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.
Maintain AlbumentationsX license, CLA, provenance notices, and packaged legal artifacts consistently.
Install License Integrity
$ npx skills add albumentations-team/AlbumentationsX --skill license-integrity -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install albumentations-team/AlbumentationsX license-integrity --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/license-integrity .claude/skills/license-integrity && 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 "license-integrity" agent skill from https://github.com/albumentations-team/AlbumentationsX/tree/main/.codex/skills/license-integrity into .claude/skills/license-integrity/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "license-integrity", 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/license-integrityType 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 license-integrity -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install albumentations-team/AlbumentationsX license-integrity --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/license-integrity .agents/skills/license-integrity && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "license-integrity" agent skill from https://github.com/albumentations-team/AlbumentationsX/tree/main/.codex/skills/license-integrity into .agents/skills/license-integrity/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "license-integrity", 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 license-integrity -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install albumentations-team/AlbumentationsX license-integrity --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/license-integrity .cursor/skills/license-integrity && 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 "license-integrity" agent skill from https://github.com/albumentations-team/AlbumentationsX/tree/main/.codex/skills/license-integrity into .cursor/skills/license-integrity/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "license-integrity", 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/license-integrity--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 license-integrity -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install albumentations-team/AlbumentationsX license-integrity --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/license-integrity .gemini/skills/license-integrity && 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 "license-integrity" agent skill from https://github.com/albumentations-team/AlbumentationsX/tree/main/.codex/skills/license-integrity into .gemini/skills/license-integrity/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "license-integrity", 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 license-integrityInstalls 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 license-integrity -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/license-integrity .github/skills/license-integrity && 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 "license-integrity" agent skill from https://github.com/albumentations-team/AlbumentationsX/tree/main/.codex/skills/license-integrity into .github/skills/license-integrity/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "license-integrity", 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 license-integrity -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 license-integrity --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/license-integrity .opencode/skills/license-integrity && 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 "license-integrity" agent skill from https://github.com/albumentations-team/AlbumentationsX/tree/main/.codex/skills/license-integrity into .opencode/skills/license-integrity/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "license-integrity", 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
license-integrity- GitHub stars
- 567
- Token cost
- ~1.3k tokens
- SKILL.md length
- 628 words
- Files
- 1
- Skills in repo
- 10
- Repo updated
- First seen
- Licence
- AGPL-3.0
At a glance
Maintain AlbumentationsX license, CLA, provenance notices, and packaged legal artifacts consistently.
- Works in 7 steps: docs/maintaining/license-provenance.md → LICENSE → LICENSING.md → …
- Tasks that involve Computer vision
- SKILL.md covers Required Context, Invariants, Library Procurement and… and Verification
- Calls uv
What it does
License Integrity is an agent skill from albumentations-team/AlbumentationsX. Maintain AlbumentationsX license, CLA, provenance notices, and packaged legal artifacts consistently.
Its SKILL.md is about 1.3k 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.
When your agent uses it
- Tasks that involve Computer vision
- Tasks that involve Deep learning
Example prompts
- “/license-integrity”
Requirements
- Python 3
Workflow steps
7 steps, taken from the first numbered list in SKILL.md.
- docs/maintaining/license-provenance.md
- LICENSE
- LICENSING.md
- THIRD_PARTY_NOTICES.md
- CLA.md
- legal/cla/archive/MANIFEST.md
- the relevant packaging, contribution, release, and public-copy files
What it can do on your machine
Read from SKILL.md and the folder at commit acee073. 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
Shell commands in SKILL.md call:
uv
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use uv, which can reach the network depending on how they are called.
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
License Integrity loads about 1.3k tokens when it runs. Until then it costs about 30 tokens; SKILL.md has 628 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
The full file from albumentations-team/AlbumentationsX at commit acee073, republished under its AGPL-3.0 licence (© albumentations-team). 628 words, ~1,328 tokens.
Download SKILL.mdSave it as
.claude/skills/license-integrity/SKILL.md (or your agent's skills folder).- name
- license-integrity
- description
- Maintain AlbumentationsX license, CLA, provenance notices, and packaged legal artifacts consistently.
License Integrity
Use this skill for any change to LICENSE, CLA.md, license history,
third-party notices, package license metadata, contributor acceptance language,
or public repository license wording. Also use it for library procurement and
privacy disclosures.
Required Context
For licensing, CLA, provenance, or packaging changes, read these files completely before editing:
docs/maintaining/license-provenance.mdLICENSELICENSING.mdTHIRD_PARTY_NOTICES.mdCLA.mdlegal/cla/archive/MANIFEST.md- the relevant packaging, contribution, release, and public-copy files
For dependency registry changes, also read LICENSE_POLICY.md and
docs/maintaining/dependency-license-review.md. The required registry covers
the locked base runtime graph, including transitive and marker-selected
packages. Extras are out of scope unless a package is also in that graph.
Keep vulnerability-audit coverage separate; its dependency set may include
extras that the license registry excludes.
Invariants
- Default repository SPDX expression is
AGPL-3.0-only. - The AGPL permits commercial use subject to its terms. Do not use the words commercial, proprietary, internal, or production as automatic license triggers.
