence, and behavioral traits.

11 tools

Log Analyzer

15

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.

1 tool

Azure Resource Graph

15

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

1 tool

Gmail

15

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

Needs Setup
15

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.

8 tools

Membase

15

Save and query your agent memory in distributed way by Membase.

4 tools

ChatGPT macOS App

15

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

15

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.

10 tools

RAG Anything

15

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.

6 tools

mcp-server-amazon

15

🛍📦 Unofficial Amazon Model Context Protocol Server (MCP) - Search products and purchase directly from Claude AI! ✨

Salesforce

15

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

15

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.

1 tool

Unity Catalog

15

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.

4 tools