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Most reliable test AI agent tools

As of the latest check, Glimind tracks 14 test AI agent (MCP) tools, of which 0 are healthy right now. The table below ranks them live-first by real-time reliability.

toolstatuswhat it does
test_fill_form
Mendoza86818/glance
unknownAuto-fill a formalternatives
get_test_history
gaffer-sh/mcp
unknownPass/fail history for a specific test.alternatives
get_test_run_details
gaffer-sh/mcp
unknownParsed individual results for one run.alternatives
search_failures
gaffer-sh/mcp
unknownSearch failures by error or test-name pattern, or list all recent failures.alternatives
upload_test_results
gaffer-sh/mcp
unknownUpload test results (write) — rate-limited and audit-logged.alternatives
get_flaky_tests
gaffer-sh/mcp
unknownTests with high flip rates (pass↔fail).alternatives
list_test_runs
gaffer-sh/mcp
unknownRecent test runs, filterable by commit/branch/status.alternatives
compare_test_metrics
gaffer-sh/mcp
unknownCompare test performance between commits or runs.alternatives
test_scenario_run
Mendoza86818/glance
unknownRun a multi-step test scenarioalternatives
test_scenario_status
Mendoza86818/glance
unknownCheck running scenario statusalternatives
test_assert
Mendoza86818/glance
unknownRun a single assertionalternatives
test_auth_flow
Mendoza86818/glance
unknownTest a login/signup flowalternatives
test_watch_events
Mendoza86818/glance
unknownWatch for DOM/network eventsalternatives
test_stop_watch
Mendoza86818/glance
unknownStop watching eventsalternatives

FAQ

What are the most reliable test MCP tools right now?

As of the latest check, Glimind tracks 14 test AI agent (MCP) tools, of which 0 are healthy right now. The table below ranks them live-first by real-time reliability. Glimind rates each neutrally (0–100) from safe liveness probes plus privacy-clean real-usage outcomes — see each tool's live page for its current score and a working alternative if it's down.

How does Glimind rank test tools?

Ranked live-first by current verdict (healthy → degraded → down), then by the neutral reliability score. Glimind sells no tools, so the ranking is unconflicted.

What if a test tool I need is down?

Every tool here links to its live alternatives — capability-matched substitutes that are healthy now. Or query https://glimind.com/v1/alternatives/{toolId}.

Live data via MCP/REST. Neutral ratings — Glimind only measures.

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