New Your team’s decisions, in one playbook every coding agent works from. Never answer your agent twice

similarity_search

Semantic similarity search using AI embeddings

SERVERContextForge MCP Gateway SOURCEjrmatherly/mcp-context-forge
Low RISK CLASS
Category Read
Parameters 00 required
Recommended Allowedsee the rule below
Registry record Grade F, identity unverified Pull the record →

This record as markdown: /tools/jrmatherly-mcp-context-forge/similarity-search.md

What similarity_search does on ContextForge MCP Gateway

AI agents call similarity_search to retrieve information from ContextForge MCP Gateway without modifying anything. It is typically the context-gathering step in research, monitoring, and reporting workflows, before the agent takes action elsewhere.

Why similarity_search is rated Low

This tool performs a read-only search operation using embeddings to find semantically similar items. It queries data and returns results without side effects, state changes, or irreversible actions. The blast radius is minimal as it only retrieves information. Severity is low because misuse would be limited to unauthorized data access rather than modification or execution risks.

From the tool's definition Tool name 'similarity_search' and description 'Semantic similarity search using AI embeddings' indicate a retrieval/query operation that searches and returns matching results without modifying, deleting, or executing external operations.

Questions about similarity_search

What does the similarity_search tool do? +

Semantic similarity search using AI embeddings. It is categorised as a Read tool in the ContextForge MCP Gateway MCP Server, which means it retrieves data without modifying state.

How do I enforce a policy on similarity_search? +

Register the ContextForge MCP Gateway MCP server in PolicyLayer and add a rule for similarity_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 ContextForge MCP Gateway. Nothing to install.

What risk level is similarity_search? +

similarity_search is a Read tool with low risk. Read-only tools are generally safe to allow by default.

Can I rate-limit similarity_search? +

Yes. Add a rate_limit block to the similarity_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.

How do I block similarity_search completely? +

Set action: deny in the PolicyLayer policy for similarity_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.

What MCP server provides similarity_search? +

similarity_search is provided by the ContextForge MCP Gateway MCP server (jrmatherly/mcp-context-forge). PolicyLayer sits as a proxy in front of this server to enforce policies before tool calls reach the server.

More on ContextForge MCP Gateway, and thousands of servers like it.

// THE MCP REGISTRY

PolicyLayer tracks 44,603 MCP servers and 515,000+ tools.

Every server has a live record: who publishes it, whether it answers without auth, its risk grade, every tool classified, the recommended policy. This page is one line of ContextForge MCP Gateway's. Pull the full record:

Teams ship this data inside their own products. See what a licence covers →

// GET IN TOUCH

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

Message sent.

We'll get back to you soon.