Radar Automation
ComposioHQ/awesome-claude-skills
Automate Radar tasks via Rube MCP (Composio). An agent skill from ComposioHQ/awesome-claude-skills.
Construct a quality-aware NEXRAD multi-radar mosaic from aligned single-site products with explicit coverage, beam geometry, quality weighting, overlap resolution, and provenance.
$ npx skills add sickn33/agentic-awesome-skills --skill nexrad-mosaic-construction -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install sickn33/agentic-awesome-skills nexrad-mosaic-construction --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/sickn33/agentic-awesome-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/nexrad-mosaic-construction .claude/skills/nexrad-mosaic-construction && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "nexrad-mosaic-construction" agent skill from https://github.com/sickn33/agentic-awesome-skills/tree/main/skills/nexrad-mosaic-construction into .claude/skills/nexrad-mosaic-construction/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "nexrad-mosaic-construction", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/sickn33/agentic-awesome-skills/tree/main/skills/nexrad-mosaic-constructionType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add sickn33/agentic-awesome-skills --skill nexrad-mosaic-construction -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install sickn33/agentic-awesome-skills nexrad-mosaic-construction --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sickn33/agentic-awesome-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/nexrad-mosaic-construction .agents/skills/nexrad-mosaic-construction && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "nexrad-mosaic-construction" agent skill from https://github.com/sickn33/agentic-awesome-skills/tree/main/skills/nexrad-mosaic-construction into .agents/skills/nexrad-mosaic-construction/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "nexrad-mosaic-construction", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add sickn33/agentic-awesome-skills --skill nexrad-mosaic-construction -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install sickn33/agentic-awesome-skills nexrad-mosaic-construction --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sickn33/agentic-awesome-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/nexrad-mosaic-construction .cursor/skills/nexrad-mosaic-construction && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "nexrad-mosaic-construction" agent skill from https://github.com/sickn33/agentic-awesome-skills/tree/main/skills/nexrad-mosaic-construction into .cursor/skills/nexrad-mosaic-construction/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "nexrad-mosaic-construction", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/sickn33/agentic-awesome-skills.git --path skills/nexrad-mosaic-construction--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add sickn33/agentic-awesome-skills --skill nexrad-mosaic-construction -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install sickn33/agentic-awesome-skills nexrad-mosaic-construction --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sickn33/agentic-awesome-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/nexrad-mosaic-construction .gemini/skills/nexrad-mosaic-construction && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "nexrad-mosaic-construction" agent skill from https://github.com/sickn33/agentic-awesome-skills/tree/main/skills/nexrad-mosaic-construction into .gemini/skills/nexrad-mosaic-construction/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "nexrad-mosaic-construction", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install sickn33/agentic-awesome-skills nexrad-mosaic-constructionInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add sickn33/agentic-awesome-skills --skill nexrad-mosaic-construction -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/sickn33/agentic-awesome-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/nexrad-mosaic-construction .github/skills/nexrad-mosaic-construction && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "nexrad-mosaic-construction" agent skill from https://github.com/sickn33/agentic-awesome-skills/tree/main/skills/nexrad-mosaic-construction into .github/skills/nexrad-mosaic-construction/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "nexrad-mosaic-construction", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add sickn33/agentic-awesome-skills --skill nexrad-mosaic-construction -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install sickn33/agentic-awesome-skills nexrad-mosaic-construction --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sickn33/agentic-awesome-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/nexrad-mosaic-construction .opencode/skills/nexrad-mosaic-construction && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "nexrad-mosaic-construction" agent skill from https://github.com/sickn33/agentic-awesome-skills/tree/main/skills/nexrad-mosaic-construction into .opencode/skills/nexrad-mosaic-construction/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "nexrad-mosaic-construction", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
nexrad-mosaic-constructionConstruct a quality-aware NEXRAD multi-radar mosaic from aligned single-site products with explicit coverage, beam geometry, quality weighting, overlap resolution, and provenance.
Nexrad Mosaic Construction is an agent skill from sickn33/agentic-awesome-skills. Construct a quality-aware NEXRAD multi-radar mosaic from aligned single-site products with explicit coverage, beam geometry, quality weighting, overlap resolution, and provenance.
