Discover Awesome MCP Servers

Open Brain

A remote MCP server enabling semantic memory across multiple AI platforms like Perplexity Comet and Claude Desktop, with vector embeddings for intelligent retrieval.

Zoho Analytics MCP Server

Enables AI agents to create and edit Zoho Analytics chart reports, run SQL queries, and browse workspaces and views using natural language.

Retell AI MCP Server

Provides complete programmatic access to the Retell AI platform, enabling autonomous management of voice and text agents, telephony, and monitoring.

MotionMCP

This MCP server bridges Motion's API with LLMs like Claude and ChatGPT via the Model Context Protocol, so you can manage tasks, search projects, check your schedule, and more — all through natural conversation.

mcp-balldontlie

Enables querying basketball data including players, games, season averages, and stats from the balldontlie.io API.

Document Q&A MCP Server

Enables document-based question answering using OpenAI's GPT-4 with semantic search and embeddings. Upload PDF, TXT, or Markdown files and get answers strictly based on document content with source attribution and confidence scores.

AgentTrust

Reputation and trust scoring service for AI agents, exposed as an MCP server. Evaluate counterparties, report interactions, issue portable trust certificates, and detect Sybil attacks.

ridvay-mcp

MCP server that lets AI assistants create and edit Ridvay Studio posters, flyers, and social designs directly from chat conversations, returning shareable links.

jons-mcp-imessage

Enables AI assistants to read iMessage history and send messages on macOS. Supports conversation listing, message search with keyword and semantic modes, contact lookup, and sending messages to existing conversations.

AstrBot MCP Server

Enables remote management and debugging of AstrBot servers via SSH, including log monitoring, status checks, and command execution.

mcp-fusion

Multi-model fusion analysis tool that sends queries to multiple AI models in parallel and returns structured analysis from a judge model.

Teradata MCP Server

Enables secure interaction with Teradata databases through SQL queries, schema exploration, and business intelligence analysis with enterprise-grade OAuth 2.1 authentication and workload management capabilities.

loki

Loki lets an AI agent run an entire website at runtime — content schema, content, code, routes, and design — through a single MCP endpoint.

granola-mcp

MCP server for Granola that exposes meeting notes, AI summaries, and transcripts to Claude.

EuroLeague Analytics MCP

MCP server for querying validated EuroLeague and EuroCup basketball analytics, including possession-based metrics, four factors, and lineup-level on/off data reconstructed from play-by-play events.

Conductor MCP Server

Enables AI assistants to interact with Netflix Conductor Workflow Engine for troubleshooting workflows, managing executions, and creating/updating workflow and task definitions through natural language.

Twitter Client MCP

Um servidor de Protocolo de Contexto de Modelo (MCP) para integração segura de clientes Twitter usando a biblioteca ElizaOS agent-twitter-client.

opportunity-mcp

Enables AI assistants to search and filter youth opportunities such as scholarships, fellowships, internships, conferences, and exchange programs, aggregated from multiple live sources.

MCP Sequence Diagram Server

Generates sequence diagram images from Mermaid syntax or natural language descriptions, supporting multiple output formats (SVG, PNG) with customizable themes and dimensions.

gitlab-mr-reviewer

AI-powered code review for GitLab merge requests that analyzes diffs, posts inline comments with severity and category, supports multi-model council review, and integrates with Kiro IDE via MCP.

ruby-console-mcp

Enables AI assistants to execute Ruby console commands (Rails console, IRB, etc.) with persistent session support for interacting with Ruby/Rails applications through natural language.

vault-mcp

Centralized credential management for servers, websites, and APIs with HashiCorp Vault integration. Provides authentication, authorization, and audit logging for secure access to secrets.

mcp-jp-calendar

Provides accurate Japanese business day utilities including holiday checks, settlement day calculations, and fiscal period determination, all with embedded holiday data from 2020-2030.

warcraft-wiki-mcp

MCP server that gives LLMs live access to warcraft.wiki.gg API documentation with behavioral notes, restrictions, and patch history for World of Warcraft APIs.

agent-memory-mcp

Guardrails for AI coding agents that enforces rules via compliance receipts, blocking destructive actions and syncing rules across all AI tools.

Plan-MCP

An MCP server that uses Google Gemini AI to analyze requirements, create project plans, review code quality, and provide execution analysis feedback for software development projects.

HuGR Tools

A monorepo of MCP toolkits for Cloudflare Workers, providing over 630 tools across SaaS providers and AWS, with composite tools for security, incident response, billing, and cloud cost optimization.

Smart Irrigation MCP Server

Exposes real-time soil sensor metrics as MCP Resources and irrigation valve controls as MCP Tools, enabling AI-driven agronomic decisions with built-in safety guardrails.

Landlord

An MCP server that orchestrates parallel Claude agent sessions by decomposing natural-language tasks into contract-bound tenants with structured outputs and validation, all running over stdio.

AVOCarbon SharePoint MCP

Enables managing SharePoint and OneDrive files, folders, permissions, and versions through Microsoft Graph API with actions like upload, download, search, and sharing.