One-click installation for Model Context Protocol servers.
Browse 532 curated servers for VS Code, Cursor, and more.
Fetches up-to-date documentation and code examples for LLMs and AI code editors
Build AI applications that can learn and answer questions over large-scale federated data
Empowers AI coding agents with a comprehensive and structured software development toolkit
Conducts in-depth web and local research on any topic, generating comprehensive reports
Streamline AI-driven development workflows by automating task management with GitHub
Facilitates the creation of Model Context Protocol (MCP) servers with a Pythonic framework
Fulcra Context MCP server for accessing your personal health, workouts, sleep, location, and more, all privately. Built around [Context by Fulcra](https://www.fulcradynamics.com/).
An MCP (Model Context Protocol) aggregator that allows you to combine multiple MCP servers into a single endpoint allowing to filter specific tools.
The PayPal Model Context Protocol server allows you to integrate with PayPal APIs through function calling. This protocol supports various tools to interact with different PayPal services.
MCP server for the incident management platform [Rootly](https://rootly.com/).
connects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more.
Connect with 10,000+ tools across HRIS, ATS, CRM, Accounting, Calendar, Meeting, Ticketing, and more categories.
Lightning-Fast, High-Accuracy Deep Research Agent 👉 8–10x faster 👉 Greater depth & accuracy 👉 Unlimited parallel runs
A GDB/MI protocol server based on the MCP protocol, providing remote application debugging capabilities with AI assistants.
A simple yet powerful ⭐ CLI chatbot that integrates tool servers with any OpenAI-compatible LLM API.
Read/write to over 2k blockchains, enabling data querying, contract analysis/deployment, and transaction execution, powered by [Thirdweb](https://thirdweb.com/)
Product‑discovery and strategy platform integration. Create, query and update opportunities, solutions, outcomes, requirements and feedback from any MCP‑aware LLM.
Equip AI agents with evaluation and self-improvement capabilities with [Root Signals](https://www.rootsignals.ai/)
a macOS-only MCP server that enables AI agents to capture screenshots of applications, or the entire system.
Client implementation for Mastra, providing seamless integration with MCP-compatible AI models and tools.
A CalDAV MCP server to expose calendar operations as tools for AI assistants.
A secure, **multi-tenant** Python MCP server framework built to integrate easily with external services via OAuth 2.1, offering scalable and robust solutions for managing complex AI applications.
MCP server that provides programmatic access to the Israeli Central Bureau of Statistics (CBS) price indices and economic data.
MCP Server that connects AI agents to [Chargebee platform](https://www.chargebee.com).
Activate MCP services (Gmail, Calendar, WordPress, etc.) and run browser automation workflows via a Chrome extension with importable sequences
Get any answer from the Facebook Ads Library, conduct deep research including messaging, creative testing and comparisons in seconds.
A local MCP server for developers that mirrors your in-development MCP server, allowing seamless restarts and tool updates so you can build, test, and iterate on your MCP server within the same AI session without interruption.
A knowledge service for Germany's complex Energy Market Communications (MaKo) regulations.
Access real-time gaming data across popular titles like League of Legends, TFT, and Valorant, offering champion analytics, esports schedules, meta compositions, and character statistics.
Navigate your OpenTelemetry resources, investigate incidents and query metrics, logs and traces on [Dash0](https://www.dash0.com/).
IP2Location.io API integration to retrieve the geolocation information for an IP address.
Server for using HuggingFace Spaces, supporting Images, Audio, Text and more. Claude Desktop mode for ease-of-use.
A comprehensive proxy that combines multiple MCP servers into a single MCP. It provides discovery and management of tools, prompts, resources, and templates across servers, plus a playground for debugging when building MCP servers.
Build robust data workflows, integrations, and analytics on a single intuitive platform.
ComputerVision-based 🪄 sorcery of image recognition and editing tools for AI assistants.
AI pilot for PTY operations that enables agents to control interactive terminals with stateful sessions, SSH connections, and background process management
Provides multi-cluster Kubernetes management and operations using MCP, It can be integrated as an SDK into your own project and includes nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.
🏎️ - MCP Language Server gives MCP enabled clients access to semantic tools like get definition, references, rename, and diagnostics.
MCP of MCPs. Automatic discovery and configure MCP servers on your local machine. Fully REMOTE! Just use [https://mcp.1mcpserver.com/mcp/](https://mcp.1mcpserver.com/mcp/)
A Model Context Protocol (MCP) server that provides AI assistants with comprehensive access to Cisco Webex messaging capabilities.
MCP server for dbt-core (OSS) users as the official dbt MCP only supports dbt Cloud. Supports project metadata, model and column-level lineage and dbt documentation.
Excel manipulation including data reading/writing, worksheet management, formatting, charts, and pivot table
An MCP server for interacting with a Paperless-NGX API server. This server provides tools for managing documents, tags, correspondents, and document types in your Paperless-NGX instance.
Provides LLMs with essential random generation abilities, built entirely on Python's standard library.
Network access with the ability to run commands like ping, traceroute, mtr, http, dns resolve.
A MCP server that provides real-time cryptocurrency market data through CoinCap's public API without requiring authentication
Official Taskeract MCP Server for integrating your [Taskeract](https://www.taskeract.com/) project tasks and load the context of your tasks into your MCP enabled app.
Search campgrounds around the world on campertunity, check availability, and provide booking links.
