~/talk

Data-Driven API Test Case Generation Using AI and Model Context Protocol

Talkat PNSQC 2026 Quality Jam · on Thursday, 2026-01-22· [ai-assisted-development, testing]
links:none on file
slides:none on file

Model Context Protocol standardizes giving LLMs live data and actions, claiming to accelerate API and UI test generation by connecting repos, CI results, tickets and services into one context. MCP launches in Nov 2024 with 30 demo servers, grows to over 10,000 active public MCP servers, and powers runnable Playwright automation script generation, GitHub/Hostman API test edits, and Jira-driven spec-to-test workflows. Vendors take over servers and foundations steward governance; examples show end-to-end reads, writes, and actions.

AI-written summary · about

  1. 0:00MCP and AI introduction
  2. 1:51Model Context Protocol explained
  3. 3:19MCP history and growth
  4. 4:44Why QA needs MCP
  5. 6:11MCP servers for QA
  6. 7:13API testing with MCP
  7. 8:37MCP use cases
  8. 9:19Adopting MCP steps
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