Debug
asgeirtj/system_prompts_leaks
Enable debug logging for this session and help diagnose issues
Implement, modify, debug, or review ISETBio image-system pipeline code.
MITAuto-check passed
Install Isetcam Pipeline
$ npx skills add isetbio/isetbio --skill isetcam-pipeline -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install isetbio/isetbio isetcam-pipeline --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/isetbio/isetbio.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.github/skills/isetcam-pipeline .claude/skills/isetcam-pipeline && 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 "isetcam-pipeline" agent skill from https://github.com/isetbio/isetbio/tree/main/.github/skills/isetcam-pipeline into .claude/skills/isetcam-pipeline/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "isetcam-pipeline", 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/isetbio/isetbio/tree/main/.github/skills/isetcam-pipelineType 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 isetbio/isetbio --skill isetcam-pipeline -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install isetbio/isetbio isetcam-pipeline --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/isetbio/isetbio.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.github/skills/isetcam-pipeline .agents/skills/isetcam-pipeline && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "isetcam-pipeline" agent skill from https://github.com/isetbio/isetbio/tree/main/.github/skills/isetcam-pipeline into .agents/skills/isetcam-pipeline/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "isetcam-pipeline", 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 isetbio/isetbio --skill isetcam-pipeline -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install isetbio/isetbio isetcam-pipeline --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/isetbio/isetbio.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.github/skills/isetcam-pipeline .cursor/skills/isetcam-pipeline && 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 "isetcam-pipeline" agent skill from https://github.com/isetbio/isetbio/tree/main/.github/skills/isetcam-pipeline into .cursor/skills/isetcam-pipeline/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "isetcam-pipeline", 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/isetbio/isetbio.git --path .github/skills/isetcam-pipeline--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 isetbio/isetbio --skill isetcam-pipeline -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install isetbio/isetbio isetcam-pipeline --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/isetbio/isetbio.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.github/skills/isetcam-pipeline .gemini/skills/isetcam-pipeline && 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 "isetcam-pipeline" agent skill from https://github.com/isetbio/isetbio/tree/main/.github/skills/isetcam-pipeline into .gemini/skills/isetcam-pipeline/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "isetcam-pipeline", 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 isetbio/isetbio isetcam-pipelineInstalls 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 isetbio/isetbio --skill isetcam-pipeline -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/isetbio/isetbio.git skills-src && mkdir -p .github/skills && cp -r skills-src/.github/skills/isetcam-pipeline .github/skills/isetcam-pipeline && 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 "isetcam-pipeline" agent skill from https://github.com/isetbio/isetbio/tree/main/.github/skills/isetcam-pipeline into .github/skills/isetcam-pipeline/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "isetcam-pipeline", 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 isetbio/isetbio --skill isetcam-pipeline -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install isetbio/isetbio isetcam-pipeline --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/isetbio/isetbio.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.github/skills/isetcam-pipeline .opencode/skills/isetcam-pipeline && 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 "isetcam-pipeline" agent skill from https://github.com/isetbio/isetbio/tree/main/.github/skills/isetcam-pipeline into .opencode/skills/isetcam-pipeline/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "isetcam-pipeline", 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
isetcam-pipeline- GitHub stars
- 115
- Token cost
- ~435 tokens
- SKILL.md length
- 166 words
- Files
- 1
- Skills in repo
- 9
- Repo updated
- First seen
- Licence
- MIT
At a glance
Implement, modify, debug, or review ISETBio image-system pipeline code.
- Works in 5 steps: Scene: scene*, sceneGet, sceneSet. → Optical image: oi*, oiGet, oiSet. → Sensor: sensor*, sensorGet, sensorSet. → …
- Tasks involve scene
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Image processing
What it does
Isetcam Pipeline is an agent skill from isetbio/isetbio. Implement, modify, debug, or review ISETBio image-system pipeline code. Use when tasks involve scene, optical image, sensor, image processing, or display objects; scene patterns or charts; color transforms; object constructors, getters, setters, compute methods, or diagnostic plots.
