# 🌦️ meteoswiss-mcp [![CI](https://github.com/malkreide/meteoswiss-mcp/actions/workflows/ci.yml/badge.svg)](https://github.com/malkreide/meteoswiss-mcp/actions/workflows/ci.yml) [![PyPI](https://img.shields.io/pypi/v/meteoswiss-mcp)](https://pypi.org/project/meteoswiss-mcp/) [![Python](https://img.shields.io/pypi/pyversions/meteoswiss-mcp)](https://pypi.org/project/meteoswiss-mcp/) [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](LICENSE) [![swiss-public-data-mcp](https://img.shields.io/badge/portfolio-swiss--public--data--mcp-blue)](https://github.com/malkreide/swiss-public-data-mcp) **MCP server for Swiss weather and climate data from MeteoSwiss.** Connects AI models to the SwissMetNet measurement network (160+ stations, 10-minute interval), MeteoSwiss ICON-CH1/CH2-EPS forecasts and climate normals 1991–2020. Part of the [swiss-public-data-mcp](https://github.com/malkreide/swiss-public-data-mcp) portfolio. πŸ‡©πŸ‡ͺ [Deutsche Version](README.de.md) --- ## Demo query (anchor example) Demo: Claude asks about sports-day suitability β†’ meteo_school_check tool call β†’ structured weather traffic-light response ``` How suitable is next Wednesday for the sports day at Leutschenbach school? ``` β†’ `meteo_school_check(location="ZΓΌrich Oerlikon", activity="Sporttag")` returns a 🟒/🟑/πŸ”΄ traffic light for each day of the coming week β€” straight from the MeteoSwiss ICON model. **Combined with [swiss-environment-mcp](https://github.com/malkreide/swiss-environment-mcp):** ``` How were air quality and weather at Leutschenbach school yesterday? ``` β†’ `meteo_current(station='REH')` + `env_nabel_current(station='ZUE')` = a complete environmental picture. β†’ [More use cases by audience](EXAMPLES.md) β†’ --- ## Tools (6) | Tool | Description | Data source | |------|-------------|-------------| | `meteo_stations` | List SwissMetNet stations (filterable by canton) | Embedded | | `meteo_current` | Current 10-min observations for a station | BGDI STAC API | | `meteo_forecast` | 1–16 day forecast for a place or coordinates | Open-Meteo / MeteoSwiss ICON | | `meteo_school_check` | 🟒/🟑/πŸ”΄ traffic light for outdoor school events | Open-Meteo / MeteoSwiss ICON | | `meteo_climate_normals` | Monthly climate normals 1991–2020 | Embedded (KLO, SMA, BER, LUG, GVE) | | `meteo_warnings` | Active official weather warnings (storm, thunderstorm, heat, forest fire, …) β€” nationwide, by canton, or by PLZ | MeteoSwiss App-API + opendata.swiss | ### Tool annotations (MCP hints) All tools carry explicit [MCP annotations](https://modelcontextprotocol.io/specification/draft/server/tools#tool-annotations) β€” relevant for the client approval UI and for the LLM's safety decisions. | Tool | `readOnlyHint` | `destructiveHint` | `idempotentHint` | `openWorldHint` | |------|---|---|---|---| | `meteo_stations` | βœ… | βœ— | βœ… | βœ— (curated list) | | `meteo_current` | βœ… | βœ— | βœ— (live data) | βœ… (upstream STAC) | | `meteo_forecast` | βœ… | βœ— | βœ— (live data) | βœ… (upstream Open-Meteo) | | `meteo_school_check` | βœ… | βœ— | βœ— (live data) | βœ… (geocoding + forecast) | | `meteo_climate_normals` | βœ… | βœ— | βœ… | βœ— (embedded normals) | | `meteo_warnings` | βœ… | βœ— | βœ— (live data) | βœ… (MeteoSwiss App-API) | **Read rules**: all 6 tools are `readOnly + non-destructive` β€” the server fundamentally cannot write or delete anything. `idempotentHint=False` marks tools that return different values depending on when they are called. ### MCP protocol version | Aspect | Value | |---|---| | Tested spec versions | `2024-11-05`, `2025-03-26`, `2025-06-18` (via the `mcp[cli]` SDK) | | MCP SDK version | see `pyproject.toml` β†’ `mcp[cli]>=2.0.0,<3` (the `MCPServer` API from `mcp.server.mcpserver`) | | Update policy | Dependabot watches `mcp[cli]`; spec bumps are documented in the CHANGELOG