Vercel Composition Patterns
supabase/supabase
React composition patterns that scale. An agent skill from supabase/supabase.
Build, run, or diagnose the repository-owned iccSpecSepToTiff QA suites and their checked-in spectral TIFF fixtures.
Install Specsep QA
$ npx skills add InternationalColorConsortium/iccDEV --skill specsep-qa -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install InternationalColorConsortium/iccDEV specsep-qa --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/InternationalColorConsortium/iccDEV.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.github/skills/specsep-qa .claude/skills/specsep-qa && 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 "specsep-qa" agent skill from https://github.com/InternationalColorConsortium/iccDEV/tree/master/.github/skills/specsep-qa into .claude/skills/specsep-qa/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "specsep-qa", 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/InternationalColorConsortium/iccDEV/tree/master/.github/skills/specsep-qaType 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 InternationalColorConsortium/iccDEV --skill specsep-qa -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install InternationalColorConsortium/iccDEV specsep-qa --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/InternationalColorConsortium/iccDEV.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.github/skills/specsep-qa .agents/skills/specsep-qa && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "specsep-qa" agent skill from https://github.com/InternationalColorConsortium/iccDEV/tree/master/.github/skills/specsep-qa into .agents/skills/specsep-qa/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "specsep-qa", 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 InternationalColorConsortium/iccDEV --skill specsep-qa -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install InternationalColorConsortium/iccDEV specsep-qa --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/InternationalColorConsortium/iccDEV.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.github/skills/specsep-qa .cursor/skills/specsep-qa && 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 "specsep-qa" agent skill from https://github.com/InternationalColorConsortium/iccDEV/tree/master/.github/skills/specsep-qa into .cursor/skills/specsep-qa/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "specsep-qa", 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/InternationalColorConsortium/iccDEV.git --path .github/skills/specsep-qa--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 InternationalColorConsortium/iccDEV --skill specsep-qa -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install InternationalColorConsortium/iccDEV specsep-qa --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/InternationalColorConsortium/iccDEV.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.github/skills/specsep-qa .gemini/skills/specsep-qa && 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 "specsep-qa" agent skill from https://github.com/InternationalColorConsortium/iccDEV/tree/master/.github/skills/specsep-qa into .gemini/skills/specsep-qa/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "specsep-qa", 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 InternationalColorConsortium/iccDEV specsep-qaInstalls 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 InternationalColorConsortium/iccDEV --skill specsep-qa -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/InternationalColorConsortium/iccDEV.git skills-src && mkdir -p .github/skills && cp -r skills-src/.github/skills/specsep-qa .github/skills/specsep-qa && 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 "specsep-qa" agent skill from https://github.com/InternationalColorConsortium/iccDEV/tree/master/.github/skills/specsep-qa into .github/skills/specsep-qa/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "specsep-qa", 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 InternationalColorConsortium/iccDEV --skill specsep-qa -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install InternationalColorConsortium/iccDEV specsep-qa --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/InternationalColorConsortium/iccDEV.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.github/skills/specsep-qa .opencode/skills/specsep-qa && 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 "specsep-qa" agent skill from https://github.com/InternationalColorConsortium/iccDEV/tree/master/.github/skills/specsep-qa into .opencode/skills/specsep-qa/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "specsep-qa", 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
specsep-qa- GitHub stars
- 183
- Token cost
- ~774 tokens
- SKILL.md length
- 318 words
- Files
- 1
- Skills in repo
- 23
- Repo updated
- First seen
- Licence
- BSD-3-Clause
At a glance
Build, run, or diagnose the repository-owned iccSpecSepToTiff QA suites and their checked-in spectral TIFF fixtures.
- Works in 5 steps: Read… → Build iccSpecSepToTiff, iccTiffDump, and… → Run the repository wrapper from any… → …
- Development work in your project
- SKILL.md covers Workflow, Fixture Rules, Validation and References
- Calls git
What it does
Specsep QA is an agent skill from InternationalColorConsortium/iccDEV. Build, run, or diagnose the repository-owned iccSpecSepToTiff QA suites and their checked-in spectral TIFF fixtures.
Its SKILL.md is about 770 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 Development. The repository describes itself as: iccDEV provides a set of libraries and tools that allow for the interaction, manipulation, and application of ICC color management profiles. The licence is BSD-3-Clause.
When your agent uses it
- Development work in your project
Example prompts
- “/specsep-qa”
Requirements
- Python 3
- Pre-approved tools (allowed-tools): bash, read, grep, glob, shell(git:*)
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- Read ../../../Tools/CmdLine/IccSpecSepToTiff/Readme.md for the command
- Build iccSpecSepToTiff, iccTiffDump, and iccFromXml in the same tree.
- Run the repository wrapper from any directory
- For a focused failure, rerun the named child script shown by the wrapper.
