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.
After completing code changes, runs tests and pre-commit, then iteratively fixes failures until all pass.
Install Validate And Fix
$ npx skills add albumentations-team/AlbumentationsX --skill validate-and-fix -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install albumentations-team/AlbumentationsX validate-and-fix --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/validate-and-fix .claude/skills/validate-and-fix && 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 "validate-and-fix" agent skill from https://github.com/albumentations-team/AlbumentationsX/tree/main/.codex/skills/validate-and-fix into .claude/skills/validate-and-fix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "validate-and-fix", 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/validate-and-fixType 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 validate-and-fix -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install albumentations-team/AlbumentationsX validate-and-fix --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/validate-and-fix .agents/skills/validate-and-fix && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "validate-and-fix" agent skill from https://github.com/albumentations-team/AlbumentationsX/tree/main/.codex/skills/validate-and-fix into .agents/skills/validate-and-fix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "validate-and-fix", 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 validate-and-fix -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install albumentations-team/AlbumentationsX validate-and-fix --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/validate-and-fix .cursor/skills/validate-and-fix && 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 "validate-and-fix" agent skill from https://github.com/albumentations-team/AlbumentationsX/tree/main/.codex/skills/validate-and-fix into .cursor/skills/validate-and-fix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "validate-and-fix", 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/validate-and-fix--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 validate-and-fix -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install albumentations-team/AlbumentationsX validate-and-fix --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/validate-and-fix .gemini/skills/validate-and-fix && 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 "validate-and-fix" agent skill from https://github.com/albumentations-team/AlbumentationsX/tree/main/.codex/skills/validate-and-fix into .gemini/skills/validate-and-fix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "validate-and-fix", 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 validate-and-fixInstalls 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 validate-and-fix -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/validate-and-fix .github/skills/validate-and-fix && 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 "validate-and-fix" agent skill from https://github.com/albumentations-team/AlbumentationsX/tree/main/.codex/skills/validate-and-fix into .github/skills/validate-and-fix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "validate-and-fix", 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 validate-and-fix -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 validate-and-fix --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/validate-and-fix .opencode/skills/validate-and-fix && 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 "validate-and-fix" agent skill from https://github.com/albumentations-team/AlbumentationsX/tree/main/.codex/skills/validate-and-fix into .opencode/skills/validate-and-fix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "validate-and-fix", 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
validate-and-fix- GitHub stars
- 567
- Token cost
- ~847 tokens
- SKILL.md length
- 453 words
- Files
- 1
- Skills in repo
- 10
- Repo updated
- First seen
- Licence
- AGPL-3.0
At a glance
After completing code changes, runs tests and pre-commit, then iteratively fixes failures until all pass.
- Works in 4 steps: Name the decision and failure mode:… → Run that focused validation: use the… → Add only required adjacent checks: code… → …
- Finishing a coding task
- SKILL.md covers Necessity Rule, Workflow, Rules and Common Pre-commit Fixes
- Calls uv and git
What it does
Validate And Fix is an agent skill from albumentations-team/AlbumentationsX. After completing code changes, runs tests and pre-commit, then iteratively fixes failures until all pass. Use when finishing a coding task, validating changes, or when the user asks to run tests or fix errors.
Its SKILL.md is about 850 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
- Finishing a coding task
- Validating changes
- The user asks to run tests
Example prompts
- “/validate-and-fix”
Requirements
- Python 3
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- Name the decision and failure mode: identify the changed contract and the smallest test, check, or artifact that can
- Run that focused validation: use the matching test or quality-gate subcommand.
- Add only required adjacent checks: code that can affect multiple routes, a workflow/router change, or a release protocol
- If a selected command fails: fix the issue, then repeat that command. Do not expand the validation scope unless the
What it can do on your machine
Read from SKILL.md and the folder at commit 1458043. 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:
uvgit
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use uv and git, 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
Validate And Fix loads about 847 tokens when it runs. Until then it costs about 57 tokens; SKILL.md has 453 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 1458043, republished under its AGPL-3.0 licence (© albumentations-team). 453 words, ~847 tokens.
Download SKILL.mdSave it as
.claude/skills/validate-and-fix/SKILL.md (or your agent's skills folder).- name
- validate-and-fix
- description
- After completing code changes, runs tests and pre-commit, then iteratively fixes failures until all pass. Use when finishing a coding task, validating changes, or when the user asks to run tests or fix errors.
Validate and Fix
Necessity Rule
Every code path, test, and CI job must justify itself with a specific decision it protects and a failure it can expose. Do not add or run work because an adjacent file changed, because a broad command is convenient, or because a check ran in a previous pull request. Remove duplicate coverage instead of accumulating it.
