AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Railway MCP Server
A Railway MCP server that allows AI agents to manage projects, services, deployments, and environment variables directly through the Railway API.
MCP OpenDART
A specialized MCP server for South Korea's OpenDART financial disclosure system, enabling automated extraction and analysis of corporate reports, financial statements, and shareholder information using knowledge graphs and natural language querying.
MCP Glucose Server
Enables AI assistants to query glucose data from health storage APIs, providing natural language access to glucose readings, trends, and statistics for diabetes management and health monitoring.
OpenShift MCP Server
A specialized MCP server for OpenShift cluster diagnostics, offering advanced monitoring for GPU utilization, vLLM metrics, storage forensics, and pod health via Prometheus and the oc CLI.
Jira JQL Tool
A Model Context Protocol server that allows Claude to interface with Jira via JQL queries for issue tracking and project management.
Slack MCP Server
Enables AI assistants to interact with Slack workspaces through the Model Context Protocol, providing tools for reading/sending messages, managing channels, and accessing Slack API functionality.
SQL Server MCP Server
A robust Model Context Protocol server for SQL Server that provides AI assistants with tools for schema exploration, query execution, performance monitoring, and table management with automatic safety limits.
Arcaelas MCP
A versatile MCP server providing generative AI tools for image creation, text-to-speech conversion, background removal, and high-quality image upscaling.
3D MCP Server
Enables AI-driven 3D model generation and manipulation using OpenSCAD through natural language commands. Users can create primitives, apply transformations, perform boolean operations, and export models to various formats like STL and OBJ.
BigContext MCP
A comprehensive document analysis server that handles large-scale files through intelligent segmentation and TF-IDF search, featuring 31 specialized tools for semantic validation and epistemological grounding.
FPF Agent Stack
An offline-first AI agent stack implementing the First Principles Framework (FPF) with a holonic architecture, providing sandboxed file operations and local LLM orchestration.
Weather Union MCP Server
An MCP server that provides real-time weather and air quality monitoring for geographic coordinates and major Indian cities using the Weather Union API.
Li Data Scraper MCP Server
A comprehensive MCP server that provides access to the Li Data Scraper API for gathering detailed LinkedIn insights including profile enrichment, company intelligence, job listings, and social activity tracking.
LuckyCola MCP Server
A versatile MCP server providing image compliance checking, recipe lookups, and comprehensive file management including OCR, image compression, and Excel/JSON conversion.
guardrails
AI Agent Guardrails MCP server - security layer
Code Execution MCP
A specialized MCP server for sandboxed Python execution that optimizes agent performance through progressive tool discovery, PII tokenization, and code-based skills persistence. It drastically reduces token usage by processing large datasets within the sandbox instead of the model context.
Gitingest MCP Server
A specialized MCP server that converts Git repositories (public or private) into LLM-friendly formats, providing tools and resources for analyzing repository structure and content.
Weather API167 MCP Server
A comprehensive weather and environmental data server providing current conditions, forecasts, air quality statistics, US weather alerts, and earthquake activity monitoring via coordinates or location names.
Fathom MCP Server
Interact with the Fathom.video API to manage meeting recordings, retrieve AI summaries and transcripts, and access team analytics through LLMs.
Gmail MCP Server
A robust Gmail management MCP server that enables AI-assisted email retrieval, drafting, and management with integrated professional writing frameworks and Google Calendar availability.
QuantConnect MCP Server
A robust MCP server for QuantConnect that enables AI assistants to manage trading projects, perform backtesting and optimizations, and deploy live algorithmic trading strategies via the QuantConnect API.
Amplenote Cache MCP Server
A specialized MCP server that provides local access to the Amplenote SQLite cache, facilitating full-text search and retrieval of notes, bidirectional references, and task management.
MCP Knowledge Vault Search Tool
A robust MCP server that enables hybrid semantic and keyword search across personal knowledge bases using the Fondu Knowledge Vault API. It features advanced reranking, multiple authentication methods, and production-ready error handling.
MCP Performance Analyzer
A mobile application performance monitoring tool that analyzes performance data (like memory usage and view counts) to detect and alert on severe issues via the Model Context Protocol.
Alai
Search MCP
A search-focused MCP server that integrates the Brave Search API to provide web search, local POI lookups, and rich result retrieval for AI agents and clients.
Notion MCP Server
Enables AI assistants to interact with Notion workspaces through the Notion API. Supports searching, reading, creating pages, and querying databases with filters and sorting capabilities.
Google Maps Geocoding MCP Server
A Model Context Protocol server that interfaces with the Google Maps Geocoding API to provide forward geocoding, reverse geocoding, and Place ID lookups for LLM clients.
Redmine MCP Server
A comprehensive MCP server that grants AI assistants full access to Redmine project management, enabling management of issues, projects, time tracking, users, and wiki pages.
jxa-mail-mcp
Fast MCP server for Apple Mail via optimized JXA scripts