Discover Awesome MCP Servers

Frame Pulse MCP

Provides AI agents with real-time system monitoring and control for creative workstations, enabling thermal management and process prioritization to prevent crashes.

sas-score-mcp-serverjs

This MCP server enables natural language scoring with SAS Viya, allowing users to execute prebuilt SAS code, models, and job definitions seamlessly.

Runtime Copilot MCP Server

Provides an MCP-native operational interface for diagnostics, explainability, regression checks, and operational memory on data-system internals like PostgreSQL and Databricks toy engines.

MCP Note Taker

A proof-of-concept MCP server for AI assistant note-taking, enabling adding notes, fetching the latest note, and summarizing all notes.

Semanticscholar Universal MCP Server

Provides a standardized interface for interacting with Semanticscholar's tools and services through a unified API.

ElevenLabs MCP Server

Official ElevenLabs Model Context Protocol server that enables AI assistants like Claude to interact with Text to Speech and audio processing APIs, allowing them to generate speech, clone voices, transcribe audio, and create soundscapes.

ultramock-mcp

Enables AI agents to create and configure product mockups on ultramock.io using your own logged-in subscription.

Context Mode

An MCP server that preserves LLM context by intercepting large data outputs and returning only concise summaries or relevant sections. It enables efficient sandboxed code execution, file processing, and documentation indexing across multiple programming languages and authenticated CLIs.

whykiki-anything-world-mcp

An MCP server that enables Claude and other clients to generate, animate, and search 3D models using the Anything World API.

server-memory

A local-first MCP server for durable agent memory using SQLite and FTS5, enabling knowledge graph storage, search, and recall for AI agents.

MyNews MCP Server

Enables AI agents to fetch categorized news headlines and full article text from a multi-topic RSS aggregator, with no API keys required.

agent-mcp

An MCP facade server that aggregates multiple downstream MCP servers and exposes them as high-level tools, using autonomous agents to handle natural-language instructions and complex multi-step operations.

Codex Vision MCP

A local MCP server that adds computer-vision tools to coding agents and models that do not support native image input, using Codex OAuth credentials and the ChatGPT/Codex Responses backend.

MCP Weather Server

Enables users to get current weather information for any city through a simple JSON-RPC interface. Integrates with OpenWeatherMap API to provide real-time weather data including temperature, conditions, and other meteorological information.

MCP Port Scanner

An intelligent layered port scanning service based on MCP protocol, designed for AI assistants and development tools to perform network security analysis with real-time feedback.

InventorySystem MCP Server

A Python MCP server that connects to an Inventory Management System, providing 15 tools for CRUD operations on users, inventory items, and bills.

Solematica

Solar estimates, provider comparison, energy prices and blog for Italy. 6 MCP tools for the Italian solar market.

duplicati-mcp

MCP server for managing Duplicati backups from an LLM.

GrACE-MCP

A knowledge graph MCP server that integrates Graphiti and the ACE framework for conversational management of Neo4j-based entities and relationships. It enables AI agents to perform semantic searches, manage data isolation, and utilize automatic learning strategies.

Context Travel MCP

Enables Claude agents to checkpoint their context state and reset back to saved points with handoff messages, maintaining clean context windows during complex tasks by avoiding fragmented summaries from compactions.

DorkFiMCP

Enables interaction with the DorkFi lending protocol on Voi and Algorand, supporting market discovery, position queries, liquidation scanning, and transaction preparation without signing or broadcasting.

prompt-to-asset

Routes one brief to the right image model across 60+ (gpt-image-1.5, Ideogram 3, Recraft V4, Flux), validates the output, and fans out to iOS/Android/PWA/favicon/visionOS/Flutter bundles. Works without an API key via Pollinations, HF Inference, Stable Horde, or host-LLM inline SVG.

Music Collection MCP Server

Provides intelligent access to local music collections through advanced metadata management, album classification across 8 types, collection analytics, and smart search capabilities for AI-powered music library organization.

co-eli-mcp

Enables searching and verifying citations of Colombian Constitutional Court decisions using datos.gov.co open data, returning metadata such as magistrate, date, and relatoria URL.

Neptune MCP Server

Enables AI agents to deploy applications to AWS with DevOps capabilities by automatically inferring infrastructure needs from code and generating inspectable Infrastructure as Code specifications.

stacktree-mcp

Enables publishing and managing HTML artifacts on stacktr.ee directly from MCP clients like Claude Desktop.

LLMDotfiles MCP Server

A Model Context Protocol server that scans and exposes AI-related dotfiles and configuration files to LLM agents, helping them understand project context and guidelines.

PyAirbyte MCP Server

Generates complete PyAirbyte data pipeline code and setup instructions for moving data between 600+ Airbyte source and destination connectors or to Pandas DataFrames, using AI-powered context-aware guidance based on connector documentation.

Aptos Blockchain MCP

Integrates Aptos blockchain access into AI applications, enabling interaction with tools for native APT operations, custom coin management, and transaction handling.