MCP servers that ship as code — a repository or a package you install and run locally (usually over stdio). They have no hosted endpoint, so we cannot probe or grade them: instead each one shows its repository, install command, license, stars and when it was last updated.
Collected from GitHub repositories and npm, PyPI, Cargo, Go, Maven, NuGet and RubyGems packages tagged as MCP servers, the official MCP Registry, Docker's MCP catalog, ModelScope, Baidu MCP World, Cline and other public directories; one entry per repository. A server that also offers a hosted endpoint is listed under Remote instead. These entries are not counted in our reachability, verification or readiness statistics.
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weather-forecast-server: MCP server for weather forecast
pypi Apache License 2.0 -
Agentic Time Series Forecasting Platform
MIT -
Omen: agentic time series analysis, forecasting, backtesting, deployment, and monitoring tools, exposed as FastMCP servers
pypi MIT -
weather-forecast-server, MCP server, without api key, free. Get weather for cities around the world. 免费天气预报MCP工具。
Apache-2.0 ★ 5 -
MCP server to provide weather forecast in South Korea
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LLM planning agent over a forecasting backtest — strict tools, structured output, measured eval with failure analysis
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Transit forecast API. Astrology transits to natal aspects, sign ingresses, retrograde stations, eclipses, new and full moons. Exact instants.
MIT -
mcp-surf-forecastgithub.com/lucasinocencio1/mcp-surf-forecastupdated this year
Python-based MCP server that integrates the Open-Meteo Marine API to deliver global surf and marine forecasts. Converts any city name into geographic coordinates and provides swell height, period, direction, and wind conditions for surf spots worldwide.
★ 21 -
Inspect time series, forecast with your models, compare forecasts, and review observed outcomes.
Apache-2.0 ★ 1 -
Python time series forecasting assistant built on skforecast: deterministic decisions, the script that ran, an optional LLM that explains them, and an MCP server for AI agents.
Apache-2.0 ★ 52 -
MCP server giving AI assistants 17 weather tools with zero API keys: global forecasts, current conditions, alerts, air quality, marine conditions, lightning detection, radar imagery, river levels, wildfire tracking, and historical weather back to 1940. Bu
npm MIT -
MCP server that exposes the tool get_forecast.
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MCP server and Python library for Surfline's public forecast API
MIT -
MCP server of skforecast-ai: deterministic time series forecasting as tools for coding agents.
pypi Apache-2.0 -
MCP server bringing real-time Malaysian weather forecasts to AI assistants
NOASSERTION -
agentpay-weather-mcpgithub.com/rumblingb/weather-mcpupdated this year
MCP server: Current weather and 5-day forecasts with rate limiting + Pro tier
npm MIT -
MCP server and free JSON API for US election forecasts, with a public accuracy record
MIT -
pipeworx-mcp-marineupdated this year
MCP server for marine wave forecasts and conditions via Open-Meteo Marine API
npm MIT -
ww3-mcpgithub.com/mansurjisan/ocean-mcpupdated this year
MCP server for NOAA GFS-Wave (WAVEWATCH III) forecasts and NDBC buoy observations
pypi MIT -
weather-mcp-servergithub.com/AiAgentKarl/weather-mcp-serverupdated this year
MCP Server for global weather, forecasts, air quality and climate data — completely free, no API key needed
MIT -
Local Codex quota and reset planner with extra reset forecasts, banked resets, a web UI, CLI, and MCP plugin.
npm MIT ★ 5 -
Open_Weather_Mapgithub.com/jaiswalraj03014/Open_Weather_Mapupdated this year
A FastAPI MCP server that provides real-time weather data and forecasts for cities worldwide using natural language queries and OpenWeatherMap API.
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MCP_WEATHERgithub.com/SHIVAM6192/MCP_WEATHERupdated this year
A production-ready MCP server that gives Claude real-time weather, air quality, forecasts, and health advisories for any city worldwide.
MIT -
weather-mcpgithub.com/lamcearber-spec/weather-mcpupdated this year
MCP server for AI agents — weather forecasts, air quality, UV index, historical data. Powered by Open-Meteo (free, unlimited, no API key).
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chronos-agentgithub.com/pradhankukiran/chronos-agentupdated this year
A multi-sector time-series forecasting portal and FastMCP tool server using ensembled Prophet and XGBoost hybrid modeling.
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Nostradamus Intellect as an MCP server and CLI: search, read and verify sealed forecasts graded in public. Read-only, no dependencies.
