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Code quality · Updated 2026-09-17

False positive

A finding that is reported but is not a real problem — the single biggest driver of whether a review tool survives contact with a team.

What it is

A false positive is the tool crying wolf: a flagged vulnerability that is unreachable, a “bug” that the surrounding code already handles, a style complaint on a file your team deliberately formats differently.

It is worth separating three things that get lumped together, because they have different fixes:

  • Factually wrong — the tool described the code incorrectly. Fix: better context.
  • Factually right, irrelevant — true but not something your team cares about. Fix: rules and configuration.
  • Factually right, wrong severity — real but flagged as blocking when it is a nitpick. Fix: severity tuning.

Why it matters

The economics are brutal and asymmetric. A missed bug costs you once, later. A false positive costs you every time a developer reads it, and a handful of them teaches the whole team to stop reading. Tools do not usually fail because they find too little; they fail because the team stopped looking.

Why it matters when you are evaluating

Measure it during the trial rather than trusting a published precision figure, which will have been measured on a codebase that is not yours. A workable protocol: for two weeks, tag every finding as acted-on, acknowledged-but-ignored, or wrong. Anything below roughly half acted-on will not survive.

Then ask the follow-up that separates the tools: when you mark something wrong, does the tool learn, or will it say the same thing tomorrow?

Common mistakes

  • Optimising for recall in a trial and discovering the noise cost after rollout.
  • Counting nitpicks as successes because they are technically correct.
  • Letting the tool block merges before you know its false positive rate.

[ Tools where this matters ]

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See which tools actually deliver this

Scored against 9 standards, with the source for every claim.

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