Its SKILL.md is about 440 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
The repository describes itself as: Tools for modeling image systems engineering in the human visual system front end. The licence is MIT.
When your agent uses it
- Tasks involve scene
- Image processing
- Display objects
- Color transforms
Example prompts
- “/isetcam-pipeline”
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- Scene: scene*, sceneGet, sceneSet.
- Optical image: oi*, oiGet, oiSet.
- Sensor: sensor*, sensorGet, sensorSet.
- Image processing: ip*, ipGet, ipSet.
- Display: display*, displayGet, displaySet.
What it can do on your machine
Read from SKILL.md and the folder at commit d2924c2. 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
Isetcam Pipeline loads about 435 tokens when it runs. Until then it costs about 75 tokens; SKILL.md has 166 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 isetbio/isetbio at commit d2924c2, republished under its MIT licence (© isetbio). 166 words, ~435 tokens.
Download SKILL.mdSave it as
.claude/skills/isetcam-pipeline/SKILL.md (or your agent's skills folder).- name
- isetcam-pipeline
- description
- Implement, modify, debug, or review ISETBio image-system pipeline code. Use when tasks involve scene, optical image, sensor, image processing, or display objects; scene patterns or charts; color transforms; object constructors, getters, setters, compute methods, or diagnostic plots.
ISETCam Pipeline Development
Instructions & Guidelines
Use the Existing Object Families
Follow the pipeline and its established APIs before adding utilities:
- Scene:
scene*,sceneGet,sceneSet. - Optical image:
oi*,oiGet,oiSet. - Sensor:
sensor*,sensorGet,sensorSet. - Image processing:
ip*,ipGet,ipSet. - Display:
display*,displayGet,displaySet.
Typical lifecycle calls are sceneCreate, oiCreate, oiCompute,
sensorCreate, sensorCompute, ipCreate, ipCompute, and
displayCreate.
For diagnostics, prefer the corresponding scenePlot, oiPlot, sensorPlot,
ipPlot, or displayPlot function over ad hoc figures.
Search Before Implementing
- Search for nearby implementations using the relevant object prefix. The
scene, OI, sensor, IP, and display families live in ISETCam (
../isetcam). - Search
../isetcam/color/before adding color transforms or color-science utilities. - For scene patterns or charts, inspect
../isetcam/scene/and related existing pattern or chart code before designing new behavior. - Respect existing property names, input/output conventions, data shapes, and public APIs. Avoid parallel helper implementations when an object-family API already expresses the operation.
Validate behavior with the nearest colocated tests and a compact object-level workflow when it clarifies correctness.
© isetbio, MIT. 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/isetcam-pipeline of isetbio/isetbio.
Open the folder on GitHubat commit d2924c2
Compare with similar skills
Isetcam Pipeline 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 |
|---|---|---|---|---|---|---|
| Isetcam Pipeline this skillisetbio/isetbio | 115 | — | ~435 | Automated safety check: Pass | MIT | |
| Debugasgeirtj/system_prompts_leaks | 69k | — | ~439 | Automated safety check: Pass | CC0-1.0 | |
| Openclaw Debuggingopenclaw/openclaw | 392k | — | ~1.9k | Automated safety check: Pass | MIT | |
| Debugging Executionsn8n-io/n8n | 207k | — | ~2.6k | Automated safety check: Pass | Custom licence | |
| DebuggingJetBrains/intellij-community | 21k | — | ~422 | Automated safety check: Pass | Custom licence | |
| Debugging Toolkitsickn33/agentic-awesome-skills | 47k | 1 repos | ~344 | Automated safety check: Pass | MIT |
Similar skills
Openclaw Debugging
openclaw/openclaw
Debug OpenClaw model, provider, tool-surface, code-mode, streaming, and live/Crabbox behavior by choosing the right logs, probes, and proof path before changing code, including fetching stored…
- Official
Debugging Executions
n8n-io/n8n
Debug failed or wrong-output workflow executions using executions tools.
