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Vibe coding security: from local signal to shared gate.

See how Vibe coding security fits local review, which evidence Code Radar produces, where coverage ends, and how trusted findings move into CI.

Start this workflow locallySee workflow evidence
radar scan . --quick

What Vibe coding security means here.

For vibe coding security risks, start with a local scan, inspect the finding evidence, repair the change, and promote only trusted signals into a shared pull-request gate.

Solution

Evidence to inspect

Use “Vibe coding security: from local signal to shared gate.” as the scope for this decision: verify the input, finding detail, workflow handoff, and product boundary before you install or buy.

CriterionEvidence to inspectBoundary
Input scopeSelected files, configuration, scan mode, and enabled rules.Only included paths and configured checks are evaluated.
Finding detailFile, line, rule ID, severity, explanation, and repair direction.Illustrative output is not a result from your repository.
Workflow handoffLocal result, report format, agent context, and optional CI signal.Enable exports or CI only when the workflow needs them.
Decision fitUse the same criteria on a real repository before choosing a plan or tool.No universal winner or guaranteed outcome is claimed.
Solution

Start this workflow locally

Start this workflow locally

Coverage and concrete signals

Plausible but brittle generated code, missing guards, oversized changes, and scoped repair prompts.

  • Audience: Teams using AI-assisted development that need generated changes checked before review.
  • Evidence to inspect before you trust the result.: A repeatable local scan, finding context an agent can use, and a rescan before the branch reaches CI.
  • Boundary: Scanner findings support human review; they do not validate every product requirement or runtime path.
  • Workflow: generated changes · repair prompts · rescan · pull-request gate
Use case: review ai generated codeChoose the next page that matches the remaining implementation or evaluation step.MCP: mcpChoose the next page that matches the remaining implementation or evaluation step.Download: downloadChoose the next page that matches the remaining implementation or evaluation step.

From local signal to shared gate.

Vibe coding security: Use the smallest workflow that proves value. Each later step should reuse evidence the team already understands. A repeatable local scan, finding context an agent can use, and a rescan before the branch reaches CI.

StepCommand or actionDecision
1Run a quick local scanIs the signal useful?
2Inspect and repair findingsIs the fix specific and reproducible?
3Export portable evidenceDoes the reviewer need SARIF, JSON, or HTML?
4Promote the trusted threshold to CIWhich severity should block a pull request?
radar scan . --quick
radar scan . --format sarif --fail-on high
Official source

Primary sources

Solution

Start with the problem you need to solve.

Open page →
InstallInstall RadarProofSee sample reportGitHub Actions SARIFGitHub Actions security scanner with SARIF output.

Validate the workflow on your own code.

Apply this page’s evidence to one real repository. For “Vibe coding security: from local signal to shared gate.”, confirm which finding is produced, whether the proposed next step is reproducible, and where local scanning, reports, agents, or CI should stop or expand.

Start this workflow locallySee workflow evidence