# golden-dataset-mcp

> Use this tool when you need to manage and evaluate golden datasets for RAG/LLM pipelines, enabling version control and semantic evaluation using TF-IDF cosine similarity. It solves problems related to dataset management and model evaluation, providing inputs for dataset versions and outputs for similarity scores. Ideal for use cases where LLM API keys are not available or desired.

Canonical page: https://skillsregistry.net/skills/nipunkhanderia-golden-dataset-mcp  
JSON: https://api.skillsregistry.net/v1/skills/nipunkhanderia-golden-dataset-mcp

## Description

Enables version-controlled golden dataset management and semantic evaluation for RAG/LLM pipelines using TF-IDF cosine similarity, without requiring an LLM API key.

## 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:** devops-ci
- **Updated:** 2026-08-31

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/lqysqnm0fd)
- **Repository:** <https://github.com/nipunkhanderia/golden-dataset-mcp>

## 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": "nipunkhanderia-golden-dataset-mcp"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/nipunkhanderia-golden-dataset-mcp` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/nipunkhanderia-golden-dataset-mcp/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