🧠 AI-POWERED SEMANTIC CODE SEARCH - This intelligent tool uses machine learning embeddings to understand the MEANING and INTENT behind your natural language queries, not just exact text matches. Perfect for finding code when you describe WHAT you want rather than knowing exact function names. Ex...
AI agents call search_by_concept to retrieve information from RAPID MCP Server without modifying anything — typically the context-gathering step in research, monitoring, and reporting workflows, before the agent takes action elsewhere.
This is a read-only operation that retrieves and queries code data from a project codebase. The tool searches for code patterns based on semantic understanding but does not create, modify, execute, or delete any data. The blast radius of misuse is limited to potential over-retrieval of code information, which poses minimal security risk.
From the tool's definition Tool performs semantic search using ML embeddings to find code based on natural language queries. Description emphasizes 'search' and 'find code' with no mention of modifications, deletions, or side effects.
Attacks that exploit this kind of access
🧠 AI-POWERED SEMANTIC CODE SEARCH - This intelligent tool uses machine learning embeddings to understand the MEANING and INTENT behind your natural language queries, not just exact text matches. Perfect for finding code when you describe WHAT you want rather than knowing exact function names. Examples:. It is categorised as a Read tool in the RAPID MCP Server MCP Server, which means it retrieves data without modifying state.
Register the RAPID MCP Server MCP server in PolicyLayer and add a rule for search_by_concept: 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 RAPID MCP Server. Nothing to install.
search_by_concept 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 search_by_concept 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 search_by_concept. 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.
search_by_concept is provided by the RAPID MCP Server MCP server (otdavies/rapid). 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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