# Embeddings MCP Server

> Use this tool when you need to generate text embeddings for natural language processing tasks, such as text classification, clustering, or semantic search. The Embeddings MCP Server solves problems related to text representation and comparison by providing single and batch embedding operations using models from OpenAI, Anthropic, or Ollama. It takes in text input and outputs vector embeddings, making it a useful interface for AI applications requiring semantic text analysis.

Canonical page: https://skillsregistry.net/skills/johnymontana-embedding-mcp-ts  
JSON: https://api.skillsregistry.net/v1/skills/johnymontana-embedding-mcp-ts

## Description

A Model Context Protocol server for generating text embeddings using OpenAI, Anthropic, or Ollama, with tools for single and batch embedding operations.

## Trust

- **Trust score (0–1):** 0.70
- **Verification tier:** verified
- **Last scanned:** 2026-08-31

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-08-31

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/ws3erxvl4n)
- **Repository:** <https://github.com/johnymontana/embedding-mcp-ts>

## 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": "johnymontana-embedding-mcp-ts"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/johnymontana-embedding-mcp-ts` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/johnymontana-embedding-mcp-ts/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