A collection of tools for managing the platform, addressing data quality and reading and writing to [Teradata](https://www.teradata.com/) Database.
Look up IP address geolocation, network information, detect proxies and VPNs, and find abuse contact details using IPLocate.io
AI-powered SVG animation generator that transforms static files into animated SVG components using the [Allyson](https://allyson.ai) platform
An MCP server implementation for 4EVERLAND Hosting enabling instant deployment of AI-generated code to decentralized storage networks like Greenfield, IPFS, and Arweave.
Web search server that integrates Perplexity Sonar models via OpenRouter API for real-time, context-aware search with citations
A Model Context Protocol (MCP) server enabling interaction with Google Admin APIs.
Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor.
Provides AI assistants with a secure and structured way to explore and analyze data in [GreptimeDB](https://github.com/GreptimeTeam/greptimedb).
MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features.
Smart, case-aware search & replace for codebases. Provides atomic renaming of symbols, files, and directories with full undo/redo. The MCP server lets AI assistants plan, preview, and apply rename operations safely, handling all naming conventions (snake_case, camelCase, PascalCase, etc.) automatically.
Google News search capabilities with automatic topic categorization and multi-language support via SerpAPI integration.
Connect to the [Taskade platform](https://www.taskade.com/) via MCP. Access tasks, projects, workflows, and AI agents in real-time through a unified workspace and API.
Interact with Home Assistant to control smart home devices, query states, manage automations, and troubleshoot your smart home setup.
🌳 - Open-source, Self-hosted MCP server Gateway that connects your AI Agents to MCP Servers (for developers and enterprises)
MCP for Sonatype Nexus Repository Manager and Sonatype Repository Firewall. Manage your DevSecOps practices through AI-assisted Workflows.
Complete product and pricing data solution for AI assistants. Search for products by barcode/ASIN/URL, access detailed product metadata, access comprehensive pricing data from thousands of retailers, view and track price history, and more. Published as `@shopsavvy/mcp-server`.
A Model Context Protocol (MCP) server that enables AI assistants to integrate with Prometheus Alertmanager
📇 ☁️ - MCP server that connects to the whole Microsoft 365 suite (Microsoft Office, Outlook, Excel) using Graph API (including mail, files, calendar)
Access and manage your VISO TRUST third-party risk program directly through your AI assistant.
CLI that generates MCP tools based on your Database schema and data using AI and host as REST, MCP or MCP-SSE server
A MCP Server that enhance your IDE with AI-powered assistance for Intlayer i18n / CMS tool: smart CLI access, versioned docs.
Official [CoinGecko API](https://www.coingecko.com/en/api) MCP Server for Crypto Price & Market Data, across 200+ blokchain networks and 8M+ tokens.
AI-powered web scraping library that creates scraping pipelines using natural language.- [ScrapeGraphAI](https://scrapegraphai.com)
Fast, token-efficient web content extraction that converts websites to clean Markdown. Features Mozilla Readability, smart caching, polite crawling with robots.txt support, and concurrent fetching with minimal dependencies.
Remote SSE MCP server for hosting HTML webpages and sharing content through temporary URLs without authentication
CalDAV Nectcloud calendar integration. Manage calendars, events, attendees, etc.
Connect to any function, any language, across network boundaries using [AgentRPC](https://www.agentrpc.com/).
-🐧 🪟 🍎 - An MCP server (and command-line tool) to provide a dynamic map of chat-related files from the repository with their function prototypes and related files in order of relevance. Based on the "Repo Map" functionality in Aider.chat
Human-in-the-loop platform - Allow AI agents and automations to send requests for approval to your [gotoHuman](https://www.gotohuman.com) inbox.
Ingest anything from Slack to Gmail to podcast feeds, in addition to web crawling, into a searchable [Graphlit](https://www.graphlit.com) project.
Create crafted UI components inspired by the best 21st.dev design engineers.
Access the [OSV (Open Source Vulnerabilities) database](https://osv.dev/) for vulnerability information. Query vulnerabilities by package version or commit, batch query multiple packages, and get detailed vulnerability information by ID.
Token-efficient access to OpenAPI/Swagger specs via MCP Resources
A Model Context Protocol server for managing, monitoring, and querying data in [CockroachDB](https://cockroachlabs.com).
A Model Context Protocol (MCP) server providing access to Google Search Console.
MCP server for secure command-line interactions on Windows systems, enabling controlled access to PowerShell, CMD, and Git Bash shells.
A powerful and flexible MCP server designed to enhance the development experience with Shadcn UI components, providing tools for component management, documentation, and installation.
MCP server for text-to-graphql, integrates with Claude Desktop and Cursor.
A Model Context Protocol (MCP) server that provides AI assistants with the ability to search and retrieve Microsoft AutoGen documentation.
Track and monitor AI agent mindshare across platforms - measure brand visibility in AI conversations with [Agent Mindshare](https://agentmindshare.com).
Official [Kiwi.com](https://www.kiwi.com) flight search MCP server. Search and book flights directly from your favorite AI assistant.
Search 1M+ hours of podcasts, interviews, talks and your private audio uploads with speaker identification and timestamps. Official Remote MCP server (via https://mcp.audioscrape.com) enabling AI assistants to access and analyze audio content through semantic and text-based search.
Trello Desktop MCP server that enables Claude Desktop to interact with Trello boards, cards, lists, and team members through natural language commands.