- Keep durable fixtures under .github/ci/test-data/; keep generated TIFFs
What it can do on your machine
Read from SKILL.md and the folder at commit 3c2425d. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves these tools, so the agent can use them without asking each time:
bashreadgrepglobshell(git:*)
From allowed-tools in the SKILL.md frontmatter.
Runs code
Shell commands in SKILL.md call:
git
From the folder's file list and the shell code blocks in SKILL.md.
Network
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.
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
Specsep QA loads about 774 tokens when it runs. Until then it costs about 32 tokens; SKILL.md has 318 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 InternationalColorConsortium/iccDEV at commit 3c2425d, republished under its BSD-3-Clause licence (© InternationalColorConsortium). 318 words, ~774 tokens.
Download SKILL.mdSave it as
.claude/skills/specsep-qa/SKILL.md (or your agent's skills folder).- name
- specsep-qa
- description
- Build, run, or diagnose the repository-owned iccSpecSepToTiff QA suites and their checked-in spectral TIFF fixtures.
- allowed-tools
- bash, read, grep, glob, shell(git:*)
iccSpecSepToTiff QA
Use this skill for iccSpecSepToTiff CLI contract, TIFF geometry, profile
alignment, output cleanup, or fixture work.
Workflow
- Read
../../../Tools/CmdLine/IccSpecSepToTiff/Readme.mdfor the command contract and limits. - Build
iccSpecSepToTiff,iccTiffDump, andiccFromXmlin the same tree. - Run the repository wrapper from any directory:
ICCDEV_TOOLS_DIR=/path/to/iccDEV/Build/Tools \
/path/to/iccDEV/.github/scripts/iccdev-specsep-qa.sh- For a focused failure, rerun the named child script shown by the wrapper.
- Keep durable fixtures under
.github/ci/test-data/; keep generated TIFFs and logs underICCDEV_TEST_OUTDIR.
For a bounded option/output campaign with exact pixel and TIFF-tag validation, run:
ICCDEV_TOOLS_DIR=/path/to/iccDEV/Build/Tools \
/path/to/iccDEV/.github/scripts/iccdev-specsep-campaign.sh --seconds 300The numbered-fixture child suite runs every checked-in valid TIFF as a single-channel input with all four compression and planar combinations.
The profile sweep runs twice, because a profile is accepted only when its sample
count matches the generated TIFF: once at the default eight channels across
Testing/CalcTest, which can only produce rejections, and once at
--channels 3 across Testing/, whose single depth-1 profile is the 3-channel
sRGB v4 preference. A run that accepts nothing says so, so a rejection-only
corpus cannot look like full coverage. For a local registry download, rerun with
--profile-dir /path/to/profiles and a --channels value the corpus can match;
accepted profiles must be embedded, while profile-specific clean rejections are
expected.
The extended campaign requires Python numpy, tifffile, and imagecodecs --
tifffile defers LZW decoding to imagecodecs and half the matrix writes LZW. It
preserves a
machine-readable text summary, representative iccTiffDump/tiffinfo
inspections, generated inputs, and output TIFFs under ICCDEV_TEST_OUTDIR.
It exits nonzero for either a functional failure or a specification-audit
finding; review both categories in matrix-summary.txt.
Fixture Rules
spectral/spec_1throughspec_10are the tiny normal conversion sequence.specsep-harvest/gray300/spec_1throughspec_8cover larger grayscale input.specsep-truncated/spec_1is the late-read-failure cleanup fixture.- Do not replace these with local scratch paths or generated build artifacts.
Validation
Run the wrapper, then the six registered CTests when CTest integration is in scope:
ctest --test-dir Build -R '^iccdev\.specsep-' --output-on-failure --no-tests=errorVerify changed text files are ASCII and run git diff --check.
References
../../prompts/specsep-qa.prompt.md../../../docs/ctest.md../../instructions/testing.instructions.md
© InternationalColorConsortium, BSD-3-Clause. 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 .github/skills/specsep-qa of InternationalColorConsortium/iccDEV.
Open the folder on GitHubat commit 3c2425d
Compare with similar skills
Specsep QA 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 |
|---|---|---|---|---|---|---|
| Specsep QA this skillInternationalColorConsortium/iccDEV | 183 | — | ~774 | Automated safety check: Pass | BSD-3-Clause | |
| Vercel Composition Patternssupabase/supabase | 111k | 58 repos | ~726 | Automated safety check: Pass | MIT | |
| Finishing a Development Branchobra/superpowers | 297k | 5 repos | ~1.9k | Automated safety check: Pass | MIT | |
| Typescript Advanced Typesrolling-scopes/rsschool-app | 10k | 25 repos | ~4.2k | Automated safety check: Pass | MPL-2.0 | |
| PR Babysitteropeninterpreter/openinterpreter | 69k | 3 repos | ~4.2k | Automated safety check: Pass | Apache-2.0 | |
| Code Review ChecklistshareAI-lab/learn-claude-code | 78k | 4 repos | ~1.1k | Automated safety check: Pass | MIT |
Similar skills
- Official
Finishing a Development Branch
obra/superpowers
Walks the last step of a branch: confirm tests pass, detect the git environment, ask how to integrate, carry out your choice and clean up the worktree.
