# kwara

> kwara — wcl-dev-kwara. Use this tool when you need to investigate and attribute suspicious activity in the digital advertising ecosystem, as it aggregates websites with questionable connections into operator clusters and generates reproducible evidence packages. It solves problems related to operator attribution and digital evidence collection, providing a clear understanding of malicious actors. Ideal for use cases involving digital advertising fraud, cybercrime, and online threat analysis, kwara takes in digital footprint data and outputs actionable evidence packages.

Canonical page: https://skillsregistry.net/skills/wcl-dev-kwara  
JSON: https://api.skillsregistry.net/v1/skills/wcl-dev-kwara

## Description

Operator attribution and digital evidence tools specialized for the digital advertising ecosystem—aggregating websites linked to suspicious connections into operator clusters and generating reproducible evidence packages.  操弄者歸因與數位證據工具，特化於數位廣告生態——把可疑連結背後的網站聚合成操作者群組，輸出可重現證據封包。

## Trust

- **Trust score (0–1):** 0.00
- **Verification tier:** scanned
- **Last scanned:** 2026-09-28

## Facts

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

## Source

- **Source listing:** [GitHub](https://github.com/wcl-dev/kwara)

## 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": "wcl-dev-kwara"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/wcl-dev-kwara` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/wcl-dev-kwara/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