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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

devto-agent

7

Build and deploy an autonomous Devto Agent capable of interacting with the Dev.to platform, powered by A2A (Agent-to-Agent) and MCP (Model Context Protocol)

6 tools

Research Multi-API Search

7

MCP (Model Context Protocol) Server. Combines multiple search APIs (Brave Search, Tavily Search, and Wikipedia) to intelligently route queries based on classification, providing web search capabilities with automatic categorization, parallel execution, and result deduplication.

1 tool

XMind

7

An intelligent mind mapping toolkit that converts multiple file formats like Markdown, Word, and Excel into XMind maps with AI-powered structure analysis and optimization.

6 tools

claude-team

7

A specialized MCP server for orchestrating multiple parallel Claude Code sessions via iTerm2. It enables multi-pane task management with features like git worktree isolation, automated messaging, and status monitoring across a 'team' of agents.

13 tools

Skill Vision Control (SVC)

7

A version control and management system for MCP skills that supports update detection, parallel version testing, and smart merging of custom modifications with official updates.

9 tools

m4

7

M4 is an infrastructure server providing AI agents with clinical intelligence and access to medical datasets like MIMIC-IV and eICU through specialized SQL and note-searching tools.

8 tools

mini_claude

7

A persistent memory and safety layer for Claude Code that prevents death spirals and context loss using local LLM analysis via Ollama. It tracks task state, mistakes, and project conventions to ensure high-quality, scoped code modifications.

21 tools

SchemaFlow

7

Real-time PostgreSQL & Supabase database schema access for AI-IDEs via Model Context Protocol. Provides live database context through secure SSE connections with three powerful tools: get_schema, analyze_database, and check_schema_alignment. SchemaFlow

3 tools

Baidu Search

7

MCP (Model Context Protocol) Server. Integrates with Baidu Search to enable web searches, result retrieval, and information extraction from China's largest search engine, providing access to Chinese language content and resources behind the Great Firewall.

1 tool

fossil-mcp

7

The code quality toolkit for the agentic AI era. Find dead code, clones, and scaffolding across 15 languages. MCP server + CLI.

mcp-dock

7

A cross-platform MCP Server manager for Cursor, Claude, Windsurf, Zed & TRAE. Features one-click installation, multi-client sync, and a curated registry of Official & Smithery servers.

DevEnvInfoServer

7

MCP (Model Context Protocol) Server. Gathers detailed development environment data to enhance context-aware assistance in code editors, enabling tailored coding suggestions and environment-specific troubleshooting.

Together AI Image Generation

7

MCP (Model Context Protocol) Server. Integrates with Together AI's image generation models to create custom images based on text prompts, dimensions, and output settings.

1 tool

charlotte

Validated
7

Renders web pages into structured, agent-readable representations using headless Chromium.

32 tools

mcp-server.sqlite

7

Implementation of an MCP (Model Context Protocol) Server for SQLite. It provides an AI model with context and the ability to execute SQL queries.

Conceal

7

A specialized MCP proxy server that automatically detects and pseudo-anonymizes personally identifiable information (PII) in real-time using regex and LLMs, ensuring privacy compliance while maintaining data semantic integrity.

Hint-Services-obsidian-github-mcp

7

A specialized MCP server that connects AI assistants to Obsidian vaults hosted on GitHub, enabling file retrieval, advanced content searching, and project evolution tracking.

4 tools

shellguard

7

MCP server that gives LLM agents read-only shell access over SSH

MCP Host CLI

7

A Node.js based MCP Host application that acts as a gateway to manage and interact with multiple MCP servers simultaneously via a unified HTTP API.

FitBit MCP Server

7

An MCP server that connects to FitBit API using a token obtained from OAuth flow.

16 tools

Gazebo MCP Server

7

A ROS2-integrated MCP server that allows AI assistants to manage Gazebo simulations, including robot spawning, sensor data retrieval (LiDAR, Camera, IMU), and real-time world manipulation.

18 tools

AI Research Assistant - Semantic Scholar

7

A powerful research server providing access to Semantic Scholar's academic graph, enabling paper searching, author analysis, citation tracking, and full-text extraction from arXiv and Wiley.

13 tools

FHL Bible MCP Server

7

A comprehensive MCP server providing tools and resources for Bible study from the Faith, Hope, Love (FHL) API, featuring multilingual verse lookups, Strong's concordance, scholarly commentaries, and deep research capabilities for apocrypha and apostolic fathers.

22 tools

HAProxy

7

A Model Context Protocol (MCP) server for HAProxy implemented in Go, leveraging HAProxy Runtime API.

2 tools

NCBI Literature Search MCP Server

7

A specialized MCP server that provides access to over 35 million PubMed articles, offering advanced biological literature search, MeSH term integration, and research analytics.

8 tools

Canvas LMS MCP Server

7

A Canvas LMS integration for AI systems that provides seamless access to educational data including courses, assignments, quizzes, and syllabi via natural language.

10 tools

Strands Agents

7

MCP (Model Context Protocol) Server. Server that enables execution of Strands agents through a plugin architecture, automatically discovering and registering plugins for seamless integration with existing workflows.

2 tools

StdoutMCP

7

A lightweight server that captures stdout logs from multiple processes via named pipes, offering real-time monitoring and filtering for debugging in MCP-compatible environments.

1 tool

Apache Iceberg

7

MCP (Model Context Protocol) Server. Provides a SQL interface for querying and managing Apache Iceberg tables through connections to Iceberg REST catalogs and S3-compatible storage, enabling data analysts to interact with data lakes without switching contexts.

1 tool

SiliconFlow Voice Transcription

7

MCP (Model Context Protocol) Server. Provides voice transcription capabilities by processing audio files with the FunAudioLLM/SenseVoiceSmall model, returning text with confidence scores for AI workflows.

1 tool