Harvest Structured

SkillDev tools

Structured data extraction - tables, pricing, products, API endpoints with schema

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Harvest Structured skill

What this skill tells your AI

The instructions your AI receives, as published by vibeeval/vibecosystem in skills/harvest-structured/SKILL.md and read by ahel’s review.

Extract structured data from web pages using user-defined schemas. Turns messy HTML into clean JSON/CSV - pricing tables, product listings, API endpoint docs, comparison matrices.

Usage

/scrape <url> --schema "<field descriptions>"

Examples

# Extract pricing data
/scrape https://example.com/pricing --schema "plan_name, price, features[], cta_text"

# Extract product listings
/scrape https://store.example.com/products --schema "name, price, rating, reviews_count, image_url"

# Extract API endpoints
/scrape https://docs.api.com/reference --schema "method, path, description, parameters[], response_code"

Schema Definition

Define fields as comma-separated names. Use [] for arrays:

name            → Single text value
price           → Single value (auto-detects currency)
features[]      → Array of items
description     → Long text
url             → Auto-detects links
image_url       → Auto-detects image sources

How It Works

  1. Fetch page content
  2. Parse schema definition
  3. Use CSS selectors or LLM extraction to match fields
  4. Validate extracted data against schema
  5. Output as JSON (default) or CSV

Output Format

JSON (default)

[
  {
    "plan_name": "Pro",
    "price": "$29/mo",
    "features": ["Unlimited projects", "Priority support", "API access"],
    "source_url": "https://example.com/pricing"
  }
]

CSV

plan_name,price,features,source_url
Pro,"$29/mo","Unlimited projects; Priority support; API access",https://example.com/pricing

Integration

  • growth: Competitor pricing extraction
  • migrator: Changelog/breaking changes extraction
  • tech-radar: Feature comparison across tools
  • data-analyst: Structured data for analysis

Rules

  • Only extract publicly visible data
  • Respect rate limits (1 req/sec)
  • Validate schema before extraction
  • Report confidence per field (high/medium/low)
  • Output includes source URL for every record

Signals

GitHub stars
530
Forks
44
Last commit
Aug 2026
Advanced
Catalog kind
skill
Gateway key
harvest-structured
Source
github.com/vibeeval/vibecosystem