- Official
Debugging
JetBrains/intellij-community
Debug IntelliJ IDE failures with repository-specific techniques.
Debugging Toolkit
sickn33/agentic-awesome-skills
A skill your agent uses when working with debugging toolkit smart debug (Alias for debugging-toolkit-smart-debug)
Implement
sickn33/agentic-awesome-skills
Implement a piece of work based on a PRD or set of issues. An agent skill from sickn33/agentic-awesome-skills.
More from isetbio/isetbio
All 9 skills in this repoMatlab Environment
isetbio/isetbio
Configure or troubleshoot a local MATLAB and VS Code environment for ISETBio.
Matlab Evaluation
isetbio/isetbio
Run MATLAB non-interactively from a shell on this machine — locating the MATLAB binary, setting ISETCam/ISETBio paths for a batch session, and invoking -batch evaluation.
Matlab Testing
isetbio/isetbio
Develop, run, diagnose, or report ISETBio MATLAB tests. An agent skill from isetbio/isetbio.
Retinal Mosaic Data
isetbio/isetbio
Work with ISETBio cone and midget-RGC mosaic data, including loading, generating, migrating, caching, or reviewing lattices, serialized cMosaics, pre-baked mRGCMosaics, and compute-ready mosaics.
Tutorial Example Authoring
isetbio/isetbio
Create, move, review, publish, or test ISETBio tutorials, examples, and data-generation scripts.
Sdr Mosaic Data
isetbio/isetbio
Create, publish, organize, or fetch the ISETBio retinal mosaic data deposit in the Stanford Digital Repository (SDR).
Questions about Isetcam Pipeline
What does Isetcam Pipeline do?
Implement, modify, debug, or review ISETBio image-system pipeline code. Isetcam Pipeline is an agent skill from isetbio/isetbio. Implement, modify, debug, or review ISETBio image-system pipeline code.
When should I use Isetcam Pipeline?
Isetcam Pipeline fits situations like: tasks involve scene; image processing; display objects; color transforms.
How do I install Isetcam Pipeline in Claude Code?
Run `npx skills add isetbio/isetbio --skill isetcam-pipeline -a claude-code`. Or copy the skill folder (.github/skills/isetcam-pipeline in isetbio/isetbio) into .claude/skills/isetcam-pipeline in your project. Claude Code loads it when a task matches its description.
How do I install Isetcam Pipeline in Codex?
Run `npx skills add isetbio/isetbio --skill isetcam-pipeline -a codex`. Or copy the skill folder (.github/skills/isetcam-pipeline in isetbio/isetbio) into .agents/skills/isetcam-pipeline in your project. Codex loads it when a task matches its description.
Can I use Isetcam Pipeline 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 isetbio/isetbio --skill isetcam-pipeline -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/isetcam-pipeline, .gemini/skills/isetcam-pipeline, .github/skills/isetcam-pipeline and .opencode/skills/isetcam-pipeline in your project.
What does Isetcam Pipeline need to run?
SKILL.md names no scripts, command-line tools or credentials: Isetcam Pipeline is instructions for the agent only.
Does Isetcam Pipeline 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 Isetcam Pipeline 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 Isetcam Pipeline use?
Isetcam Pipeline is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Isetcam Pipeline use?
About 435 tokens (SKILL.md is roughly 1.7k 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 Isetcam Pipeline?
Skills that share tags, products or a category with Isetcam Pipeline: Debug (asgeirtj/system_prompts_leaks, 69k stars), Openclaw Debugging (openclaw/openclaw, 392k stars), Debugging Executions (n8n-io/n8n, 207k stars) and Debugging (JetBrains/intellij-community, 21k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Isetcam Pipeline?
isetbio (a GitHub organization) maintains it in isetbio/isetbio, which has 115 GitHub stars. The repository holds 9 skills in this directory. The repository was last updated on September 25, 2026.
Source: isetbio/isetbio on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.