Agentic QA

Agentic QA is a multi-agent AI system designed to autonomously plan, write, execute, and report tests for REST APIs, web UIs, and Python codebases. Powered by LangGraph, it orchestrates specialized agents—including an Orchestrator, Planner, Writer, Executor, and Reporter—to execute complete end-to-end quality assurance cycles without requiring manually written initial test suites.

Key Features of Agentic QA

• Multi-Agent Orchestration: Uses LangGraph to coordinate Orchestrator, Planner, Writer, Executor, and Reporter agents.
• Multi-Target Support: Generates and runs tests for REST APIs (via pytest + httpx), Web applications (via Playwright), and Python codebases.
• Human-In-The-Loop Setup: Offers an interactive approval flow to inspect, modify, or add test cases before execution.
• Self-Heal Capabilities: Automatically attempts to rewrite and retry failing tests to correct non-deterministic assertions.

Benefits of Using Agentic QA

• Accelerated Test Coverage: Rapidly bootstraps runnable test suites for APIs and web UIs with minimal manual scripting.
• Adaptive Testing: Self-healing execution loops dynamically resolve minor locators and assertion updates.
• Comprehensive QA Insights: Instantly generates structured markdown or HTML reports to trace coverage and execution metrics.

For quality assurance engineers and automation developers, Agentic QA serves as a powerful framework to streamline test creation and execution, helping teams maintain high software standards through intelligent, agent-driven QA workflows.