Interact with **[WebScraping.AI](https://WebScraping.AI)** for web data extraction and scraping.
[Token Metrics](https://www.tokenmetrics.com/) integration for fetching real-time crypto market data, trading signals, price predictions, and advanced analytics.
Supercharge your AI assistant with plug-and-play access to authentication, project scaffolding, and smart wallet tooling.
MCP server which provides utilities to work with time and dates, with natural language, multiple formats and timezone convertion capabilities.
Remote server (SSE/Streamable) for the latest Svelte and SvelteKit documentation
Enable Similarity-Distance-Magnitude statistical verification for your search, software, and data science workflows
Enable AI Agents to purchase anything in a secure way using [Fewsats](https://fewsats.com)
🏎️ ☁️ An MCP server application that sends various types of messages to the WeCom group robot.
A comprehensive MCP server for tooling interactions(40+) and resource accessibility(60+) plus many useful prompts to interact with Algorand Blockchain.
MCP Server For [Apache Doris](https://doris.apache.org/), an MPP-based real-time data warehouse.
MCP server for autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort.
Fetch, convert, and search AWS documentation pages, with recommendations for related content.
Server for advanced AI-driven video editing, semantic search, multilingual transcription, generative media, voice cloning, and content moderation.
Enable your code gen agents to create & run 0-config end-to-end tests against new code changes in remote browsers via the [Debugg AI](https://debugg.ai) testing platform.
Mercado Libre's official MCP server, offering tools to interact with our marketplace, simplifying tasks and product integration.
MCP REST API and CLI client for interacting with MCP servers, supports OpenAI, Claude, Gemini, Ollama etc.
Turns any Swagger/OpenAPI REST endpoint with a yaml/json definition into an MCP Server with Langchain/Langflow integration automatically.
Official MCP server for Buildable AI-powered development platform. Enables AI assistants to manage tasks, track progress, get project context, and collaborate with humans on software projects.
The ThingsBoard MCP Server provides a natural language interface for LLMs and AI agents to interact with your ThingsBoard IoT platform.
Interact with Homebrew (the package manager for macOS and Linux) using natural language commands.
(by ergut) - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities
— Create and read feature flags, review experiments, generate flag types, search docs, and interact with GrowthBook's feature flagging and experimentation platform.
CodeMirror extension that implements the Model Context Protocol (MCP) for resource mentions and prompt commands.
Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more)
Interact with your Tmux sessions, windows and pane, execute commands in tmux panes and retrieve result.
Interact with [Twelve Data](https://twelvedata.com) APIs to access real-time and historical financial market data for your AI agents.
MCP server acting as an interface to the Google Ads, enabling programmatic access to Google Ads data and management features.
📇 ☁️ 🏠 - Hive Intelligence: Ultimate cryptocurrency MCP for AI assistants with unified access to crypto, DeFi, and Web3 analytics. Hive's remote mcp server guide [remote server](https://hiveintelligence.xyz/crypto-mcp).
Official MCP server for [Supadata](https://supadata.ai) - YouTube, TikTok, X and Web data for makers.
APISIX Model Context Protocol (MCP) server is used to bridge large language models (LLMs) with the APISIX Admin API, supporting querying and managing all resources in [Apache APISIX](https://github.com/apache/apisix).
Enable AI agents to get structured data from unstructured web with [AgentQL](https://www.agentql.com/).
Interact with Homey to control smart home system. Supports devices, flows, and zones. Contains a few goodies for better integrations with LLMs.
<img height="20" width="20" src="https://carbonvoice.app/favicon.ico" align="center"/> MCP Server that connects AI Agents to [Carbon Voice](https://getcarbon.app). Create, manage, and interact with voice messages, conversations, direct messages, folders, voice memos, AI actions and more in [Carbon Voice](https://getcarbon.app).
Integration with [QA Sphere](https://qasphere.com/) test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs
Query and analyze your Axiom logs, traces, and all other event data in natural language
PiAPI MCP server makes user able to generate media content with Midjourney/Flux/Kling/Hunyuan/Udio/Trellis directly from Claude or any other MCP-compatible apps.
Multimodal MCP server for generating images, audio, and text with no authentication required
Query Amazon Bedrock Knowledge Bases using natural language to retrieve relevant information from your data sources.
Official MCP Server to deploy to [Google Cloud Run](https://cloud.google.com/run).
Execute SQL (PostgreSQL, MariaDB, BigQuery, MS SQL Server, RedShift, etc.) via ConnectorX and stream results to CSV/Parquet. MCP tool: run_sql.
Control Nanoleaf smart lights through MCP - turn on/off, adjust brightness, change colors, set effects, and discover devices
MCP Server for [PGYER](https://www.pgyer.com/) platform, supports uploading, querying apps, etc.
integrates with the fastmcp library to expose the full range of NebulaBlock API functionalities as accessible tools
Advanced filesystem operations with large file handling capabilities and Claude-optimized features. Provides fast file reading/writing, sequential reading for large files, directory operations, file search, and streaming writes with backup & recovery.
[Actors MCP Server](https://apify.com/apify/actors-mcp-server): Use 3,000+ pre-built cloud tools to extract data from websites, e-commerce, social media, search engines, maps, and more
Interact with capabilities of the CRIC Wuye AI platform, an intelligent assistant specifically for the property management industry.
