# Vector Search Service MCP Provider

> Use this tool when you need to semantically search and connect external data to AI models using vector embeddings. It solves problems of data integration and retrieval by registering and searching data through a clean architecture backend API. The service takes in data and AI model requests as inputs and outputs relevant search results, making it ideal for use cases that require intelligent data connection and retrieval.

Canonical page: https://skillsregistry.net/skills/thiagoaramizo-vetorial-search-service  
JSON: https://api.skillsregistry.net/v1/skills/thiagoaramizo-vetorial-search-service

## Description

A clean architecture backend API that registers and semantically searches data using vector embeddings, acting as an MCP context provider to connect AI models to external data.

## Trust

- **Trust score (0–1):** 0.67
- **Verification tier:** scanned
- **Last scanned:** 2026-09-03

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-09-03

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/r1h3qxc6p1)
- **Repository:** <https://github.com/thiagoaramizo/vetorial-search-service>

## 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": "thiagoaramizo-vetorial-search-service"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/thiagoaramizo-vetorial-search-service` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/thiagoaramizo-vetorial-search-service/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