# Vertex AI Search

> Use this tool when you need to perform advanced search and retrieval operations on large datasets, such as technical documentation search or knowledge base querying, and require powerful semantic search and natural language understanding capabilities. It solves problems related to intelligent information retrieval from extensive document collections, making it ideal for applications like content recommendation systems. The tool takes in search queries and dataset inputs, and outputs relevant results, making it a suitable solution for organizations leveraging Google Cloud technologies.

Canonical page: https://skillsregistry.net/skills/ubie-oss-vertexai-search  
JSON: https://api.skillsregistry.net/v1/skills/ubie-oss-vertexai-search

## Description

This MCP server implementation provides a bridge to Google's Vertex AI and Discovery Engine APIs, enabling AI assistants to perform advanced search and retrieval operations on large datasets. Developed by yu-iskw, it leverages Google Cloud services to offer powerful search capabilities, including semantic search and natural language understanding. The server is designed to work with various MCP-compatible clients and supports both CLI and server modes. It's particularly useful for applications requiring intelligent information retrieval from extensive document collections, such as technical documentation search, knowledge base querying, or content recommendation systems. The implementation focuses on efficient integration with Google's AI services, making it suitable for organizations already using or looking to adopt Google Cloud technologies for their AI and search needs.

## Trust

- **Trust score (0–1):** 0.94
- **Verification tier:** verified
- **Last scanned:** 2026-09-28

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** search
- **Updated:** 2026-09-28

## Source

- **Source listing:** [PulseMCP](https://www.pulsemcp.com/servers/ubie-oss-vertexai-search)
- **Repository:** <https://github.com/ubie-oss/mcp-vertexai-search>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "ubie-oss-vertexai-search"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/ubie-oss-vertexai-search` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/ubie-oss-vertexai-search/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt