MCP server list
For mcp server built in, the strongest matches are mrexodia/ida-pro-mcp (This repository provides a specialized Model Context Protocol server), prefecthq/fastmcp (FastMCP is a Python framework specifically built for creating) and modelcontextprotocol/servers (This official collection provides reference implementations of servers built). iunera/druid-mcp-server and the-pocket/pocketflow-tutorial-codebase-knowledge round out the shortlist. Each is ranked by relevance to your query, popularity and recent activity.
Hand-picked MCP servers with built-in integrations, ranked by stars and activity. Compare the top repositories and find the right one.
MCP server list
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- mrexodia/ida-pro-mcp
mrexodia/ida-pro-mcp
5,620View on GitHubThis repository provides a specialized Model Context Protocol server that integrates the IDA Pro reverse-engineering tool with AI assistants, enabling custom AI workflows and tool execution for binary analysis.
PythonContext Data SourcesPrompt TemplatesPrompt Templates - prefecthq/fastmcp
PrefectHQ/fastmcp
22,994View on GitHubFastMCP is a Python framework designed for building servers that expose functions, resources, and prompts to AI models using the Model Context Protocol. It simplifies the development process by automatically deriving tool metadata, input schemas, and documentation directly from Python function signatures and type hints. The framework provides a unified container for managing these components, allowing developers to build modular applications that integrate seamlessly with AI assistants. The project distinguishes itself through its support for interactive, server-defined user interface compone
FastMCP is a Python framework specifically built for creating Model Context Protocol servers that expose tools, resources, and prompts to AI assistants with minimal boilerplate.
PythonAI Agent Tool IntegrationsMCP Server IntegrationsMCP Server Management - modelcontextprotocol/servers
modelcontextprotocol/servers
87,320View on GitHubThe Model Context Protocol is a standardized communication framework designed to connect language models to external data sources, functional tools, and interactive user interfaces. It provides a vendor-neutral interface layer that enables AI hosts to discover and execute capabilities across heterogeneous service environments, using a JSON-RPC based messaging standard to facilitate bidirectional communication between clients and servers. The protocol distinguishes itself through a robust capability-based handshake that negotiates feature sets during session initialization, ensuring compatibil
This official collection provides reference implementations of servers built for the Model Context Protocol, offering tool execution, resources, and prompt templates to integrate external data sources with AI assistants.
TypeScriptAI Context Integration ProtocolsAI Agent Tool IntegrationsAI Interoperability Layers - iunera/druid-mcp-server
iunera/druid-mcp-server
A comprehensive Model Context Protocol (MCP) server for Apache Druid that provides extensive tools, resources, and AI-assisted prompts for managing and analyzing Druid clusters. Built with Spring Boot and Spring AI, this server enables seamless integration between AI assistants and Apache Druid through standardized MCP protocol.
This repository is a purpose-built Model Context Protocol server for Apache Druid that implements the core requirements of tool execution, resource provision, and prompt templates using Java and Spring AI.
JavaDatabase ManagementModel Context Protocol - the-pocket/pocketflow-tutorial-codebase-knowledge
The-Pocket/PocketFlow-Tutorial-Codebase-Knowledge
12,396View on GitHubThis project is a comprehensive suite of AI tools and frameworks, featuring an LLM multi-agent orchestrator, an autonomous agent runtime, and a stateful application framework. It provides the infrastructure to build and manage specialized AI agents capable of coordinating complex tasks through graph-based workflows and shared state. The system is distinguished by its implementation of the Model Context Protocol, allowing for standardized resource discovery and communication between AI clients and servers. It further includes an AI-powered documentation generator designed to analyze source cod
This repository provides a comprehensive AI agent framework and multi-agent orchestrator that implements the Model Context Protocol for standardized resource discovery and communication, aligning well with your search for MCP-enabled infrastructure.
PythonPrompt Templates - getsentry/xcodebuildmcp
getsentry/XcodeBuildMCP
4,367View on GitHubXcodeBuildMCP is a Model Context Protocol server and development tool bridge that provides AI agents with the ability to control xcodebuild, manage simulators, and automate the compilation and execution of Apple platform applications. It functions as a persistent daemon that proxies native IDE build and debug capabilities to external clients and agents. The project distinguishes itself by using the Model Context Protocol to expose build and device management tools through a standardized interface. It implements specialized skill priming and instruction configuration to ensure AI agents can in
XcodeBuildMCP is a dedicated Model Context Protocol server that bridges AI assistants with Apple's build and simulator tools, fulfilling the core category requirement despite focusing specifically on Xcode integration rather than general-purpose services.
