# embspec-mcp

> embspec-mcp — mukundakatta-embspec-mcp. Use this tool when you need to ensure the integrity of your embedding pipeline and detect drift in production environments, particularly for Retrieval-Augmented Generation (RAG) models. It solves problems related to query encoder consistency and retriever stability by comparing index versions and asserting manifest matches. The tool takes index versions as input and outputs stability metrics and drift detection results.

Canonical page: https://skillsregistry.net/skills/mukundakatta-embspec-mcp  
JSON: https://api.skillsregistry.net/v1/skills/mukundakatta-embspec-mcp

## Description

MCP server: embedding pipeline ops + drift detection for production RAG. Assert query encoder matches index manifest; compute retriever stability between two index versions. Wraps embspec.

## Trust

- **Trust score (0–1):** 1.00
- **Verification tier:** verified
- **Last scanned:** 2026-09-28

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** container
- **Runtime environment:** vm
- **Category:** devops-ci
- **Updated:** 2026-09-28

## Source

- **Source listing:** [GitHub](https://github.com/MukundaKatta/embspec-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": "mukundakatta-embspec-mcp"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/mukundakatta-embspec-mcp` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/mukundakatta-embspec-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