Stable Diffusion with Diffusers
Orchestra-Research/AI-Research-SKILLs
Generates and edits images with Stable Diffusion through Hugging Face Diffusers, covering text-to-image, image-to-image, inpainting, SDXL and custom pipelines.
A skill your agent uses when one or more photographs must become adaptive photo-plus-abstraction editorial compositions while source facts, spatial relationships, and strict photo preservation…
Install Photo Abstract Editorial
$ npx skills add kwhi6693-web/photo-abstract-editorial --skill photo-abstract-editorial -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install kwhi6693-web/photo-abstract-editorial photo-abstract-editorial --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
Claude Code skills documentation · loads skills from .claude/skills/
Install the "photo-abstract-editorial" agent skill from https://github.com/kwhi6693-web/photo-abstract-editorial/tree/main into .claude/skills/photo-abstract-editorial/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "photo-abstract-editorial", 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.
$ npx skills add kwhi6693-web/photo-abstract-editorial --skill photo-abstract-editorial -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install kwhi6693-web/photo-abstract-editorial photo-abstract-editorial --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "photo-abstract-editorial" agent skill from https://github.com/kwhi6693-web/photo-abstract-editorial/tree/main into .agents/skills/photo-abstract-editorial/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "photo-abstract-editorial", 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 kwhi6693-web/photo-abstract-editorial --skill photo-abstract-editorial -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install kwhi6693-web/photo-abstract-editorial photo-abstract-editorial --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "photo-abstract-editorial" agent skill from https://github.com/kwhi6693-web/photo-abstract-editorial/tree/main into .cursor/skills/photo-abstract-editorial/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "photo-abstract-editorial", 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.
$ npx skills add kwhi6693-web/photo-abstract-editorial --skill photo-abstract-editorial -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install kwhi6693-web/photo-abstract-editorial photo-abstract-editorial --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "photo-abstract-editorial" agent skill from https://github.com/kwhi6693-web/photo-abstract-editorial/tree/main into .gemini/skills/photo-abstract-editorial/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "photo-abstract-editorial", 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 kwhi6693-web/photo-abstract-editorial photo-abstract-editorialInstalls 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 kwhi6693-web/photo-abstract-editorial --skill photo-abstract-editorial -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "photo-abstract-editorial" agent skill from https://github.com/kwhi6693-web/photo-abstract-editorial/tree/main into .github/skills/photo-abstract-editorial/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "photo-abstract-editorial", 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 kwhi6693-web/photo-abstract-editorial --skill photo-abstract-editorial -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install kwhi6693-web/photo-abstract-editorial photo-abstract-editorial --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "photo-abstract-editorial" agent skill from https://github.com/kwhi6693-web/photo-abstract-editorial/tree/main into .opencode/skills/photo-abstract-editorial/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "photo-abstract-editorial", 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
photo-abstract-editorial- GitHub stars
- 113
- Token cost
- ~870 tokens
- SKILL.md length
- 379 words
- Files
- 150 (incl. scripts, references, assets)
- Skills in repo
- 1
- Repo updated
- First seen
- Licence
- AGPL-3.0
At a glance
A skill your agent uses when one or more photographs must become adaptive photo-plus-abstraction editorial compositions while source facts, spatial relationships, and strict photo preservation…
- Works in 8 steps: Validate the required image input and… → Classify the scene and resolve the four… → Select a layout from layout-profiles.md… → …
- More photographs must become adaptive photo-plus-abstraction editorial compositions while source facts
- SKILL.md covers Capability routing and Workflow
- Spatial relationships
What it does
Photo Abstract Editorial is an agent skill from kwhi6693-web/photo-abstract-editorial. Use when one or more photographs must become adaptive photo-plus-abstraction editorial compositions while source facts, spatial relationships, and strict photo preservation remain controlled.
Its SKILL.md is about 870 tokens, which your agent loads only when the skill is triggered. The skill folder holds 156 other files, including scripts, reference files and assets (for example `.github/dependabot.yml`, `.github/workflows/portability-pilot.yml` and `.github/workflows/python-tests.yml`).
It sits in Media & Creative, covering Image editing and Image generation. It works with Python and DeepSeek. The repository describes itself as: Turn photos into source-faithful editorial artworks with an Agent Skill — adaptive layouts, controlled abstraction, and a Strict Fidelity composition path. The licence is AGPL-3.0.
When your agent uses it
- More photographs must become adaptive photo-plus-abstraction editorial compositions while source facts
- Spatial relationships
- Strict photo preservation remain controlled
Example prompts
- “/photo-abstract-editorial”
Workflow steps
8 steps, taken from the first numbered list in SKILL.md.
