# MMWRAG

> Use this tool when you need to efficiently retrieve and rerank scientific literature in multiple languages, leveraging a hybrid approach that combines search and indexing of textbooks and papers. It solves problems of information overload and language barriers in scientific research, providing relevant results through its bilingual retrieval capabilities. Ideal for use cases requiring precise and comprehensive searches of scientific literature, with input of search queries and output of ranked results.

Canonical page: https://skillsregistry.net/skills/mikrominiw-scientific-rag-mcp  
JSON: https://api.skillsregistry.net/v1/skills/mikrominiw-scientific-rag-mcp

## Description

Bilingual RAG for scientific literature with search-only MCP server. Enables hybrid retrieval and reranking over indexed textbooks/papers.

## Trust

- **Trust score (0–1):** 0.85
- **Verification tier:** verified
- **Last scanned:** 2026-09-28

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-09-28

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/i8js9x5oym)
- **Repository:** <https://github.com/mikrominiw/scientific-rag-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": "mikrominiw-scientific-rag-mcp"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/mikrominiw-scientific-rag-mcp` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/mikrominiw-scientific-rag-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