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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Kagi Ken

13

A Node.js MCP server that provides search and summarization capabilities using Kagi.com session tokens, bypassing the need for a separate API key.

2 tools

@advanced-communities/salesforce-mcp-server

Needs Setup
13

A comprehensive MCP server that bridges AI assistants with Salesforce environments via the Salesforce CLI, supporting data querying, Apex execution, metadata management, and security analysis.

36 tools

django-mcp

13

Connect Django apps to AI assistants with Model Context Protocol. Simple decorators expose models, admin functions, and custom tools to Claude and other AI assistants.

4 tools

Google Maps

13

A location-aware MCP server integrating Google Maps Platform to provide place discovery, detailed business information, and multi-modal route computation for AI agents.

3 tools

PCILeech

13

A specialized MCP server providing direct memory access (DMA) capabilities via PCILeech hardware for advanced debugging, reverse engineering, and security research.

19 tools

Twitter Search

13

MCP (Model Context Protocol) Server. Enables Claude to search Twitter with natural language queries, filtering by keywords, users, dates, and engagement metrics with formatted markdown results.

1 tool

MCP Server for Excel

13

A comprehensive MCP server for Windows that enables AI assistants to automate Microsoft Excel through the native COM API, supporting Power Query, DAX, VBA, and complex spreadsheet operations.

12 tools

tachibot-mcp

Needs Setup
13

A sophisticated multi-model orchestration server providing 31 tools for research, reasoning, and analysis using GPT-5, Gemini, Grok, and Perplexity. It features intelligent routing, multi-model consensus verification, and YAML-based AI workflows.

17 tools

feather_wand_agent

13

Feather Wand Agent is a comprehensive AI-powered toolkit for performance testing and monitoring. It integrates multiple industry-standard performance testing tools (JMeter, k6, Gatling, and Locust) into a single, unified interface, allowing users to execute and analyze performance tests through natural language interactions.

autowpmcp

13

AutoWP MCP (Model Context Protocol) server connects Claude to WordPress site and allows users to ask Claude to write blog posts and automatically publish them to WordPress sites.

51 tools

mongo-mcp

13

MCP server that provide tools to LLMs such as claude in cursor to interact with MongoDB

8 tools

Email (IMAP/SMTP)

13

A robust MCP server providing comprehensive IMAP and SMTP email orchestration, allowing AI assistants to search, read, manage, and send emails through secure TLS/SSL connections.

19 tools

AgentKit (Chargebee)

13

A deprecated MCP server that integrates Chargebee products and API services into AI agents for subscription and billing management. It was designed to enhance AI applications like Claude and Cursor with billing capabilities.

Smart Prompts

13

MCP (Model Context Protocol) Server. Fetches prompts directly from GitHub repositories with semantic search, composition tools, and usage analytics for intelligent prompt management and discovery without local storage requirements.

7 tools

Think Node MCP

13

Enhances any agent's reasoning capabilities by integrating the think-tools, as described in Anthropic's article. (Works with Node)

1 tool

Outlook Mail + Calendar + OneDrive

13

A Microsoft Graph API-powered MCP server that enables AI assistants to manage Outlook emails, calendar events, and OneDrive files. It provides secure integration with Azure-registered applications to automate productivity workflows within the Microsoft 365 ecosystem.

Apple Notes

13

Bridges AI systems with the macOS Notes application via AppleScript, allowing users to create, search, and retrieve note content directly through natural language interfaces.

3 tools

mcp-web-search-tool

13

A MCP server providing real-time web search capabilities to any AI model.

1 tool

RFC Document Bridge

13

A specialized bridge for interacting with IETF RFC documents, allowing users to search, retrieve, and extract specific sections from technical standards in HTML or TXT formats.

3 tools

Advanced Reasoning

13

MCP (Model Context Protocol) Server. Provides advanced reasoning capabilities through simulated algorithms including Monte Carlo Tree Search, Beam Search, and Hybrid Reasoning, delivering structured JSON responses with complete reasoning traces for complex problem-solving in software development.

4 tools

Draw Things

13

MCP (Model Context Protocol) Server. Integrates with the Draw Things API to convert text prompts or JSON inputs into JSON-RPC requests, enabling AI image generation capabilities with automatic saving and error handling.

1 tool

the-academy

13

A Socratic dialogue engine for AI agents.

69 tools

memory-mcp-server

13

A MCP (Model Context Protocol) server providing long-term memory for LLMs

Rekordbox

13

A comprehensive MCP server for rekordbox database management that provides real-time SQLite access for track searching, playlist manipulation, and DJ performance history analysis.

12 tools

v0-mcp

13

A Vercel v0 MCP server that enables generation and iterative refinement of React UI components from text descriptions or design images.

4 tools

seedream-v4-fal-mcp-server

13

A Model Context Protocol server that enables high-quality image generation using Bytedance's SeedDream 4.0 model via the FAL AI platform, supporting custom resolutions up to 4K and batch processing.

2 tools

Trello Desktop MCP

13

A comprehensive Trello integration for Claude Desktop that enables full lifecycle management of boards, cards, lists, and collaboration via natural language.

19 tools

Bitte AI

13

A proxy server that connects AI assistants to the Bitte AI ecosystem, enabling the discovery and execution of specialized agents and tools through real-time Server-Sent Events (SSE).

UltimateCoder

13

MCP (Model Context Protocol) Server. FastMCP server that enables comprehensive file system operations, code modifications, process management, and static analysis for automated code maintenance and refactoring tasks.

21 tools

MCP Server for OSCAL

13

A specialized MCP server providing tools to interact with NIST's OSCAL framework, enabling AI agents to access schemas, explore models, and generate valid security compliance documentation.

4 tools