# mlserve

> mlserve — prjha-ds-ds-ml-mcp-service. Use this tool when you need to deploy self-hosted machine learning models for low-latency inference, embeddings, and text summarization tasks. It solves problems related to efficient and secure ML model serving, providing preloaded models and API-key authentication for seamless integration. The mlserve tool accepts text inputs and returns embeddings and summaries as outputs, making it ideal for applications requiring fast and accurate natural language processing.

Canonical page: https://skillsregistry.net/skills/prjha-ds-ds-ml-mcp-service  
JSON: https://api.skillsregistry.net/v1/skills/prjha-ds-ds-ml-mcp-service

## Description

Self-hosted ML inference MCP server providing embeddings and summarization tools using sentence-transformers and Ollama, with low-latency preloaded models and API-key authentication.

## Trust

- **Trust score (0–1):** 0.66
- **Verification tier:** scanned
- **Last scanned:** 2026-08-30

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-08-30

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/g73sjgic8i)
- **Repository:** <https://github.com/prjha-ds/ds-ml-mcp-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": "prjha-ds-ds-ml-mcp-service"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/prjha-ds-ds-ml-mcp-service` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/prjha-ds-ds-ml-mcp-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