Create and publish unlimited podcast shows and episodes with [ELEMENT.FM](https://element.fm)
A Model Context Protocol (MCP) server providing access to Google Programmable Search Engine (PSE) and Custom Search Engine (CSE).
Real-time weather **and air quality** via the Caiyun Weather API (meteorology + AQI, CN & US standards).
Connect to the [TalentoHQ HR software](https://talentohq.com/features/mcp) via MCP. Transform your organization with the AI first HR software.
Easy web data access. Simplified retrieval of information from websites and online sources.
Interact with [Twilio](https://www.twilio.com/en-us) APIs to send messages, manage phone numbers, configure your account, and more.
Bring the full power of BrowserStack’s [Test Platform](https://www.browserstack.com/test-platform) to your AI tools, making testing faster and easier for every developer and tester on your team.
[Mux](https://www.mux.com) is a video API for developers. With Mux's official MCP you can upload videos, create live streams, generate thumbnails, add captions, manage playback policies, dig through engagement data, monitor video performance, and more.
This server enables LLMs to use calculator for precise numerical calculations.
MCP server for Shadcn UI, enabling automated, remote, or containerized project management via local or remote registries.
Deploy, configure & interrogate your resources on the Cloudflare developer platform (e.g. Workers/KV/R2/D1)
Interact with the RAD Security platform which provides AI-powered security insights for Kubernetes and cloud environments.
An MCP server that provides tools to interact with Powerdrill datasets, enabling smart AI data analysis and insights.
📧 An IMAP Model Context Protocol (MCP) server to expose IMAP operations as tools for AI assistants.
Marketing insights and audience analysis from [Audiense](https://www.audiense.com/products/audiense-insights) reports, covering demographic, cultural, influencer, and content engagement analysis.
Python-based MCP tool providing a comprehensive set of functions for managing contacts, phonebooks, agents, teams, campaigns, and other CallHub resources.
Expose Django REST Framework APIs as MCP tools for LLMs and agentic applications
Generate visual charts using [ECharts](https://echarts.apache.org) with AI MCP dynamically, used for chart generation and data analysis.
MCP Expr-Lang provides a seamless integration between Claude AI and the powerful expr-lang expression evaluation engine.
Deliver real-time investment research with extensive private and public market data.
Production-ready RAG out of the box to search and retrieve data from your own documents.
Make your AI agent speak every language on the planet, using [Lingo.dev](https://lingo.dev) Localization Engine.
Privacy-first macOS MCP server that provides visual context for AI agents through window screenshots
GXtract is a MCP server designed to integrate with VS Code and other compatible editors (documentation: [sascharo.github.io/gxtract](https://sascharo.github.io/gxtract)). It provides a suite of tools for interacting with the GroundX platform, enabling you to leverage its powerful document understanding capabilities directly within your development environment.
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.
The official Render MCP server: spin up new services, run queries against your databases, and debug rapidly with direct access to service metrics and logs.
Connect to any relational database, and be able to get valid SQL, and ask questions like what does a certain column prefix mean.
Up-to-date documentation for your coding agent. Covers 1000s of public repos and sites. Built by [ref.tools](https://ref.tools/)
A Go implementation of a Model Context Protocol (MCP) server for Trino, enabling LLM models to query distributed SQL databases through standardized tools.
The official Plane MCP server provides integration with Plane APIs, enabling full AI automation of Plane projects, work items, cycles and more.
Flag features, manage company data, and control feature access using [Bucket](https://bucket.co)
Your 24/7 production engineer that preserves context across multiple codebases [Prode.ai](https://prode.ai).
Hydrolix time-series datalake integration providing schema exploration and query capabilities to LLM-based workflows.
Yunxiao MCP Server provides AI assistants with the ability to interact with the [Yunxiao platform](https://devops.aliyun.com).
Analyze CDK projects to identify AWS services used and get pricing information from AWS pricing webpages and API.
A CLI for interacting with GitKraken APIs. Includes an MCP server via `gk mcp` that not only wraps GitKraken APIs, but also Jira, GitHub, GitLab, and more.
MCP server for interacting with the Godot game engine, providing tools for editing, running, debugging, and managing scenes in Godot projects.
An MCP server that brings enterprise-grade OCR and document parsing capabilities to AI applications.
An MCP server for Cursor that enables requesting user input during generation process.
Perform queries and entity operations in your [Fibery](https://fibery.io) workspace.
Search engine for AI agents (search + extract) powered by [Tavily](https://tavily.com/)
Integrate real-time [Scrapeless](https://www.scrapeless.com/en) Google SERP(Google Search, Google Flight, Google Map, Google Jobs....) results into your LLM applications. This server enables dynamic context retrieval for AI workflows, chatbots, and research tools.
[AnyCrawl](https://anycrawl.dev) MCP Server, Powerful web scraping and crawling for Cursor, Claude, and other LLM clients via the Model Context Protocol (MCP).
Quickly integrate with Tencent Cloud Storage (COS) and Data Processing (CI) capabilities powered
Create, manage, and explore your content and content model using natural language in any MCP-compatible AI tool.
🐍 an openAI middleware proxy to use mcp in any existing openAI compatible client
An MCP server for securely (via RBAC) talking to on-premise and cloud MS SQL Server, MySQL, PostgreSQL databases and other data sources.
