AI & Memory MCP Servers

An MCP server that bridges the Model Context Protocol (MCP) with the Agent-to-Agent (A2A) protocol, enabling MCP-compatible AI assistants (like Claude) to seamlessly interact with A2A agents.

A comprehensive MCP server that enables LLMs to explore and interact with the Fediverse through ActivityPub protocol, supporting actor discovery, timeline fetching, instance exploration, and WebFinger resolution across decentralized social networks.

Actor-critic thinking for performance evaluation

AI-powered Architectural Decision Records (ADR) analysis server that provides architectural insights, technology stack detection, security checks, and TDD workflow enhancement for software development projects.

An MCP server for providing serverless cloud infrastructure for AI agents.

RAG for your knowledge base connected to [Agentset](https://agentset.ai).

MCP server to search more than 5000+ AI agents and tools of various categories from [AI Agent Marketplace Index](http://www.deepnlp.org/store/ai-agent) and monitor traffic of AI Agents.

Let the AI manage complex plans with integrated task management and tracking tools. Supports STDIO, SSE and Streamable HTTP transports.

Search the bible reliably and repeatably [ai-Bible Labs](https://ai-bible.com)

A collection of MCP clients&servers to find the right mcp tools by **[Hekmon](https://github.com/hekmon8)**

Provides tools to search Airbnb and get listing details.

An MCP Server that connects to [Apache Airflow](https://airflow.apache.org/) using official python client.

Read and write access to [Airtable](https://airtable.com/) databases, with schema inspection.

Airtable Model Context Protocol Server.

Use AI agents to provision, configure, and query your [Algolia](https://algolia.com) search indices.

A comprehensive MCP server for tooling interactions (40+) and resource accessibility (60+) plus many useful prompts for interacting with the Algorand blockchain.

Interact with any OpenAI SDK Compatible Chat Completions API like OpenAI, Perplexity, Groq, xAI and many more.

Allow LLMs to explore metadata of structured data and unstructured data with Gravitino, and perform data governance tasks including tagging/classification.

Transform Claude into your AI-powered API testing laboratory. Test, debug, and document APIs through natural conversation with authentication support, response validation, and performance metrics.

An MCP server that dynamically creates MCP servers from web API configurations. This allows you to easily integrate any REST API, GraphQL endpoint, or web service into an MCP-compatible tool that can be used by AI assistants like Claude.

A powerful Model Context Protocol (MCP) server that provides seamless access to Apple Developer Documentation through natural language queries. Search, explore, and get detailed information about Apple frameworks, APIs, sample code, and more directly in your AI-powered development environment.

MCP server that lets LLM run AppleScript code to to fully control anything on Mac, no setup needed.

MCP server which runs debian package manager (apt) commands for you using ai agents.

MCP Server that enables AI-powered robotics using Claude AI and Arduino (ESP32) for real-world automation and interaction with robots.

An MCP server that connects AI agents (Cline, Claude Desktop, Cursor, etc.) to Atlassian Jira & Confluence, enabling data queries and actions through the Model Context Protocol.

Audius + AI = Atris. Interact with fans, stream music, tip your favorite artists, and more on Audius: all through Claude.

Perform operations on your AWS resources using an LLM.

AI Agent collaboration platform. Collaborate on tasks, share context, and coordinate workflows.

An MCP server that provides a bridge to Azure DevOps services, enabling AI assistants to query and manage work items.

An MCP server for Azure OpenAI DALL-E 3 service to generate image from text.

An MCP that enables AI to query the wiki hosted on Azure Devops Wiki.

Web search with Baidu Cloud's AI Search

Send USDC on [Base](https://base.org) for free using Claude AI! Built with [Coinbase CDP](https://docs.cdp.coinbase.com/mpc-wallet/docs/welcome).

Local-first knowledge management system that builds a semantic graph from Markdown files, enabling persistent memory across conversations with LLMs.

Add biblical context to your generative AI applications.

🔍 Enable AI assistants to search and access bioRxiv papers through a simple MCP interface.

MCP Server for Blockchain Data from **[Tatum](http://tatum.io/mcp)** that instantly unlocks blockchain access for your AI agents. This official Tatum MCP server connects to any LLM in seconds.

Control Bluetooth devices and manage connections through natural language commands, including device discovery, pairing, and audio controls.

An MCP server for interacting with BSC, opBNB, and the Greenfield blockchain.

Unofficial PayPal Braintree payment gateway MCP Server for AI agents to process payments, manage customers, and handle transactions securely.

A Model Context Protocol (MCP) server for integrating AI assistants with Bybit cryptocurrency exchange APIs, enabling automated trading, market data access, and account management.

This server enables LLMs to use calculator for precise numerical calculations.

A CalDAV MCP server to expose calendar operations as tools for AI assistants.

Query and Summarize chat messages with LLM. by [mcpso](https://mcp.so)

Access Chess.com player data, game records, and other public information through standardized MCP interfaces, allowing AI assistants to search and analyze chess information.

Talk with AI about your browser history, get fun ^_^

Persistent memory system enabling Claude Desktop conversations to resume with full context across sessions. Maintains conversation history, project states, and user preferences for seamless multi-session workflows.

