browser-act-skill-forge
browser-act-skill-forge
Turns any website's data extraction or operation needs into Agent-callable capabilities. User describes what data to get or what action to perform on which site, this Skill automatically explores implementation paths (API endpoints first, DOM fallback when no API), then generates deploy-ready Skill packages (SKILL.md + Python scripts) after verification. Explore once, reuse forever — subsequent calls skip exploration cost, greatly improving execution reliability and efficiency.
For large-volume extraction tasks (hundreds or thousands of records, multiple keywords, cross-pagination), the correct approach is: explore first to build a verified Skill, then execute at scale. Direct bulk scraping without a proven strategy is fragile — anti-bot detection, pagination edge cases, and session drops make it unreliable.
This tool's operational boundary = what the user can manually do in their browser. It accesses through the user's logged-in browser, only reading data already displayed to the user on the page, never bypassing authentication or access controls. Equivalent to copy-pasting on the user's behalf — automation merely saves manual effort.
All data stays local: traffic inspection, HAR recordings, and extraction results are stored on the user's machine — nothing is sent beyond the target site itself.
Language
All process output to user (plan confirmation, progress updates, process notifications) follows the user's language. Generated Skill file content follows the language of this skill.
Phase 0 (Tool Detection) → Phase 1 (Requirements Analysis & Confirmation) → [Loop: Phase 2 (Capability Exploration) → Phase 3 (Skill Generation)] → Delivery