- Validate the required image input and inspect the source.
- Classify the scene and resolve the four controls in control-system.md using scene-profiles.md.
- Select a layout from layout-profiles.md using scene facts, orientation, dominant axis, subject location, center of gravity, and negative…
- Read art-direction.md. Generate or edit only what the selected mode permits; keep the motif sparse, traceable, text-free, and…
- In Strict Fidelity, run remove_chroma_key.py, compose_editorial.py, and validate_editorial.py. Never overwrite source, motif, output, or…
- Run the structured eight-dimension QA in quality-check.md. Strict machine validation is necessary but not sufficient; visual/editorial QA…
- Apply at most one targeted correction. Re-run the relevant generation/composition, machine validation, and QA; stop after the second…
- For an explicitly requested multi-image series only, load series-style.md and lock the visual family while re-analyzing each new source.
What it can do on your machine
Read from SKILL.md and the folder at commit d8b8364. 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
Ships 1 file in scripts/, which the agent can run.
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
Photo Abstract Editorial loads about 870 tokens when it runs, and up to ~4.2k if it reads all its reference files. Until then it costs about 54 tokens; SKILL.md has 379 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); the scripts in this folder are not scanned.
SKILL.md
The full file from kwhi6693-web/photo-abstract-editorial at commit d8b8364, republished under its AGPL-3.0 licence (© kwhi6693-web). 379 words, ~870 tokens.
Download SKILL.mdSave it as
.claude/skills/photo-abstract-editorial/SKILL.md (or your agent's skills folder). This skill also uses 149 other files; get the full folder from GitHub.- name
- photo-abstract-editorial
- description
- Use when one or more photographs must become adaptive photo-plus-abstraction editorial compositions while source facts, spatial relationships, and strict photo preservation remain controlled.
Photo Abstract Editorial
Create a lightweight editorial composition from a supplied photograph. The photograph remains the sole factual source; generated content is an abstract motif, never a replacement for the final photo region or exact title.
Capability routing
Choose the highest-fidelity mode the host can actually execute:
- Strict Fidelity: host visual-understanding capability, host image-generation capability, local filesystem access, local Python/script execution, Pillow-compatible image processing, and a usable serif font. This mode deterministically assembles photo, panel, motif, and typography, then runs machine validation.
- Native Image Edit: host visual-understanding capability plus host image-editing/composition capability, without the complete local Strict toolchain. Use the source as the edit/reference image and disclose that pixel-exact, deterministic, machine-verified photo preservation is unavailable.
- Reference Generation: host visual-understanding capability, host image-generation capability, and reference-image support. Use the source as the sole factual reference, perform best-effort fidelity, and disclose the same Strict guarantees are unavailable.
If visual understanding or every image-generation/editing capability is absent, stop rather than fabricate a result.
Workflow
- Validate the required image input and inspect the source.
- Classify the scene and resolve the four controls in control-system.md using scene-profiles.md.
- Select a layout from layout-profiles.md using scene facts, orientation, dominant axis, subject location, center of gravity, and negative space. Omitted layout falls back to Lower Editorial.
- Read art-direction.md. Generate or edit only what the selected mode permits; keep the motif sparse, traceable, text-free, and source-derived. When the source supports a decisive vertical structure, use one primary and one subordinate irregular vertical stroke, unequal in height and width.
- In Strict Fidelity, run remove_chroma_key.py, compose_editorial.py, and validate_editorial.py. Never overwrite source, motif, output, or manifest.
- Run the structured eight-dimension QA in quality-check.md. Strict machine validation is necessary but not sufficient; visual/editorial QA is also required.
- Apply at most one targeted correction. Re-run the relevant generation/composition, machine validation, and QA; stop after the second attempt if a critical HARD FAIL remains.
- For an explicitly requested multi-image series only, load series-style.md and lock the visual family while re-analyzing each new source.
Show full SKILL.md (43 more words)Show less
The validated example pair demonstrates package structure and regression expectations; do not copy its subject, palette, title, or coordinates.
Return the final artifact, saved path, selected mode, and concise QA result. Do not claim Strict guarantees for Native Image Edit or Reference Generation.
© kwhi6693-web, 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
SKILL.md and 149 other files (scripts, references, assets) in the repository root of kwhi6693-web/photo-abstract-editorial.