ClaudePost enables seamless email management for Gmail, offering secure features like email search, reading, and sending.

MCP server tool enabling sharing large PDF files to Google LLMs via API for further/additional analysis and response retrieval to Claude Desktop.

Get comprehensive ML experiment context and analysis directly from [ClearML](https://clear.ml) in your AI conversations.

Cloudinary Model Context Protocol Server to upload media to Cloudinary and get back the media link and details.

MCP server enabling AI agents and LLMs to manage, monitor, and query **[CockroachDB](https://www.cockroachlabs.com/)** using natural language.

A coding assistant MCP server that allows to explore a code-base and make changes to code. Should be used with trusted repos only (insufficient protection against prompt injections).

MCP server that provides code context and analysis for AI assistants. Extracts directory structure and code symbols using WebAssembly Tree-sitter parsers without Native Dependencies.

An MCP server that allows LLMs to execute Python code within a specified Conda environment.

An MCP server to create secure code sandbox environment for executing code within Docker containers.

GraphRAG memory server with customizable ingestion, data processing and search

Implements the complete [CoinMarketCap](https://coinmarketcap.com/) API for accessing cryptocurrency market data, exchange information, and other blockchain-related metrics.

Open-source out-of-the-box alternative to OpenAI Operator, providing a full desktop experience and optimized for using remote macOS machines as autonomous AI agents.

Production-ready MCP server for AI-driven console automation and monitoring. 40 tools for session management, SSH, testing, monitoring, and background jobs. Like Playwright for terminal applications.

Analyze large codebases and document collections using high-context models via OpenRouter, OpenAI, or Google AI -- very useful, e.g., with Claude Code

AI Context Engineering tool that transforms large repositories into crystallized, AI-consumable knowledge through systematic analysis and optimization.

Context Portal (ConPort) is a memory bank database system that effectively builds a project-specific knowledge graph, capturing entities like decisions, progress, and architecture, along with their relationships. This serves as a powerful backend for Retrieval Augmented Generation (RAG), enabling AI assistants to access precise, up-to-date project information.

MCP server for structured, iterative reasoning and thinking with flexible validation, confidence tracking, revision mechanisms, and branching support.

Open-Source Bridge Between AI Agents and Enterprise Systems, with simple custom API plug-in capabilities (including close compatibility with ComfyUI nodes), support for Copilot Studio's MCP agent integations, and support for Azure deployment in secure environments with secrets stored in Azure Key Vault, as well as straightforward on-premises deployment.

MCP Server that exposes Creatify AI API capabilities for AI video generation, including avatar videos, URL-to-video conversion, text-to-speech, and AI-powered editing tools.

Providing latest cryptocurrency news to AI agents, powered by CryptoPanic.

A comprehensive MCP server for Microsoft Dynamics 365 Finance & Operations (D365 F&O) that provides easy access to OData endpoints, metadata operations, label management, and AI assistant integration.

Connect LLMs to real-time, rights-cleared, proprietary data from trusted sources. Access specialized models for Real-Time Web Search, News, Sports, Financial Data, Crypto, and premium publisher content. Explore data models at [marketplace.dappier.com](https://marketplace.dappier.com/marketplace).

Allows LLMs to run SQL queries, list and get details of jobs executions in a Databricks account.

A server that connects to the Databricks Genie, allowing LLMs to ask natural language questions, run SQL queries, and interact with Databricks conversational agents.

A Model Context Protocol (MCP) server that provides tools for AI, allowing it to interact with the [DataWorks](https://www.alibabacloud.com/help/en/dataworks/) Open API through a standardized interface. This implementation is based on the Alibaba Cloud Open API and enables AI agents to perform cloud resources operations seamlessly.

Lightweight MCP server offering Grok/OpenAI/Gemini/Perplexity-style automated deep research exploration and structured reporting.

A MCP (Model Context Protocol) provider Deepseek reasoning content to MCP-enabled AI Clients, like Claude Desktop. Supports access to Deepseek's thought processes from the Deepseek API service or from a local Ollama server.

Universal deployment tracker for AI assistants with live status badges and deployment monitoring.

Energy-efficient Python-to-Rust transpiler with progressive verification, enabling AI assistants to convert Python code to safe, performant Rust while reducing energy consumption by 75-85%.

Let AI edit and manage files on your computer, run terminal commands, and connect to remote servers via SSH - all powered by one of the most popular local MCP servers.

An MCP server for devcontainer to generate and configure development containers directly from devcontainer configuration files.

AI-powered development productivity platform that enhances software development workflows through intelligent automation and AI-driven assistance.

For Discord API integration by Klavis AI

Integrate with Docker to manage containers, images, volumes, and networks.

Docker MCP Server provides advanced, unified Docker management via CLI and MCP workflows, supporting containers, images, volumes, networks, and orchestration.

Enable documentation access for the AI agent, supporting llms.txt and other remote or local files.

Docy gives your AI direct access to the technical documentation it needs, right when it needs it. No more outdated information, broken links, or rate limits - just accurate, real-time documentation access for more precise coding assistance.

Enables AI agents to securely perform payment operations via a lightweight, serverless-compatible interface to the [Dodo Payments](https://dodopayments.com) API.

