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Who needs MCP servers?

System Integrator

Tools for seamless integration of different systems and services.

Cloud Architect

Cloud infrastructure and deployment management tools.

Creative Designer

AI-powered tools for creative design workflows across 3D and 2D mediums.

Product Manager

AI-powered tools for product development, design review, and performance monitoring.

Operations Manager

Tools for monitoring, analytics, and operational efficiency.

aashari mcp server atlassian bitbucket avatar

aashari mcp server atlassian bitbucket

by aashari

Node.js/TypeScript MCP server for Atlassian Bitbucket. Enables AI systems (LLMs) to interact with workspaces, repositories, and pull requests via tools (list, get, comment, search). Connects AI directly to version control workflows through the standard MCP interface.

atlassianrepositorymcpaitoolsbitbucketclitoolingai-integrationclaudetypescriptservertoolmcp-serverai-connectoranthropicllmsystemmodel-context-protocolsearchpull-requestversion-control
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Zzzccs123 mcp sentry

by Zzzccs123

mcp sentry for typescript sdk

mcptypescript
x51xxx osp marketing tools mcp avatar

x51xxx osp marketing tools mcp

by x51xxx

toolmcp
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weibaohui k8m

by weibaohui

一款轻量级、跨平台的 Mini Kubernetes AI Dashboard,支持大模型+智能体+MCP(支持设置操作权限),集成多集群管理、智能分析、实时异常检测等功能,支持多架构并可单文件部署,助力高效集群管理与运维优化。

openaichatgptmcpaik8s-gptdashboard2faollamak8s
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v9rt3x cs2 rcon mcp

by v9rt3x

CS2 RCON MCP - Server management tool for Counter-Strike 2

toolmcp
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stevearagonsite PythonServerMcp

by stevearagonsite

A template repository for MCP

mcpgopython
RmMargt searchAPI mcp avatar

RmMargt searchAPI mcp

by RmMargt

SearchAPI MCP for Google searches

mcpsearchgoapi
Panth1823 formula1 mcp avatar

Panth1823 formula1 mcp

by Panth1823

mcpmcp-serverformula1typescript
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jar285 github mcp analyzer

by jar285

mcpgithub
databutton databutton app mcp avatar

databutton databutton app mcp

by databutton

Use your Databutton app APIs as tools in other agents with MCP

toolmcpapi
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cool man vk google meet mcp server

by cool-man-vk

mcpgo
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attarmau FastMCP RecSys

by attarmau

A mockup full stack app built with React, FastAPI, MongoDB, and Docker, powered by AWS Rekognition & CLIP for multi-tagging and clothing recommendations

goapimcpawsfastapidockerdatabasecliprecommender-system
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0xjcf MCP CodeAnalysis

by 0xjcf

MCP tools

toolmcp
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privsim mcp test runner

by privsim

mcp
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ZephyrDeng mcp server gitlab

by ZephyrDeng

mcp
yting27 weather my mcp avatar

yting27 weather my mcp

by yting27

Model Context Protocol (MCP) server that provides weather information from Malaysia Government's Open API

goapimcpweatheragent
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wjlim nf core mcp

by wjlim

Dev assistant MCP

mcp
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warpdev mcp hub mcp

by warpdev

mcp
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VapiAI mcp server

by VapiAI

Vapi MCP Server

apivoice-agentsmcpmcp-serveraivapi
vakharwalad23 google mcp avatar

vakharwalad23 google mcp

by vakharwalad23

Collection of Google-native tools (e.g., Gmail, Calendar) for the MCP

googlegotoolgoogle-apimcpmodelcontextprotocolai
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utkucy avalanche mcp tools

by utkucy

toolmcp
twodoorsdev react native debugger mcp avatar

twodoorsdev react native debugger mcp

by twodoorsdev

An MCP server that connects to your React Native application debugger

mcp
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tuanle96 mcp github

by tuanle96

mcpgithub
torshepherd compiler explorer mcp avatar

torshepherd compiler explorer mcp

by torshepherd

mcp
terhechte cursor rust tools avatar

terhechte cursor rust tools

by terhechte

A MCP server to allow the LLM in Cursor to access Rust Analyzer, Crate Docs and Cargo Commands.

gotoolmcpmcp-serverlspllmrustdeveloper-toolscursor
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syauqi uqi qgis mcp modify1

by syauqi-uqi

An update version of qgis_mcp from jjsantos01/qgis_mcp repository

mcp
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Sjotie notionMCP

by Sjotie

Node based Notion MCP server

mcpnotion
sinedied grumpydev mcp avatar

sinedied grumpydev mcp

by sinedied

Let the grumpy senior dev review your code with this MCP server

genaiscriptmodel-context-protocolmcpllmgenerative-ainodejs
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shivonai python package

by shivonai

mcppythonai
SGFGOV medusa mcp avatar

SGFGOV medusa mcp

by SGFGOV

MCP server for Medusa JS SDK

mcpgo
SecurFi RapidAPI mcp avatar

SecurFi RapidAPI mcp

by SecurFi

mcpapi
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SecretiveShell MCP allthetools

by SecretiveShell

test server for semantic tool search

toolsearchmcp
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SDGLBL mcp claude code

by SDGLBL

MCP implementation of Claude Code capabilities and more

claude-codeclaudemcpmcp-server
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sarathsp06 sourcesage

by sarathsp06

MCP server to cache codebase as graph

mcp
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sach999 git spice help mcp

by sach999

mcp
RyanCardin15 AzureDevOps MCP avatar

RyanCardin15 AzureDevOps MCP

by RyanCardin15

mcpazuredevops
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rt96 hub prompt tester

by rt96-hub

An MCP server designed to give agents the ability to test prompts

designmcp
ribeirogab simple mcp avatar

ribeirogab simple mcp

by ribeirogab

A simple TypeScript library for creating MCP servers.

mcpmodel-context-protocoltypescriptai
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Pratik Kumar Cse script generation mcp

by Pratik-Kumar-Cse

mcp
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Docker Control MCP

by ContainerTeam

Manage Docker containers and images through Claude. Build, run, and monitor containers using natural language instructions.

dockercontainerscommunity
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Frequently Asked Questions

What is MCP?

MCP (Model Context Protocol) is an open protocol that standardizes how applications provide context to LLMs. Think of MCP like a USB-C port for AI applications, providing a standardized way to connect AI models to different data sources and tools.

What are MCP Servers?

MCP Servers are lightweight programs that expose specific capabilities through the standardized Model Context Protocol. They act as bridges between LLMs like Claude and various data sources or services, allowing secure access to files, databases, APIs, and other resources.

How do MCP Servers work?

MCP Servers follow a client-server architecture where a host application (like Claude Desktop) connects to multiple servers. Each server provides specific functionality through standardized endpoints and protocols, enabling Claude to access data and perform actions through the standardized protocol.

Are MCP Servers secure?

Yes, MCP Servers are designed with security in mind. They run locally with explicit configuration and permissions, require user approval for actions, and include built-in security features to prevent unauthorized access and ensure data privacy.

View all FAQs