skill · Global

weather-travel-recommend-system

基于气象大数据的出行推荐系统，AI Agent全栈项目。FastAPI+PostgreSQL(TimescaleDB/pgvector/PostGIS)+Redis；LangGraph+MCP+Skill+RAG，对接DeepSeek API；React/Vue前后端分离，实现3D天气可视化、智能出行穿搭推荐。

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What's in it

Data offered docs-verified: current weather · 7-day forecast · weather history (TimescaleDB hypertable weather_history) · weather statistics and time-series charts · rainfall-related data via clean/aggregate pipeline · Guangzhou local RAG knowledge base (15 documents) · AMap real route planning
Coverage docs-verified: 广州市
Update frequency docs-verified: scheduled sync via Celery beat; interval not stated
Formats docs-verified: CSV · SSE stream
Access docs-verified: Self-hosted open-source project (licence not stated). Weather works without a key via Open-Meteo; QWeather, AMap, LLM (DeepSeek/Zhipu), Tavily and JWT settings require API keys in backend .env; several features degrade without them.

Useful for

Use cases llm-inferred: Weather-window check for Guangzhou site visits and field surveys · Historic weather_history lookup to add rainfall context to a survey or report · Reference architecture for LangGraph + MCP + RAG weather agents
Audience llm-inferred: software developers (reference implementation) · GIS analysts · field survey planners

Limitations

Constraints llm-inferred: Guangzhou (China) focus; not UK coverage despite ENTRY region 'Global' · Full-stack web application (FastAPI, React, Vue, Docker), not a standalone MCP server or dataset API · Requires PostgreSQL 17 with TimescaleDB, PostGIS and pgvector (custom Docker image) · Many features need separate API keys; RAG requires ZHIPU_API_KEY · Documentation is in Chinese · Default admin credentials are documented and JWT_SECRET must be changed for production · Licence not stated

Licence: Unknown — check provider terms
Authentication: API key via env: AMAP_API_KEY, DEEPSEEK_API_KEY, JWT_SECRET, QWEATHER_API_KEY, TAVILY_API_KEY, ZHIPU_API_KEY (auto-extracted from README)
GitHub stars: 4
Last commit: 29/09/2026
Last successful page check: 14/10/2026
Page health: healthy
Package: Not recorded
Verification: Not independently verified

Auto-extracted, unverified fields: tools, install, auth. Check upstream documentation.

Provenance & evidence

Tools/install/auth auto-extracted from README; quality score heuristic (stars, recency, tool count, licence).

Metadata observed 15/10/2026 · research sweep: github-search