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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

AI Support Desk

1

A customer support integration server that connects order management, ticketing systems, and knowledge bases with AI workflows via the Model Context Protocol.

OpenCTI

1

A specialized MCP server for the OpenCTI threat intelligence platform, enabling deep-dive analysis of threat actors, malware, campaigns, and TTPs through STIX entity relationship traversal.

26 tools

Sample Data MCP

1

A tool for generating fixed-length test data records using field-specific constraints and the Faker library. It supports multiple data types like enums and dates, specifically formatted for creating realistic datasets.

1 tool

AgentHub

1

A coordination layer for multi-agent development that prevents file-locking conflicts through a soft-locking 'intent' protocol and a real-time message bus.

10 tools

Lit

1

A specialized literature review assistant that provides tools for querying the arXiv and DBLP databases along with AI-powered prompts for research synthesis and author profiling.

2 tools

Charts (AntV)

1

A comprehensive MCP server for data visualization that generates over 28 types of charts and maps using the AntV library. It supports both static PNG outputs and interactive HTML renderings for complex data analysis, including flowcharts, geographic maps, and statistical diagrams.

28 tools

Graylog

1

A production-ready MCP server for searching Graylog logs using absolute or relative timeframes, allowing users to debug system issues directly through Claude.

4 tools

Autonome

1

A Rust-based MCP server for macOS that provides autonomous wake/sleep cycle management and federated task coordination for Claude Desktop via AppleScript and launchd.

Jailbreak

1

A mock compliance verification tool built with Hono and Zod that demonstrates how to implement authentication and custom headers in an MCP server.

1 tool

Indian Stock Market

1

A Python-based MCP server that provides access to Indian stock market data from NSE and BSE, including price lookups and company searches.

Langbase Reasoning

1

A sophisticated reasoning server that integrates Langbase Pipes to provide complex cognitive structures including Graph-of-Thoughts, tree-based exploration, and Bayesian decision analysis. It features a unique reasoning 'time machine' for counterfactual analysis and MCTS-guided search, backed by a persistent SQLite session store.

34 tools

Markdown Spec

1

A read-only MCP server designed to provide LLMs with secure access to local Markdown documentation through keyword search, semantic discovery, and structural analysis.

8 tools

Rust Documentation

1

A documentation-focused MCP server providing hybrid semantic and keyword search across core Rust language resources like The Book, Reference, and Rustronomicon.

4 tools

Zerodha Mock Trading

1

A robust MCP server for Zerodha Kite Connect that provides a mock trading environment with realistic order execution, risk management, and portfolio tracking for testing algorithmic strategies.

7 tools

LearnLog

1

A productivity-focused MCP server that logs and analyzes LLM prompts to help users track learning progress and develop metacognitive awareness of their knowledge gaps.

5 tools

Gmail

1

A comprehensive MCP server for Gmail that enables AI assistants to send emails, manage labels, create filters, and handle attachments using OAuth2 authentication.

20 tools

Cortex XSIAM SDK

1

A specialized MCP server for security automation developers that provides semantic search over the Demisto content library and full lifecycle management for Cortex XSIAM/XSOAR content packs.

28 tools

Skill Router

1

A lightweight MCP server that enables AI agents to dynamically fetch specialized markdown-based skills and instructions using semantic search powered by FunctionGemma.

1 tool

Cognitive DAST Automation

1

A specialized MCP server that automates Dynamic Application Security Testing (DAST) by integrating OWASP ZAP scanning with Google Gemini AI for cognitive vulnerability analysis and risk scoring.

JIRA

1

A production-ready MCP server that bridges JIRA's REST API with AI assistants, allowing for issue retrieval, JQL searching, and project management via natural language.

2 tools

Open-Meteo Weather

1

A weather data MCP server that provides location searching, current conditions, and both daily and hourly forecasts via the free Open-Meteo API without requiring an API key.

4 tools

Spider Chat

1

A tool for Claude Desktop to interact with Spider Chat's nonlinear conversation platform, allowing users to search and retrieve flows, memories, and user facts.

TrendRadar

1

TrendRadar aggregates trending topics from various Chinese social media platforms and provides an AI-powered conversational interface via MCP to analyze news patterns, track discussion trends, and generate insights.

17 tools

SSH Client

1

A comprehensive MCP server for remote server management, allowing AI assistants to execute shell commands via SSH and perform file operations through SFTP.

18 tools

FOP Workflow

1

A specialized MCP server for JD.com's FOP platform that automates the transition from PRD analysis to code and flowchart generation.

9 tools

MiniMind Docker

1

A containerized MCP server for the MiniMind language model, offering tools for AI-powered chat, GPU resource management, and model information retrieval.

5 tools

AI-Connect

1

A communication bridge for multi-agent collaboration that allows multiple Claude Code instances to exchange messages, share context, and reach consensus across different machines using WebSockets.

7 tools

Lean All-in-One

1

A containerized implementation of the QuantConnect Lean algorithmic trading engine featuring GPU acceleration, a web UI, and MCP integration for AI-driven backtesting and strategy development.

5 tools

AFL++

1

A comprehensive MCP server for AFL++ that provides an agent-friendly interface for the entire fuzzing lifecycle, from workspace management and instrumented builds to campaign orchestration, status polling, and automated crash triaging.

30 tools

tool4lm

1

A comprehensive multi-tool MCP server for local language models featuring web search, internal document management, academic research via arXiv and Crossref, and mathematical calculations.

22 tools