AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
twitterapi-io-mcp
Provides offline-first access to TwitterAPI.io documentation, including 54 API endpoints, authentication guides, and pricing details for AI assistants.
agentic-memory-server
@shin1ohno/sage
An intelligent task management assistant that analyzes tasks for priority and duration, intelligently routing them to Apple Reminders or Notion based on deadlines while coordinating with Google Calendar.
Google Sheets
A robust MCP server that enables AI systems to perform full CRUD operations on Google Sheets, including metadata retrieval, cell value manipulation, and sheet management.
Google Maps Places
A Google Maps Places MCP server that enables AI systems to perform text-based place searches and retrieve business information and photos. It operates as an OAuth proxy to securely interface with the Google Places API (New).
Google Calendar
A comprehensive MCP server for managing Google Calendar that enables AI agents to schedule meetings, RSVP to invites, check availability, and manage event details via OAuth proxy.
Vulnerable MCP Server
An educational MCP server demonstrating common security vulnerabilities like command injection, path traversal, SQL injection, and XXE attacks. Designed for security training purposes only, not for production use.
SMARD Energy Prices (x402)
Paywalled SMARD day-ahead electricity prices (DE-LU, 15‑minute resolution) via x402 on Base mainnet.
Google Contacts
A Google Contacts MCP server that enables AI assistants to list, search, create, update, and delete contacts and search organization directories.
TOON MCP Server
A utility server that converts JSON data and system prompts to Token-Oriented Object Notation (TOON), reducing LLM token consumption by 30-60%.
oracle-mcp
A tool-focused MCP server that provides a unified interface to consult expert AI models like Codex or Claude via CLI for architectural analysis and complex problem-solving.
EduChain MCP Server
A specialized MCP server that leverages the EduChain library and Grok's LLM to generate educational content such as quizzes, lesson plans, and flashcards.
OpManager MCP Server
A credential-less MCP server that provides AI assistants with access to 85+ ManageEngine OpManager API endpoints for monitoring network devices, alarms, and IT infrastructure.
Rememberizer MCP Server
Connects to Rememberizer.ai to perform semantic and agentic search across Slack, Gmail, Google Drive, and Dropbox repositories. It enables AI-powered retrieval of personal/team knowledge and allows users to save new information for future recall.
Context Injection MCP Server
This MCP server automatically injects development framework context, workflows, and Knowledge Graph references into Claude conversations based on keyword triggers. It is designed to help solo developers maintain consistent patterns and AI collaboration frameworks across different tasks.
polydev
Query GPT-5, Claude, Gemini, and Grok simultaneously through one MCP server
binal-mcpserver
An MCP server that provides a RAG-powered 'digital twin' of Binal's professional resume, allowing AI assistants to query specific skills, experience, and background data using Upstash Vector.
deep-research-mcp-server
An AI-powered research assistant that utilizes Gemini 2.5 Flash and Google Search Grounding to perform iterative, multi-step investigations and generate structured scholarly reports.
PBIXRay MCP Server
A tool for analyzing Power BI (.pbix) files, enabling LLMs to explore data models, extract DAX measures, view Power Query transformation code, and query table contents.
statecli
A memory and self-awareness layer for AI agents that enables state tracking, replaying actions, undoing mistakes via rollbacks, and creating checkpoints for safe experimentation.
Intelligent Architecture Recommendation Engine
Generates tailored system architecture recommendations based on business parameters like QPS, concurrent users, database type, and AI model size, providing resource allocation plans, middleware suggestions, and exportable architecture diagrams.
bedrock-prompts-mcp
A Model Context Protocol server that enables seamless management and invocation of AWS Bedrock managed prompts, including support for batch processing and streaming responses.
comet_mcp
Connects Claude Code to Perplexity Comet for agentic web browsing and deep research using an isolated browser instance. It bridges high-level coding tasks with Perplexity's web intelligence to handle navigation, logins, and dynamic content.
multi-agent-mcp
An intelligent routing layer for AI coding environments that analyzes tasks and guides primary agents like Claude to delegate specific workloads (security, refactoring, etc.) to specialized CLI tools.
Trello
MCP (Model Context Protocol) Server. Integrates with Trello's API to enable AI-powered project management tasks like automated workflow optimization and task creation.
Market Price Finder
A specialized MCP server deployed on Cloudflare Workers that enables real-time product price searching, vendor comparison, and historical price tracking across various marketplaces.
remainders-mcp
A macOS-specific MCP server that allows AI models to interact with the Apple Reminders app using AppleScript for list and task management.
IBKR TWS MCP Server
Enables LLM clients to interact with Interactive Brokers Trader Workstation for automated trading workflows. Supports market data retrieval, portfolio management, and order execution through the TWS API.
notebooklm-mcp
A comprehensive MCP server for interacting with Google's NotebookLM, allowing for automated notebook management, source synchronization, AI-powered research, and multi-modal content generation like audio podcasts and infographics.
Falcosidekick UI MCP Server
A lightweight MCP server that integrates with Falcosidekick UI to query and analyze Falco security events, supporting time-based filtering and detailed event inspection for incident response.