Get all discovered themes from clustering. Themes are high-level topics that group similar feedback together. Each theme contains multiple related feedback items and generates insights. Use this to see what patterns have been identified across all feedback.
AI agents call get_themes to retrieve information from ProduckAI MCP Server without modifying anything — typically the context-gathering step in research, monitoring, and reporting workflows, before the agent takes action elsewhere.
This tool reads and displays pre-computed clustering results and themes from customer feedback analysis. It has no side effects—it only queries and retrieves data. The operation is passive and non-destructive, fitting the 'Read' category for data retrieval tools.
From the tool's definition Tool retrieves/queries themes from clustering results ('Get all discovered themes', 'Use this to see what patterns have been identified'). No modification, deletion, or execution of external operations described.
Attacks that exploit this kind of access
Get all discovered themes from clustering. Themes are high-level topics that group similar feedback together. Each theme contains multiple related feedback items and generates insights. Use this to see what patterns have been identified across all feedback. It is categorised as a Read tool in the ProduckAI MCP Server MCP Server, which means it retrieves data without modifying state.
Register the ProduckAI MCP Server MCP server in PolicyLayer and add a rule for get_themes: 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 ProduckAI MCP Server. Nothing to install.
get_themes is a Read tool with low risk. Read-only tools are generally safe to allow by default.
Yes. Add a rate_limit block to the get_themes 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.
Set action: deny in the PolicyLayer policy for get_themes. 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.
get_themes is provided by the ProduckAI MCP Server MCP server (rohitsaraff33-bit/produckai-mcp-server). PolicyLayer sits as a proxy in front of this server to enforce policies before tool calls reach the server.
Every MCP server has a record like this.
Type a name, get the same breakdown: verified identity, auth posture, risk grade, capabilities, recommended policy.
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