Segment Anything Model Guide
Orchestra-Research/AI-Research-SKILLs
Guide to using Meta's Segment Anything Model for zero-shot image segmentation with point, box or mask prompts, or automatic mask generation.
Use the repo internal/ directory for anything that must not be committed — scratch files, temporary outputs, local demos, Codex artifacts, or one-off scripts.
$ npx skills add albumentations-team/AlbumentationsX --skill internal-workspace -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install albumentations-team/AlbumentationsX internal-workspace --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/albumentations-team/AlbumentationsX.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.codex/skills/internal-workspace .claude/skills/internal-workspace && 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 "internal-workspace" agent skill from https://github.com/albumentations-team/AlbumentationsX/tree/main/.codex/skills/internal-workspace into .claude/skills/internal-workspace/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "internal-workspace", 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/albumentations-team/AlbumentationsX/tree/main/.codex/skills/internal-workspaceType 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 albumentations-team/AlbumentationsX --skill internal-workspace -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install albumentations-team/AlbumentationsX internal-workspace --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/albumentations-team/AlbumentationsX.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.codex/skills/internal-workspace .agents/skills/internal-workspace && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "internal-workspace" agent skill from https://github.com/albumentations-team/AlbumentationsX/tree/main/.codex/skills/internal-workspace into .agents/skills/internal-workspace/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "internal-workspace", 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 albumentations-team/AlbumentationsX --skill internal-workspace -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install albumentations-team/AlbumentationsX internal-workspace --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/albumentations-team/AlbumentationsX.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.codex/skills/internal-workspace .cursor/skills/internal-workspace && 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 "internal-workspace" agent skill from https://github.com/albumentations-team/AlbumentationsX/tree/main/.codex/skills/internal-workspace into .cursor/skills/internal-workspace/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "internal-workspace", 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/albumentations-team/AlbumentationsX.git --path .codex/skills/internal-workspace--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 albumentations-team/AlbumentationsX --skill internal-workspace -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install albumentations-team/AlbumentationsX internal-workspace --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/albumentations-team/AlbumentationsX.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.codex/skills/internal-workspace .gemini/skills/internal-workspace && 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 "internal-workspace" agent skill from https://github.com/albumentations-team/AlbumentationsX/tree/main/.codex/skills/internal-workspace into .gemini/skills/internal-workspace/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "internal-workspace", 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 albumentations-team/AlbumentationsX internal-workspaceInstalls 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 albumentations-team/AlbumentationsX --skill internal-workspace -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/albumentations-team/AlbumentationsX.git skills-src && mkdir -p .github/skills && cp -r skills-src/.codex/skills/internal-workspace .github/skills/internal-workspace && 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 "internal-workspace" agent skill from https://github.com/albumentations-team/AlbumentationsX/tree/main/.codex/skills/internal-workspace into .github/skills/internal-workspace/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "internal-workspace", 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 albumentations-team/AlbumentationsX --skill internal-workspace -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install albumentations-team/AlbumentationsX internal-workspace --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/albumentations-team/AlbumentationsX.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.codex/skills/internal-workspace .opencode/skills/internal-workspace && 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 "internal-workspace" agent skill from https://github.com/albumentations-team/AlbumentationsX/tree/main/.codex/skills/internal-workspace into .opencode/skills/internal-workspace/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "internal-workspace", 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.
internal-workspaceUse the repo internal/ directory for anything that must not be committed — scratch files, temporary outputs, local demos, Codex artifacts, or one-off scripts.
Internal Workspace is an agent skill from albumentations-team/AlbumentationsX. Use the repo internal/ directory for anything that must not be committed — scratch files, temporary outputs, local demos, Codex artifacts, or one-off scripts. Use when creating temp files, debug dumps, or local-only tooling during a task.
Its SKILL.md is about 340 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in AI & LLM Engineering, covering Computer vision and Deep learning. The repository describes itself as: Image augmentation for computer vision. AGPL-3.0-only or commercial licensing. The licence is AGPL-3.0.
Read from SKILL.md and the folder at commit 1458043. 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.
Shell commands in SKILL.md call:
gitFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use git, which can reach the network depending on how they are called.
From 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.
Internal Workspace loads about 338 tokens when it runs. Until then it costs about 65 tokens; SKILL.md has 141 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 albumentations-team/AlbumentationsX at commit 1458043, republished under its AGPL-3.0 licence (© albumentations-team). 141 words, ~338 tokens.
.claude/skills/internal-workspace/SKILL.md (or your agent's skills folder)._internal/).gitignore entry.The directory is ignored and pre-commit rejects staged contents other than _internal/.gitkeep, including files added
with git add -f.
If a file was useful long-term, promote it into the proper place (tools/ for maintained dev scripts, tests/ for
permanent tests, or docs/ for documentation) and follow normal review standards — do not leave it in _internal/.
_internal/<descriptive-name>/ rather than the
tracked tree.git filter-repo --invert-paths --path ...) and a force push; that is separate from day-to-day use
of _internal/ for local junk prevention.© albumentations-team, AGPL-3.0. 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 .codex/skills/internal-workspace of albumentations-team/AlbumentationsX.