with a "Tool Definition Changes" marker | β†’ Full roadmap & update strategy: [`docs/roadmap.md`](docs/roadmap.md) --- ## Quick start ### Claude Desktop ```json { "mcpServers": { "meteoswiss": { "command": "uvx", "args": ["meteoswiss-mcp"] } } } ``` ### Claude Desktop (local development) ```json { "mcpServers": { "meteoswiss": { "command": "uv", "args": ["run", "--directory", "/path/to/meteoswiss-mcp", "meteoswiss-mcp"] } } } ``` ### Cloud / Render.com (Streamable HTTP) Configuration via ENV variables (the CLI flags `--http` / `--port N` still work as an override): | Variable | Default | Meaning | |---|---|---| | `MCP_TRANSPORT` | `stdio` | `stdio` or `streamable-http` | | `MCP_HOST` | `127.0.0.1` | Bind address β€” **never change locally** | | `MCP_PORT` | `8000` | Port | | `MCP_ALLOW_ANY_HOST` | _unset_ | Must be set to `1` to allow the server to bind to `0.0.0.0` (containers/cloud only) | | `MCP_LOG_LEVEL` | `INFO` | `DEBUG` / `INFO` / `WARNING` / `ERROR` β€” structured JSON logs on stderr | | `MCP_ALLOWED_ORIGINS` | _unset_ | Comma-separated list of allowed origins for CORS. Empty = CORS disabled (same-origin only). `Mcp-Session-Id` is exposed automatically. | | `MCP_API_KEY` | _unset_ | If set: every request except `/health` requires `X-API-Key: ` or `Authorization: Bearer `. Constant-time comparison. | | `MCP_STATELESS_HTTP` | `0` | `1` enables the SDK's stateless mode β†’ each HTTP request opens a new session. Prerequisite for multi-replica deploys without sticky sessions (SCALE-002/003). | | `OTEL_EXPORTER_OTLP_ENDPOINT` | _unset_ | If set + `pip install meteoswiss-mcp[otel]`: OpenTelemetry spans per tool call + automatic httpx instrumentation are sent as OTLP-HTTP to the collector. | | `OTEL_SERVICE_NAME` | `meteoswiss_mcp` | Service name in the OTel resources | | `MCP_CACHE_ENABLED` | `1` | `0` disables the TTL cache entirely (e.g. for end-to-end tests) | | `MCP_CACHE_TTL_STAC` | `300` | TTL in seconds for STAC SMN observations (default 5 min) | | `MCP_CACHE_TTL_OPEN_METEO` | `600` | TTL for ICON forecasts (default 10 min) | | `MCP_CACHE_TTL_GEOCODING` | `3600` | TTL for geocoding lookups (default 1 h) | | `MCP_CACHE_TTL_OPENDATA` | `3600` | TTL for the opendata.swiss catalogue (default 1 h) | | `MCP_CACHE_TTL_WARNINGS` | `300` | TTL for warnings (MeteoSwiss App-API / structured override; default 5 min) | | `MCP_CLIMATE_NORMALS_PATH` | _unset_ | Path to a JSON file with additional climate normals β€” see `data/climate-normals.example.json` | | `MCP_WARNINGS_API_URL` | _unset_ | **Override** for the default MeteoSwiss App-API source: URL of a structured MeteoSwiss warnings API (e.g. the future OGD warnings REST endpoint). The host must be on the egress allow-list. Schema-tolerant (GeoJSON `features`, a `warnings` array or `items`). Unset β†’ live App-API. | | `MCP_CLIMATE_NORMALS_URL_TEMPLATE` | _unset_ | URL template for runtime lookup of climate normals (for stations without embedded or JSON values). Tokens: `{station}` (lowercase), `{STATION}` (uppercase), `{param}` (MeteoSwiss code `tre200m0`/`rre150m0`/`sre000m0`). Example: `https://data.geo.admin.ch/.../{station}/{param}.txt`. The host must be on the egress allow-list. | ```bash # Local test (safe, loopback only) MCP_TRANSPORT=streamable-http meteoswiss-mcp # Container / Render MCP_TRANSPORT=streamable-http MCP_HOST=0.0.0.0 MCP_ALLOW_ANY_HOST=1 meteoswiss-mcp ``` #### Docker / Render The repo includes a production-ready **multi-stage Dockerfile** (non-root user, HEALTHCHECK) and a **`render.yaml`** blueprint: ```bash # Build + test locally docker build -t meteoswiss-mcp . docker run --rm -p 8000:8000 meteoswiss-mcp curl http://127.0.0.1:8000/health # β†’ {"status":"ok","service":"meteoswiss-mcp"} ``` On Render: "New β†’ Blueprint" β†’ select the repo. Defaults (plan `starter`, Frankfurt, single