# io.github.Armada735/fake-star-audit

> Use this tool when you need to detect fake stars on GitHub repositories, as it provides a transparent rule-based system to identify suspicious activity with LOW/MEDIUM/HIGH confidence levels and detailed evidence for each rule. It solves problems of reputation manipulation and helps maintain the integrity of GitHub repositories. The tool takes GitHub repository data as input and outputs a fake-star detection report with confidence levels and per-rule evidence.

Canonical page: https://skillsregistry.net/skills/io-github-armada735-fake-star-audit  
JSON: https://api.skillsregistry.net/v1/skills/io-github-armada735-fake-star-audit

## Description

Transparent rule-based GitHub fake-star detector — LOW/MEDIUM/HIGH with per-rule evidence.

## Trust

- **Trust score (0–1):** 0.97
- **Verification tier:** verified
- **Last scanned:** 2026-09-28

## Facts

- **Version:** 0.1.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** version-control
- **Updated:** 2026-09-28

## Source

- **Source listing:** [MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.github.Armada735%2Ffake-star-audit)
- **Repository:** <https://github.com/Armada735/fake-star-audit>

## 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": "io-github-armada735-fake-star-audit"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/io-github-armada735-fake-star-audit` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/io-github-armada735-fake-star-audit/pull`

---
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