Showcase: ATS Zero-Browser Gateway — Protocol-level MCP tool for Semantic Kernel agents

[ginugokz (ginugokz)]

Hi Semantic Kernel community! 👋

When building enterprise agents and multi-agent workflows (e.g. talent intelligence, recruitment copilots, or competitive labor monitoring) with Semantic Kernel, interacting with enterprise career portals (Workday, Greenhouse, Lever, Ashby) usually forces agents to use heavy browser automation (Playwright/Selenium) that consumes 800MB–1.2GB of RAM and introduces 45–60s latency spikes.

To optimize this for Semantic Kernel agents, I built ATS Zero-Browser Gateway:

• Protocol-Level Ingestion: Direct connection to internal backend JSON/CXS endpoints without launching a browser.

• Speed & Efficiency: Extracts 40+ jobs with descriptions, HTML, and compensation in 8.9 seconds at ~43MB of RAM.

• Deterministic Delta Tracking: Emits clean ADDED, REMOVED, or UPDATED lifecycle diffs so agents only process new or modified job postings.

• Model Context Protocol (MCP): Speaks native MCP so Semantic Kernel agents can call it with standard plugin/tool patterns.

• Apify Actor: Also runnable serverless on the Apify Store.

• 💻 GitHub Repo: https://github.com/ginugokz/ats-zero-browser-gateway

• 📦 Apify Store: https://apify.com/ginugokz/ats-zero-browser-gateway

Hope this serves as a fast, reliable tool for developers building career and enterprise agent workflows with Semantic Kernel!

Edited 17 Oct 2026: SmartRecruiters support was removed because its robots.txt disallows automated access. Supported: Workday, Greenhouse, Lever and Ashby.