instance) are set in `render.yaml`. **Important:** `numInstances: 1` is set deliberately β€” sticky-session routing for multi-replica (audit SCALE-002/003) is not yet implemented. #### Structured logging All tool invocations, upstream failures and egress blocks are emitted as JSON events on `stderr` (stdio-transport safe). Example: ```json {"tool": "meteo_forecast", "days": 7, "has_coords": false, "event": "tool_invoked", "level": "info", "timestamp": "2026-05-20T07:00:00Z"} {"tool": "meteo_forecast", "endpoint": "geocoding", "error_type": "HTTPStatusError", "event": "upstream_failed", "level": "warning", "timestamp": "..."} {"url": "https://evil.example.com/", "method": "GET", "reason": "host not in allow-list", "event": "egress_blocked", "level": "warning", "timestamp": "..."} ``` #### HTTP-mode security - `MCP_HOST` deliberately defaults to `127.0.0.1` so that `--http` on a dev laptop is not accidentally exposed to the local subnet (audit finding SEC-016). - All outgoing HTTP calls (including redirect follows) are validated against an allow-list: `data.geo.admin.ch`, `api.open-meteo.com`, `geocoding-api.open-meteo.com`, `opendata.swiss`. Other hosts and IP literals (in particular `169.254.169.254`, RFC1918) are rejected with `EgressBlocked` (SEC-004 / SEC-021). - **CORS**: disabled by default (same-origin only). Browser clients (e.g. claude.ai web) need `MCP_ALLOWED_ORIGINS=` β€” the `Mcp-Session-Id` header is then automatically in `Access-Control-Expose-Headers` (SDK-004). - **API-key auth**: disabled by default. In a production HTTP setup, always set `MCP_API_KEY=` β€” requests without a valid `X-API-Key` or `Authorization: Bearer …` are rejected with 401 (SEC-009 / SEC-013). `/health` stays open for container health probes. #### Example: production HTTP stack ```bash # 32 bytes of randomness as the auth key export MCP_API_KEY=$(python -c "import secrets; print(secrets.token_urlsafe(32))") MCP_TRANSPORT=streamable-http \ MCP_HOST=0.0.0.0 \ MCP_ALLOW_ANY_HOST=1 \ MCP_ALLOWED_ORIGINS=https://app.example.com \ MCP_API_KEY="$MCP_API_KEY" \ meteoswiss-mcp ``` --- ## Example queries ### School planning ``` Which days next week are suitable for a sports day in ZΓΌrich? β†’ meteo_school_check(location="ZΓΌrich", activity="Sporttag") What will the weather be at Leutschenbach school on Friday? β†’ meteo_forecast(location="ZΓΌrich Oerlikon", days=5) Show me current readings from the nearest MeteoSwiss station to ZΓΌrich-Schwamendingen. β†’ meteo_current(station="REH") ``` ### Climate comparison ``` How much rain normally falls in June in ZΓΌrich? β†’ meteo_climate_normals(station="KLO") Is Lugano really much sunnier than ZΓΌrich? Show me the annual values. β†’ meteo_climate_normals(station="LUG") + meteo_climate_normals(station="SMA") ``` ### Infrastructure & environment ``` Are there currently any weather warnings for the canton of ZΓΌrich? β†’ meteo_warnings(canton="ZH") Show me a 10-day forecast for the HeerenschΓΌrli sports facility with hourly values. β†’ meteo_forecast(location="Sportanlage HeerenschΓΌrli ZΓΌrich", days=10, hourly=True) ``` --- ## Architecture ``` Claude Desktop / AI agent β”‚ β”‚ MCP (stdio / Streamable HTTP) β–Ό meteoswiss-mcp (MCPServer) β”‚ β”œβ”€β”€ meteo_stations ──────────────── [embedded: ~20 SMN stations] β”‚ β”œβ”€β”€ meteo_current ───────────────── BGDI STAC API β”‚ data.geo.admin.ch/api/stac/v1 β”‚ Collection: ch.meteoschweiz.ogd-smn β”‚ β”œβ”€β”€ meteo_forecast ──────────────── Open-Meteo β”œβ”€β”€ meteo_school_check ──────────── api.open-meteo.com/v1/meteoswiss β”‚ (MeteoSwiss ICON-CH1/CH2-EPS, 1–2 km) β”‚ β”œβ”€β”€ meteo_climate_normals ───────── [embedded: normals 1991–2020] β”‚ └── meteo_warnings ──────────────── app-prod-ws.meteoswiss-app.ch (MeteoSwiss App-API) + opendata.swiss ``` ### Data sources | Source | URL | License | |--------|-----|---------| | BGDI STAC API (MeteoSwiss OGD) | `data.geo.admin.ch/api/stac/v1` | CC BY 4.0 | | Open-Meteo (MeteoSwiss ICON) | `api.open-meteo.com/v1/meteoswiss` | CC BY 4.0 | | Open-Meteo Geocoding | `geocoding-api.open-meteo.com` | CC BY 4.0 | | opendata.swiss CKAN | `opendata.swiss/api/3/action` | CC BY 4.0 | | MeteoSwiss App-API (warnings) | `app-prod-ws.meteoswiss-app.ch/v1/plzDetail` | CC BY 4.0 | --- ## Safety & limits | Aspect | Details | |--------|---------| | **Access** | Read-only (`readOnlyHint: true` on all tools) β€” the server cannot modify or delete any data | | **Personal data** | No personal data β€” all sources are aggregated, publicly available open data | | **Rate limits** | Built-in per-query caps: max 50 results per API call, 30 s timeout | | **Authentication** | No API keys required β€” all data sources are publicly accessible | | **Licenses** | All data under CC BY 4.0 (MeteoSwiss Open Government Data) | | **Terms of Service** | Subject to the ToS of the respective data sources: [MeteoSwiss OGD](https://www.meteoswiss.admin.ch/services-and-publications/service/open-government-data.html), [Open-Meteo](https://open-meteo.com/en/terms), [opendata.swiss](https://opendata.swiss/en/terms-of-use) | --- ## Known limitations | ID | Tool | Description | |----|------|-------------| | BUG-01 | `meteo_current` | STAC asset structure can vary per station; fallback to a direct link is implemented | | LIM-01 | `meteo_climate_normals` | Only 5 stations embedded (KLO, SMA, BER, LUG, GVE); the rest via an opendata.swiss link | | LIM-02 | `meteo_warnings` | Live warnings come from the **MeteoSwiss App-API** (`plzDetail`) β€” public and unauthenticated, but undocumented (mobile-app backend, not the OGD REST API). There is no nationwide endpoint, so the countrywide view aggregates one representative capital PLZ per canton (sub-regional warnings outside that PLZ may be missed β€” narrow with `plz`/`canton`). `MCP_WARNINGS_API_URL` overrides it once the official OGD warnings REST API ships. | | LIM-03 | `meteo_current` | Shows 10-min values in UTC; no automatic conversion to local time | ### Responsibility matrix β€” snow & precipitation (delineation vs. `swiss-environment-mcp`) To avoid duplicating **snow and precipitation** data across the portfolio, responsibilities are split as follows. `meteoswiss-mcp` owns atmospheric precipitation and weather; `swiss-environment-mcp` (SLF domain) owns snow on the ground and avalanche danger. | Data | meteoswiss-mcp (MeteoSwiss) | swiss-environment-mcp (BAFU / SLF) | |---|---|---| | Precipitation amount (mm): measurement network, forecast, climate normals | βœ… `meteo_current` / `meteo_forecast` / `meteo_climate_normals` | ❌ | | Snowfall as a current weather condition | βœ… `meteo_current` / `meteo_forecast` (weather code) | ❌ | | Weather warnings (storm, thunderstorm, heat) | βœ… `meteo_warnings` | ❌ | | Snow depth on the ground (`HS`) | ❌ | βœ… SLF IMIS / study-plot ΒΉ | | Fresh snow 24 h (`HN_1D`) | ❌ | βœ… SLF ΒΉ | | Avalanche danger level | ❌ | βœ… SLF avalanche bulletin ΒΉ | | Natural-hazard warnings (flood, avalanche, wildfire) | ❌ | βœ… `env_flood_warnings`, `env_hazard_*`, `env_wildfire_danger` | **Rule:** **atmospheric precipitation** (rain/snowfall as mm) plus weather, forecast, warnings and climate normals belong to `meteoswiss-mcp`; snow **on the ground** and **avalanche** danger belong to `swiss-environment-mcp` (SLF). The SLF IMIS precipitation sensor is used there only as context for the snowpack and is never exposed as a precipitation tool, so it does not duplicate MeteoSwiss. ΒΉ SLF/snow tools in `swiss-environment-mcp` are in preparation (Phase-1 live-probe completed 2026-07-19, see that repo's `docs/probe-slf.md`); the demarcation is fixed now so the two servers do not collide once