A Model Context Protocol (MCP) server for comprehensive domain analysis: WHOIS, DNS records, and DNS health checks.

A mcp server that bridges Dune Analytics data to AI agents.

A lightweight MCP server that allows LLMs to read and interact with your personal PDF and EPUB ebooks. Ideal for building AI reading assistants or chat-based ebook interfaces.

Generate visual charts using ECharts with AI MCP dynamically, used for chart generation and data analysis.

A comprehensive Model Context Protocol server for Electronic Design Automation tools, enabling AI assistants to synthesize Verilog with Yosys, simulate designs with Icarus Verilog, run complete ASIC flows with OpenLane, and view results with GTKWave and KLayout.

An MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL.

MCP server for edwin SDK - enabling AI agents to interact with DeFi protocols across EVM, Solana and other blockchains.

This server enables users to send emails through various email providers, including Gmail, Outlook, Yahoo, Sina, Sohu, 126, 163, and QQ Mail. It also supports attaching files from specified directories, making it easy to upload attachments along with the email content.

A simple MCP server that lets your AI agent send emails and attach files through SMTP.

An MCP server that integrates ESP IDF commands like building and flashing code for ESP Microcontrollers using an LLM.

Comprehensive blockchain services for 30+ EVM networks, supporting native tokens, ERC20, NFTs, smart contracts, transactions, and ENS resolution.

Persistent memory across Claude conversations with multi-project support, automatic importance scoring, and tag-based organization. Production-ready with 400+ tests.

Access to Formula 1 data including race results, driver information, lap times, telemetry, and circuit details.

Microsoft Fabric MCP server to accelerate working in your Fabric Tenant with the help of your favorite LLM models.

Official Microsoft Fabric RTI server to accelerate working with Eventhouse, Azure Data Explorer(Kusto), Eventstreams and other RTI items using your favorite LLM models.

The fabric-mcp-server is an MCP server that integrates [Fabric](https://github.com/danielmiessler/fabric) patterns with [Cline](https://cline.bot/), exposing them as tools for AI-driven task execution and enhancing Cline's capabilities.

Generate AI images, videos, and music using Fal.ai models (FLUX, Stable Diffusion, MusicGen) directly in Claude

Access Fastmail via JMAP: list/search emails, send and move mail, handle attachments/threads, plus contacts and calendar tools.

A remote, dynamic MCP server with a unified API that connects to 1,000+ tools, actions, and workflows, featuring built-in authentication and monitoring.

The is a MCPserver that brings the power of FDIC BankFind APIs straight to your AI tools and workflows. Structured U.S. banking data, delivered with maximum vibes. 😎📊

Web content fetching and conversion for efficient LLM usage.

A server that flexibly fetches HTML, JSON, Markdown, or plaintext.

A Model Context Protocol server that provides seamless, standardized access to Fast Healthcare Interoperability Resources (FHIR) data from any compatible FHIR server. Designed for easy integration with AI tools, developer workflows, and healthcare applications, it enables natural language and programmatic search, retrieval, and analysis of clinical data.

Local MCP server for Visual Studio 2022 that provides code-workspace functionality by giving AI agents selective access to project folders and files

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

FF3 Format Preserving Encryption with authentication patterns for secure data protection in LLM workflows.

A GDB/MI protocol server based on the MCP protocol, providing remote application debugging capabilities with AI assistants.

Lightweight MCP server that enables Claude to interact with Google's Gemini AI through the official CLI, offering zero API costs and stateless architecture.

A Go gateway that converts gRPC services into MCP-compatible tools, allowing AI models like Claude to directly call your gRPC services.

A Model Context Protocol (MCP) server for interacting with Ghost CMS through LLM interfaces like Claude.

Allows LLM to interact with a local git repository, incl. optional push support.

MCP server that interfaces with the [git-mob](https://github.com/Mubashwer/git-mob) CLI app for managing co-authors in git commits during pair/mob programming.

A Model Context Protocol (MCP) server that provides 29 Git operations + 11 workflow combinations for AI assistants and developers. This server exposes comprehensive Git repository management through a standardized interface, enabling AI models and developers to safely manage complex version control workflows.

A Model Context Protocol (MCP) server for Gmail integration in Claude Desktop with auto authentication support.

A Simple MCP server for Gmail with support for all basic operations with oauth2.0.

Remote hostable MCP server that can get and send Gmail messages without local credential or file system setup.

A Gmail service implementation using MCP (Model Context Protocol) that provides functionality for sending, receiving, and managing emails through Gmail's API.

An MCP server for GNU Radio that enables LLMs to autonomously create and modify RF .grc flowcharts.

Run more than +200 onchain actions on any blockchain including Ethereum, Solana and Base.

Google Analytics MCP Server to bring data across 200+ dimensions & metrics for LLMs to analyse.

Provides Google Vertex AI Search results by grounding a Gemini model with your own private data

Comprehensive Google Workspace MCP with full support for Calendar, Drive, Gmail, and Docs using Streamable HTTP or SSE transport.

Enable AI assistants to search and access Google Scholar papers through a simple MCP interface.

Modern, cross-platform MCP server that enables AI assistants to browse and interact with both Gopher protocol and Gemini protocol resources safely and efficiently.