For validation, state the changed contract and select the smallest command set that can falsify it. Add a broader suite only when the changed contract can affect its route. A version-only release uses the release preflight; a dependency or packaging change beyond the version uses the corresponding dependency, artifact, and install checks.
Workflow
- Name the decision and failure mode: identify the changed contract and the smallest test, check, or artifact that can reject it.
- Run that focused validation: use the matching test or quality-gate subcommand.
- Add only required adjacent checks: code that can affect multiple routes, a workflow/router change, or a release protocol may require a broader command. Record why.
- If a selected command fails: fix the issue, then repeat that command. Do not expand the validation scope unless the failure proves that the initial scope was incomplete.
For transform or guidance changes, the focused mechanical check is pre-commit run check-ax-rules --all-files.
Keep deterministic contract details in
docs/contributing/coding_guidelines.md; keep design and benchmark review in the applicable skill.
Before handoff, check git status --short. pre-commit run --all-files omits untracked files, so run pre-commit
with --files for each new file until it is staged or tracked. When a change relies on type narrowing, run and report
both mypy and Pyrefly.
Show full SKILL.md (180 more words)Show less
Rules
- Iterate until clean. Do not report errors and stop—fix them.
- Do not run the full suite merely by habit. Run it when the changed contract, release protocol, or a focused failure requires it.
- For CI, workflow, support-policy, or dependency-profile changes, also run:
uv run python -m tools.ci_matrix checkuv run python -m tools.ci_shard checkuv run pytest -q tests/test_ci_plan.py tests/test_ci_shard.py tests/test_pr_workflow.pyuv run zizmor --format=plain --min-severity=medium --min-confidence=medium .github
- For legal or packaging workflow changes, follow the
license-integrityskill and verify built wheel/sdist artifacts.
Common Pre-commit Fixes
E501 Line too long
- Never suppress with
# noqa: E501or addE501topyproject.tomlignore list. - Fix: Split the line at a word or operator boundary. For docstrings, wrap to the next line — the
Google format allows multi-line short descriptions. For code, break at
(,,, or+.
C901 / PLR0912 Function too complex / too many branches
- Never suppress with
# noqa: C901,# noqa: PLR0912, or raise the limits inpyproject.toml. - Fix: Extract private helper methods that each own a single concern. If a function exceeds the limit it is doing too many things and must be split.
© 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/validate-and-fix of albumentations-team/AlbumentationsX.
Open the folder on GitHubat commit 1458043
Compare with similar skills
Validate And Fix 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 |
|---|---|---|---|---|---|---|
| Validate And Fix this skillalbumentations-team/AlbumentationsX | 567 | — | ~847 | 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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Questions about Validate And Fix
What does Validate And Fix do?
After completing code changes, runs tests and pre-commit, then iteratively fixes failures until all pass. Validate And Fix is an agent skill from albumentations-team/AlbumentationsX. After completing code changes, runs tests and pre-commit, then iteratively fixes failures until all pass.
When should I use Validate And Fix?
Validate And Fix fits situations like: finishing a coding task; validating changes; the user asks to run tests.
How do I install Validate And Fix in Claude Code?
Run `npx skills add albumentations-team/AlbumentationsX --skill validate-and-fix -a claude-code`. Or copy the skill folder (.codex/skills/validate-and-fix in albumentations-team/AlbumentationsX) into .claude/skills/validate-and-fix in your project. Claude Code loads it when a task matches its description.
How do I install Validate And Fix in Codex?
Run `npx skills add albumentations-team/AlbumentationsX --skill validate-and-fix -a codex`. Or copy the skill folder (.codex/skills/validate-and-fix in albumentations-team/AlbumentationsX) into .agents/skills/validate-and-fix in your project. Codex loads it when a task matches its description.
Can I use Validate And Fix 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 validate-and-fix -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/validate-and-fix, .gemini/skills/validate-and-fix, .github/skills/validate-and-fix and .opencode/skills/validate-and-fix in your project.
What does Validate And Fix need to run?
Going by SKILL.md and its folder, Validate And Fix needs the command-line tools its instructions call (uv and git). Our summary lists: Python 3.
Does Validate And Fix access the network?
SKILL.md contains no URLs. Its commands use uv and git, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Validate And Fix 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 Validate And Fix use?
Validate And Fix 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 Validate And Fix use?
About 847 tokens (SKILL.md is roughly 3.4k 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 Validate And Fix?
Skills that share tags, products or a category with Validate And Fix: 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 Validate And Fix?
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.