# ShiftLeft

> Use this tool when you need to automate GitHub issue management, as it triages, researches, fixes, and verifies issues autonomously, taking in GitHub issue reports and outputting resolved issues, streamlining the development process. It is particularly useful for reducing manual labor and increasing efficiency in issue resolution. Ideal for large-scale GitHub projects, ShiftLeft integrates with Google Cloud and utilizes Model Context Protocol (MCP) for seamless issue management.

Canonical page: https://skillsregistry.net/skills/amareshhebbar-shiftleft  
JSON: https://api.skillsregistry.net/v1/skills/amareshhebbar-shiftleft

## Description

A digital co-maintainer that triages, researches, fixes, and verifies GitHub issues autonomously using Google Cloud and Model Context Protocol (MCP)

## Trust

- **Trust score (0–1):** 0.49
- **Verification tier:** scanned
- **Last scanned:** 2026-09-19

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** container
- **Runtime environment:** vm
- **Category:** version-control
- **Updated:** 2026-09-19

## Source

- **Source listing:** [GitHub](https://github.com/amareshhebbar/ShiftLeft)

## 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": "amareshhebbar-shiftleft"
    }
  }
}
```

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