Apache-2.0 ★ 1 -
SammelsuriumMCPgithub.com/winklermw-mz/SammelsuriumMCPupdated this year
This is a simple server application built using FastMCP, designed to handle various tools for retrieving information such as weather forecasts, web searches, Wikipedia queries, and more.
★ 1 -
A Model Context Protocol (MCP) server that provides weather data using the Open-Meteo API. This server allows AI assistants to retrieve current weather conditions and forecasts for any location on Earth.
CC0-1.0 -
MCP server for Kardashev Labs US grid data - LMP, carbon, load, queues, ERCOT large loads, RT−DA spread forecasts. No API key.
MIT -
MCP server for live weather, 24 h and 14-day forecasts, air quality and weather badges, for Claude, Cursor and other AI agents. Data from weatheo.com
MIT -
Free API + MCP server: odds an outdoor game, race or job happens, from forecasts, NOAA rain history and official rainout status. 64k US fields, worldwide rain.
MIT -
MCP server: pay-per-call market data + agent tools via x402 (USDC on Base). Web page reader, email verification, token safety, sentiment, prediction markets, regime forecasts, quotes, macro.
npm MIT -
Know which communities a flood will reach, before it arrives. Google's flood forecasts for any point in Nigeria, by NIPOST postcode area. A GRMI research project.
MIT -
hivegithub.com/mdayan8/hiveupdated this year
Swarm Intelligence That Predicts Anything. HIVE deploys autonomous AI agents to research, debate, and forecast any scenario — delivering intelligence briefs with probability scores, risk analysis, and actionable strategy.
MIT ★ 1 -
@jablum/weather-mcpgithub.com/jablum/weather-mcpupdated this year
MCP (Model Context Protocol) server providing weather data from NOAA and Open-Meteo APIs. Supports forecasts, current conditions, and historical weather data (1940-present) with no API keys required.
npm MIT -
Local time-estimation service for ResonantOS: PERT, COCOMO II, Monte Carlo schedule simulation, sprint forecasting, and business-day math — the read-only estimation mathematics of @kyanitelabs/epoch v0.5.0 as a loopback add-on.
Apache-2.0 -
Tauri 2 desktop intelligence platform — Cesium.js 3D globe, 185 live panels, MCP server for Claude Code, and an explainable algorithm intelligence layer (truth scoring, evidence graph, compound risk, forecast calibration) plus shortage / weather / insights engines. 600+ deterministic tests.
NOASSERTION ★ 12 -
Time Estimation MCP Server — 26 tools for PERT, COCOMO II, Monte Carlo, sprint forecasting, context-based estimation, token-to-time mapping, cost estimation, and schedule risk. Self-improving with calibrated intervals and an auto-closing feedback loop. Bu
npm Apache-2.0 -
A TypeScript MCP server that exposes current weather and forecast tools backed by OpenWeatherMap and deployed on render. Simply ask you're agent for the weather or forecast of any location
ISC ★ 1 -
IPMA Weather Data Serverno update data
Provide real-time and forecast meteorological data for cities across Portugal using natural language queries. Access weather forecasts, seismic data, UV index, and active weather warnings seamlessly. Enable users to retrieve detailed observations from IPMA weather stations and explore available locations effortlessly.
