SKAP

Web Automation Framework

Proven web automation framework that specializes browser agents for superior performance on web platforms. Validated with 33% improvement in task quality and outperforming larger models.

Validated Performance Results

MiniWoB++ Benchmark
33%
Better Performance
12%
vs Gemini-2.5-Pro
100%
Reliability
2,000+
Episodes

Rigorous evaluation on MiniWoB++ benchmark demonstrates SKAP's superior web automation capabilities

Technical Stack

Browser Automation
  • • Selenium WebDriver
  • • Playwright
  • • Puppeteer
  • • Chrome DevTools Protocol
LLM Integration
  • • GPT-4 / GPT-4O-Mini
  • • Claude 3.5 Sonnet
  • • Gemini 2.5 Pro
  • • Custom model support
Implementation
  • • Python 3.8+
  • • TypeScript/Node.js
  • • Web applications
  • • Cross-platform support

Three-Phase Web Automation Framework

1
Learn Phase

Browser agents observe web platform interfaces, documenting UI elements, interaction flows, and automation patterns using Selenium WebDriver.

Python Example:
driver = webdriver.Chrome()
driver.get("https://platform.com")
elements = driver.find_elements(By.CLASS_NAME, "button")
patterns = analyze_interaction_flows(elements)
2
Translate Phase

Observations are synthesized into structured, executable skill definitions with YAML metadata and WebDriver automation code.

SKAP File Structure:
---
name: "Web Form Automation"
platform: "*/forms"
skills: [form_fill, submit, validate]
---
3
Execute Phase

Generated SKAP files become the browser agent's automation playbook for autonomous web platform operation.

Autonomous Execution:
agent = SKAPAgent(skap_file="form-automation.skap.md")
result = agent.execute_skill("form_fill", data)
success_rate = monitor_performance(result)

Web Automation in Action

SKAP files contain specialized web automation expertise that enables browser agents to perform complex tasks with high reliability and performance.

Selenium WebDriver integration
Platform-specific UI element mapping
Error handling and recovery patterns
Performance monitoring and optimization
Start Building
ecommerce-automation.skap.md
LIVE
---
name: "E-commerce Automation"
platform: "*/shop"
version: "2.1"
author: "SKAP Web Automation"
---
# Skills
## product_search
skill: product_search
description: Search and filter products
category: navigation
priority: high
### WebDriver Steps:
- driver.find_element(By.ID, "search-input")
- element.send_keys(search_term)
- driver.find_element(By.CLASS_NAME, "search-btn").click()
- wait.until(EC.presence_of_element_located((By.CLASS_NAME, "results")))
## add_to_cart
skill: add_to_cart
description: Add selected items to shopping cart
category: transaction
priority: critical
### Automation Pattern:
- Locate product element by data-product-id
- Verify product availability status
- Click add-to-cart button with retry logic
- Confirm cart update via DOM observation

Proven Web Automation Performance

95%+
Task Completion Rate
Consistent high-performance automation
33%
Error Reduction
Compared to baseline browser agents
12%
vs Larger Models
SKAP-GPT-4O-Mini beats Gemini-2.5-Pro

MiniWoB++ Benchmark Validation: Rigorous evaluation across 2,000+ episodes demonstrates SKAP's superior web automation capabilities, with statistically significant improvements in task quality and completion rates.