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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Claude Thread Continuity

58

Persistent memory system enabling Claude Desktop conversations to resume with full context across sessions. Maintains conversation history, project states, and user preferences for seamless multi-session workflows.

6 tools

Tabby MCP Server

58

A Tabby terminal emulator plugin that implements the Model Context Protocol to allow AI assistants to execute shell commands, manage SSH sessions, and read terminal output buffers.

4 tools

Archive-Agent

58

A robust RAG engine and file indexer that provides semantic AI search and question-answering capabilities for local documents including PDFs and images with automatic OCR.

5 tools

EvolveMCP

58

MCP (Model Context Protocol) Server. Extends Claude Desktop with custom tools for mathematical calculations, system monitoring, and enhanced functionality through an automated installation framework.

14 tools

Grapheteria

58

Grapheteria: A structured framework bringing uniformity to agent orchestration!

Wolfram Alpha

58

A Model Context Protocol server that integrates Wolfram Alpha's computational knowledge engine into chat applications for math, science, and data analysis.

digimon-engine

58

A multi-agent, multi-player game engine framework for building AI-native games and agentic metaverses, providing seamless integration via the Model Context Protocol.

iron-manus-mcp

58

A sophisticated AI workflow orchestrator that uses an 8-phase finite state machine and a 65+ API registry to manage complex tasks through structured planning, execution, and verification.

5 tools

JSON Resume Enhancer

58

This MCP server enhances JSON Resumes by analyzing local codebases and fetching project metadata, using OpenAI to intelligently update profiles with professional skill and project descriptions.

google_ads_mcp

58

The Google Ads MCP Server enables Large Language Models to interact directly with the Google Ads API for tasks like listing campaigns and retrieving performance metrics.

MCP-Dandan

57

A specialized MCP security framework that provides real-time traffic monitoring, threat detection engines, and an Electron-based UI to protect agentic AI from command injection and data exfiltration.

mcp-gopls

57

Model Context Protocol (MCP) server for Go using gopls – LSP-powered analysis, tests, coverage, and tooling.

14 tools

Yingdao RPA

57

A bridge between AI models and the Yingdao RPA platform, enabling automated business process execution via local application control or enterprise Open APIs.

7 tools

Chess.com

57

Access Chess.com player data, game records, and other public information through standardized MCP interfaces, allowing AI assistants to search and analyze chess information.

10 tools

Slack

57

Slack MCP server which supports both stdio and Streamable HTTP transports. Extended from the original Anthropic's implementation which is now archived

8 tools

MySQL MCP Server

57

A robust MySQL MCP server supporting dynamic connection management, full CRUD operations, and schema inspection via the StreamableHTTP protocol.

8 tools

NexOnco (CIViC Precision Oncology)

57

MCP (Model Context Protocol) Server. Connects to the CIViC GraphQL API for precision oncology research, enabling flexible searches across diseases, therapies, molecular profiles, and phenotypes with detailed evidence reports and literature citations.

1 tool

Knowledge Graph

57

A persistent memory server for Claude that uses a local knowledge graph to store entities, observations, and relationships, allowing for complex context retention across different conversations.

9 tools

scrapling-fetch

57

Access text content from bot-protected websites. Fetches HTML/markdown from sites with anti-automation measures using Scrapling.

2 tools

Google Custom Search

57

This MCP server integrates Google Custom Search for real-time web discovery and includes a reading tool to extract clean text content from webpages.

2 tools

rtfmbro-mcp

57

A Model Context Protocol server that provides real-time, version-precise documentation for software packages by fetching directly from GitHub repositories based on your project's lockfile.

4 tools

mcp-gemini-search

57

A client implementation that bridges Google Gemini 2.5 Pro's function calling with the mcp-flight-search server to enable natural language flight queries.

NCP

Validated
57

(Natural Context Provider by portel.dev) - NCP lets your AI dream of a tool and articulate its need as a user story. NCP then intelligently discovers and makes that tool instantly available, streamlining thought processes, eliminating cognitive overload, and slashing token costs by up to 87% (47ms discovery). Experience true on-demand tool access, smart health monitoring, and energy efficiency for your AI agents.

2 tools

PowerShell Exec

57

MCP (Model Context Protocol) Server. Enables real-time execution of PowerShell scripts through a lightweight Python server, bridging AI tools with PowerShell functionality for data analysis, Windows task automation, and module interaction.

Letta-MCP-server

57

A comprehensive MCP server for managing Letta agents, providing deep integration for agent lifecycles, sophisticated memory management (blocks and passages), and multi-transport support.

31 tools

TMDB Movie Data

57

MCP (Model Context Protocol) Server. Integrate TMDB movie data for search, trending, and recommendation capabilities for films.

3 tools

Federal Reserve Economic Data (FRED)

Failed
56

- Community developed MCP server to interact with the Federal Reserve Economic Data.

3 tools

nutrient-document-engine-mcp-server

56

This MCP server provides comprehensive document processing capabilities including text extraction, redaction, annotation management, and file manipulation for PDFs and documents.

Roo Code Memory Bank

56

MCP (Model Context Protocol) Server. Implements a file-based project context management system that maintains persistent memory across sessions through structured markdown files for tracking progress, decisions, and system patterns.

4 tools

Tool Chainer

56

A utility server that chains multiple MCP tools in sequence, allowing results to pass between them using JsonPath to reduce token usage and LLM round-trips.

3 tools