Typescript Advanced Types
rolling-scopes/rsschool-app
Master TypeScript's advanced type system including generics, conditional types, mapped types, template literals, and utility types for building type-safe applications.
PR Babysitter
openinterpreter/openinterpreter
Watches an open GitHub pull request until it merges, handling review comments, diagnosing CI failures and retrying flaky checks along the way.
Code Review Checklist
shareAI-lab/learn-claude-code
Reviews code against a five-part checklist covering security, correctness, performance, maintainability and testing, and reports findings in a fixed format.
Greploop
onyx-dot-app/onyx
Iteratively improves a PR (GitHub), MR (GitLab), or shelved changelist (Perforce) until Greptile gives it a 5/5 confidence score with zero unresolved comments.
More from InternationalColorConsortium/iccDEV
All 23 skills in this repoAfl Smoke
InternationalColorConsortium/iccDEV
Run or update the iccDEV AFL++ manual smoke workflow, seeds, and maintainer documentation.
Avx2 Clut Diagnostics
InternationalColorConsortium/iccDEV
Diagnose runtime-dispatched AVX2 3D CLUT interpolation, collect trace evidence, validate vector and masked-tail output, and prepare optimization handoff data.
Clusterfuzzlite
InternationalColorConsortium/iccDEV
Build, test, or update the iccDEV ClusterFuzzLite libFuzzer integration across ASan, UBSan, and MSan.
iOS Clut Editor
InternationalColorConsortium/iccDEV
Build, review, and maintain the ios-clut-editor profile and 3D CLUT editing proof-of-concept app without repeating prior iOS review-loop failures.
iOS Manual Examples
InternationalColorConsortium/iccDEV
Maintain the manual iOS example app CMake projects, local Xcode build helpers, device signing guard rails, and documentation.
JSON Config Regression
InternationalColorConsortium/iccDEV
Validate iccDEV JSON/profile config parser changes with fail-closed regression gates and CLI exercises.
Related
Categories
Questions about Specsep QA
What does Specsep QA do?
Build, run, or diagnose the repository-owned iccSpecSepToTiff QA suites and their checked-in spectral TIFF fixtures. Specsep QA is an agent skill from InternationalColorConsortium/iccDEV. Build, run, or diagnose the repository-owned iccSpecSepToTiff QA suites and their checked-in spectral TIFF fixtures.
When should I use Specsep QA?
Specsep QA fits situations like: development work in your project.
How do I install Specsep QA in Claude Code?
Run `npx skills add InternationalColorConsortium/iccDEV --skill specsep-qa -a claude-code`. Or copy the skill folder (.github/skills/specsep-qa in InternationalColorConsortium/iccDEV) into .claude/skills/specsep-qa in your project. Claude Code loads it when a task matches its description.
How do I install Specsep QA in Codex?
Run `npx skills add InternationalColorConsortium/iccDEV --skill specsep-qa -a codex`. Or copy the skill folder (.github/skills/specsep-qa in InternationalColorConsortium/iccDEV) into .agents/skills/specsep-qa in your project. Codex loads it when a task matches its description.
Can I use Specsep QA 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 InternationalColorConsortium/iccDEV --skill specsep-qa -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/specsep-qa, .gemini/skills/specsep-qa, .github/skills/specsep-qa and .opencode/skills/specsep-qa in your project.
What does Specsep QA need to run?
Going by SKILL.md and its folder, Specsep QA needs the command-line tools its instructions call (git). Our summary lists: Python 3. Its frontmatter pre-approves these tools: bash, read, grep, glob, shell(git:*).
Does Specsep QA access the network?
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.
Is Specsep QA 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 Specsep QA use?
Specsep QA is published under the BSD-3-Clause licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Specsep QA use?
About 774 tokens (SKILL.md is roughly 3.1k 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 Specsep QA?
Skills that share tags, products or a category with Specsep QA: Vercel Composition Patterns (supabase/supabase, 111k stars), Finishing a Development Branch (obra/superpowers, 297k stars), Typescript Advanced Types (rolling-scopes/rsschool-app, 10k stars) and PR Babysitter (openinterpreter/openinterpreter, 69k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Specsep QA?
InternationalColorConsortium (a GitHub organization) maintains it in InternationalColorConsortium/iccDEV, which has 183 GitHub stars. The repository holds 23 skills in this directory. The repository was last updated on October 9, 2026.
Source: InternationalColorConsortium/iccDEV on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.