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zengwenliang416/skills-hubs

Curated, tested AI agent skills for Codex and compatible runtimes

What is skills-hubs?

skills-hubs is a Codex agent skill that curated, tested AI agent skills for Codex and compatible runtimes.

Works with~Claude CodeCodex CLI~Cursor
npx skills add zengwenliang416/skills-hubs

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Open a new chat with this agent skill pre-loaded.

Documentation

Image API Workbench

Purpose

Run reproducible Images API generation or editing against OpenAI or a reviewed compatible gateway. The CLI validates requests, catalogs, streaming partials, outputs, and evidence. Default to gpt-image-2; catalogs are route evidence, not endpoint proof.

Workflow

  1. Read model support before changing models or advanced parameters.
  2. Use scripts/image_api_workbench.py --dry-run for every new parameter combination.
  3. Use --list-remote-models to inspect the configured gateway without spending image credits.
  4. Generate with /v1/images/generations; add --input-image to switch to /v1/images/edits.
  5. Use --background transparent --output-format png or webp for alpha.
  6. Use --stream --partial-images 1..3 only when the gateway relays image SSE.
  7. Save assets outside this skill and inspect the image plus metadata sidecar.

Safety Defaults

  • gpt-image-1.5, gpt-image-1-mini, and chatgpt-image-latest require --allow-deprecated-model; all are scheduled to shut down on 2026-12-01.
  • Retired DALL-E models are blocked unless --allow-retired-model is explicit.
  • Known GPT Image parameters are model-validated. Provider extensions require --allow-provider-extensions.
  • Credentials come from environment variables or token files. Never persist keys in prompts, metadata, skill files, reports, or logs.
  • Metadata stores a prompt hash by default. Prompt preview is opt-in.

Editing And Localization

For matched bilingual visuals, create one approved master and edit that exact image for each language. Preserve composition and non-text details; replace visible copy only. Build a side-by-side review with scripts/bilingual_contact_sheet.py.

See operating guide for commands, error classification, streaming behavior, and verification. Routing boundaries are covered by evals/trigger_cases.json.

Output Contract

A successful paid call requires:

  • stdout JSON has ok: true;
  • final image exists and is non-empty;
  • metadata sidecar exists unless explicitly disabled;
  • detected format and dimensions are plausible;
  • actual_size_matches_request is checked rather than inferred;
  • edit metadata identifies each input by path, bytes, SHA-256, and dimensions.

Catalogs and dry runs do not prove endpoint support. Paid probes require user approval.

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