Open the folder on GitHubat commit 1458043
Internal Workspace 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 |
|---|---|---|---|---|---|---|
| Internal Workspace this skillalbumentations-team/AlbumentationsX | 567 | — | ~338 | Automated safety check: Pass | AGPL-3.0 | |
| Segment Anything Model GuideOrchestra-Research/AI-Research-SKILLs | 13k | 8 repos | ~3.3k | Automated safety check: Pass | MIT | |
| CLIP Image-Text MatchingOrchestra-Research/AI-Research-SKILLs | 13k | 7 repos | ~1.7k | Automated safety check: Pass | MIT | |
| Kaiming HeK-Dense-AI/mimeo | 282 | — | ~1.6k | Automated safety check: Pass | MIT | |
| Matlab Analyze Spectral Imagesmatlab/matlab-agentic-toolkit | 1.1k | — | ~3.7k | Automated safety check: Pass | Custom licence | |
| Matlab Process Imagesmatlab/matlab-agentic-toolkit | 1.1k | — | ~3.7k | Automated safety check: Pass | Custom licence |
Orchestra-Research/AI-Research-SKILLs
Guide to using Meta's Segment Anything Model for zero-shot image segmentation with point, box or mask prompts, or automatic mask generation.
Orchestra-Research/AI-Research-SKILLs
Explains OpenAI's CLIP model for zero-shot image classification, image-text similarity, semantic image search and content moderation, with install steps and code patterns.
K-Dense-AI/mimeo
Applies the reasoning style of Kaiming He, computer vision pioneer and creator of ResNet.
matlab/matlab-agentic-toolkit
Work with hyperspectral and multispectral images in MATLAB. An agent skill from matlab/matlab-agentic-toolkit.
matlab/matlab-agentic-toolkit
Load this first for any task involving images, pictures, photos, scans, frames, volumes, or visual data — including reading, writing, filtering, enhancing, denoising, sharpening, deblurring…
joshzyj/open-scholar-skill
Design and execute computational social science analyses across 11 modules: text-as-data/NLP (STM, BERTopic, Wordfish, BERT, conText embedding regression, LLM annotation + DSL bias correction…
albumentations-team/AlbumentationsX
Policy for AlbumentationsX transforms that combine multiple images or objects.
albumentations-team/AlbumentationsX
Generate release notes for AlbumentationsX. An agent skill from albumentations-team/AlbumentationsX.
albumentations-team/AlbumentationsX
Systematic performance audit for AlbumentationsX runtime code.
albumentations-team/AlbumentationsX
Full checklist for adding a new transform to AlbumentationsX.
albumentations-team/AlbumentationsX
Review public AlbumentationsX docstrings for useful descriptions, runnable examples, parameter semantics, and related transforms.
albumentations-team/AlbumentationsX
Maintain AlbumentationsX license, CLA, provenance notices, and packaged legal artifacts consistently.
Categories
Use the repo internal/ directory for anything that must not be committed — scratch files, temporary outputs, local demos, Codex artifacts, or one-off scripts. Internal Workspace is an agent skill from albumentations-team/AlbumentationsX. Use the repo internal/ directory for anything that must not be committed — scratch files, temporary outputs, local demos, Codex artifacts, or one-off scripts.
Internal Workspace fits situations like: creating temp files; local-only tooling during a task.
Run `npx skills add albumentations-team/AlbumentationsX --skill internal-workspace -a claude-code`. Or copy the skill folder (.codex/skills/internal-workspace in albumentations-team/AlbumentationsX) into .claude/skills/internal-workspace in your project. Claude Code loads it when a task matches its description.
Run `npx skills add albumentations-team/AlbumentationsX --skill internal-workspace -a codex`. Or copy the skill folder (.codex/skills/internal-workspace in albumentations-team/AlbumentationsX) into .agents/skills/internal-workspace 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 albumentations-team/AlbumentationsX --skill internal-workspace -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/internal-workspace, .gemini/skills/internal-workspace, .github/skills/internal-workspace and .opencode/skills/internal-workspace in your project.
Going by SKILL.md and its folder, Internal Workspace needs the command-line tools its instructions call (git).
SKILL.md contains no URLs. Its commands use git, which can reach the network depending on how they are called. 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.
Internal Workspace is published under the AGPL-3.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 338 tokens (SKILL.md is roughly 1.4k 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 Internal Workspace: Segment Anything Model Guide (Orchestra-Research/AI-Research-SKILLs, 13k stars), CLIP Image-Text Matching (Orchestra-Research/AI-Research-SKILLs, 13k stars), Kaiming He (K-Dense-AI/mimeo, 282 stars) and Matlab Analyze Spectral Images (matlab/matlab-agentic-toolkit, 1.1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
albumentations-team (a GitHub organization) maintains it in albumentations-team/AlbumentationsX, which has 567 GitHub stars. The repository holds 10 skills in this directory. The repository was last updated on October 9, 2026.
Source: albumentations-team/AlbumentationsX on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.