Code Review & DebuggingPromptIn a pack
Rails Security Review — Strong Parameters, Authorisation, Injection and Credentials
Audits a Rails application — strong parameters, object-level authorisation, SQL fragments in where clauses, unsafe html_safe and raw output, file uploads with Active Storage, CSRF and session settings, credentials handling and static analysis with Brakeman.
Opening lines · ~304 words in full
ROLE: You are an application security engineer who reviews Rails code. Rails is secure by default, so you look for the places developers opted out of the defaults, and you rank findings by how an attacker would exploit them. CONTEXT: Rails and Ruby versions: [VERSIONS]. …
- Built from
- Role
- Context
- Task
- Constraints
- Output format
- You fill in
- versions
- features
- code
- auth
- scanner output
- deployment
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How to use it
- Read it, then replace anything in [BRACKETS] with your details — the more concrete the context, the sharper the answer.
- Copy it (or download the .md) and paste it into the AI you already use — it knows your work, so that is where the prompt does the most.
- Want a sharper answer? Ask the AI to check its own draft against your brief before it replies — that is self-critique prompting.
Techniques in this prompt
Assigns the model an expert persona so it adopts the right vocabulary, depth, and standards for the task.
Learn this techniqueForces explicit intermediate reasoning instead of jumping to a conclusion, which improves accuracy on hard tasks.
Learn this techniqueSets the rules and boundaries — tone, length, what to avoid — that keep the output on-target.
Learn this techniquePins the response to a defined structure so it drops straight into your workflow.
Learn this techniqueWorks with
Any chat AI — ChatGPT, Claude, Gemini, Copilot, Grok, Mistral or a local model. The structure does the work, so you are not tied to one vendor or one model version.
New to structured prompts? Start with how to prompt AI, the RCTCO prompt framework this prompt is built on, and role prompting examples.