# role_scout

> role_scout — shrimpy8-role-scout. Use this tool when you need to streamline your job search process by leveraging AI-powered resume tailoring, automated application review, and personalized scoring. The role_scout tool solves problems of tedious job application and resume customization, accepting inputs such as job descriptions and resumes, and outputting optimized application materials. It is ideal for use in contexts where efficient job matching and application optimization are crucial, such as career development and recruitment.

Canonical page: https://skillsregistry.net/skills/shrimpy8-role-scout  
JSON: https://api.skillsregistry.net/v1/skills/shrimpy8-role-scout

## Description

Agentic job search pipeline: LangGraph + HiTL review + Claude scoring + resume tailoring + MCP server

## Trust

- **Trust score (0–1):** 0.50
- **Verification tier:** unverified

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** container
- **Runtime environment:** vm
- **Category:** devops-ci
- **Updated:** 2026-09-24

## Source

- **Source listing:** [GitHub](https://github.com/shrimpy8/role_scout)

## 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": "shrimpy8-role-scout"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/shrimpy8-role-scout` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/shrimpy8-role-scout/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