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AI & LLMs @borahm Updated 2/26/2026

Recipe To List OpenClaw Skill - ClawHub

Do you want your AI agent to automate Recipe To List workflows? This free skill from ClawHub helps with ai & llms tasks without building custom tools from scratch.

What this skill does

Turn recipes into a Todoist Shopping list. Extract ingredients from recipe photos (Gemini Flash vision) or recipe web pages (search + fetch), then compare against the existing Shopping project with conservative synonym/overlap rules, skip pantry staples (salt/pepper), and sum quantities when units match. Also saves each cooked recipe into the workspace cookbook (recipes/).

Install

npx clawhub@latest install recipe-to-list

Full SKILL.md

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recipe-to-listTurn recipes into a Todoist Shopping list. Extract ingredients from recipe photos (Gemini Flash vision) or recipe web pages (search + fetch), then compare against the existing Shopping project with conservative synonym/overlap rules, skip pantry staples (salt/pepper), and sum quantities when units match. Also saves each cooked recipe into the workspace cookbook (recipes/).

Create Shopping List (Gemini Flash + Todoist)

Target flow:

  1. Input is either a photo or a recipe web search
  2. Extract ingredients (Gemini Flash for photos; web_fetch text → Gemini for websites)
  3. Pull current Todoist Shopping list
  4. Compare using overlap + synonym mapping (kept conservative; only merge high-confidence equivalents like coriander↔cilantro, panko↔breadcrumbs)
  5. Update Shopping (default: add only missing items; skip salt/pepper)

Use the bundled script to handle the photo → ingredients → Shopping update part.

It also automatically saves a markdown entry into recipes/ (your cookbook knowledge base) and appends to recipes/index.md.

For recipe-name → web search, do it confirm-first using web_search + web_fetch, then feed the ingredients into the same update logic (and save the recipe).

Prereqs

  • Env: GEMINI_API_KEY (or GOOGLE_API_KEY) for Gemini
  • Env: TODOIST_API_TOKEN for Todoist
  • Bin: todoist (todoist-ts-cli)

Output formatting

  • Items are reformatted to start with the ingredient name, followed by a parenthetical quantity.
  • The Shopping list is kept flat (no Todoist sections/groups).

Run

python3 skills/recipe-to-list/scripts/recipe_to_list.py \
  --image /path/to/photo.jpg \
  --title "<optional title>" \
  --source "photo:/path/to/photo.jpg"

Optional flags

  • --model gemini-2.0-flash (default; falls back automatically) or any compatible Gemini vision model
  • --dry-run to print extracted items without creating tasks
  • --prefix "[Recipe] " to prefix each created task
  • --no-overlap-check to skip checking your existing Shopping list
  • --include-pantry to include salt/pepper
  • --no-save to skip saving into recipes/

What to send to the model

The script prompts Gemini to return strict JSON:

{
  "items": ["2 large globe eggplants", "kosher salt", "..."],
  "notes": "optional"
}

If parsing fails, rerun with a clearer crop (ingredients list only) or provide a manual list.

Original URL: https://github.com/openclaw/skills/blob/main/skills/borahm/recipe-to-list

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