Find and compare SaaS products, including data from G2 reviews, Trustpilot, Crunchbase, Linkedin, pricing, features and more, using [Gralio MCP](https://gralio.ai/mcp) server

Allow LLMs to explore large GraphQL schemas without bloating the context.

Expose Great Expectations data validation and quality checks as MCP tools for AI agents.

Access to profile data and management of user account with [HorizonDataWave.ai](https://horizondatawave.ai/).

Helm MCP provides a bridge between AI assistants and the Helm package manager for Kubernetes. It allows AI assistants to interact with Helm through natural language requests, executing commands like installing charts, managing repositories, and more.

Access specialized web3 AI agents for blockchain analysis, smart contract security, token metrics, and blockchain interactions through the [Heurist Mesh network](https://github.com/heurist-network/heurist-agent-framework/tree/main/mesh).

Double entry plain text accounting, right in your LLM! This MCP enables comprehensive read, and (optional) write access to your local [HLedger](https://hledger.org/) accounting journals.

Docker-ready MCP server for Home Assistant with entity management, domain summaries, automation support, and guided conversations. Includes pre-built container images for easy installation.

A powerful MCP Server that enables AI assistants like Claude to interact with humans through intuitive GUI dialogs. This server bridges the gap between automated AI processes and human decision-making by providing real-time user input tools, choices, confirmations, and feedback mechanisms.

Instant human feedback through an MCP, have your AI interact with humans around the world. Powered by [Rapidata](https://www.rapidata.ai/)

Modular toolkit for managing Fabric test networks and chaincode lifecycle via MCP tools.

This is a simple example of using MCP Server to invoke the task chain of the iFlytek SparkAgent Platform.

ComputerVision-based 🪄 sorcery of image recognition and editing tools for AI assistants.

📧 An IMAP Model Context Protocol (MCP) server to expose IMAP operations as tools for AI assistants.

Run queries against InfluxDB OSS API v2.

A cognitive reasoning tool that enables LLMs to engage in private, structured self-reflection and multi-step reasoning before generating responses, improving response quality and problem-solving capabilities.

Send DMs on Instagram via your LLM

Turn casual prompts into professional-quality images with AI enhancement

Enables interactive LLM workflows by adding local user prompts and chat capabilities directly into the MCP loop.

An MCP-compliant server for retrieving customer support tickets from Intercom. This tool enables AI assistants like Claude Desktop and Cline to access and analyze your Intercom support tickets.

A Model Context Protocol (MCP) server that enables LLMs to interact with iOS simulators (iPhone, iPad, etc.) through natural language commands.

Python code execution sandbox based on IPython and Docker. Stateful code execution, file transfer between host and container, configurable network access. See [ipybox MCP server](https://gradion-ai.github.io/ipybox/mcp-server/) for details.

A Model Context Protocol server that recreates [CorentinTh it-tools](https://github.com/CorentinTh/it-tools) utilities for AI agents, enabling access to a wide range of developer tools (encoding, decoding, conversions, and more) via MCP.

Integration with iTerm2 terminal emulator for macOS, enabling LLMs to execute and monitor terminal commands.

Connect to any JDBC-compatible database and query, insert, update, delete, and more. Supports MySQL, PostgreSQL, Oracle, SQL Server, SQLite and [more](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc#supported-jdbc-variants).

MCP server to interact with browser-based meeting platforms (Zoom, Teams, Google Meet). Enables AI agents to send bots to online meetings, gather live transcripts, speak text, and send messages in the meeting chat.

Converting JSON into CSV format string from (1) JSON data, (2) URLs pointing to publiclly available .json files.

A Model Context Protocol (MCP) server implementation for programmatically generating videos using the json2video API. This server exposes powerful video generation and status-checking tools for use with LLMs, agents, or any MCP-compatible client.

An MCP server for executing token swaps on the Solana blockchain using Jupiter's new Ultra API.

connects Jupyter Notebook to Claude AI, allowing Claude to directly interact with and control Jupyter Notebooks. This integration enables AI-assisted code execution, data analysis, visualization, and more.

designed to work with Keycloak for identity and access management, with about 40+ tools covering, Users, Realms, Clients, Roles, Groups, IDPs, Authentication. Native builds available.

Manage records and apps in [kintone](https://kintone.com) through LLM tools.

A comprehensive Model Context Protocol (MCP) server providing real-time weather data, air quality monitoring, forecasts, and astronomical information powered by Caiyun Weather API.

A Model Context Protocol (MCP) server for interacting with Kong Konnect APIs, allowing AI assistants to query and analyze Kong Gateway configurations, traffic, and analytics.

A comprehensive suite of Model Context Protocol (MCP) servers dedicated to cryptocurrency, blockchain, and Web3 data aggregation, analysis, and services from Kukapay.

Keyword research, people also ask, SERP and other SEO tools for [kwrds.ai](https://www.kwrds.ai/)

Know Your Computer (KYC) - MCP Server compatible with Claude Desktop. Comprehensive system diagnostics for Windows, Mac OS and Linux operating system with AI-powered recommendations.

Allows LLM to interact with libvirt thus enabling to create, destroy or list the Virtual Machines in a system.