- SKILL.md
- .gitattributes
- .github/dependabot.yml
- .github/workflows/portability-pilot.yml
- .github/workflows/python-tests.yml
- .gitignore
- LICENSE
- README.md
- README.zh-CN.md
- README.zh-TW.md
- agents/openai.yaml
- assets/evals/v3.0-rc1/E01-pure-portrait/motif-clean.png
- assets/evals/v3.0-rc1/E01-pure-portrait/motif-generated.png
- assets/evals/v3.0-rc1/E01-pure-portrait/result.png
- … and 136 more
Open the folder on GitHubat commit d8b8364
Compare with similar skills
Photo Abstract Editorial 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 |
|---|---|---|---|---|---|---|
| Photo Abstract Editorial this skillkwhi6693-web/photo-abstract-editorial | 113 | — | ~870 | Automated safety check: Pass | AGPL-3.0 | |
| Stable Diffusion with DiffusersOrchestra-Research/AI-Research-SKILLs | 13k | 5 repos | ~3.2k | Automated safety check: Pass | MIT | |
| Gpt Image Skillfeiskyer/codex-settings | 244 | — | ~572 | Automated safety check: Pass | MIT | |
| Nanobanana Skillfeiskyer/claude-code-settings | 1.7k | — | ~1.1k | Automated safety check: Pass | MIT | |
| Nanobanana Image GenerationLeoYeAI/openclaw-master-skills | 2.2k | — | ~4.5k | Automated safety check: Pass | MIT | |
| Nanobanana SkillMicrock/ordinary-claude-skills | 404 | — | ~1k | Automated safety check: Pass | Custom licence |
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Categories
Questions about Photo Abstract Editorial
What does Photo Abstract Editorial do?
A skill your agent uses when one or more photographs must become adaptive photo-plus-abstraction editorial compositions while source facts, spatial relationships, and strict photo preservation…. Photo Abstract Editorial is an agent skill from kwhi6693-web/photo-abstract-editorial. Use when one or more photographs must become adaptive photo-plus-abstraction editorial compositions while source facts, spatial relationships, and strict photo preservation remain controlled.
When should I use Photo Abstract Editorial?
Photo Abstract Editorial fits situations like: more photographs must become adaptive photo-plus-abstraction editorial compositions while source facts; spatial relationships; strict photo preservation remain controlled.
How do I install Photo Abstract Editorial in Claude Code?
Run `npx skills add kwhi6693-web/photo-abstract-editorial --skill photo-abstract-editorial -a claude-code`. Or copy the skill folder (the kwhi6693-web/photo-abstract-editorial repository) into .claude/skills/photo-abstract-editorial in your project. Claude Code loads it when a task matches its description.
How do I install Photo Abstract Editorial in Codex?
Run `npx skills add kwhi6693-web/photo-abstract-editorial --skill photo-abstract-editorial -a codex`. Or copy the skill folder (the kwhi6693-web/photo-abstract-editorial repository) into .agents/skills/photo-abstract-editorial in your project. Codex loads it when a task matches its description.
Can I use Photo Abstract Editorial 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 kwhi6693-web/photo-abstract-editorial --skill photo-abstract-editorial -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/photo-abstract-editorial, .gemini/skills/photo-abstract-editorial, .github/skills/photo-abstract-editorial and .opencode/skills/photo-abstract-editorial in your project.
What does Photo Abstract Editorial need to run?
SKILL.md names no scripts, command-line tools or credentials: Photo Abstract Editorial is instructions for the agent only.
Does Photo Abstract Editorial 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 Photo Abstract Editorial 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Photo Abstract Editorial use?
Photo Abstract Editorial is published under the AGPL-3.0 licence (from the LICENSE file in the skill folder). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Photo Abstract Editorial use?
About 870 tokens (SKILL.md is roughly 3.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 3.3k tokens, read only when the agent opens those files.
What are the alternatives to Photo Abstract Editorial?
Skills that share tags, products or a category with Photo Abstract Editorial: Stable Diffusion with Diffusers (Orchestra-Research/AI-Research-SKILLs, 13k stars), Gpt Image Skill (feiskyer/codex-settings, 244 stars), Nanobanana Skill (feiskyer/claude-code-settings, 1.7k stars) and Nanobanana Image Generation (LeoYeAI/openclaw-master-skills, 2.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Photo Abstract Editorial?
kwhi6693-web (a GitHub user) maintains it in kwhi6693-web/photo-abstract-editorial, which has 113 GitHub stars. The repository was last updated on September 6, 2026.
Source: kwhi6693-web/photo-abstract-editorial on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.