- Separately negotiated commercial terms grant alternative permissions only for their stated scope. Do not promise support, warranties, maintenance, or an SLA unless an executed agreement or order form includes it.
- Keep
LICENSEbyte-identical to the complete canonical GNU AGPL version 3 text; keep the repository expression and commercial-license path inLICENSING.md. - Do not remove the exact legacy Albumentations 2.0.8 MIT notice or describe the successor license as retroactive.
- CLA acceptance is version-specific. Archive every operative byte version, record its SHA-256 identifier, and require explicit acceptance of a new version.
- An Entity Acceptance covers only exact named legal entities and contributors within the signer's documented authority.
- Release artifacts contain the four outbound license/provenance files and do not contain the inbound CLA or private acceptance records.
- Build into a fresh directory outside the checkout. A source distribution must not contain local build-output directories or nested release artifacts.
Show full SKILL.md (331 more words)Show less
Library Procurement and Privacy Copy
For prose-only changes, read the owning documents and the implementation behind the affected claims. The full legal context and artifact checks apply when the change also touches licensing, provenance, or package metadata.
- Describe the product as the AlbumentationsX Python library running in the customer's environment. Lead purchasing copy with product fit, license coverage, and the next step. Include limitations when they affect the buyer's decision or answer a specific question; do not add speculative warnings or repeat security/privacy caveats throughout licensing and procurement pages.
- AX owns its library assessment documents:
LICENSING.md,SECURITY.md,docs/privacy.md, anddocs/maintaining/. Link to the owning document instead of copying another procedure. albumentations.aiis AX's project website. Preserve relevant website links, including documentation, benchmarks, Explore, newsletters, licensing, and funding. Website sign-in, accounts, and saved user content are separate from library execution and the commercial license; do not present them as AX requirements or license features. Keep the official contactvladimir@albumentations.ai.- Keep telemetry to a brief README mention linking to
docs/privacy.md, which owns the collected fields and global opt-out instructions. API parameter docs explain the control and link to that notice. Do not repeat telemetry copy in licensing or general procurement pages; answer explicit buyer questions in their assessment documents. - Verify telemetry disclosures against the event model, collectors, backend, and pre-import opt-out behavior. A persistent random UUID is not proof of anonymity. Telemetry remains default-on with opt-out; its use is limited to product analysis and development, not prospect identification or sales.
- Describe the analytics provider in
docs/privacy.mdas the current implementation. Keep general product wording independent of the provider. When providers change, update the relevant facts and account for versions still using the previous service. - Provider retention, storage region, deletion, certifications, and operational practices need evidence beyond source code. Do not turn an unverified target or a questionnaire question into a public assurance or recurring manual duty.
Verification
Run the focused checks first:
uv run python tools/verify_legal_integrity.py
uv run pytest -q tests/test_legal_integrity.py
artifact_dir="$(mktemp -d)"
uv build --out-dir "${artifact_dir}"
uv run python tools/verify_legal_integrity.py --artifacts "${artifact_dir}"/*.whl "${artifact_dir}"/*.tar.gz
uv run twine check "${artifact_dir}"/*Then run the repository quality gate required by the surrounding change.
© 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
Files
Just SKILL.md in .codex/skills/license-integrity of albumentations-team/AlbumentationsX.
Open the folder on GitHubat commit acee073
Compare with similar skills
License Integrity 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 |
|---|---|---|---|---|---|---|
| License Integrity this skillalbumentations-team/AlbumentationsX | 567 | — | ~1.3k | 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 |
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Related
Categories
Questions about License Integrity
What does License Integrity do?
Maintain AlbumentationsX license, CLA, provenance notices, and packaged legal artifacts consistently. License Integrity is an agent skill from albumentations-team/AlbumentationsX. Maintain AlbumentationsX license, CLA, provenance notices, and packaged legal artifacts consistently.
When should I use License Integrity?
License Integrity fits situations like: tasks that involve Computer vision; tasks that involve Deep learning.
How do I install License Integrity in Claude Code?
Run `npx skills add albumentations-team/AlbumentationsX --skill license-integrity -a claude-code`. Or copy the skill folder (.codex/skills/license-integrity in albumentations-team/AlbumentationsX) into .claude/skills/license-integrity in your project. Claude Code loads it when a task matches its description.
How do I install License Integrity in Codex?
Run `npx skills add albumentations-team/AlbumentationsX --skill license-integrity -a codex`. Or copy the skill folder (.codex/skills/license-integrity in albumentations-team/AlbumentationsX) into .agents/skills/license-integrity in your project. Codex loads it when a task matches its description.
Can I use License Integrity 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 albumentations-team/AlbumentationsX --skill license-integrity -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/license-integrity, .gemini/skills/license-integrity, .github/skills/license-integrity and .opencode/skills/license-integrity in your project.
What does License Integrity need to run?
Going by SKILL.md and its folder, License Integrity needs the command-line tools its instructions call (uv). Our summary lists: Python 3.
Does License Integrity access the network?
SKILL.md contains no URLs. Its commands use uv, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is License Integrity 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 License Integrity use?
License Integrity 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.
How many tokens does License Integrity use?
About 1.3k tokens (SKILL.md is roughly 5.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to License Integrity?
Skills that share tags, products or a category with License Integrity: 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.
Who maintains License Integrity?
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 11, 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.