developers
Windsurf's Cascade AI can plan, code, and execute across your entire codebase — but it has no way to verify the running app works from a user's perspective. HelpMeTest connects to Windsurf via MCP, letting you describe tests in plain English, run them without leaving your session,
developers
Cursor writes code fast. But it has no way to verify that the running app behaves correctly from a user's perspective. HelpMeTest connects to Cursor via MCP — describe tests in plain English, run them without leaving your session, catch regressions before they reach production. Key Takeaways Cursor accelerates
ai-automation
AI agents fail differently than traditional software. Standard APM tools catch crashes and latency spikes, but they miss the failures that matter most: wrong tool selection, context loss across turns, silent quality degradation, and outputs that look correct but aren't. AI agent observability requires a different approach. Key
developers
Most early-stage startups ship without a QA team — and that's fine. The mistake is confusing "no QA team" with "no testing strategy." This playbook gives you the minimal testing system that catches the bugs that matter without slowing you down: a pre-ship
developers
OpenAI Codex can implement features, write PRs, and run your existing tests. What it can't do is write good tests for flows it hasn't been told to test. This guide covers the QA layer you need to add alongside Codex — specifically for end-to-end coverage
developers
GitHub Copilot is excellent at generating unit tests. It's less useful for behavioral testing — verifying that your running app works the way real users experience it. This guide covers both: how to get the most out of Copilot for test generation, and how to add the behavioral layer
developers
Playwright MCP is a Model Context Protocol server that lets AI agents (Claude, Copilot, Cursor) control a browser using the accessibility tree instead of screenshots. It's useful for AI-driven browser automation — but it still requires local Playwright and doesn't replace a proper test automation strategy.
developers
LLM testing is not the same as unit testing — and trying to apply the same techniques gets you coverage that looks good and catches nothing. This guide explains the 3 layers of LLM application testing: evals (for model output quality), integration tests (for tool calls and APIs), and end-to-
developers
Claude Code lets you ship features in minutes. Without behavioral testing, you're shipping blind. HelpMeTest connects to Claude Code via MCP — write tests in plain English, run them without leaving your coding session. No test code, no framework setup, no CI configuration required. Key Takeaways AI accelerates feature
developers
AI coding tools write the happy path beautifully. This checklist covers the 12 categories they consistently skip — the ones that get you paged at 2am or show up in a bug report from a user who just saw someone else's data. Key Takeaways AI optimizes for the demo,
developers
Your team stopped reviewing AI-generated code. Not out of laziness — because it's impossible to keep up with. Codex, Claude Code, and Cursor now produce thousands of lines per day. Nobody wrote it. Nobody owns it. If it passes tests, it ships. That's the new pipeline:
developers
Anthropic just shipped multiagent orchestration for Claude — agents that delegate tasks to specialized subagents and self-correct based on outcomes. Harvey, Netflix, and Wisedocs are already using it. The part nobody's talking about: when three agents collaborate on a result, who verifies the result actually works? Key Takeaways