Allows LLM to interact with Linear's API for project management, including searching, creating, and updating issues.

Allows LLM to interact with Linear's API via a single static binary.

MCP server that lets AI assistants control LinkedIn accounts and retrieve real-time data.

A Model Context Protocol server for LLDB that provides LLM-driven debugging.

Provides a repo-packing MCP tool with configurable profiles that specify file inclusion/exclusion patterns and optional prompts.

Get the latest social metrics and posts for both current live social context as well as historical metrics in LLM and token optimized outputs. Ideal for automated trading / financial advisory.

An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robust phone number validation, attachment processing, contact management, group chat handling, and full support for sending and receiving messages.

A meta-MCP server that acts as a universal hub, allowing LLMs to autonomously discover, install, and orchestrate multiple MCP servers - essentially giving AI assistants the power to extend their own capabilities on-demand. Includes `mbro`, a powerful CLI MCP server browser with scripting capability.

Allows AI agents to interact with the Mailchimp API (read-only)

Enable AI assistants to reflect on, critique, and continuously improve their own performance using Mandoline's evaluation framework.

Redact sensitive information from your PDF documents before sending them to Claude. Masquerade serves as a privacy firewall for LLMs.

The server designed to connect MasterGo design tools with AI models. It enables AI models to directly retrieve DSL data from MasterGo design files.

An MCP to write and execute MATLAB scripts, maintain workspace context between MCP calls, visualize plots, and perform section-by-section analysis of MATLAB code with full access to MATLAB's computational capabilities.

Maven Central dependency intelligence for JVM build tools. Supports all build tools (Maven, Gradle, SBT, Mill) with Context7 integration for documentation support.

Yet another MCP security gateway, Maybe Don't AI provides policy checks on any call before it reaches downstream MCP servers to protect users from agents behaving poorly.

Static server that provides AI models with persistent tool-specific context and rules, preventing context loss between chat sessions and enabling consistent behavior across interactions.

Server that provides local-first document management and semantic search via embeddings or Gemini AI (recommended). Optimized for performance with disk persistence, an in-memory index, and caching.

Example MCP servers that use [annotated](https://github.com/spring-ai-community/mcp-annotations) Java interfaces/classes as 'tool groups'. Using standard MCP annotations, service implementations can then, at runtime, be used to generate tool specifications, and then dynamically added or removed from MCP servers. The functionality is demonstrated in a sample tool group, but can be similarly used for any API or service.

An MCP server that creates and manages MCP servers! Helps both non-technical users and developers build custom JavaScript MCP servers with AI guidance, automatic dependency management, and Claude Desktop integration.

An MCP server that provides tools for querying and discovering available MCP servers from this list.

Model Context Protocol (MCP) server for Apache Airflow API integration. Provides comprehensive tools for managing Airflow clusters including service operations, configuration management, status monitoring, and request tracking.

The containerd MCP implemented by Rust supports the operation of the CRI interface.

Python-based MCP server that brings grep functionality to LLMs. Supports common grep features including pattern searching, case-insensitive matching, context lines, and recursive directory searches.

Simple Web UI to install and manage MCP servers for Claude Desktop by **[Zue](https://github.com/zueai)**

Universal MCP memory service providing semantic memory search, persistent storage, and autonomous memory consolidation for AI assistants across 13+ AI applications.

A Model Context Protocol server that provides AI assistants with accurate, real-time information about NixOS packages, system options, Home Manager settings, and nix-darwin macOS configurations.

A Model Context Protocol (MCP) server for the Open Library API that enables AI assistants to search for book and author information.

Screen individuals and organizations against global sanctions lists (OFAC, SDN, UN, etc). Query by prompt or document upload.

High-quality screenshot capture optimized for Claude Vision API. Automatically tiles full pages into 1072x1072 chunks (1.15 megapixels) with configurable viewports and wait strategies for dynamic content.

Accurate weather forecasts via the AccuWeather API (free tier available).

The AI Agent's "App Store": Discover, install, and monetize AI capabilities — all within the MCP ecosystem.

Website to list high quality MCP servers and reviews by real users. Also provide online chatbot for popular LLM models with MCP server support.

Self-hosted MCP Registry and Gateway for enterprise AI Agents

A growing directory of high-quality MCP servers with clear setup guides for a variety of MCP clients. Built by the team behind the **[Highlight MCP client](https://highlightai.com/)**

Tool that allows LLMs to safely execute command-line tools, providing a secure bridge between LLMs and operating system commands.

A free [Model Context Protocol (MCP) Server](https://smithery.ai/server/@MeasureSpace/measure-space-mcp-server) that provides global weather, climate, air quality forecast and geocoding services by [measurespace.io](https://measurespace.io).

Enable AI assistants to search and access medRxiv papers through a simple MCP interface.

Save and query your agent memory in distributed way by Membase.

Generate memes via AI using the Imgflip API through the Model Context Protocol.

Knowledge graph memory system built on Neo4j with semantic search, temporal awareness.

Knowledge graph-based persistent memory system.

Remote MCP server to interact with Meta Ads API - access, analyze, and manage Facebook, Instagram, and other Meta platforms advertising campaigns.

