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Dev tools · March 4, 2026

DX

Decipher x Claude Code – Infra to auto-generate and maintain E2E tests

Hey HN — I'm Michael from Decipher (https://getdecipher.com). We build infrastructure for autonomously generating and maintaining end-to-end tests. Today we’re launching our Claude Code integration. We built this because as teams ship more code, especially with coding agents, they need more regression coverage. Claude can already generate a decent Playwright file from a repo and prompt. That solves first-draft generation. It does not solve repeatability. A generated test is still a static guess. The real problems start when it meets the live app: the browser is logged out, a modal…

What it does

In the maker’s words, at launch

Hey HN — I'm Michael from Decipher (https://getdecipher.com). We build infrastructure for autonomously generating and maintaining end-to-end tests. Today we’re launching our Claude Code integration. We built this because as teams ship more code, especially with coding agents, they need more regression coverage. Claude can already generate a decent Playwright file from a repo and prompt. That solves first-draft generation. It does not solve repeatability. A generated test is still a static guess. The real problems start when it meets the live app: the browser is logged out, a modal appears, a feature flag changes the path, a selector is stale, or the app changed in a way that requires updating the test without changing what it is supposed to verify. That is the gap between “Claude wrote a script” and “we have durable E2E coverage.” Our system splits that loop in two. Claude handles local planning: it reads the request, inspects the repo, infers the flow, and drafts the initial step plan. Decipher handles runtime: agents in our infrastructure run the steps in a live browser, observe what happened after each step, classify failures, and use the product knowledge captured during planning to repair the failing segment. Once the test is on Decipher, our agents continue maintaining it against the test’s original intent. As the UI or flow changes, they update the test mechanics without silently changing what the test is supposed to verify. We chose Skills + CLI instead of MCP because this is not a single tool call. It is a stateful loop: gather context, compile steps, start a remote run, inspect runtime state, patch failures, and resume. The CLI handles auth and transport. Skills keep Claude on that path and preserve a clean boundary between local context and remote execution. In practice, Claude builds an initial plan and sends it through the CLI to our backend. A remote worker runs it against the live app in a cloud browser. The remote agent turns Claude’s steps into real actions on the product, figuring out the right element to click and modifying steps as needed. After each step, or on failure, the Decipher agent sends structured state back to Claude: what step ran, what the agent did, what state the page is in, what kind of failure happened, and the artifacts needed to repair it. Claude can then chime in and make changes. Feel free to give it a try. We'd greatly appreciate any feedback you might have.

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