implemented. --- ## Portfolio synergies ``` meteoswiss-mcp β”‚ β”œβ”€β”€ swiss-environment-mcp Combine weather + air quality (NABEL) β”‚ "How were weather AND air at Leutschenbach school?" β”‚ └── zurich-opendata-mcp School locations β†’ weather forecast "Which schools in ZΓΌrich have sports-day weather?" ``` --- ## MCP Protocol Version This server speaks **two protocol eras** over the same endpoint. The client's first request on a connection decides which one applies; a later claim from the other era is refused. | Era | Revision | Who reaches it | |---|---|---| | `initialize` handshake | `2024-11-05` … **`2025-11-25`** | What today's clients speak. The server answers with the revision asked for, or with the `2025-11-25` ceiling when the request asks for something newer. | | Per-request envelope | **`2026-07-28`** | A request carrying the `2026-07-28` `_meta` envelope opens a modern connection. | Both revisions are pinned in [`tests/test_protocol_version.py`](tests/test_protocol_version.py) and asserted against the installed SDK, so a Dependabot bump of `mcp` cannot move either one silently. This server builds no ASGI app to send an `initialize` through, so the gate asserts the SDK constants rather than a measured response β€” the weaker form, named rather than left unsaid. Note that the SDK's `LATEST_PROTOCOL_VERSION` is an alias for the **modern** era, not for the handshake era β€” pinning against it alone would leave the era that current clients actually negotiate free to drift. **Update policy.** When the gate fails, do not edit the constant blindly: read the spec changelog between the two revisions, verify the server still behaves, then move the constant, this section, `README.de.md` and [`CHANGELOG.md`](CHANGELOG.md) together. --- ## Testing ```bash # Unit tests (no network) PYTHONPATH=src pytest tests/ -m "not live" -v # Live tests (real APIs) β€” also run daily at 05:17 UTC via # .github/workflows/live-tests.yml, so a format change upstream # surfaces even though the unit tests stay green. PYTHONPATH=src pytest tests/ -m live -v # Linting β€” install the local gates once with `pre-commit install` # to run these (and the CI guards) before every commit. ruff check src/ tests/ scripts/ ruff format --check src/ tests/ scripts/ ``` --- ## Development ```bash git clone https://github.com/malkreide/meteoswiss-mcp cd meteoswiss-mcp pip install -e ".[dev]" ``` ### MCP Inspector (local test) ```bash PYTHONPATH=src npx @modelcontextprotocol/inspector python -m meteoswiss_mcp.server ``` --- ## Contributing See the [contributing guidelines](CONTRIBUTING.md) ([Deutsch](CONTRIBUTING.de.md)). --- ## Security See the [security policy](SECURITY.md) ([Deutsch](SECURITY.de.md)) for the security posture and how to report a vulnerability. --- ## License MIT License – see [LICENSE](LICENSE). Source data: MeteoSwiss Open Government Data (CC BY 4.0). When using the data, cite: **Source: MeteoSwiss**. --- ## Author **Hayal Oezkan** Β· [github.com/malkreide](https://github.com/malkreide) --- ## Related servers [![swiss-environment-mcp](https://img.shields.io/badge/server-swiss--environment--mcp-green)](https://github.com/malkreide/swiss-environment-mcp) [![zurich-opendata-mcp](https://img.shields.io/badge/server-zurich--opendata--mcp-green)](https://github.com/malkreide/zurich-opendata-mcp) [![swiss-transport-mcp](https://img.shields.io/badge/server-swiss--transport--mcp-green)](https://github.com/malkreide/swiss-transport-mcp) ## Installation Run via [`uv`](https://docs.astral.sh/uv/)'s `uvx` β€” no clone or manual install needed. Add to your MCP client config (`mcpServers` for Claude Desktop, Cursor and Windsurf; use a top-level `servers` key for VS Code in `.vscode/mcp.json`): ```json { "mcpServers": { "meteoswiss-mcp": { "command": "uvx", "args": [ "meteoswiss-mcp" ] } } } ```