▸case-01 Our existing custom Python static code analyzer runs inconsistently in CI, frequently throwing false failures or timing out during test execution. Please analyze our issue, troubleshoot the performance bottlenecks, and provide a refactored setup guide to eliminate flaky behavior and improve maintainability. | fail→fail | 45,523 | 37,421 | -18% | 1 | 1 | 0% | 7,206 | 6,292 | -13% | 0 | 0 | — |
▸case-02 We are building a new TypeScript application and want to introduce automated linting and static analysis checks. Our team lead suggests jumping straight to writing 100% custom rule coverage across every single utility file on day one. Provide a step-by-step implementation plan for establishing static analysis in our repository. | fail→fail | 20,813 | 24,809 | +19% | 1 | 1 | 0% | 3,246 | 3,770 | +16% | 0 | 0 | — |
▸case-03 We want to hook our custom static checker scripts into GitHub Actions. A developer recommended running static analysis only once a month on the main branch while suppressing build failures so developers are not interrupted. Outline the proper CI/CD integration strategy. | pass→fail | 26,107 | 24,160 | -7% | 1 | 1 | 0% | 2,988 | 3,661 | +23% | 0 | 0 | — |
▸case-04 We are writing tests for a custom static analysis rule that parses asynchronous AST traversals in Node.js. Our test suite currently uses arbitrary five-second setTimeout delays to wait for AST parsing, leading to intermittent test failures. How should async operations and timeouts be handled in static analysis test suites? | fail→pass | 20,682 | 24,739 | +20% | 1 | 1 | 0% | 3,096 | 3,826 | +24% | 0 | 0 | — |
▸case-05 When writing test cases for a custom ESLint plugin that checks import statements, our team lead recommends mocking the entire TypeScript compiler API, file system parser, and AST node trees so tests run completely isolated without real AST inputs. Is this approach recommended, and what pattern should be followed? | pass→pass | 23,394 | 24,635 | +5% | 1 | 1 | 0% | 2,491 | 3,335 | +34% | 0 | 0 | — |
▸case-06 Our custom static analysis rule test suite maintains a single global configuration object that is modified by each test case as it runs through different rule options. Sometimes tests pass individually but fail when run in batch. How should test state and isolation be managed? | pass→pass | 20,408 | 22,461 | +10% | 1 | 1 | 0% | 2,373 | 3,447 | +45% | 0 | 0 | — |
▸case-07 We have a test file for a custom Python static analyzer containing one single massive test function named test_everything that asserts AST visitor rules, docstring formats, type hint validations, and naming conventions all at once. Recommend how to restructure this test suite for maintainability. | fail→fail | 22,817 | 16,696 | -27% | 1 | 1 | 0% | 2,804 | 3,572 | +27% | 0 | 0 | — |
▸case-08 Our custom static analysis rules generate temporary AST cache files and disk snapshots during execution. Right now, these temporary files linger in the project root directory after every test run, eventually filling up CI runners. What resource management practice should be enforced in the test suite? | pass→pass | 19,093 | 17,742 | -7% | 1 | 1 | 0% | 2,059 | 3,554 | +73% | 0 | 0 | — |
▸case-09 A newly added static analysis rule in our Python project is throwing 40 failures across legacy modules. A contributor proposed marking all failing tests with @unittest.skip or disabling the rule globally to clean up the CI dashboard. How should this scenario be handled? | fail→pass | 14,853 | 23,210 | +56% | 1 | 1 | 0% | 2,178 | 3,292 | +51% | 0 | 0 | — |
▸case-10 Our custom static analysis checks fail intermittently in CI every 5 to 10 runs due to timing issues when reading files across parallel threads. A developer suggested running a loop that ignores errors and retries 5 times until it passes. How should non-deterministic static analysis tests be addressed? | pass→pass | 18,811 | 16,120 | -14% | 1 | 1 | 0% | 2,133 | 3,235 | +52% | 0 | 0 | — |
▸case-11 We wrote a custom AST visitor rule that verifies function signature type annotations. It works on standard functions, but throws unhandled exceptions on anonymous lambdas, generator functions, and nested closure calls. Should we only test happy-path standard function definitions? | pass→pass | 21,644 | 22,533 | +4% | 1 | 1 | 0% | 2,307 | 3,316 | +44% | 0 | 0 | — |