An ntfy MCP server for sending/fetching ntfy notifications to your self-hosted ntfy server from AI Agents 📤 (supports secure token auth & more - use with npx or docker!)
[Vectorize](https://vectorize.io) MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.
Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores per file, helping AI assistants understand the codebase. Automatically parses popular programming languages, Python, Lua, C, C++, Rust, Zig.
MCP server to provide golang packages and their information from pkg.go.dev
Open-source AI Web UI, supporting multiple providers including OpenAI, Anthropic, Google, Ollama, and local models. Includes MCP support for Agents.
Neo4j graph database server (schema + read/write-cypher) and separate graph database backed memory
Enables IDEs like Cursor and Windsurf to analyze large codebases using Gemini's 1M context window.
Rube is a Model Context Protocol (MCP) server that connects your AI tools to 500+ apps like Gmail, Slack, GitHub, and Notion. Simply install it in your AI client, authenticate once with your apps, and start asking your AI to perform real actions like "Send an email" or "Create a task."
An MCP server for fetching verifiable random numbers from the [drand network](https://drand.love).
Navigate your [Aiven projects](https://go.aiven.io/mcp-server) and interact with the PostgreSQL®, Apache Kafka®, ClickHouse® and OpenSearch® services
Render website screenshots with [ScreenshotOne](https://screenshotone.com/)
The MCP server for Azure DevOps, bringing the power of Azure DevOps directly to your agents.
Enhanced Maven Central integration with intelligent caching, bulk operations, and version classification
Interact with your crash reporting and real using monitoring data on your Raygun account
📇 - Enables interactive LLM workflows by adding local user prompts and chat capabilities directly into the MCP loop.
MCP Server to compile latex, download/organize/read cited papers, run visualization scripts and add figures/tables to latex.
Connect any bitcoin lightning wallet to agents to send and receive payments instantly at low cost.
A MCP server for comprehensive image editing operations including resizing, format conversion, cropping, compression, and more based on sharp.
is an open source command line tool designed to be a simple yet powerful platform for creating and executing MCP integrated LLM-based agents.
The ultimate open-source server for advanced Gemini API interaction with MCP, intelligently selects models.
AI detector MCP server with industry leading accuracy rates in detecting use of AI in text and images. The [Winston AI](https://gowinston.ai) MCP server also offers a robust plagiarism checker to help maintain integrity.
Official [Hostinger API](https://developers.hostinger.com/) MCP server for services managment.
Leverages your Schemas and Access Patterns to interact with your [DynamoDB](https://aws.amazon.com/dynamodb) Database using natural language.
Manage and utilize website content within the [DevHub](https://www.devhub.com) CMS platform
An MCP server using Playwright for browser automation and webscrapping
A Python MCP server for Microsoft Entra ID (Azure AD) directory, user, group, device, sign-in, and security operations via Microsoft Graph.
Model Context Protocol server for Slite integration. Search and retrieve notes, browse note hierarchies, and access content from your Slite workspace.
Scrape websites with Oxylabs Web API, supporting dynamic rendering and parsing for structured data extraction.
The most powerful MCP server for Slack Workspaces. This integration supports both Stdio and SSE transports, proxy settings and does not require any permissions or bots being created or approved by Workspace admins 😏.
Advanced computer vision and object detection MCP server powered by Dino-X, enabling AI agents to analyze images, detect objects, identify keypoints, and perform visual understanding tasks.
Beautiful HTML and PNG diff visualization using diff2html, designed for filesystem edit_file dry-run output with high-performance Bun runtime.
Access comprehensive B2B data on companies, employees, and job postings for your LLMs and AI workflows.
MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, and plain text, with other formats like PDF, csv and docx in development.
Generate visualizations from fetched data using the VegaLite format and renderer.
Chat with any other OpenAI SDK Compatible Chat Completions API, like Perplexity, Groq, xAI and more
Minimal MCP server for scanner capture (ADF/duplex/page-size); typed tools; JSON Schema–validated I/O; multipage assembly; Node 22 + SANE.
is a two click install AI manager (Local and Remote) that allows you to create AI agents in 5 minutes or less using a simple UI. Agents and tools are exposed as an MCP Server.
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.
Remote MCP server to interact with Meta Ads API - access, analyze, and manage Facebook, Instagram, and other Meta platforms advertising campaigns.
Capture website screenshots including full page, elements, and device specific sizes.
Access and interact with Harness platform data, including pipelines, repositories, logs, and artifact registries.
Connect your AI agents to Google-Meet, Zoom & Microsoft Teams through [tl;dv](https://tldv.io)
Programmatic control over Windows system operations including mouse, keyboard, window management, and screen capture using nut.js.
AI-powered task orchestration and workflow automation with specialized agent roles, intelligent task decomposition, and seamless integration across Claude Desktop, Cursor IDE, Windsurf, and VS Code.
Search and get up-to-date information about NPM, Cargo, PyPi, and NuGet packages.
(by MorDavid) - integration that connects BloodHound with AI through MCP, allowing security professionals to analyze Active Directory attack paths using natural language queries instead of Cypher.
Boost security in your dev lifecycle via SAST, SCA, Secrets & IaC scanning with [Cycode](https://cycode.com/).
MCP server acting as an interface to the [Frankfurter API](https://frankfurter.dev/) for currency exchange data.
An AI voice toolkit with TTS, voice cloning, and video translation, now available as an MCP server for smarter agent integration.
