Matlab Process Large Images
matlab/matlab-agentic-toolkit
Patterns for using blockedImage to process large images, harness parallel compute for image processing, and write custom adapters.
Track, retrieve, screen, and synthesize research frontiers for geospatial AI, remote sensing big data, and transferable computer vision methods.
Install Remote Sensing Research Radar
$ npx skills add limi124/remote-sensing-research-radar --skill remote-sensing-research-radar -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install limi124/remote-sensing-research-radar remote-sensing-research-radar --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/limi124/remote-sensing-research-radar.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/remote-sensing-research-radar .claude/skills/remote-sensing-research-radar && 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 "remote-sensing-research-radar" agent skill from https://github.com/limi124/remote-sensing-research-radar/tree/main/skills/remote-sensing-research-radar into .claude/skills/remote-sensing-research-radar/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "remote-sensing-research-radar", 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/limi124/remote-sensing-research-radar/tree/main/skills/remote-sensing-research-radarType 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 limi124/remote-sensing-research-radar --skill remote-sensing-research-radar -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install limi124/remote-sensing-research-radar remote-sensing-research-radar --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/limi124/remote-sensing-research-radar.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/remote-sensing-research-radar .agents/skills/remote-sensing-research-radar && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "remote-sensing-research-radar" agent skill from https://github.com/limi124/remote-sensing-research-radar/tree/main/skills/remote-sensing-research-radar into .agents/skills/remote-sensing-research-radar/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "remote-sensing-research-radar", 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 limi124/remote-sensing-research-radar --skill remote-sensing-research-radar -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install limi124/remote-sensing-research-radar remote-sensing-research-radar --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/limi124/remote-sensing-research-radar.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/remote-sensing-research-radar .cursor/skills/remote-sensing-research-radar && 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 "remote-sensing-research-radar" agent skill from https://github.com/limi124/remote-sensing-research-radar/tree/main/skills/remote-sensing-research-radar into .cursor/skills/remote-sensing-research-radar/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "remote-sensing-research-radar", 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/limi124/remote-sensing-research-radar.git --path skills/remote-sensing-research-radar--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 limi124/remote-sensing-research-radar --skill remote-sensing-research-radar -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install limi124/remote-sensing-research-radar remote-sensing-research-radar --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/limi124/remote-sensing-research-radar.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/remote-sensing-research-radar .gemini/skills/remote-sensing-research-radar && 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 "remote-sensing-research-radar" agent skill from https://github.com/limi124/remote-sensing-research-radar/tree/main/skills/remote-sensing-research-radar into .gemini/skills/remote-sensing-research-radar/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "remote-sensing-research-radar", 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 limi124/remote-sensing-research-radar remote-sensing-research-radarInstalls 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 limi124/remote-sensing-research-radar --skill remote-sensing-research-radar -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/limi124/remote-sensing-research-radar.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/remote-sensing-research-radar .github/skills/remote-sensing-research-radar && 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 "remote-sensing-research-radar" agent skill from https://github.com/limi124/remote-sensing-research-radar/tree/main/skills/remote-sensing-research-radar into .github/skills/remote-sensing-research-radar/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "remote-sensing-research-radar", 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 limi124/remote-sensing-research-radar --skill remote-sensing-research-radar -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install limi124/remote-sensing-research-radar remote-sensing-research-radar --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/limi124/remote-sensing-research-radar.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/remote-sensing-research-radar .opencode/skills/remote-sensing-research-radar && 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 "remote-sensing-research-radar" agent skill from https://github.com/limi124/remote-sensing-research-radar/tree/main/skills/remote-sensing-research-radar into .opencode/skills/remote-sensing-research-radar/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "remote-sensing-research-radar", 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.
Facts
- Skill name
remote-sensing-research-radar- GitHub stars
- 143
- Token cost
- ~1.3k tokens
- SKILL.md length
- 584 words
- Files
- 3 (incl. references)
- Skills in repo
- 1
- Repo updated
- First seen
- Licence
- None found
At a glance
Track, retrieve, screen, and synthesize research frontiers for geospatial AI, remote sensing big data, and transferable computer vision methods.
- Works in 8 steps: Clarify or infer the research focus:… → Search current sources when freshness… → Use query expansion from the reference… → …
- Codex is asked to search recent papers
- SKILL.md covers Scope, Workflow, Source Priorities and Report Modes, plus 1 more section
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Remote Sensing Research Radar is an agent skill from limi124/remote-sensing-research-radar. Track, retrieve, screen, and synthesize research frontiers for geospatial AI, remote sensing big data, and transferable computer vision methods. Use when Codex is asked to search recent papers, arXiv, GitHub projects, Papers with Code, datasets, benchmarks, competitions, or conference/workshop programs in remote sensing or CV methods that can inspire remote sensing; build daily/weekly research radar reports; compare papers; identify high-potential research directions; prepare related work; or propose publishable…
Its SKILL.md is about 1.3k tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including reference files (for example `agents/openai.yaml` and `references/frontier-radar.md`).
It sits in Data & Analytics, covering Geospatial analysis and Computer vision. It works with GitHub and arXiv. The repository describes itself as: Remote Sensing Research Radar is a Codex skill designed for tracking research frontiers in geospatial AI, optical remote sensing, remote sensing big data, and transferable….
When your agent uses it
- Codex is asked to search recent papers
- GitHub projects
- Papers with Code
- Conference/workshop programs in remote sensing
Example prompts
- “/remote-sensing-research-radar”
Workflow steps
8 steps, taken from the first numbered list in SKILL.md.
- Clarify or infer the research focus: task, sensor/data type, application, venue target, time window, and desired output depth.