Enable AI LLMs to execute trades using MetaTrader 5 platform.

(by Merill) A Model Context Protocol (MCP) server for Microsoft 365. Includes support for all services including Teams, SharePoint, Exchange, OneDrive, Entra, Intune and more. See [Lokka](https://lokka.dev/) for more details.

MCP server that connects to Microsoft Office and the whole Microsoft 365 suite using Graph API (including Outlook/mail, files, Excel, calendar)

AI-powered HTML prototype generation server that converts natural language descriptions into complete HTML code with modern design and responsive layouts. Supports design description expansion and seamless integration with Modao workspace.

A Model Context Protocol (MCP) server that orchestrates queries across multiple Ollama models, synthesizing their insights to deliver a comprehensive and multifaceted AI perspective on any given query.

The gateway for GenAI systems to interact with multiple Kubernetes clusters.

This MCP server provides tools and resources for AI assistants to manage n8n workflows and executions, including listing, creating, updating, and deleting workflows, as well as monitoring their execution status.

MCP server providing access to NASA's visual data APIs including Mars Rover photos, Earth satellite imagery (EPIC/GIBS), and Astronomy picture of the day. Features built-in image analysis tools with automatic format detection, compression, and base64 conversion for LLM integration.

The server provides latest information of park details, alerts, visitor centers, campgrounds, hiking trails, and events for U.S. National Parks.

Access powerful AI services via simple APIs or MCP servers to supercharge your productivity.

The PDF Parser AI service, built and customized by the [NetMind](https://www.netmind.ai/) team.

AI-powered JavaScript package management with security scanning, bundle analysis, and intelligent dependency management for MCP-compatible editors.

Access Dutch Railways (NS) real-time train travel information and disruptions through the official NS API.

Read and search through your Obsidian vault or any directory containing Markdown notes

(by Guy Bary) AI-powered developer assistant that enables advanced code research, analysis and discovery across GitHub and NPM realms in realtime

Connect AI assistants to Odoo ERP systems for business data access and workflow automation.

An MCP server provides various blockchain data and market price data via the OKX API. The server enables Claude to perform operations like retrieve assets prices, transaction data, account history data and trade instruction data.

Map clinical terminology to OMOP concepts using LLMs for healthcare data standardization.

OpenAI GPT image generation/editing MCP server.

This is a Python-based MCP server that provides OpenAI `web_search` built-in tool.

Allow LLMs to explore large [OpenAPI](https://www.openapis.org/) schemas without bloating the context.

Interact with OpenCTI platform to retrieve threat intelligence data including reports, indicators, malware and threat actors.

An MCP server providing OpenCV computer vision capabilities. This allows AI assistants and language models to access powerful computer vision tools.

Unofficial MCP server for OpenNeuro, providing access to open neuroimaging datasets, study metadata, and brain imaging data for neuroscience research and analysis.

An MCP server for [OpenReview](https://openreview.net/) to fetch, read and save manuscripts from AI/ML conferences.

Modern, secure, and high-performance MCP server that enables AI models to access and search ZIM format knowledge bases offline, including Wikipedia and educational content archives.

An MCP server that brings enterprise-grade OCR and document parsing capabilities to AI applications.

Test, evaluate, and optimize AI agents and RAG apps

MCP Server for the Peacock extension for VS Code, coloring your world, one Code editor at a time. The main goal of the project is to show how an MCP server can be used to interact with APIs.

📱 A powerful plugin that lets you control your Android phone. Enables AI agents to perform complex tasks like automatically playing music based on weather or making calls and sending texts.

A Personal Intelligence Framework (PIF), providing tools for file operations, structured reasoning, and journal-based documentation to support continuity and evolving human-AI collaboration across sessions.

An MCP server for pinning GitHub Actions and container base images to their immutable SHA hashes to prevent supply chain attacks.

An omnimodal AIGC framework that seamlessly converts ComfyUI workflows into MCP tools with zero code, enabling full-modal support for Text, Image, Sound, and Video generation with Chainlit-based web interface.

Interact with Powerdrill datasets, authenticated with [Powerdrill](https://powerdrill.ai) User ID and Project API Key.

Enable AI assistants to query Prometheus using natural language with TypeScript implementation.

Enable AI assistants to search, access, and analyze PubMed articles through a simple MCP interface.

Use Puppeteer to browse a webpage and return a high quality Markdown. Use AI vision capabilities to handle cookies, captchas, and other interactive elements automatically.

Run Python code in a secure sandbox via MCP tool calls, powered by Deno and Pyodide

Browser automation and QA testing capabilities. This server integrates with [desplega.ai](https://desplega.ai) to offer automated testing, session monitoring, batch test execution, and intelligent test guidance using the AAA framework.

connects QGIS to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more.

The Model Context Protocol (MCP) Server built on Qiniu Cloud products supports users in accessing Qiniu Cloud Storage, intelligent multimedia services, and more through this MCP Server within the context of AI large model clients.

QuantConnect Algorithmic Trading Platform Orchestration MCP - Agentic LLM Driven Trading Strategy Design, Research & Implementation.

Launch your conversational [Quickchat AI](https://quickchat.ai) agent as an MCP to give AI apps real-time access to its Knowledge Base and conversational capabilities

An integration that allows LLMs to interact with Raindrop.io bookmarks using the Model Context Protocol (MCP).

