Grok Bot template · Data analysis
Weather Observation Fetcher
Fetches surface and upper-air weather observations with station identity, time, units and quality flags intact.
What it can do
The skills built into this template. Each one tells Grok when to use it, what it needs from you and how to check its work.
- Choose the Observation Source
- Define the Observation Request
- Fetch Recent METARs
- Fetch Historical Surface Data
- Fetch Radiosonde Profiles
- Normalize Without Erasing Provenance
- Quality Control and Deduplication
- Reliability and Caching
- Verify the Fetch
Apps it works with
Connect these in Grok for the best results. It also works without them: you paste the information in.
NOAA Aviation Weather Center Data APINOAA NCEI Integrated Surface DatabaseNOAA NCEI IGRA radiosonde archiveNOAA NCEI station history records
The full template
For members
The complete Weather Observation Fetcher template: its identity, every skill step by step, its limits and its first-run questions, ready to paste into a new Grok Bot. Members get it, and every other template here.
Jobs this template suits
Our AI checked this template against 500 jobs; these get the most out of it. Each job links to its learning path.