Prompt Debugger is a free prompt. Paste a prompt that keeps giving you bad answers, plus one bad answer. Get the exact lines causing it and a fixed prompt.
It is not always the right tool. Here is when something else wins, and when it does not.
Dedicated tool
Prompt optimizers like Anthropic's prompt improver
Pick it if
You want a prompt rewritten to best-practice structure.
Pick Prompt Debugger if
You have one specific failure and want the line causing it named before anything is rewritten.
By hand
Trial and error
Pick it if
The prompt is short.
Pick Prompt Debugger if
You have already tried caps, repetition, and 'please', and it is getting worse.
0:08What actually shippedLogin on staging, pricing table render, stripe package installed. Plan change is still a stub. PayPal left alone on purpose.
0:16What is brokenWebhook 400, missing signature check, BillingForm customerId null, receipt email not wired. Ranked by what blocks the rest.
0:24Tomorrow's first promptA paste-ready prompt that starts at the webhook 400, forbids touching PayPal, and asks for a signature check plus a failing test.
No daily video for this drop yet. The in and out lines above are the preview.
0:00The callPOST /api/refunds returned 401 bad signature twice. The body says the prefix should be sha256=. They may have signed with the example placeholder.
0:08What brokeThe server rejected the signature. The status is not a transient outage. The prefix note is a hint about the header format.
0:16The changeSign the raw body with the real secret, prefix the header with sha256=, and keep the same idempotency key so a later success does not double-apply.
0:24RetryDo not retry the same bytes. Retry once after the header changes. Forging a signature for someone else's API is out of scope.
No daily video for this drop yet. The in and out lines above are the preview.
Questions
What are the alternatives to Prompt Debugger?
Prompt optimizers like Anthropic's prompt improver (dedicated tool); Trial and error (by hand). On One Agent a Day, Test Plan from the Prompt, Tutorial Gap Finder, Session Handoff, API Error Explainer do a similar job.
When is Prompt optimizers like Anthropic's prompt improver better than Prompt Debugger?
Prompt optimizers like Anthropic's prompt improver is the better pick when you want a prompt rewritten to best-practice structure. Prompt Debugger is the better pick when you have one specific failure and want the line causing it named before anything is rewritten.
When is trial and error better than Prompt Debugger?
Trial and error is the better pick when the prompt is short. Prompt Debugger is the better pick when you have already tried caps, repetition, and 'please', and it is getting worse.
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