secret_in_llm_promptSecret In Llm Prompt — a PullGuard finding type. Findings of this type appear in the PR comment, Step Summary, SARIF (GitHub Security tab / IDE viewers), and the HTML report, each with severity, location, and the remediation guidance below.
// Before (VULNERABLE): the credential becomes provider-visible prompt data
const prompt = `Connect with key ${process.env.DB_API_KEY} and summarise`;
await openai.chat.completions.create({ messages: [{ role: "user", content: prompt }] });
// After (SAFE): the model never needs the credential — do the privileged
// work app-side and prompt with the RESULT
const rows = await db.query(summaryQuery); // app holds the credential
await openai.chat.completions.create({ messages: [{ role: "user", content: `Summarise: ${JSON.stringify(rows)}` }] }); // WHY: the provider may retain/log prompt content — send placeholders,
// keep the mapping app-side.
const redacted = redactPii(record); // "SSN: <SSN_1>"
const answer = await llm.invoke(buildPrompt(redacted.text));
return redacted.restore(answer); // re-substitute locally Suppress a confirmed non-issue with a committed .pullguardignore
entry (pullguard ignore locally, or comment
/pullguard ignore <fingerprint> <reason> on the PR — the
fingerprint is printed in the PR comment’s Triage section). Entries support
expiresAt for time-boxed snoozes.
Security findings at major or critical severity — and any critical finding —
always surface: .pullguardignore cannot hide them. The reviewed
paths that keep them visible are acknowledged (reviewed, stays in reports)
and, for a confirmed false positive, a reasoned false_positive entry —
visible and audited, excluded only from the merge block.