smithery -
Fashion E-Commerce Intelligencegithub.com/alexgenovese/ecommerce-fashion-market-analysisno update data
# Fashion E-Commerce Intelligence MCP Server Empower your AI agents, copilots, and assistants with vertical domain-specific fashion intelligence. Built by [alexgenovese.com](https://alexgenovese.com), this Model Context Protocol (MCP) server provides automated **SEO auditing, category trend research, DTC demand forecasting, CRM segment enrichment, and campaign creative generation**—designed natively for Cursor, Claude Desktop, Claude Code, and any MCP-compatible environment. --- ## ⚡ What It Does | Capability | Without this server | With Fashion MCP | |---|---|---| | **SEO Auditing** | Manual checklists, generic advice | Automated **0-100 score** across 5 dimensions with fashion-specific validation (fit, material, color, season, schema, OG, Twitter Cards). | | **Trend Research** | Generic search queries | Deep category-level trend intelligence (trending keywords, colors, silhouettes, price tiers, market fit, confidence). | | **Demand Forecasting** | Spreadsheets & gut feel | Explainable weighted-rule forecast model: `baseline × trend × media × retention × inventory × seasonality` with backtesting. | | **CRM Segment Enrichment** | Static email lists | Customer segments enriched with trending colors/silhouettes/keywords, audience clusters, and ready-to-send targeted messaging. | | **Campaign Creative** | Standard copywriters per channel | Platform-specific campaign themes, hooks, value propositions, and ready-to-use creative briefs grounded in real-time trend data. | --- ## 🔧 Exposed Tools - `product_seo_audit`: Audit any fashion product listing for SEO best practices, structured schema, meta tags, and fashion relevance (fit, size, material). - `fashion_trend_analysis`: Analyze fashion trend data mapped from search engine and social media queries. *(Receives search data input seamlessly, no API key required)*. - `fashion_category_demand_outlook`: Get a rapid, light demand pulse check for a specific product category in a target market and season. - `fashion_dtc_forecast_analysis`: Generate complete DTC demand forecasts with scenario planning (base/upside/downside) and stock-out/overstock risk analysis. - `fashion_customer_trend_enrichment`: Map trending keywords, colors, and silhouettes onto existing CRM customer segments for targeted email/SMS campaigns. - `fashion_campaign_theme_recommendation`: Recommend conversion-optimized ad campaign themes, hooks, and creative briefs for Meta, Google, TikTok, or Email. --- ## 🔐 Privacy & Technical Features - **No API Keys Required:** All analysis, SEO audits, demand forecasts, and CRM enrichment tools run locally with the data you supply. Upstream search data for `fashion_trend_analysis` uses your existing Tavily MCP server. - **Explainable Outputs:** Every tool returns explicit `assumptions[]`, `dataGaps[]`, and `confidence` scores, so your agent always understands the reasoning behind recommendations. - **Zero-Config Local Cache:** Uses a local SQLite persistence layer (`~/.fashion-mcp/store.db`) to cache snapshots, feature stores, and forecast actuals for backtesting. ## 💻 Local Installation To install this stdio-based server locally via Smithery: ```bash npx smithery install alexgenovese/ecommerce-fashion-market-analysis ```
smithery -
MCP server exposing MeteoSwiss local weather forecasts and current measurements for Switzerland as callable tools
pypi Apache-2.0 -
@albertmcp/mcpgithub.com/albertmcp/mcpupdated this year
MCP server for weather forecast and severe weather alerts in the US
npm MIT -
Typescript MCP server that fetches daily weather forecasts for any city using the Open-Meteo API.
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A Weather MCP server providing weather alerts and forecasts via the Model Context Protocol.
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MCP server for weather forecast and severe weather alerts in the US
npm MIT -
mcp-server-weather-maostale
MCP server for weather forecast and severe weather alerts in the US
npm MIT -
tempcastgithub.com/thanakara/tempcastupdated this year
Deep learning experiment station for weather time-series forecasting, powered by Visual Crossing API data.
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Local MCP server: deterministic Shopify inventory forecasts (BYOK, read-only). Not affiliated with Shopify.
MIT -
MCP server for weather forecast and severe weather alerts in the US
npm MIT -
MCP server: Get NWS weather forecasts, alerts, hourly conditions, and station data for US locations.
Apache-2.0 -
MCP server for weather forecast and severe weather alerts in the US - Forked from @h1deya
npm MIT -
weekly-weather-mcpgithub.com/rossshannon/weekly-weather-mcpupdated this year
Weather MCP server which returns 7 days of detailed weather forecasts anywhere in the world
MIT ★ 10 -
goweathermcpgithub.com/raythurman2386/goweathermcpupdated this year
A Model Context Protocol (MCP) server written in Go that provides weather information and forecasts using the free Open-Meteo API.
MIT ★ 1 -
MCP server for weather data from Yr / MET Norway (forecast, nowcast, location search)
MIT -
Read-only MCP server: ask Claude about Stripe receivables, payouts, disputes, bills and a cash forecast.
MIT -
Aviation weather briefings for Claude — METARs, TAFs, PIREPs, SIGMETs & ICON-D2 forecasts. No API key required.
★ 3 -
weatheroraclegithub.com/ToolOracle/weatheroracleupdated this year
WeatherOracle — Real-Time Weather Intelligence MCP Server | 10 tools | Current, forecast, air quality, marine, astronomy | Part of ToolOracle
NOASSERTION -
MCP server for IBM watsonx.ai: Granite chat, generation, embeddings, tokenization and forecasting.
Apache-2.0 ★ 9 -
MCP server for official Belgian weather (IRM/KMI) — conditions, forecasts & warnings
MIT