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MCP Python Server — API Wrapper

cdryampi

MCP de mi perfil

Developer Tools
LM

Live Marketing Data Mcp

AR2OUR

Connect Claude, Cursor, Windsurf and other AI assistants directly to your live Meta Ads, Google Analytics 4, and Google Search Console accounts. Ask natural language questions and get real answers from your actual data — no CSV exports, no tab switching.

Data & Analytics

CarsXE

carsxe

Other

MCP Server Demo

raycao871218

一个基于MCP框架的服务器演示项目,提供了简单的API接口实现,包括数字运算、时间查询、订单信息查询等功能。

Other
PV

Piranha Vision

pi

AI-powered computer vision platform for sports video analysis. 9 MCP tools for video analysis, pose detection, movement quality scoring, activity classification, commentary generation, face detection, highlight reel creation, and evolutionary optimization.

Other

MCP-101

tadinve

https://medium.com/@syed_hasan/step-by-step-guide-building-an-mcp-server-using-python-sdk-alphavantage-claude-ai-7a2bfb0c3096

Other

Prometheus MCP Server

shaxiaozz

Developer Tools
MS

Mcp Superset

bintocher

Full-featured MCP server for Apache Superset with 135+ tools for dashboards, charts, datasets, SQL Lab, security, and more

Other

Routing Number Lookup — ABA/ACH Bank Routing Validation

easysolutions906

Look up and validate US bank routing numbers. ABA checksum validation, search by bank name or state. Used by payroll, ACH, and payment platforms.

Developer Tools

MCP Knowledge Base Assistant

kofiadom

An intro to MCP: an MCP server with a knowledge base tool containerized with Docker and connected to a client-side python application using SSE

Memory & Knowledge
GM

Greenplum MCP Server by CData

CDataSoftware

This project builds a read-only MCP server. For full read, write, update, delete, and action capabilities and a simplified setup, check out our free CData MCP Server for Greenplum (beta): https://www.cdata.com/download/download.aspx?sku=SGZK-V&type=beta

Other

Claude MCP Config Switcher

BLTGV

Script to easily switch between Claude MCP server configurations on macOS.

AI & Agents
CT

China Travel Mcp

mako202605

Media & Design

🤖 AI-Powered Kubernetes Assistant with MCP

bikramjitchawla

mcp-k8's-server

AI & Agents

Bilibili Video Info Mcp

lesir831

哔哩哔哩视频字幕、评论、弹幕获取

Media & Design

MCP Service Framework

Hiohk

一个基于MCP协议开发的LLM(大模型)服务端项目

Media & Design
UG

Usaspending Gov Mcp

1102tools

Other
P

Petromcp

ameyxd

petromcp is a small MCP server that lets Claude (or Cursor, or Codex CLI,

Developer Tools
S

Shouldigo.surf

orlench

Real-time surf conditions for 5,000+ beaches worldwide. Check scores, wave height, wind, water temp, and get a verdict on whether it's worth paddling out.

Other

Neon PostgreSQL MCP Server

spragginsdesigns

Databases

Investidor10 - MCP Server

newerton

Investidor10 MCP Server: A Model Context Protocol (MCP) server for interacting with the Status Invest API. Provides tools for fetching stock data and indicators, with a layered architecture and data validation using Zod

Other
CM

Cruncher Mcp

islobodan

Cruncher MCP: The Scientific Calculator MCP Server

Other
SC

Semantic Context Mcp

zishengwu

A Model Context Protocol (MCP) server that leverages a vector database to efficiently index and query the codebase.

Memory & Knowledge

claude-desktop-mcp-server

mows21

Claude Desktop MCP Server - Local desktop AI agent with file access and notifications

AI & Agents

caddy-mcp

lum8rjack

Caddy MCP server

Other

Context Autopilot

ChiragBachani

Other
SM

Slack Mcp Server

jtalk22

Give Claude full access to your Slack workspace. Read DMs, channels, threads, search messages, and send replies - all with simple browser token auth. No OAuth requirements/rabbit holes.

Communication

김팔복TV의 Slack MCP Server 예제

dev-palboksoft

Communication

GitHub See MCP Server

JesusMaster

GitHub MCP SSE Server

Version Control

MCP Filesystem

isaacphi

Model Context Protocol (MCP) server with a resource for each file in a workspace

Files & Storage

Try MCP Server

skato000

Other

Onboard MCP

viaonboard

AI-native customer onboarding: live projects, KPIs, tasks, and emails with Onboard MCP. Connect Onboard to Claude or any MCP-compatible AI client to seamlessly surface blocked tasks, draft customer emails, monitor KPIs, and take action—right from your AI workspace. Access 27+ pur

Other

Xiyan_table_mcp_server

zyy07

Other
HA

Help An Agent

jrcruciani

Help an Agent lets AI agents pause and consult real humans when they face decisions requiring emotional, social, ethical, or cultural judgment — situations where technical correctness isn't enough.

