"Multi-Agent Systems with Shared Memory Storage" matching MCP servers:

• Multi-Agent MCP Server

  jamalla

  F

  license

  -

  quality

  B

  maintenance

  Provides 7 tools for weather (geocoding, current conditions) and country data (capital, currency, population, dial code, flag) via Open-Meteo and CountriesNow APIs, designed for multi-agent AI systems.

  Last updated 2026-07-01

  1

• mcp-multi-weather

  igalarzab

  A

  license

  -

  quality

  C

  maintenance

  MCP server for checking historical weather data for cities using OpenWeather API. Exposes a get_historical_weather tool.

  Last updated 2025-07-31

  MIT

• MCP-with-Playwright

  9697-mali-lo

  F

  license

  A

  quality

  C

  maintenance

  An MCP server that enables LLMs to automate browser interactions using Playwright to fetch real-time Israeli weather data.

  Last updated 2026-06-30

  4

• Multi-Server MCP FastAPI

  AlwaysSany

  A

  license

  -

  quality

  D

  maintenance

  A FastAPI application that hosts multiple MCP servers for weather, news, currency, and quotes APIs.

  Last updated 2025-06-26

  3

  MIT

• Travel Agent MCP

  forgemeshlabs

  A

  license

  A

  quality

  C

  maintenance

  Free travel utilities plus live x402 travel itelligence: $0.01 Travel Pulse disruption and emergency-awareness checks, day trips, weekend getaways, creator experiences, weather-aware planning, mobility options, currency conversion, airport checks, and timing guidance.

  Last updated 2026-06-22

  14

  18

  1

  MIT

• Agent Toolbox

  Vincentwei1021

  A

  license

  -

  quality

  C

  maintenance

  Production-ready MCP server for AI agents — web search, content extraction, screenshots, weather, finance, email validation, translation, and IP geolocation.

  Last updated 2026-03-10

  0

  4

  MIT

• Israel Weather MCP Agent

  dvori9359-blip

  F

  license

  -

  quality

  C

  maintenance

  Enables users to retrieve real-time weather forecasts for Israeli cities by autonomously browsing a weather website using Playwright.

  Last updated 2026-05-03

• Doubao MCP Agent

  taffy123d

  F

  license

  -

  quality

  D

  maintenance

  A local skill assistant based on the Model Context Protocol that integrates with the Volcengine Doubao API to provide tools like calculators and weather queries. It features a Web interface and a modular architecture that allows developers to easily register and deploy custom local AI skills.

  Last updated 2026-03-31

  5

• ocean-conditions-agent

  etavacoli

  F

  license

  -

  quality

  C

  maintenance

  Enables checking live tide, swell, and wind data for La Jolla surf spots, with an AI agent that makes judgment calls like a local surfer.

  Last updated 2026-07-07

• Forecast Storage MCP Server

  WHUT-News

  F

  license

  -

  quality

  D

  maintenance

  Enables storing and retrieving weather forecasts with text and audio in Google Cloud SQL PostgreSQL, supporting full internationalization, TTL-based caching, and automatic expiration management.

  Last updated 2026-01-23

• travel-agent

  to-ri-ki

  F

  license

  -

  quality

  C

  maintenance

  Enables travel-related queries and planning including weather, train and flight information, itinerary generation, and travel knowledge retrieval via RAG, using an AI agent with MCP protocol.

  Last updated 2026-07-28

• MCP Server with OpenAI

  Dagudelot

  F

  license

  B

  quality

  D

  maintenance

  Enables automatic weather information retrieval through a custom MCP server integrated with OpenAI using Cloudflare tunnels. Demonstrates seamless function calling between OpenAI and custom MCP tools without manual intervention.

  Last updated 2025-08-15

  1

• Multi-Feature MCP Server

  ahemavathy

  A

  license

  C

  quality

  D

  maintenance

  Provides comprehensive functionality including weather data, system utilities, Azure cloud management, and AI-powered image generation and editing. Features interactive parameter selection through MCP elicitation for enhanced user experience.

  Last updated 2025-10-15

  11

  20

  ISC

• Custom MCP Server with RAG &

  KaushalprajapatiKP

  A

  license

  -

  quality

  D

  maintenance

  Enables notes management, weather and news search, document ingestion and RAG-based semantic search using GroundX, with OpenAI GPT integration for summarization and completions.

  Last updated 2025-06-17

  MIT

• MCP Server with External Tools

  edogola4

  A

  license

  -

  quality

  D

  maintenance

  Enables AI models to access external services including weather data, file system operations, and SQLite database interactions through a standardized JSON-RPC interface. Features production-ready architecture with security, rate limiting, and comprehensive error handling.

  Last updated 2025-09-01

  302

  MIT

• Multi-Service MCP Platform

  choas

  A

  license

  -

  quality

  D

  maintenance

  Provides a unified MCP interface to multiple utility services including transportation info, mindful sentences, weather forecasts, emoji oracle, timestamps, fortune cookies, and lucky numbers.

  Last updated 2025-08-12

  MIT

• MCP Server + AI Agent

  amitsharma55

  F

  license

  -

  quality

  D

  maintenance

  A Python MCP server with JWT authentication and sample tools (weather + Bitcoin price), plus an AI agent that uses OpenAI to reason about and call those tools.

  Last updated 2026-03-25

  1

• FastMCP Multi-Tool Server

  rt0120-Ramco

  F

  license

  -

  quality

  D

  maintenance

  Provides comprehensive utility tools including file operations, weather information, system monitoring, mathematical calculations, text search, and safe command execution. Enables users to perform various system and data operations through a unified MCP interface with built-in security features.

  Last updated 2025-10-17

• MCP Multi-API Server

  lokendra005

  F

  license

  -

  quality

  D

  maintenance

  A bridge allowing AI/LLMs to seamlessly interact with external APIs for weather, finance, and news services through a standardized MCP-compliant interface.

  Last updated 2025-06-03

• Modular MCP Server with Python

  tunamsyar

  F

  license

  -

  quality

  D

  maintenance

  A demo MCP server that enables users to interact with various tools through natural language, including note management, weather queries, calculations, file operations, and shell commands. Uses Ollama for intent detection and structured command parsing from free text input.

  Last updated 2025-08-09