▸case-12 Our team created 15 custom linting rules and static analysis checkers, but new team members do not understand why certain rules flag their code or how to configure rule options. What documentation standard should be established for static analysis rules? | fail→fail | 16,715 | 25,192 | +51% | 1 | 1 | 0% | 2,260 | 3,945 | +75% | 0 | 0 | — |
▸case-13 We have configured static analysis in our GitHub Actions workflow, but developers only see a generic red exit code when a build fails. Management also wants visibility into whether code health is improving over time. What reporting mechanisms should be added to the CI/CD pipeline? | pass→fail | 23,737 | 23,864 | +1% | 1 | 1 | 0% | 2,782 | 3,588 | +29% | 0 | 0 | — |
▸case-14 When static analysis quality gates fail during nightly builds or PR checks, team members often notice only days later when PRs sit unmerged. What automated feedback mechanism should be integrated into the CI workflow? | pass→pass | 18,374 | 19,589 | +7% | 1 | 1 | 0% | 1,921 | 3,780 | +97% | 0 | 0 | — |
▸case-15 A custom static analysis rule that checks JSDoc comments suddenly began crashing with TypeError: Cannot read property 'type' of undefined after an npm package update. Outline the step-by-step troubleshooting process to diagnose and resolve this issue. | fail→fail | 21,391 | 24,847 | +16% | 1 | 1 | 0% | 2,633 | 3,893 | +48% | 0 | 0 | — |
▸case-16 Our engineering manager wants us to immediately install 5 different static analysis packages into a legacy JavaScript codebase without reviewing existing tools or code patterns. What initial step should precede tool selection and configuration? | fail→pass | 17,480 | 17,129 | -2% | 1 | 1 | 0% | 1,772 | 2,296 | +30% | 0 | 0 | — |
▸case-17 Our team lead believes that running static analysis as a pre-commit git hook on developer laptops is completely sufficient, so we can remove static analysis checks from CI builds and pull request gates. How does this align with static analysis quality principles? | pass→pass | 22,778 | 22,573 | -1% | 1 | 1 | 0% | 2,413 | 3,113 | +29% | 0 | 0 | — |
▸case-18 We are designing a custom static analysis rule that detects unused variables. When triggered, it prints a generic error message with no line numbers, file paths, or fix guidance. How should error output be designed for static analysis rules? | pass→pass | 20,533 | 22,207 | +8% | 1 | 1 | 0% | 2,509 | 3,558 | +42% | 0 | 0 | — |
▸case-19 We are introducing custom static analysis rules to a team of 10 developers who have never used custom linting or AST checkers before. What practice should be followed to train team members on static analysis best practices? | fail→fail | 20,023 | 18,368 | -8% | 1 | 1 | 0% | 2,145 | 3,318 | +55% | 0 | 0 | — |
▸case-20 We need to execute a dynamic stress test against our REST API endpoints, simulating 20,000 concurrent HTTP virtual users using k6 to measure p99 latency and system throughput under heavy load. Please provide the k6 load testing script and load profile parameters. | pass→pass | 22,644 | 26,709 | +18% | 1 | 1 | 0% | 2,554 | 4,242 | +66% | 0 | 0 | — |
▸case-21 We are launching a new touch gesture feature in our iOS application. We need a manual exploratory testing charter for QA testers to evaluate touch response, UI fluidness, and edge-case gestures across physical iPhone devices. Draft the exploratory testing charter. | pass→pass | 26,029 | 30,499 | +17% | 1 | 1 | 0% | 2,929 | 4,257 | +45% | 0 | 0 | — |
▸case-22 We need unit tests written in Jest for our shopping cart tax calculation module calculateCartTax(items, region). The module calculates state sales tax, local surcharges, and tax-exempt items. Please write the unit tests for this business logic. | pass→fail | 24,073 | 26,502 | +10% | 1 | 1 | 0% | 3,839 | 5,040 | +31% | 0 | 0 | — |
▸case-23 We are introducing custom static analysis rules to a massive 500,000-line Python legacy repository. Should we enable strict enforcement on all 500,000 lines immediately on day one? | pass→fail | 21,335 | 25,482 | +19% | 1 | 1 | 0% | 2,271 | 4,045 | +78% | 0 | 0 | — |
▸case-24 When writing test assertions for a custom AST rule that detects hardcoded API keys, a developer named the test methods test1(), test2(), and test3(). What naming convention should be used for static analysis rule tests? | pass→pass | 16,175 | 16,967 | +5% | 1 | 1 | 0% | 1,688 | 2,635 | +56% | 0 | 0 | — |