TypeScriptApple Platform Agent BridgesCLI and MCP InterfacesModel Context Protocol Servers - jxxghp/moviepilot
jxxghp/MoviePilot
11,254View on GitHubMoviePilot is a self-hosted media orchestrator and NAS media library automator. It coordinates workflows between downloaders, metadata scrapers, and file systems to automate the discovery, downloading, renaming, and organization of movie and television content. The system functions as an LLM media management agent, allowing users to control subscriptions, searches, and file organization through conversational text commands. It also acts as a Model Context Protocol server, exposing internal media management tools via a standardized interface for external AI clients and agents. The project inc
MoviePilot is a media management orchestrator and automation tool that includes an integrated Model Context Protocol server interface for exposing its workflows to AI assistants.
PythonLibrary Organization AutomationAutomation OrchestrationContent Subscriptions - routineco/mcp-server
routineco/mcp-server
This is the Routine Model Context Protocol (MCP) server.
This repository provides a dedicated Model Context Protocol server for integrating the Routine productivity service, though it has a narrower scope compared to general-purpose servers.
TypeScriptNotes & Productivity - postcardbot/mcp-server
PostcardBot/mcp-server
MCP server for Postcard.bot — let AI agents send real printed postcards. Works with Claude, Cursor, Windsurf, and any MCP client.
This repository provides a specific Model Context Protocol server that integrates physical postcard sending capabilities into AI assistants, fitting the category even though it focuses on a single integration rather than providing a general-purpose framework.
TypeScriptAgent InfrastructureCommunication Tools - harness/mcp-server
harness/mcp-server
This is the official repo for the Harness MCP server
This official Harness Model Context Protocol server integrates Harness features as tools for AI assistants, matching the requested category though it is focused on a specific service rather than general-purpose server creation.
TypeScriptDeveloper Tools - webflow/mcp-server
webflow/mcp-server
Model Context Protocol (MCP) server for the Webflow Data API.
Webflow/mcp-server is a specialized server built for the Model Context Protocol that integrates Webflow data and tools with AI assistants, matching the required category despite its narrow platform-specific scope.
TypeScriptNotes & Productivity - infrawise/mcp-server
Infrawise/mcp-server
Infrawise MCP server for Claude Code — Azure FinOps cost optimization
This repository provides a specialized Model Context Protocol server integrated with Azure FinOps for Claude Code, which fits the category even though its domain scope is narrow.
TypeScriptCloud Platforms - profullstack/mcp-server
profullstack/mcp-server
A generic, modular server for implementing the Model Context Protocol (MCP).
This repository provides a modular server implementation for the Model Context Protocol, fitting the search for an integration backend even though it lacks explicit descriptions of prompt templates or language SDKs.
JavaScriptAggregator ServersServer Aggregators - rohitg00/kubectl-mcp-server
rohitg00/kubectl-mcp-server
Published in CNCF Landscape: A MCP server for Kubernetes.
This repository provides a Model Context Protocol server specifically for Kubernetes, allowing AI assistants to interact with clusters, though it focuses on a single domain rather than being a general-purpose server framework.
PythonCloud InfrastructureCloud Platforms - wazionapps/mcp-server
wazionapps/mcp-server
WAzion MCP Server - Connect AI agents to WhatsApp via WAzion API. Smart copilot, 24/7 automation, mass marketing.
This repository provides a Model Context Protocol server that connects AI assistants to WhatsApp via the WAzion API, fulfilling the core server integration category even though its feature set focuses specifically on messaging automation rather than a broad suite of tools.
JavaScriptCommunication ToolsMessaging Platforms - askdba/mysql-mcp-server
askdba/mysql-mcp-server
MySQL Server implementation for Model Context Protocol (MCP) written in Go.
This repository provides a MySQL server implementation for the Model Context Protocol written in Go, offering direct database integration for AI assistants though it focuses on a specific data source rather than a multi-transport framework.
GoAI and Integration - vmlia/books-mcp-server
VmLia/books-mcp-server
This is an MCP server used for querying books, and it can be applied in common MCP clients, such as Cherry Studio.
This repository provides a specialized Model Context Protocol server for querying book data, which fits the category despite focusing on a narrow data source rather than a general-purpose toolkit.
PythonCloud Platforms - sonarsource/sonarqube-mcp-server
SonarSource/sonarqube-mcp-server
Official SonarQube MCP Server for code quality and security in AI agents
This repository provides an official SonarQube Model Context Protocol server that integrates code quality and security analysis tools with AI assistants, though it focuses specifically on the SonarQube domain rather than a general-purpose server framework.
