TurnSignal
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- FlicenseAqualityBmaintenanceEnables AI assistants to summarize Playwright test runs, identify flaky tests, heuristically triage failures, generate Playwright test stubs, and retrieve recent GitHub CI status through MCP tool calls.5-

squally-mcpofficial
AlicenseAqualityBmaintenanceEnables coding agents to read Squally CI data, including test results, flakiness, and failure diagnostics.786 npmMIT- AlicenseNot gradedqualityAmaintenanceEnables AI agents to run, debug, and inspect Playwright end-to-end tests, returning structured pass/fail stats, failure diagnostics with actionable fix hints, live DOM inspection, selector validation, visual diffs, and flakiness verdicts instead of raw test output.998 npmMIT

failure-reportofficial
AlicenseNot gradedqualityBmaintenanceEnables querying Playwright test failure reports and execution results directly from AI assistants, allowing retrieval of test outcomes, failures, and report details.MIT- FlicenseAqualityBmaintenanceAllows LLM agents to query Playwright JSON test results for run summaries and failure information.2-
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TDQS
Scored across 4 tools
Each tool targets a clearly distinct scope: recent_runs lists runs, run details a single run, test_history tracks one test across runs, and flaky_tests aggregates flaky tests over a time window. The descriptions explicitly state the progression (find a run, inspect it, drill into a test) so an agent can pick the right tool without overlap confusion.
All names use a consistent turnsignal_ prefix with snake_case, giving a predictable pattern. The only minor wrinkle is the noun-phrase style (run vs recent_runs, test_history, flaky_tests) with a singular/plural pair that could momentarily blur, but it remains readable and coherent.
Four tools is a tight, well-scoped set for a read-only CI test inspection domain, with each tool covering a distinct layer (runs, run detail, test history, flaky aggregation). No tool feels redundant or missing at this scale.
The surface covers the core diagnostic lifecycle: find runs, explain a run, trace a single test over time, and surface flaky tests. Minor gaps exist (e.g. no way to list all tests in a run, compare runs, or fetch raw logs), but agents can work around these via the run detail tool.