- Search current sources when freshness matters: arXiv, Papers with Code, GitHub, Hugging Face, conference/workshop programs, benchmark…
- Use query expansion from the reference file. Include both remote-sensing terms and general AI terms because high-impact methods often…
- For CV results, require an explicit adaptation hypothesis for remote sensing data, tasks, or constraints before ranking them highly.
- Filter results for relevance, freshness, reproducibility, and publishable potential. Exclude SAR-focused results by default.
- Score candidates using novelty, technical depth, data/benchmark strength, code availability, trend signal, transferability to remote…
- Produce a compact synthesis first, then deeper notes for the top items.
- Convert the frontier scan into actionable research ideas: baseline, gap, proposed method, datasets, evaluation metrics, risks, and target…
What it can do on your machine
Read from SKILL.md and the folder at commit 3614505. It shows what the files ask for, not the result of running them.
Tool permissions
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.
Runs code
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.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Remote Sensing Research Radar loads about 1.3k tokens when it runs, and up to ~3.7k if it reads all its reference files. Until then it costs about 159 tokens; SKILL.md has 584 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.
Safety
Auto-check passed
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.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 584 words (~1,305 tokens).
“Track optical remote sensing, multispectral/hyperspectral imagery, geospatial big data, Earth observation foundation models, multi-temporal learning, change detection, vision-language remote sensing, geospatial reasoning, urban/agriculture/ecology/disaster applications, transferable computer vision methods, and reproducible open-source projects.”
- name
- remote-sensing-research-radar
Files
SKILL.md and 2 other files (references) in skills/remote-sensing-research-radar of limi124/remote-sensing-research-radar.
- SKILL.md
- agents/openai.yaml
- references/frontier-radar.md
Open the folder on GitHubat commit 3614505
Compare with similar skills
Remote Sensing Research Radar 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 |
|---|---|---|---|---|---|---|
| Remote Sensing Research Radar this skilllimi124/remote-sensing-research-radar | 143 | — | ~1.3k | Automated safety check: Pass | None | |
| Matlab Process Large Imagesmatlab/matlab-agentic-toolkit | 1.1k | — | ~3k | Automated safety check: Pass | Custom licence | |
| Rs Paper Pipelinethinson/RS-PaperClaw | 230 | — | ~319 | Automated safety check: Pass | MIT | |
| Tao Train BevfusionNVIDIA/skills | 3.6k | — | ~3.4k | Automated safety check: Notes | Apache-2.0 | |
| Tao Train PointpillarsNVIDIA/skills | 3.6k | — | ~4k | Automated safety check: Notes | Apache-2.0 | |
| Matlab Read Write Point Cloud Filematlab/matlab-agentic-toolkit | 1.1k | — | ~3.5k | Automated safety check: Pass | Custom licence |
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PointPillars for 3D object detection from LiDAR point clouds.
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Hugging Face Paper Pages
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Related
Categories
Questions about Remote Sensing Research Radar
What does Remote Sensing Research Radar do?
Track, retrieve, screen, and synthesize research frontiers for geospatial AI, remote sensing big data, and transferable computer vision methods. Remote Sensing Research Radar is an agent skill from limi124/remote-sensing-research-radar. Track, retrieve, screen, and synthesize research frontiers for geospatial AI, remote sensing big data, and transferable computer vision methods.
When should I use Remote Sensing Research Radar?
Remote Sensing Research Radar fits situations like: Codex is asked to search recent papers; GitHub projects; papers with Code; conference/workshop programs in remote sensing.
How do I install Remote Sensing Research Radar in Claude Code?
Run `npx skills add limi124/remote-sensing-research-radar --skill remote-sensing-research-radar -a claude-code`. Or copy the skill folder (skills/remote-sensing-research-radar in limi124/remote-sensing-research-radar) into .claude/skills/remote-sensing-research-radar in your project. Claude Code loads it when a task matches its description.
How do I install Remote Sensing Research Radar in Codex?
Run `npx skills add limi124/remote-sensing-research-radar --skill remote-sensing-research-radar -a codex`. Or copy the skill folder (skills/remote-sensing-research-radar in limi124/remote-sensing-research-radar) into .agents/skills/remote-sensing-research-radar in your project. Codex loads it when a task matches its description.
Can I use Remote Sensing Research Radar in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add limi124/remote-sensing-research-radar --skill remote-sensing-research-radar -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/remote-sensing-research-radar, .gemini/skills/remote-sensing-research-radar, .github/skills/remote-sensing-research-radar and .opencode/skills/remote-sensing-research-radar in your project.
What does Remote Sensing Research Radar need to run?
SKILL.md names no scripts, command-line tools or credentials: Remote Sensing Research Radar is instructions for the agent only.
Does Remote Sensing Research Radar access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Remote Sensing Research Radar safe to install?
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.
What licence does Remote Sensing Research Radar use?
No licence was found for Remote Sensing Research Radar or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Remote Sensing Research Radar use?
About 1.3k tokens (SKILL.md is roughly 5.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 2.4k tokens, read only when the agent opens those files.
What are the alternatives to Remote Sensing Research Radar?
Skills that share tags, products or a category with Remote Sensing Research Radar: Matlab Process Large Images (matlab/matlab-agentic-toolkit, 1.1k stars), Rs Paper Pipeline (thinson/RS-PaperClaw, 230 stars), Tao Train Bevfusion (NVIDIA/skills, 3.6k stars) and Tao Train Pointpillars (NVIDIA/skills, 3.6k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Remote Sensing Research Radar?
limi124 (a GitHub user) maintains it in limi124/remote-sensing-research-radar, which has 143 GitHub stars. The repository was last updated on May 10, 2026.
Source: limi124/remote-sensing-research-radar on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.