Its SKILL.md is about 3.1k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
The repository describes itself as: AAS Core is the local, agent-first control plane for complete catalog discovery, agent-owned selection, stack validation, and planning, backed by 2,400+ agentic skills. Includes… The licence is MIT.
6 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit b84d35a. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
registry.opendata.awsmrms.ncep.noaa.govroc.noaa.govFrom URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Nexrad Mosaic Construction loads about 3.1k tokens when it runs. Until then it costs about 52 tokens; SKILL.md has 1,637 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from sickn33/agentic-awesome-skills at commit b84d35a, republished under its MIT licence (© sickn33). 1,637 words, ~3,089 tokens.
.claude/skills/nexrad-mosaic-construction/SKILL.md (or your agent's skills folder).Build a custom multi-radar composite from aligned, validated single-site data. Every output pixel must have a traceable source, coverage state, and quality decision. Preserve the distinction between a local analysis product and an official provider mosaic.
Use this skill after products from multiple radars have been resolved. It does
not discover, download, or decode source files. Use nexrad-product-access for
single-site access and nexrad-mosaic-access when the required result is an
existing NOAA MRMS composite rather than a newly constructed analysis.
Do not use this skill to fetch an official MRMS product, select a single radar, or claim that a simple pixel average is a physically resolved regional field.
Record:
Do not combine a Level II moment and a Level III display product merely because their names resemble one another. Their processing, resolution, and quality semantics must be verified equivalent or the difference must be represented explicitly.
Before compositing:
When a common time cannot be formed without excessive interpolation, use a nearest time within the stated tolerance, retain the actual time difference, or mark the output unavailable. Do not average distant scans into one pseudo-time without showing the temporal support.
For reflectivity, retain dBZ or the product's native calibrated unit and use a quality-aware combination rule. Do not average dBZ as a linear physical quantity without a stated rationale. For velocity, preserve positive and negative radial-velocity conventions and handle dealiasing and folding before compositing. For dual-polarization moments, preserve their physical units and quality masks.
Keep these fields separate:
The output should make it possible to identify which radar contributed each pixel, especially near overlap boundaries.
For each output cell, consider only sources that provide valid coverage at a compatible time and product level. A useful selection score can include:
The score is a modeling choice, not a universal truth. State its terms and weights, normalize only comparable components, and test sensitivity to the selection rule. Never hide the score behind an unexplained “best radar” rule.
Use a deterministic rule for every target cell:
Do not average dBZ, radial velocity, or quality fields across radars by default. Blending is acceptable only with a declared product-specific rationale and sensitivity analysis. Never let a blocked, stale, or invalid source win merely because its numeric value is larger, larger in magnitude, or easier to interpolate.
The mosaic should emit at least:
No-data and masked gates must remain distinguishable from a physical zero or a valid low value. A blank-looking region is acceptable only if the coverage mask makes its reason visible. Do not fill blocked sectors with neighboring radar data without labeling the substitution.
A two-dimensional mosaic must not silently mix elevation sweeps with incompatible heights. For reflectivity, state the selected elevation policy and range-dependent beam height. For VIL, echo top, or another 3D-derived product, use the provider's product definition or a separately validated 3D algorithm.
For a vertical composite, retain per-source sweep and beam-height metadata, define the vertical target or column, and document the common vertical coordinate. Do not call a lowest-sweep composite a column-integrated quantity or compare it with a true VIL product without explaining the difference.
Inspect:
An aesthetically smooth mosaic can hide source disagreements. Preserve the unresolved or selected-source map for scientific review. A local composite is an analysis with assumptions, not ground truth.
Use radar-satellite-analysis to interpret storm structure. A separate
feature-tracking skill may be used after the mosaic when available, but it is
not required for mosaic construction. Use
nexrad-radar-visualization for site products or decoded gridded products. For
a constructed mosaic, plot the value alongside source, quality, and coverage
layers and label it as a local analysis.
For an official NOAA composite, retrieve it with nexrad-mosaic-access and
preserve its product semantics instead of rebuilding it. A custom mosaic can
be compared with that official product, but the two must not be labeled as
identical.
To combine two overlapping Level II reflectivity volumes, verify both sites, sweeps, times, units, and quality; reproject them to a declared grid; then select a source per cell using a documented rule based on beam height, range, time difference, and quality. Preserve source and coverage arrays beside the reflectivity field, and inspect seams and each radar's non-overlap area before interpreting the result.