Provides LLMs with essential random generation abilities, built entirely on Python's standard library.

An MCP server designed for interacting with the Rememberizer data source, facilitating enhanced knowledge retrieval.

Search, run and manage machine learning models on Replicate through a simple tool-based interface. Browse models, create predictions, track their status, and handle generated images.

Send email using Resend services

Interface with the Rijksmuseum API to search artworks, retrieve artwork details, access image tiles, and explore user collections.

Universal Salesforce integration with OAuth authentication, smart learning system, comprehensive backup capabilities, and full CRUD operations for any Salesforce org including custom objects and fields.

Connect to any relational database, and be able to get valid SQL, and ask questions like what does a certain column prefix mean.

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](https://schemaflow.dev)

Privacy-first macOS MCP server that provides visual context for AI agents through window screenshots

Transform complex, repetitive AI interactions into persistent, executable scripts with comprehensive script management (add, edit, remove, list, search, execute) and multi-language support (Bash, Python, Node.js, TypeScript).

An MCP server to integrate with SendGrid's API, enabling AI assistants (like Claude, ChatGPT, etc.) to send emails, manage templates, and track email statistics.

Dynamic and reflective problem-solving through thought sequences.

This MCP server lets LLMs to interact with the ShaderToy API, allowing LLMs to learn from compute shaders examples and enabling them to create complex GLSL shaders that they are previously not capable of.

Give hands to AI. MCP server to run shell commands securely, auditably, and on demand

Unofficial MCP server that allows AI agents to discover Shopify storefronts and interact with them to fetch products, collections, and other store data through the Storefront API.

MCP to let Claude / Windsurf / Cursor / your LLM control the browser

Slack MCP server which supports both stdio and Streamable HTTP transports. Extended from the original Anthropic's implementation which is now [archived](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/slack)

MCP to connect to Smartlead. Additional, tooling, functionality, and connection to workflow automation platforms also available.

A registry of MCP servers to find the right tools for your LLM agents by **[Henry Mao](https://github.com/calclavia)**

Open-source MCP server for Snowflake from official Snowflake-Labs supports prompting Cortex Agents, querying structured & unstructured data, object management, SQL execution, semantic view querying, and more. RBAC, fine-grained CRUD controls, and all authentication methods supported.

This MCP server enables LLMs to interact with Snowflake databases, allowing for secure and controlled data operations.

This MCP server enables LLMs to interact with the Solana blockchain with help of Solana Agent Kit by SendAI, allowing for 40+ protocol actions and growing

Solves constraint satisfaction and optimization problems .

This MCP allows an LLM to play and use Spotify.

This MCP allows an LLM to create Spring Boot projects with custom configurations. Instead of manually visiting start.spring.io, you can now ask your AI assistant to generate projects with specific dependencies, Java versions, and project structures.

Domain/HTTPS/SSL domain registration information and SSL certificate monitoring capabilities. Query domain registration and expiration information, and SSL certificate information and validity status for any domain.

A comprehensive MCP server for interacting with the Starknet blockchain, providing tools for querying blockchain data, resolving StarknetIDs, and performing token transfers.

This MCP provides relevant commands, documentation, and other information to allow LLMs to take full advantage of Starwind UI's open source Astro components.

This MCP server enables LLMs to interact with the Stellar blockchain to create accounts, check address balances, analyze transactions, view transaction history, mint new assets, interact with smart contracts and much more.

Knowledge management system for AI agents with memory space creation and retrieval capabilities.

MCP server connecting AI systems to Stockfish chess engine

This MCP server enables LLMs to interact with Figma, allowing them to read and modify designs programmatically.

Market research and business intelligence with TAM/SAM calculations and integration across 8 economic data sources: Alpha Vantage, BLS, Census Bureau, FRED, IMF, Nasdaq Data Link, OECD, and World Bank.

An efficient task manager. Designed to minimize tool confusion and maximize LLM budget efficiency while providing powerful search, filtering, and organization capabilities across multiple file formats (Markdown, JSON, YAML)

A Model Context Protocol (MCP) server that provides raw TCP socket access, enabling AI models to interact directly with network services using raw TCP Sockets. Supports multiple concurrent connections, buffering of response data and triggering automatic responses.

This MCP server allows LLMs to interact with TeamRetro, allowing LLMs to manage user, team, team member, retrospective, health check, action, agreement and fetch the reports.

his MCP server enables LLMs to interact with Teradata databases. This MCP Server support tools and prompts for multi task data analytics

An MCP server that integrates AI assistants with the Terraform Cloud API, allowing you to manage your infrastructure through natural conversation.

MCP server for teamfight tactics match history & match details fetching, providing user the detailed context for every match.

An MCP server that powers AI agents with indexed blockchain data from The Graph.

A Model Context Protocol (MCP) server implemented in Streamable HTTP transport that allows AI models to interact with the [Ticket Generator](https://ticket-generator.com/) APIs, enabling fetching active events lists, and generating tickets via 3 different modes.

A Model Context Protocol (MCP) server implemented in Streamable HTTP transport that allows AI models to interact with the Ticketmaster Discovery API, enabling searching events, venues, and attractions.

