AI API Response Risk Analyzer

AI Bug Analysis

Mutqan AI reviews a response (headers + body) for data-exposure and security risks, mapping findings to OWASP API Security Top 10 with remediation advice.

Privacy: Requires a free Mutqan account. Your input is sent to the Mutqan AI service to generate the result; prompts and results are not stored — only your account's usage counts for the daily allowance. How the AI tools work

How should AI-generated test artefacts be used?

A language model is good at drafting: turning a requirement into candidate test cases, a stack trace into a readable bug title, or a checklist into a starting point. It does not know your product, so every draft is reviewed by an engineer for correctness, duplicates and missing negative paths before it enters a test plan — the same rule as for any junior contributor.

Security note: Requirements, tickets and error messages pasted into an AI tool are sent to the model. Remove customer data, credentials and internal hostnames first; the output is a draft to review, not a decision.

How to use AI API Response Risk Analyzer

  1. Paste the response — the status line, headers and body. Prefer a test environment over production.
  2. Optionally add context: the endpoint, the caller's role, what the response should contain.
  3. Pick the output language and press Analyze.
  4. Fix the findings from Critical down using each remediation, and keep the positives as a record of what is already right. Download as CSV, Markdown or JSON.

AI API Response Risk Analyzer features

  • Maps findings to the OWASP API Security Top 10 (2023)
  • Detects PII and credential exposure, verbose errors, internal hostnames, insecure CORS, missing security headers and version disclosure
  • Secrets in evidence are masked automatically
  • Risk score and remediation per finding

AI API Response Risk Analyzer example

Security review

Input:

500 with stack trace, ACAO: * + credentials, user.ssn in body

Output:

SEC-1 High API8 Security Misconfiguration — stack trace leaked
SEC-2 High — wildcard CORS with credentials
SEC-3 Critical Privacy — SSN returned

Frequently asked questions about AI API Response Risk Analyzer

Are secrets in my response masked?

Evidence quotes are masked to the first and last three characters of any token or secret, and nothing is stored. Still, prefer test data over production responses.

How are severities assigned?

Critical means credentials, secrets or other users' personal data are exposed; High means internal details that enable attacks, or missing authentication signals; Medium is a hardening gap; Low and Info are best-practice improvements.

Which OWASP categories can a finding have?

The ten categories of the OWASP API Security Top 10 (2023), from API1 Broken Object Level Authorization to API10 Unsafe Consumption of APIs, plus Privacy / PII exposure and Information disclosure for findings outside that list.

Technical notes

Each finding has an ID, a severity (Critical, High, Medium, Low or Info), its OWASP API Security Top 10 (2023) category — or Privacy / PII exposure, Information disclosure, or Not applicable — the header, JSON path or status it concerns, the finding, masked evidence and a remediation. The report adds a 0–100 risk score, where 0 means no risk was found, and a list of positives. Only what is observable in the response is reported; nothing about the server code is guessed.