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Choose a workflow based on the tasks, permissions, and review process required. A feature list is not a substitute for testing the tool on representative code.

主なポイント

• Compare the level of action and required permissions.
• Test with the actual repository.
• Measure reviewed, correct outcomes.

Distinguish suggestion tools from action-taking tools. Inline completion proposes text; an agent may edit files, execute commands, or interact with services. The latter requires clear boundaries, observable progress, and control over consequential actions. Evaluate repository understanding. Check whether the tool follows local conventions, finds relevant tests, respects existing changes, and uses the correct framework version. A polished answer about a generic project may not fit the codebase in front of it. Measure the complete development workflow. Count review and correction time, regressions, maintainability, and the quality of the final result. More generated lines or faster first drafts do not necessarily mean faster delivery of a correct change. Review data handling, execution permissions, and licensing for the specific tool and account. Preserve a way to inspect changes before applying or publishing them. Use current documentation for supported integrations and limits, and retest meaningful tasks after major updates.

1. Imagine tool A creates a patch in one minute but requires 20 minutes of correction, while tool B takes five minutes and needs two minutes of review.
2. Include the verification and correction work when comparing completion time.
3. Inspect maintainability and regressions before treating the faster draft as the better development outcome.

The invented timings illustrate a workflow-level comparison, not a benchmark of real products.