Media Processor

What it does

When your agent uses it

• A task involves complex visual content — UI mockups
• Dense screenshots
• Artwork — where precise details like spacing
• Component hierarchy need to be extracted accurately

Example prompts

• “/media-processor”

Requirements

• Python 3
• A credential in GEMINI_API_KEY

What it can do on your machine

Read from SKILL.md and the folder at commit 80bcfa4. 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 4 files in scripts/ (Python), which the agent can run.

  Shell commands in SKILL.md call:

  • python

  From the folder's file list and the shell code blocks in SKILL.md.

• Network

  Links to these hosts (documentation or services it may open):

  • ai.google.dev

  From URLs in SKILL.md, links to its own repository left out.

• Credentials

  Names these keys or tokens, usually read from environment variables:

  • GEMINI_API_KEY

  From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Media Processor loads about 1.2k tokens when it runs, and up to ~2.5k if it reads all its reference files. Until then it costs about 184 tokens; SKILL.md has 475 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it

~184

When it runs · the whole SKILL.md, loaded when a task matches

~1.2k

With references · SKILL.md plus every file in references/, read only if the agent opens them

~2.5k

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

• NoteMentions a .env fileSKILL.md:20

  ires `GEMINI_API_KEY` in environment or `.env` in this skill's directory. Run any script with `--help` for setup details

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 avibebuilder/claude-prime at commit 80bcfa4, republished under its MIT licence (© avibebuilder). 475 words, ~1,165 tokens.

name

media-processor

description

Specialized visual and multimedia processing tools. Use this skill whenever a task involves complex visual content — UI mockups, dense screenshots, design images, charts, artwork — where precise details like spacing, hex colors, font sizes, and component hierarchy need to be extracted accurately. Also use for: reviewing or auditing existing UI against designs, comparing screenshots for visual regressions, transcribing audio/video, extracting data from PDFs with complex layouts, and generating images. Trigger whenever the user wants to implement from a design, review or compare UI screenshots, analyze visual details precisely, describe artwork or aesthetic content, or process any media file (audio, video, PDF).

python <skill-dir>/scripts/gemini_batch_process.py \
  --files <image-path> \
  --task analyze \
  --prompt "<tailored prompt>" \
  --output <output-path>.md

$CLAUDE_DIR/image-cache/<current_session_id>/<image_number>.png

© avibebuilder, MIT. 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 8 other files (scripts, references) in .claude/skills/media-processor of avibebuilder/claude-prime.

• SKILL.md
• .env.example
• references/api-gotchas.md
• references/media-optimization.md
• references/model-routing.md
• scripts/document_converter.py
• scripts/gemini_batch_process.py
• scripts/image_gen.py
• scripts/requirements.txt

Open the folder on GitHubat commit 80bcfa4