# insight-mcp

> insight-mcp — airohh-insight-mcp. Use this tool when you need to perform advanced document searches across a customizable corpus, leveraging both BM25 and dense search algorithms to retrieve relevant passages and sources. It solves problems related to information retrieval, citation, and knowledge gathering for AI agents. The tool takes in search queries and corpus configurations as inputs, returning passages and sources as outputs, making it ideal for use cases requiring accurate and reliable information retrieval.

Canonical page: https://skillsregistry.net/skills/airohh-insight-mcp  
JSON: https://api.skillsregistry.net/v1/skills/airohh-insight-mcp

## Description

Enables hybrid document search (BM25 and dense) over a configurable corpus via MCP tools, returning passages and sources for AI agents to cite in answers.

## Trust

- **Trust score (0–1):** 0.67
- **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/dneg73u2f1)
- **Repository:** <https://github.com/Airohh/insight-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": "airohh-insight-mcp"
    }
  }
}
```

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