# Unanswered Questions MCP Server

> Unanswered Questions MCP Server — hamurda-rag-insights-mcp. Use this tool when you need to identify and address knowledge gaps in a RAG chatbot's capabilities, as it tracks unanswered questions, clusters them by semantic similarity, and suggests relevant documentation to add. This tool solves problems related to improving chatbot accuracy and reducing uncertainty, and it takes in unanswered questions as input, outputting clustered questions and documentation suggestions. It is ideal for use in contexts where chatbot performance and knowledge base development are crucial.

Canonical page: https://skillsregistry.net/skills/hamurda-rag-insights-mcp  
JSON: https://api.skillsregistry.net/v1/skills/hamurda-rag-insights-mcp

## Description

MCP server that tracks questions a RAG chatbot can't answer, clusters them by semantic similarity, and suggests what documentation to add.

## Trust

- **Trust score (0–1):** 0.69
- **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/u98yj7fhl2)
- **Repository:** <https://github.com/hamurda/rag-insights-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": "hamurda-rag-insights-mcp"
    }
  }
}
```

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