A Model Context Protocol server that enables AI assistants to query Tideways performance monitoring data and provide conversational performance insights for PHP applications.

An MCP server for interacting with TikTok advertising platforms for campaign management, performance analytics, audience targeting, creative management, and custom reporting.

An MCP server that enables AI assistants to interact with tip.md's crypto tipping functionality, allowing agents or supporters to tip registered developers directly from AI chat interfaces.

🌍 Real-time earthquake monitoring from Thai Meteorological Department. Features magnitude filtering, location-based search (Thai/English), today's events tracking, dangerous earthquake alerts, and comprehensive statistics. Covers regional and global seismic activities.

An MCP server providing tools for AI agents to mint ERC-20 tokens across multiple blockchains.

An MCP server for checking and revoking ERC-20 token allowances across multiple blockchains.

An MCP server for interacting with Ton Blockchain.

A lightweight utility designed to simplify the deployment and management of MCP servers, ensuring ease of use, consistency, and security through containerization by **[StacklokLabs](https://github.com/StacklokLabs)**

An MCP server provides fast and reliable transcriptions for audio/video files and voice memos. It allows LLMs to interact with the text content of audio/video file.

Travel planning and itinerary management server integrating with Google Maps API for location search, place details, and route calculations.

An MCP server that enables LLMs to interact with Tripadvisor API, supporting location data, reviews, and photos through standardized MCP interfaces

An MCP server that lets LLMs plan and manage itineraries with interactive maps in Triplyfy; manage itineraries, places and notes, and search/save flights.

A Model Context Protocol (MCP) server implementation that provides AI models with access to Typesense search capabilities. This server enables LLMs to discover, search, and analyze data stored in Typesense collections.

An MCP server that tracks newly created liquidity pools on Uniswap across nine blockchain networks.

An MCP server that enables LLMs to interact with Unity Catalog AI, supporting CRUD operations on Unity Catalog Functions and executing them as MCP tools.

`Unity Editor` and `Unity Runtime` MCP integration. Unit Test, Coding, C# Roslyn, Reflection, Assets. Helps to create games with AI. And helps to run AI logic in the game in runtime.

An MCP server that enables LLMs to interact with Unity3d Game Engine, supporting access to a variety of the Unit's Editor engine tools (e.g. Console Logs, Test Runner logs, Editor functions, hierarchy state, etc) and executing them as MCP tools or gather them as resources.

A Model Context Protocol (MCP) server implementation that integrates with Unleash Feature Toggle system. Provide a bridge between LLM applications and Unleash feature flag system

Integrates Google Map, Google Street View, PixAI, Stability.ai, ComfyUI API and Bluesky to provide a virtual location simulation in LLM (written in Effect.ts)

An MCP server that provides voice status updates using OpenAI's text-to-speech API, to be used with Cursor or Claude Code.

Enable voice conversations with Claude using any OpenAI-compatible STT/TTS service [getvoicemode.com](https://getvoicemode.com/)

VOYP MCP server for making calls using Artificial Intelligence.

Real-time Python package vulnerability scanner that checks dependencies against OSV and NVD databases, providing comprehensive security analysis with CVE details, lock file support, and actionable upgrade recommendations.

The Wanaku MCP Router is a SSE-based MCP server that provides an extensible routing engine that allows integrating your enterprise systems with AI agents.

A server that provides full web search, summaries and page extration for use with Local LLMs.

A Model Context Protocol (MCP) server that provides AI assistants with comprehensive access to Cisco Webex messaging capabilities.

MCP server that performs whois lookup against domain, IP, ASN and TLD.

Allowing AI models to discover and execute functions from the WikiFunctions library.

Access and search Wikipedia articles via MCP for AI-powered information retrieval.

WildFly MCP server that enables LLM to interact with running WildFly servers (retrieve metrics, logs, invoke operations, ...).

Windsor MCP (Model Context Protocol) enables your LLM to query, explore, and analyze your full-stack business data integrated into Windsor.ai with zero SQL writing or custom scripting.

Make your WordPress site into a simple MCP server, exposing functionality to LLMs and AI agents.

A server that fetches data indicators available with the World Bank as part of their data API

The Semantic Engine for Model Context Protocol(MCP) Clients and AI Agents

MCP server that brings AI to your Xcode projects, enabling intelligent code assistance, file operations, project management, and automated development tasks.

🗄️ An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the text-to-SQL LLM.

Read and search through your XMind directory containing XMind files.

📈 Lets your AI interact with Yahoo Finance to get comprehensive stock market data, news, financials, and more. Proxy supported.

A Model Context Protocol (MCP) server for integrating with YNAB (You Need A Budget), allowing AI assistants to securely access and analyze your financial data.

A Model Context Protocol (MCP) server implementation for JetBrains YouTrack, allowing AI assistants to interact with YouTrack issue tracking system.

Create playlists from song lists with OAuth2. Search videos, manage playlists, let AI curate your YouTube collections.

AI‑powered YouTube uploader—no CLI, no YouTube Studio.

Interact with your MLOps and LLMOps pipelines through your [ZenML](https://www.zenml.io) MCP server