pg_hybrid_search
Combined vector similarity and full-text search with weighted scoring.
This record as markdown: /tools/io-github-neverinfamous-postgres-mcp/pg-hybrid-search.md
What pg_hybrid_search does on PostgreSQL MCP Server
AI agents call pg_hybrid_search to retrieve information from PostgreSQL MCP Server without modifying anything. It is typically the context-gathering step in research, monitoring, and reporting workflows, before the agent takes action elsewhere.
Why pg_hybrid_search is rated Low
The tool executes a search query combining vector and full-text search methods. While it performs a database query (Execute-like in nature), it is fundamentally a retrieval operation with no data modification, deletion, or side effects beyond returning results.
From the tool's definition Tool description states 'Combined vector similarity and full-text search with weighted scoring' — this performs search operations on existing data with no modification capability.
Attacks that exploit this kind of access
The rule that runs pg_hybrid_search safely
PolicyLayer is an MCP gateway: it sits between your AI agents and PostgreSQL MCP Server, and checks every tool call against a rule you set before the call runs. Nothing changes on the server itself. For pg_hybrid_search, this is the rule to start with:
pg_hybrid_search is read-only, so it stays allowed. Everything else on the server is denied unless you say otherwise.
The button opens the PolicyLayer dashboard: create your workspace, connect PostgreSQL MCP Server, apply this rule, and every pg_hybrid_search call is checked against it from then on.
Questions about pg_hybrid_search
Combined vector similarity and full-text search with weighted scoring. It is categorised as a Read tool in the PostgreSQL MCP Server MCP Server, which means it retrieves data without modifying state.
Register the PostgreSQL MCP Server MCP server in PolicyLayer and add a rule for pg_hybrid_search: 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 PostgreSQL MCP Server. Nothing to install.
pg_hybrid_search 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 pg_hybrid_search 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 pg_hybrid_search. 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.
pg_hybrid_search is provided by the PostgreSQL MCP Server MCP server (@neverinfamous/postgres-mcp). PolicyLayer sits as a proxy in front of this server to enforce policies before tool calls reach the server.
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