Discover Awesome MCP Servers

ashare-mcp

Production-grade MCP server for Chinese A-share market data, offering 30 tools including real-time quotes, K-lines, fund flows, and financial reports, with stdio and HTTP transport support.

GullakAI MCP Server

Enables personal finance management through conversational AI, including expense tracking, budget monitoring, financial news simplification, and purchasing power comparisons across South Asian cities. Designed for WhatsApp integration with natural language commands for financial assistance.

Scanpy MCP server

Here are a few ways to translate "MCP server for Scanpy" into Indonesian, depending on the context and desired nuance: **Option 1 (Most straightforward):** * **Server MCP untuk Scanpy** This is a direct translation and easily understood. It's suitable for most technical contexts. **Option 2 (More descriptive, emphasizing purpose):** * **Server MCP untuk digunakan dengan Scanpy** This translates to "MCP server for use with Scanpy." It clarifies the server's intended purpose. **Option 3 (If "MCP" needs further explanation):** * **Server MCP (misalnya, server untuk [explain what MCP does in Indonesian]) untuk Scanpy** This translates to "MCP server (for example, a server for [explain what MCP does in Indonesian]) for Scanpy." This is useful if the audience might not know what "MCP" refers to. You would need to replace "[explain what MCP does in Indonesian]" with the appropriate explanation. **Which option is best depends on the audience and the context.** If the audience is familiar with the term "MCP" and the context is clearly technical, the first option is likely sufficient. If you need to be more explicit or the audience is less familiar with the terminology, the second or third option might be better.

SeedreamMCP

ByteDance Seedream AI image generation and editing (style transfer, background change, virtual try-on) with multiple models, multi-resolution up to 4K, and streaming delivery.

podcastindex-mcp

MCP server for the Podcast Index API — search podcasts, track appearances, monitor trending shows, check feed health

common_mcp

Provides system information through a single tool that returns platform details, Node version, architecture, current time, and uptime. Optionally includes hostname when specified in the request.

REAPER MCP Server

A Model Context Protocol server that enables AI agents to create fully mixed and mastered tracks in REAPER DAW, supporting project management, MIDI composition, audio recording, and mixing automation.

az-devops-cli-mcp

Azure DevOps MCP tools for Claude Code and Codex CLI, enabling interaction with boards, work items, repos, and pull requests via natural language.

Python MCP Server Examples

A collection of Python-based Model Context Protocol servers that extend AI assistant capabilities with tools for calculations, AWS services (S3 and RDS), and PostgreSQL database operations.

mcp-localization-engine

An MCP server that provides comprehensive localization data for 174 locales, enabling AI agents to generate culturally-adapted multilingual content.

Korean Patent MCP (KIPRIS)

MCP server that enables searching Korean patents, trademarks, and designs via KIPRIS Plus open APIs. Supports keyword, advanced, applicant, and rightholder searches with detailed bibliographic lookup.

Property MCP Server

Connects Claude AI to real estate data via the ATTOM Data API, enabling property information lookup and analysis using natural language queries.

markdown-mcp

Splits Markdown documents into hierarchical sections with parent-child and sibling relationships, enabling structured document access for AI assistants.

Flask-MCP-Plus

Flask-MCP-Plus enables developers to create MCP servers using Flask, with support for defining tools, resources, and prompts with automatic schema generation and type safety.

iTerm MCP

Controls iTerm2 terminal sessions with multi-pane support, allowing parallel command execution, session management, and role-based access for AI orchestration.

Copilot Money MCP

This MCP server bridges Copilot Money with AI platforms like Claude and Cursor. It provides tools for fetching transactions, account balances, and automated data cleanup. By enabling secure, programmable access to financial records, it allows agents to perform complex tasks like transaction tagging and spending audits autonomously.

Vara MCP Server

A Model Context Protocol (MCP) server that provides onchain tools for AI applications like Claude Desktop and Cursor, allowing them to interact with the Vara Network.

ALA API MCP Server

Enables interaction with the Atlas of Living Australia API to search and access 152+ million biodiversity records. Supports occurrence searches, spatial queries, bulk data downloads, and taxonomic data retrieval through natural language.

mcp-canada

MCP server giving AI agents structured access to Canadian federal, provincial, and municipal government data.

zrok-mcp

Enables AI agents to manage zrok tunnels, shares, and access programmatically through environment management, share creation/deletion/listing, and access control actions.

Cost Management MCP

An MCP server for unified cost tracking and analysis across AWS, OpenAI, and Anthropic. It enables users to query expenditures, compare costs across providers, and analyze usage trends through natural language.

mcp-md-pdf

Converts Markdown files to Word (.docx) and PDF documents. Supports .dotx templates for branded styling and batch conversion.

hetzner-mcp

Model Context Protocol server for full Hetzner Cloud + Storage API automation. Exposes all official Hetzner operations as MCP tools so AI agents can manage servers, networking, load balancers, firewalls, volumes, DNS zones, and storage boxes from one server.

Shopify MCP Server

Enables interaction with Shopify stores via the Admin API for product, order, metafield, and theme management.

MCP Server with OpenAI Integration

Production-ready MCP server that integrates OpenAI API with extensible tool support, enabling dynamic plugin loading and knowledge search capabilities through multiple interfaces including CLI and browser UI.

Wireshark MCP Server

A containerized server that enables AI clients to perform automated network packet analysis, protocol inspection, and traffic forensics using Wireshark/tshark. It features a stateless design that synchronizes PCAP files directly from GitHub for secure and ephemeral analysis sessions.

KubeBlocks Cloud MCP Server

MCP server for KubeBlocks Cloud

Just Claude Things

An MCP server that lets Claude read and write your Things 3 tasks on macOS via AppleScript.

TalkToAnki

An MCP server that enables AI assistants to seamlessly manage Anki flashcards, decks, and templates through the AnkiConnect API. It supports intelligent querying, batch note creation, and detailed study progress analysis using natural language.

Open Brain Knowledge MCP Server

A persistent, cross-session knowledge base for AI agents that indexes session history into a searchable SQLite database with full-text search, enabling recall of past sessions, stored knowledge, and summaries.