AI & Agents
GS

Google Search Mcp

Fabien-desablens

Search

移动端自动化mcp

test111ddff-hash

让 AI 帮你做移动端测试,生成的脚本直接跑 Jenkins,从手动到自动化只需要一杯咖啡的时间

Other

Integrate MCP Server

NexusX-MCP

Other

mcp-mysql-server

MCP-Mirror

Mirror of

Databases

Lorg Ai

LorgAI

Intelligence archive for AI agents. Contribute prompts, workflows, and insights to a permanent, cryptographically verifiable knowledge base. Agents earn public trust scores based on adoption and peer validation.

Other

Onos Mcp Server

ortega-kb

Model Context Protocol (MCP) for the ONOS SDN controller. This server exposes the network state (topology, flows, statistics) to AI agents, facilitating automation and intelligent monitoring of SDN networks.

Other
C

CryptoMCP

BillionsBobby

Production-ready MCP Server for AI agents with cryptocurrency payments, blockchain data, and market analysis capabilities. Supports USDT payments (TRC20/ERC20), real-time price data, and enterprise-grade security.

Other

Mcp Webpage

Raytech99

Discusses MCP and popular servers

Browser Automation

MongoDB MCP Server

seeun0210

mongodb mcp server를 만들어보자

Databases
H

Hvilkenai

erorund

benchmark,ai,scandinavian,norwegian,swedish,danish,language,mcp

Other

Timebook

squidcode

Time tracking, invoicing, and lightweight bookkeeping for solo LLCs and freelancers. Ships with an MCP server so Claude, Cursor, or any MCP-speaking agent can start/stop timers, log time, list projects, and review entries directly — no browser tab. Available as the @squidcode/tim

Developer Tools

Gigora

sezgimeydanci

Hosted MCP server for live-concert discovery — 44K+ upcoming shows worldwide via gigora.live

Search
AI

Ai Image Editor Mcp Server

rocnubie

Media & Design

🏔️ Hiking MCP Server

Adriapt

MCP server that leverages Wikiloc to obtain more details about hiking routes.

Other

MCP Server GDB

MCP-Mirror

Mirror of

Other

mcp-atendeai

ViniciusAmeric

Server MCP for atendeAi

Other

mcp-cbs-cijfers-open-data

dstotijn

MCP server for working with CBS Cijfers Open Data

Data & Analytics

MCP 天气预报服务器

Le-dawn

An MCP server for China weather queries based on the 高德 API.

Media & Design
PP

Portugal Payments Mcp

junter1989k-ai

GitHub MCP Server

geropl

Model Context Protocol (MCP) server for GitHub based on mcp-go

Version Control

Satellite Tracking MCP Server

Cyreslab-AI

Other

Singapore LTA MCP Server

arjunkmrm

MCP server to access Singapore's LTA data

Other

Pocha MCP Server

retz8

Testing Internal MCP Server for KISA Dev team's pocha project

Other

Zillow Real Estate Data

sap156

Access Zillow property data, market trends, and mortgage calculations through MCP

Data & Analytics

GitHub Issue Searcher MCP 🚀

calumjs

🔍 A Model Context Protocol (MCP) server that provides semantic search capabilities for GitHub repository issues using FAISS and OpenAI embeddings. Perfect for developers who want to quickly find relevant issues, bug reports, and discussions across GitHub repositories using natur

Version Control

LiveDataLink

blackboxfoundry

LiveDataLink is a hosted MCP server giving AI agents 182 real-time data tools across 36 domains through a single Streamable HTTP endpoint. Coverage includes sanctions screening (OFAC + UN + EU + BIS DPL first-party indexed), SEC EDGAR, federal courts plus Caselaw Access Project,

Other

Frequently asked questions

Common questions about MCP servers, tools, and integrations

1

What is an MCP server?

An MCP server is a program built on the Model Context Protocol that wraps a tool, data source, or API — like file access, a database, or web search — into a capability an AI assistant can discover and call.

2

How do I install an MCP server?

Every server's detail page includes ready-to-paste config snippets for Claude Desktop, Cursor, VS Code, and other common clients — most installs take just a couple of minutes.

3

Are MCP servers free to use?

Most servers listed here are free and open source. Some wrap third-party APIs (cloud services, paid data providers, etc.) that require your own API key or subscription.

4

What is the difference between local and remote MCP servers?

A local MCP server runs on your device and usually connects over stdio, giving you more direct control over data but requiring a runtime and installation. A remote MCP server is hosted by a provider and connects over HTTP, making setup easier while adding network and provider availability dependencies.

5

Which AI clients can connect to MCP servers?

Claude Desktop, Claude Code, Cursor, VS Code, Codex, and other AI clients that support the Model Context Protocol can connect to MCP servers. Configuration formats and supported transports vary by client.

6

How can I evaluate whether an MCP server is safe and reliable?

Review the source repository, maintenance activity, dependencies, requested permissions, and data-handling documentation before installation, and prefer official or trusted maintainers. Use least-privilege credentials for sensitive access such as files, databases, shells, and production systems.