JavaDeveloper Tools - apify/apify-mcp-server
apify/apify-mcp-server
This project is a Model Context Protocol server that bridges artificial intelligence agents with cloud-based web scraping and automation resources. It functions as a remote task orchestrator, allowing agents to discover, configure, and execute complex browser automation jobs as callable functions within their native environments. The server distinguishes itself by providing a unified framework for managing distributed workflows, including the ability to handle asynchronous task polling, structured data serialization, and real-time status tracking. It supports advanced agentic capabilities suc
This repository provides a Model Context Protocol server that bridges AI agents with web scraping and automation tools, fulfilling the core server integration intent despite missing a broader language SDK scope.
TypeScriptBrowser Automation AgentsAgentic Web InteractionAutomation Workflow Management - wso2/fhir-mcp-server
wso2/fhir-mcp-server
FHIR MCP Server – helping you expose any FHIR Server or API as a MCP Server.
This repository is a Model Context Protocol server specifically designed to expose FHIR health data APIs to AI assistants, fulfilling the core server integration requirement although its domain is specialized.
PythonBiology and MedicineMore to explore - fastalertnow/mcp-server
FastAlertNow/mcp-server
Official Model Context Protocol (MCP) server for FastAlert. This server allows AI agents (like Claude, ChatGPT, and Cursor) to list of your channels and send notifications directly through the FastAlert API.
This repository provides an official Model Context Protocol server for integrating FastAlert notifications into AI assistants, fulfilling the category requirements although its scope is limited to a single specific service rather than a general-purpose platform.
TypeScriptCommunication ToolsMessaging Platforms - qiniu/qiniu-mcp-server
qiniu/qiniu-mcp-server
基于七牛云产品构建的 Model Context Protocol (MCP) Server，支持用户在 AI 大模型客户端的上下文中通过该 MCP Server 来访问七牛云存储、智能多媒体，直播服务等。
This repository provides a Model Context Protocol server that integrates Qiniu Cloud storage and services with AI assistants, though it focuses on a specific cloud platform rather than being a general-purpose SDK.
PythonAI Agent WorkflowsCloud Platforms - yzfly/douyin-mcp-server
yzfly/douyin-mcp-server
1,118View on GitHub提取抖音无水印视频链接，视频文案，douyin-mcp-server，mcp，claude skill，支持龙虾
This repository provides a specialized Model Context Protocol server for extracting Douyin video links and transcripts to integrate with AI assistants, matching the requested category despite its narrow platform focus.
HTMLSearch and ResearchVerified MCP Servers - chatmcp/mcp-server-chatsum
chatmcp/mcp-server-chatsum
1,028View on GitHubThis project is a Model Context Protocol server that bridges messaging platforms with AI assistants. It functions as middleware to facilitate the secure exchange of chat data, enabling external AI agents to access, search, and analyze historical conversation logs through a standardized interface. The server distinguishes itself by automating the ingestion and archiving of messaging streams into a local relational database. It supports secure, non-manual session authentication using QR codes, allowing for persistent data collection without continuous human oversight. Once archived, the system
This project is a Model Context Protocol server that bridges messaging platforms with AI assistants, providing tools and resource access for chat history, though it lacks broad multi-transport and language SDK support.
TypeScriptModel Context Protocol ServersLocal Tool ExposureModel Context Protocol - last9/last9-mcp-server
last9/last9-mcp-server
Last9 MCP Server
This repository provides a server built specifically for the Model Context Protocol to integrate observability data and services with AI assistants.
GoDeveloper Tools - tradercjz/dolphindb-mcp-server
tradercjz/dolphindb-mcp-server
dolphindb-mcp-server
This repository provides a Model Context Protocol server specifically for DolphinDB, enabling AI assistants to interact with the database, though it has a very narrow feature set compared to comprehensive multi-transport SDKs.
PythonDatabase Management - henryhaoson/yuque-mcp-server
HenryHaoson/Yuque-MCP-Server
Yuque mcp server
This repository provides a Model Context Protocol server specifically for Yuque, giving AI assistants access to its data sources despite having a narrower feature set than a multi-transport SDK.
TypeScriptDeveloper Tools and Utilities - the0807/geeknews-mcp-server
the0807/GeekNews-MCP-Server
📰 GeekNews MCP Server
This repository provides a dedicated Model Context Protocol server for GeekNews, letting AI assistants interact with its content feeds despite lacking a few advanced features like multi-transport support.
PythonSearch and Research