MySQL database integration with configurable access controls and schema inspection
A Model Context Protocol (MCP) server for CODESYS V3 programming environments.
[Wassenger](https://wassenger.com) MCP server to chat, send messages and automate WhatsApp from any AI model client (free trial available).
A Model Context Protocol (MCP) server that provides programmatic access to DigitalOcean's API. This server exposes tools for managing droplets, Kubernetes clusters, and container registries through the MCP interface.
Create a new MCP server in TypeScript, batteries included - supports user-defined templates!
Enables agents to quickly find and edit code in a codebase with surgical precision. Find symbols, edit them everywhere.
Connect AI assistants to Odoo ERP systems for business data access and workflow automation.
Progressive code-intelligence server: lets AI assistants map structure, fuzzy-find symbols, and assess change-impact across Python, JS/TS, and Go codebases (powered by `ast-grep`)
Dockerized Python MCP server that lets LLMs like Claude or OpenAI o3 Pro autonomously create projects, backtest strategies, and deploy live-trading workflows via the QuantConnect API.
An SSE-based MCP server that allows LLM-powered applications to interact with OCI registries. It provides tools for retrieving information about container images, listing tags, and more.
Postman’s remote MCP server connects AI agents, assistants, and chatbots directly to your APIs on Postman.
HAP (Super Application Platform) is developed by Mingdao（ https://www.mingdao.com ）The launched APaaS platform helps you build enterprise level applications quickly without coding. This is HAP's MCP (Model Context Protocol) server, used for seamless integration of AI. It enables every zero code application built through HAP to quickly become a tool for agents.
Official MCP Server from [Atlan](https://atlan.com) which enables you to bring the power of metadata to your AI tools
Interact with [Ramp](https://ramp.com)'s Developer API to run analysis on your spend and gain insights leveraging LLMs
Provides seamless integration with [SonarQube](https://www.sonarsource.com/) Server or Cloud, and enables analysis of code snippets directly within the agent context
A server that provides local, full web search, summaries and page extration for use with Local LLMs.
Gives LLMs the ability to manage Prisma Postgres databases (e.g. spin up new databases and run migrations or queries)
Official MCP server that connects to PlainSignal's API and querying realtime website analytics data in conversational AI.
Snowflake database integration with read/write capabilities and insight tracking
Enable AI agents to interact with the [Atla API](https://docs.atla-ai.com/) for state-of-the-art LLMJ evaluation.
(by Legion AI) - Universal database MCP server supporting multiple database types including PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, Microsoft SQL Server, BigQuery, Oracle DB, and SQLite
[Hyperbrowser](https://www.hyperbrowser.ai/) is the next-generation platform empowering AI agents and enabling effortless, scalable browser automation.
Embeddings, vector search, document storage, and full-text search with the open-source AI application database
A lightweight utility designed to simplify the deployment and management of MCP servers, ensuring ease of use, consistency, and security through containerization
MCP Server to control and interact with Unity3d Game Engine for game development
Unlock geospatial intelligence through Mapbox APIs like geocoding, POI search, directions, isochrones and more.
Integration with Basecamp project management platform for managing projects, to-dos, card tables, documents, and team collaboration
An MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL.
MCP server to interact with [Routine](https://routine.co/): calendars, tasks, notes, etc.
The definitive Vibe Coder's sanity check MCP server: Prevents cascading errors by calling a "Vibe-check" agent to ensure alignment and prevent scope creep
🐍 ☁️ Access Australian Pharmaceutical Benefits Scheme data for medicine information, pricing, and availability. Built with Python and FastAPI.
A MCP server that provides comprehensive website snapshot capabilities using Playwright. This server enables LLMs to capture and analyze web pages through structured accessibility snapshots, network monitoring, and console message collection.
A Model Context Protocol (MCP) server for interacting with the Hetzner Cloud API. This server allows language models to manage Hetzner Cloud resources through structured functions.
Get up-to-date EC2 pricing information with one call. Fast. Powered by a pre-parsed AWS pricing catalogue.
A Model Context Protocol server for integrating [HackMD](https://hackmd.io)'s note-taking platform with AI assistants.
Analyze large codebases and document collections using high-context models via OpenRouter, OpenAI, or Google AI -- very useful, e.g., with Claude Code
Connect to [Vpuna AI Search Service](https://aisearch.vpuna.com), a developer first platform for semantic search, summarization, and contextual chat. Each project dynamically exposes its own Remote HTTP MCP server, enabling real-time context injection from structured and unstructured data.
Build modern, production-ready UI blocks, components, and landing pages in minutes.
The only platform you need to get paid - all payments in one place, invoicing and accounting reconciliations with [Adfin](https://www.adfin.com/).
Set up and interact with your unstructured data processing workflows in [Unstructured Platform](https://unstructured.io)
Generate high-quality text-to-speech and text-to-voice outputs using the [DAISYS](https://www.daisys.ai/) platform.
MCP server for the Computer-Use Agent (CUA), allowing you to run CUA through Claude Desktop or other MCP clients.
Enables AI agents to access real-time web data with HTML, markdown, and screenshot support. SDKs: Node.js, Python, Java, PHP, .NET.
Query Onchain data, like ERC20 tokens, transaction history, smart contract state.
MCP server to provide Jira Tickets information to AI coding agents like Cursor.
