Medium Risk

generate_interview_questions

AI-powered interview preparation. Generates company insights, STAR scenarios, likely questions with approach guidance, talking points, questions to ask, and negotiation prep. Requires authentication.

Part of the AI Applyd server.

generate_interview_questions can modify AI Applyd data, with no limits today. PolicyLayer puts allow, deny, and rate-limit rules on every call. Live in minutes.

SECURE AI APPLYD →

Free to start. No card required.

AI agents use generate_interview_questions to create or modify resources in AI Applyd. Write operations carry medium risk because an autonomous agent could trigger bulk unintended modifications. Rate limits prevent a single agent session from making hundreds of changes in rapid succession. Argument validation ensures the agent passes expected values.

Without a policy, an AI agent could call generate_interview_questions repeatedly, creating or modifying resources faster than any human could review. PolicyLayer's rate limiting ensures write operations happen at a controlled pace, and argument validation catches malformed or unexpected inputs before they reach AI Applyd.

Write tools can modify data. A rate limit prevents runaway bulk operations from AI agents.

policy.json
{
  "version": "1",
  "default": "deny",
  "tools": {
    "generate_interview_questions": {
      "limits": [
        {
          "counter": "generate_interview_questions_rate",
          "window": "minute",
          "max": 30,
          "scope": "grant"
        }
      ]
    }
  }
}

See the full AI Applyd policy for all 10 tools.

Get this rule live on your own AI Applyd server in minutes. PolicyLayer enforces it on every call, before it runs.

ENFORCE ON MY AI APPLYD →

View all 10 tools →

These attack patterns abuse exactly the kind of access generate_interview_questions gives an agent. Each links to the full case and the policy that stops it:

Browse the full MCP Attack Database →

Every attack above starts with a tool call. PolicyLayer checks each one against your policy first, so generate_interview_questions only ever does what you allow.

SECURE AI APPLYD →

Other write tools across the catalogue. The same approach applies to each: rate-limit and validate the arguments.

What does the generate_interview_questions tool do? +

AI-powered interview preparation. Generates company insights, STAR scenarios, likely questions with approach guidance, talking points, questions to ask, and negotiation prep. Requires authentication.. It is categorised as a Write tool in the AI Applyd MCP Server, which means it can create or modify data. Consider rate limits to prevent runaway writes.

How do I enforce a policy on generate_interview_questions? +

Register the AI Applyd MCP server in PolicyLayer and add a rule for generate_interview_questions: allow, deny, rate-limit, or require approval. Point your MCP client at the PolicyLayer proxy URL and the rule is enforced on every call, before it reaches AI Applyd. Nothing to install.

What risk level is generate_interview_questions? +

generate_interview_questions is a Write tool with medium risk. Write tools should be rate-limited to prevent accidental bulk modifications.

Can I rate-limit generate_interview_questions? +

Yes. Add a rate_limit block to the generate_interview_questions rule in your PolicyLayer policy. For example, setting max: 10 and window: 60 limits the tool to 10 calls per minute. Rate limits are tracked per agent session and reset automatically.

How do I block generate_interview_questions completely? +

Set action: deny in the PolicyLayer policy for generate_interview_questions. The AI agent will receive a policy violation error and cannot call the tool. You can also include a reason field to explain why the tool is blocked.

What MCP server provides generate_interview_questions? +

generate_interview_questions is provided by the AI Applyd MCP server (https://mcp.aiapplyd.com/mcp). PolicyLayer sits as a proxy in front of this server to enforce policies before tool calls reach the server.

Enforce policy on every AI Applyd tool call.

Deterministic rules across all 10 AI Applyd tools. Per-identity grants. Full audit log. Live in minutes. Nothing to install.

Free to start. No card required.

4,600+ MCP servers and 31,000+ tools scanned and risk-classified.

// GET IN TOUCH

Have a question or want to learn more? Send us a message.

Message sent.

We'll get back to you soon.