AI Test Case Generation with MCP Server: Example Prompts and Setup
Updated November 2026: setup for Claude Code, Claude Desktop, Cursor, Windsurf, and Codex, plus 17 MCP tools and example prompts for AI test case generation.
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Insights, tutorials, and updates on software testing and QA
10 Best AI Test Case Generation Tools (2026 Comparison)
Updated November 2026: compare 10 AI test case generation tools for requirements, Jira, screenshots, APIs, and UI automation, with features and pricing.
Generate Test Cases from User Stories Using AI
Updated November 2026: learn how to generate test cases from user stories and Jira requirements using AI. Step-by-step guide with TestCollab's QA Copilot.
Infinite Code, Infinite Risk: Why Verification is the New Coding
Updated November 2026: AI has made code creation cheap, but verification remains hard. Why testing now starts with specs, and what coding agents leave out.
Risk-Based Testing: A Practical Guide for the AI Era
Learn how to prioritize your testing with risk-based testing. Covers the traditional framework, practical examples, and how AI transforms test prioritization.
How to Do Security Testing with AI Using Your Own Checklist
Learn how to do security testing with AI using your own checklist. Connect TestCollab and OpenCode, run checks on demand, and keep evidence after each run.
Agentic QA Grew Up. Trust Still Needs a Human Go-Ahead
Agentic QA can run almost any test instruction today. Why the go-ahead still belongs to a human, and why judgment is now the real moat of a QA career.
How to Test AI Agent Guardrails: Prompts as Test Cases
AI agent guardrails are requirements. See how to test them with prompt groups in Gherkin feature files and get a result for each prompt in TestCollab.
Model Context Protocol (MCP) for QA Teams: How to Test It
Updated October 2026: what MCP is, how QA teams use it, and how to test an MCP server and the agent on it with prompt groups, test datasets and TestCollab.
BDD Test Management from Git: What's New in tc sync
BDD test management from Git just got better: Scenario Outline datasets, Cucumber results without IDs, and archived scenarios instead of deleted test cases.
EU AI Act Compliance Checklist: Requirements, Deadlines, and Test Evidence (2026 Update)
Updated September 2026: EU AI Act compliance checklist with current deadlines, high-risk and GPAI requirements, penalties, and the test evidence auditors want.
Security Testing Is the Proof of Work for AI Slop Code
AI slop code has turned security testing into proof of work: costly human verification that buys trust. Why this era is temporary, and what outlasts it.