A powerful interactive terminal **M**CP **Bro**wser client with tab completion and automatic documentation that allows you to work with multiple MCP servers, manage tools, and create complex workflows using AI assistants.
Execute any LLM-generated code in the [YepCode](https://yepcode.io) secure and scalable sandbox environment and create your own MCP tools using JavaScript or Python, with full support for NPM and PyPI packages
A 3D Printing MCP server that allows for querying for live state, webcam snapshots, and 3D printer control.
Get prescriptive CDK advice, explain CDK Nag rules, check suppressions, generate Bedrock Agent schemas, and discover AWS Solutions Constructs patterns.
MCP server for Bing Webmaster Tools API integration providing access to search analytics, site management, URL submission, and SEO insights
(by UI-TARS) - A fast, lightweight MCP server that empowers LLMs with browser automation via Puppeteer’s structured accessibility data, featuring optional vision mode for complex visual understanding and flexible, cross-platform configuration.
MailSandbox (a fork of Mailpit) is a fast, zero-dependency email testing tool & API with a web UI, SMTP server, Postmark API emulation, and MCP server for AI-assisted debugging.
Open source MCP server specializing in easy, fast, and secure tools for Databases.
Manage your GoLogin browser profiles and automation directly through AI conversations!
A Binary Ninja plugin, MCP server, and bridge that seamlessly integrates [Binary Ninja](https://binary.ninja) with your favorite MCP client.
Mercado Pago's official MCP server, offering tools to interact with our API, simplifying tasks and product integration.
MCP server for [Calcom](https://cal.com/) (Also known as [Cal.com](https://cal.com/)). Manage event types, create bookings, and access Cal.com scheduling data through LLMs.
Execute stock and crypto trades via [Trade Agent](https://thetradeagent.ai/)
MCP server that lets AI assistants control LinkedIn accounts and retrieve real-time data with [Linked API](https://linkedapi.io).
Debug your Container and Kubernetes workloads with an AI interface powered by eBPF.
MCP to interface with multiple blockchains, staking, DeFi, swap, bridging, wallet management, DCA, Limit Orders, Coin Lookup, Tracking and more.
Interact with your MLOps and LLMOps pipelines through your [ZenML](https://www.zenml.io) MCP server
Enable AI Agents to fix Playwright test failures reported to [Currents](https://currents.dev).
Contract and template management for drafting, reviewing, and sending binding contracts.
Open-source tool for collaborative editing, versioning, evaluating, and releasing prompts.
APIMatic MCP Server is used to validate OpenAPI specifications using [APIMatic](https://www.apimatic.io/). The server processes OpenAPI files and returns validation summaries by leveraging APIMatic’s API.
MCP server to talk to your [Opik](https://github.com/comet-ml/opik) cloud or open-source instance to query and analyze LLM traces, metrics and observability.
A specialized MCP gateway for LLM enhancement prompts and jailbreaks with dynamic schema adaptation. Provides prompts for different LLMs using an enum-based approach.
Model Context Protocol server for Fast Healthcare Interoperability Resources (FHIR) APIs, enabling seamless integration with healthcare data through SMART-on-FHIR authentication and comprehensive FHIR operations.
Popular MCP server that enables AI agents to scaffold, build, run and test iOS, macOS, visionOS and watchOS apps or simulators and wired and wireless devices. It has powerful UI-automation capabilities like controlling the simulator, capturing run-time logs, as well as taking screenshots and viewing the accessibility hierarchy.
Interact with [EduBase](https://www.edubase.net), a comprehensive e-learning platform with advanced quizzing, exam management, and content organization capabilities
Scaffold is a Retrieval-Augmented Generation (RAG) system designed to structural understanding of large codebases. It transforms your source code into a living knowledge graph, allowing for precise, context-aware interactions that go far beyond simple file retrieval.
Shipment tracking api and logistics management capabilities through the [TrackMage API] (https://trackmage.com/)
Generate [mermaid](https://mermaid.js.org/) diagram and chart with AI MCP dynamically.
A Model Context Protocol (MCP) server that provides tools for AI, allowing it to interact with the DataWorks Open API through a standardized interface. This implementation is based on the Aliyun Open API and enables AI agents to perform cloud resources operations seamlessly.
AI-powered developer assistant that enables advanced research, analysis and discovery and code generation across GitHub and NPM realms in realtime.
This server offers a wide variety of chart types with comprehensive Zod schema validation for type-safe chart configuration.
An enhanced MCP server for SearXNG web searching, utilizing a category-aware web-search, web-scraping, and includes a date/time retrieval tool.
Data platform with ETL and built-in data warehouse, access all business applications (ERP, CRM, Accounting etc.) via MCP and run queries on your business data.
Access to Polish National Court Register (KRS)—the government's authoritative registry of all businesses, foundations, and other legal entities.
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)
HTTP toolkit providing all 7 HTTP methods (GET, POST, PUT, PATCH, DELETE, HEAD, OPTIONS) with secret substitution, comprehensive error handling, and support for JSON, XML, HTML, and form data.
MCP server for libSQL databases with comprehensive security and management tools. Supports file, local HTTP, and remote Turso databases with connection pooling, transaction support, and 6 specialized database tools.
Add to coding agents like Claude or Cursor to give them the ability to understand and better use thousands of dependencies.
Official MCP server for [dbt (data build tool)](https://www.getdbt.com/product/what-is-dbt) providing integration with dbt Core/Cloud CLI, project metadata discovery, model information, and semantic layer querying capabilities.