For an MRMS comparison, retrieve the exact official product through
nexrad-mosaic-access, align its valid-time and grid semantics explicitly,
and report differences as product/algorithm differences rather than treating
either grid as ground truth.
Return a custom mosaic with a clear audit trail:
Do not publish only a colored mosaic. The source, quality, and coverage layers are part of the result whenever overlap or heterogeneous radar support matters.
© sickn33, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in skills/nexrad-mosaic-construction of sickn33/agentic-awesome-skills.
Open the folder on GitHubat commit b84d35a
We found 5 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in sickn33/agentic-awesome-skills, which our catalogue first saw on October 7, 2026.
Nexrad Mosaic Construction next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Nexrad Mosaic Construction this skillsickn33/agentic-awesome-skills | 47k | 1 repos | ~3.1k | Automated safety check: Pass | MIT | |
| Radar AutomationComposioHQ/awesome-claude-skills | 77k | 3 repos | ~723 | Automated safety check: Pass | None | |
| Instance Awarenessn8n-io/n8n | 207k | — | ~1.4k | Automated safety check: Pass | Custom licence | |
| Sanity Radarsanity-io/sanity | 6.4k | — | ~2.9k | Automated safety check: Pass | MIT | |
| Agent Harness Constructionaffaan-m/ECC | 276k | 2 repos | ~222 | Automated safety check: Pass | MIT | |
| Agent Harness Constructionaffaan-m/ECC | 276k | — | ~297 | Automated safety check: Pass | MIT |
ComposioHQ/awesome-claude-skills
Automate Radar tasks via Rube MCP (Composio). An agent skill from ComposioHQ/awesome-claude-skills.
n8n-io/n8n
Load when the request depends on what is already on this instance rather than on what the user just typed: a short or ambiguous opener ("fix it", "carry on", "what should I look at"), a reference to…
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Keeps project decisions, research and verified results available across coding-agent sessions through LWC memory, a document Wiki graph and a CodeGraph code index.
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sickn33/agentic-awesome-skills
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Construct a quality-aware NEXRAD multi-radar mosaic from aligned single-site products with explicit coverage, beam geometry, quality weighting, overlap resolution, and provenance. Nexrad Mosaic Construction is an agent skill from sickn33/agentic-awesome-skills. Construct a quality-aware NEXRAD multi-radar mosaic from aligned single-site products with explicit coverage, beam geometry, quality weighting, overlap resolution, and provenance.
Run `npx skills add sickn33/agentic-awesome-skills --skill nexrad-mosaic-construction -a claude-code`. Or copy the skill folder (skills/nexrad-mosaic-construction in sickn33/agentic-awesome-skills) into .claude/skills/nexrad-mosaic-construction in your project. Claude Code loads it when a task matches its description.
Run `npx skills add sickn33/agentic-awesome-skills --skill nexrad-mosaic-construction -a codex`. Or copy the skill folder (skills/nexrad-mosaic-construction in sickn33/agentic-awesome-skills) into .agents/skills/nexrad-mosaic-construction in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add sickn33/agentic-awesome-skills --skill nexrad-mosaic-construction -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/nexrad-mosaic-construction, .gemini/skills/nexrad-mosaic-construction, .github/skills/nexrad-mosaic-construction and .opencode/skills/nexrad-mosaic-construction in your project.
SKILL.md names no scripts, command-line tools or credentials: Nexrad Mosaic Construction is instructions for the agent only.
SKILL.md names 3 domains. As links in the text: registry.opendata.aws, mrms.ncep.noaa.gov and roc.noaa.gov. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Nexrad Mosaic Construction is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 3.1k tokens (SKILL.md is roughly 12k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Nexrad Mosaic Construction: Radar Automation (ComposioHQ/awesome-claude-skills, 77k stars), Instance Awareness (n8n-io/n8n, 207k stars), Sanity Radar (sanity-io/sanity, 6.4k stars) and Agent Harness Construction (affaan-m/ECC, 276k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
sickn33 (a GitHub user) maintains it in sickn33/agentic-awesome-skills, which has 47,405 GitHub stars. The repository holds 1,497 skills in this directory. The repository was last updated on October 9, 2026.
Source: sickn33/agentic-awesome-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.