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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

time-mcp

2

A specialized MCP server providing comprehensive time-aware capabilities including timezone conversion, relative time calculations, and timestamp management for LLMs.

6 tools

rosetta-mcp

Needs Setup
2

A specialized MCP server for AI-powered Excel translations that preserves formatting, formulas, and data integrity using Claude AI.

MCP OpenAPI Connector

2

A unified MCP server that dynamically generates tools from any OAuth2-authenticated OpenAPI specification, allowing seamless interaction with external APIs via Claude Desktop.

AI Agent with MCP

2

A NodeJS MCP server that provides structured access to user management data and message resources, featuring REST API integration and paginated user lists for AI agents.

WSLSnapit-MCP

2

A bridge between WSL and Windows that allows AI assistants to capture cross-platform screenshots and access clipboard contents with intelligent image optimization.

2 tools

WinCC Unified MCP XT

2

An MCP server that interfaces with SIEMENS WinCC Unified SCADA systems via GraphQL to manage real-time tag data, historical logs, and alarm states.

9 tools

ANY-REST

2

A dynamic REST API gateway that uses the ZML configuration language to create type-safe MCP tools from existing RESTful services with hot-reloading support.

tonl-mcp-bridge

Failed
2

A specialized MCP server and utility that converts JSON/YAML data into the Token Optimized Natural Language (TONL) format to reduce LLM token overhead by up to 60%.

taiwan-holiday

2

A specialized MCP server for querying Taiwan public holidays and make-up workdays, supporting range-based searches and statistical summaries.

3 tools

FOFA Quake Hunter MCP Server

2

An MCP server that enables AI models to query FOFA, 360 Quake, and Hunter cyberspace mapping platforms for asset discovery and security research. It supports natural language parameter configuration and provides comprehensive search tools for retrieving IP, port, and domain data.

MCP Server Starter Template

2

A template for building MCP servers that expose UI component registries and design systems to AI assistants, supporting shadcn/ui style registry formats.

3 tools

GoHighLevel MCP Server

2

Provides AI models with direct access to over 461 GoHighLevel CRM tools for managing contacts, sales opportunities, and automated messaging through natural language. It enables comprehensive automation of CRM operations including appointment scheduling, payment processing, and lead management.

Lassare

2

Human-in-the-loop for AI coding agents — ask questions, get approvals via Slack.

Pulsar Edit MCP Server

2

A tool-rich MCP server that exposes the Pulsar text editor's core functionality to LLMs, enabling automated code editing, file navigation, and document manipulation.

17 tools

@sudosandwich/limps

Needs Setup
2

Local Intelligent MCP Planning Server - AI agent plan management and coordination

PDF MCP Flow

2

A robust PDF processing server optimized for LLM contexts and RAG workflows, supporting intelligent Markdown conversion, high-fidelity table and image extraction, and format conversion between PDF, Word, and Markdown.

7 tools

Vivid MCP

2

Open a Vivid Business account from your AI chat via MCP.

Liana-MCP

2

A specialized MCP server providing a natural language interface for single-cell RNA-Seq analysis, leveraging the LIANA+ framework for cell-cell communication inference and visualization.

Granola MCP Server

2

Integrates Granola.ai meeting intelligence with MCP clients to provide direct access to meeting notes, transcripts, and workspace organization. It allows users to search and retrieve meeting content through natural language by leveraging existing Granola credentials.

preloop

2

MCP proxy & AI automation platform with a human approval layer

DIMO MCP Server

2

The DIMO MCP server provides comprehensive access to the DIMO Network, allowing AI assistants to query real-time vehicle telemetry, execute remote commands like locking or charging, and manage vehicle NFTs and verifiable credentials.

17 tools

Agent Communication MCP Server

2

A robust orchestration layer for AI agents that enables seamless delegation, real-time progress tracking, and transparent communication between specialized sub-agents.

9 tools

Wise MCP Server

2

Provides a comprehensive interface for the Wise (formerly TransferWise) API, allowing users to manage recipients and execute international money transfers.

4 tools

ClipToWSL MCP Server

2

A specialized MCP server that bridges Windows and WSL, allowing AI agents to access Windows clipboard text and images through the Model Context Protocol.

1 tool

claude-critical-rules-mcp

2

An MCP server that enforces 21 critical best practices and safety rules for Claude AI, designed to prevent common failures in technical tasks based on 96+ documented production issues.

5 tools

Calorie-Tracking

2

A health-focused MCP server that enables users to track daily calorie intake, log meals, and generate nutritional reports through natural language interactions.

4 tools

LegCo Search MCP Server

2

A specialized MCP server providing real-time access to the Hong Kong Legislative Council (LegCo) open data, including bills since 1844 and voting results, questions, and Hansard records since 2012.

5 tools

Sequential-Thinking-Tools

2

A sequential thinking tool that enables complex problem-solving by breaking tasks into manageable steps with dynamic revisions, hypothesis verification, and intelligent tool recommendations.

1 tool

CSL-Core

2

Deterministic AI safety policy engine with Z3 formal verification. Write, verify, simulate, and enforce machine-verifiable safety constraints for AI agents. Completely outside the LLM.

Jules MCP Server

2

Enables orchestration of multiple Jules AI workers for tasks like code generation, bug fixing, and review using the Google Jules API. It features git integration, a shared memory system, and real-time activity monitoring for complex, multi-agent development workflows.