Web Crawler for AI Agents. Supercharge your AI agents with an MCP-ready web crawler that delivers real-time insights from the web and your private knowledge bases.
Manage your In-app-purchases in [RevenueCat](https://www.revenuecat.com) without leaving your AI coding environment.
An MCP implementation that provides search functionality for the Powertools for AWS Lambda documentation across multiple runtimes.
A Model Context Protocol (MCP) server for the Open Library API that enables AI assistants to search for book and author information.
Token-based GitHub automation management. No Docker, Flexible configuration, 80+ tools with direct API integration.
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.
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.
A Model Context Protocol (MCP) server that enables LLMs to interact directly with MongoDB databases
Core AWS MCP server providing prompt understanding and server management capabilities.
Generate images using Amazon Nova Canvas with text prompts and color guidance.
Provides AI assistants with direct access to Mastra.ai's complete knowledge base.
MCP Server for [Driflyte](https://console.driflyte.com). The Driflyte MCP Server exposes tools that allow AI assistants to query and retrieve topic-specific knowledge from recursively crawled and indexed web pages.
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.
Create spaced repetition flashcards in [Rember](https://rember.com) to remember anything you learn in your chats
Provides multi-cluster Kubernetes management and operations using MCP, featuring a management interface, logging, and nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.
a lightweight, local RAG memory store to record, retrieve, update, delete, and visualize persistent "memories" across sessions—perfect for developers working with multiple AI coders (like Windsurf, Cursor, or Copilot) or anyone who wants their AI to actually remember them.
FastAPI and MCP service providing Islamic prayer times and other useful calculations.
Add smart Backup ability to coding agents like Windsurf, Cursor, Cluade Coder, etc
Enhanced MCP server for Twitter/X with OAuth 2.0 support, v2 API media uploads, smart v1.1 fallbacks, and comprehensive rate limiting. Post tweets with text/media, search, and delete tweets programmatically.
MCP server for easy access to education data through your Canvas LMS instance.
STDIO/SEE MCP Server for Apache Druid by [iunera](https://www.iunera.com) that provides extensive tools, resources, and prompts for managing and analyzing Druid clusters.
Leverage Notte Web AI agents & cloud browser sessions for scalable browser automation & scraping workflows
Official MCP Server to interact with Pearl API. Connect your AI Agents with 12,000+ certified experts instantly.
Access real-time DEX analytics across 20+ blockchains with [DexPaprika API](https://docs.dexpaprika.com), tracking 5M+ tokens, pools, volumes, and historical market data. Built by CoinPaprika.
Interact with task, doc, and project data in [Dart](https://itsdart.com), an AI-native project management tool
Comprehensive framework documentation and code examples for popular development tools and libraries.
Simpler Project Management - send [Agile Luminary](https://agileluminary.com) stories straight to your IDE
Gru-sandbox(gbox) is an open source project that provides a self-hostable sandbox for MCP integration or other AI agent usecases.
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.
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)
Access Apache Fineract self-service APIs for registration, authentication, account management, and transactions via MCP.
📲 An MCP server that provides control over Android devices through ADB. Offers device screenshot capture, UI layout analysis, package management, and ADB command execution capabilities.
— A universal remote MCP server that connects to popular productivity tools such as Notion, Monday, AirTable, and many more.
Connect AI assistants like Cursor to Google Chat and beyond — enabling smart, extensible collaboration across chat platforms.
Storyblok MCP server enables your AI assistants to directly access and manage your Storyblok spaces, stories, components, assets, workflows, and more.
Remote, no-auth MCP server providing AI-powered codebase context and answers
A code observability MCP enabling dynamic code analysis based on OTEL/APM data to assist in code reviews, issues identification and fix, highlighting risky code etc.
Discover, extract, and interact with the web - one interface powering automated access across the public internet.
Search dashboards, investigate incidents and query datasources in your Grafana instance
All-in-One SEO & Web Intelligence Toolkit API [FetchSERP](https://www.fetchserp.com)
AI Task schedule planning with LLamaIndex and Timefold: breaks down a task description and schedules it around an existing calendar
A MCP server for querying 8,500+ curated awesome lists (1M+ items) and fetching the best resources for your agent.
A modular and extensible MCP server designed to interact with Jira Cloud, providing tools to query boards, issues, and user data — ideal for integrating Jira with AI agents, bots, or automation systems
Integrates the LINE Messaging API to connect an AI Agent to the LINE Official Account.
Connect to a [Hologres](https://www.alibabacloud.com/en/product/hologres) instance, get table metadata, query and analyze data.
Structured sports and esports data via Cloudbet API: fixtures, live odds, stake limits, and markets.
Seamlessly bring real-time production context—logs, metrics, and traces—into your local environment to auto-fix code faster.
MCP server empowers LLMs to interact with JSON files efficiently. With JSON MCP, you can split, merge, etc.
A client that enables cloud-based AI services to access local Stdio based MCP servers by HTTP/HTTPS requests.
Dynamically scan and analyze potentially malicious URLs using the [urlDNA](https://urlDNA.io)
An MCP server tailored for React Native–first development using Gluestack UI.
Model Kontext Protocol Server for Kubernetes that allows LLM-powered applications to interact with Kubernetes clusters through native Go implementation with direct API integration and comprehensive resource management.