# Shelby

> Use this tool when you need to store and manage complex knowledge graphs with typed relationships and perform efficient text searches. It solves problems related to data integration, information retrieval, and knowledge management by providing features like BM25 text search and scheduled enrichment. Ideal for use cases requiring self-contained, dependency-free knowledge graph storage and querying with outputs like refined relationships and cited sources.

Canonical page: https://skillsregistry.net/skills/studio-moser-shelby  
JSON: https://api.skillsregistry.net/v1/skills/studio-moser-shelby

## Description

Provides persistent knowledge graph storage with typed relationships including refines, cites, and refuted_by. Features BM25 text search, a Forage scheduled enrichment system, and 9 MCP tools. Runs as a single binary with SQLite storage and zero external dependencies.

## Trust

- **Trust score (0–1):** 0.00
- **Verification tier:** scanned
- **Last scanned:** 2026-09-19

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** database
- **Updated:** 2026-09-19

## Source

- **Source listing:** [PulseMCP](https://www.pulsemcp.com/servers/studio-moser-shelby)
- **Repository:** <https://github.com/studio-moser/shelby-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": "studio-moser-shelby"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/studio-moser-shelby` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/studio-moser-shelby/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