meteorology-driver-classification SKILL.md skillA
meteorology-driver-classification from benchflow-ai/benchflow is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add benchflow-ai/benchflow/meteorology-driver-classification@git:20260610.e2a435fPins git:20260610.e2a435f in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- benchflow-ai/benchflow
- Path
tests/fixtures/skillsbench_slice/lake-warming-attribution/environment/skills/meteorology-driver-classification/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260610.e2a435f, committed Jun 10, 2026
- Size
- 1,946 bytes
- Repository stars
- 359
- License
- Apache-2.0
Classify environmental and meteorological variables into driver categories for attribution analysis. Use when you need to group multiple variables into meaningful factor categories.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Driver Classification Guide ## Overview When analyzing what drives changes in an environmental system, it is useful to group individual variables into broader categories based on their physical meaning. ## Common Driver Categories ### Heat Variables related to thermal energy and radiation: - Air temperature - Shortwave radiation - Longwave radiation - Net radiation (shortwave + longwave) - Surface temperature - Humidity - Cloud cover ### Flow Variables related to water movement: - Precipitation - Inflow - Outflow - Streamflow - Evaporation - Runoff - Groundwater flux ### Wind Variables related to atmospheric circulation: - Wind speed - Wind direction - Gust speed - Atmospheric pressure ### Human Variables related to anthropogenic activities: - Developed area - Agriculture area - Impervious surface - Population density - Industrial output - Land use change rate ## Derived Variables Sometimes raw variables need to be combined before analysis: ```python # Combine radiation components into net radiation df['NetRadiation'] = df['Longwave'] + df['Shortwave'] ``` ## Grouping Strategy 1. Identify all available variables in your dataset …
Read the whole file at its exact version.
How to install
mdr add benchflow-ai/benchflow/meteorology-driver-classification@sha256:5faebbffdf7c5a5aThe line at the top of this page pins the label git:20260610.e2a435f, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_meusrop6mde4uw4e)
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Versions
The registry has recorded 1 version of this file, committed on Jun 10, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (1946 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
benchflow-ai/benchflow · 359 stars · license Apache-2.0 · pushed 2026-10-30 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_meusrop6mde4uw4e GET https://markdownregistry.com/api/v1/resolve?ref=benchflow-ai/benchflow/meteorology-driver-classification GET https://markdownregistry.com/api/v1/blob/5faebbffdf7c5a5a46c22a11b08d5950f378e71f3a4c967c9495ffb70f64fc2f
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.