API Testing

MCP vs REST APIs vs Plugins — The shift from calling systems to thinking systems. Essential reading for QA engineers.

Why MCP matters for AI agents — Day 2. Four real-world use cases of Model Context Protocol in QA automation, DevOps and…

From Pytest scripts to autonomous API test agents — building intelligent testing systems with Autogen. How AI transforms repetitive API automation.

Why static API assertions are dying and how AI reasoning is redefining API testing in 2026. Dynamic validation, intelligent assertions and real…

How I used GPT-5 to auto-generate Pytest API tests from a Swagger file. Build self-healing scalable API test automation from your existing…

Pytest AI in 2026 — the rise of autonomous self-healing test runners. Auto-generated test cases, intelligent failure analysis and the future of…

AI Agents vs Agentic AI — stop confusing these two concepts. 90% of developers get this wrong. Clear explanation with real examples…