# TopicForge

> Use this tool when you need to automate topic modeling and content generation, solving problems of information overload and content creation. TopicForge takes in large datasets and git repositories as input, and outputs relevant topics and generated content. Ideal for use cases where you need to extract insights and create content from complex data sources, such as research papers, articles, or documentation.

Canonical page: https://skillsregistry.net/skills/yaniswav-topicforge  
JSON: https://api.skillsregistry.net/v1/skills/yaniswav-topicforge

## Trust

- **Trust score (0–1):** 0.76
- **Verification tier:** verified
- **Last scanned:** 2026-09-28

## Facts

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

## Source

- **Source listing:** [GitHub](https://github.com/yaniswav/TopicForge)

## 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": "yaniswav-topicforge"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/yaniswav-topicforge` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/yaniswav-topicforge/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