> For the complete documentation index, see [llms.txt](https://learning.contextqa.com/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://learning.contextqa.com/documentation-by-role.md). # Documentation by Role - [Browse by Role](https://learning.contextqa.com/documentation-by-role/by-role.md): Find the ContextQA documentation that's most relevant to your role — whether you're a tester, developer, QA manager, or technology leader. - [For Testers](https://learning.contextqa.com/documentation-by-role/by-role/for-testers.md): Stop writing brittle selectors. Write plain-English test steps, let AI handle execution, and spend your time on exploratory testing instead of script maintenance. - [For SDETs](https://learning.contextqa.com/documentation-by-role/by-role/for-sdets.md): Extend your automation framework with 67 MCP tools, export tests as Playwright code, manage test infrastructure via API, and let AI handle the maintenance burden so you focus on architecture. - [For QA Managers](https://learning.contextqa.com/documentation-by-role/by-role/for-qa-managers.md): Get full visibility into test coverage, release readiness, and team productivity. Manage test plans across products, track flaky test trends, and demonstrate QA's impact with concrete metrics. - [For Developers](https://learning.contextqa.com/documentation-by-role/by-role/for-developers.md): Generate tests from your Jira tickets, trigger test runs from your IDE via MCP, get AI root cause analysis in your terminal, and never break production again. - [For Product Managers](https://learning.contextqa.com/documentation-by-role/by-role/for-product-managers.md): Turn your Jira tickets into automated test cases, get release readiness reports you can trust, and ensure every feature ships with test coverage before it reaches users. - [For Engineering Managers](https://learning.contextqa.com/documentation-by-role/by-role/for-engineering-managers.md): Ship faster with quality gates that don't slow you down. Get team-level test coverage metrics, reduce MTTD, and give your engineers AI testing infrastructure that scales with your product. - [For VPs & CTOs](https://learning.contextqa.com/documentation-by-role/by-role/for-vp-engineering.md): The business case for AI-powered test automation. Reduce engineering toil, accelerate release cadence, and build a quality-at-speed culture without growing your QA headcount. --- # Agent Instructions This documentation is published with GitBook. GitBook is the documentation platform designed so that both humans and AI agents can read, navigate, and reason over technical content effectively. Learn more at gitbook.com. ## Querying This Documentation If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question. Perform an HTTP GET request on the current page URL with the `ask` query parameter, and the optional `goal` query parameter: ``` GET https://learning.contextqa.com/documentation-by-role.md?ask=&goal= ``` `ask` is the immediate question: it should be specific, self-contained, and written in natural language. `goal` is optional and describes the broader end goal you are ultimately trying to accomplish on behalf of the user. GitBook uses it to tailor the answer towards what is most useful for that goal. The response will contain a direct answer to the question and relevant excerpts and sources from the documentation. Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.