# ai-engineering-leader-toolkit

> ai-engineering-leader-toolkit — marian-kamenistak-ai-engineering-leader-toolkit. Use this tool when you need to access expert engineering leadership guidance and resources, such as benchmarks and playbooks, to inform your decision-making and optimize developer value. It solves problems related to team management, productivity, and resource allocation, providing actionable answers and calculators through a simple web interface. Ideal for engineering leaders and managers seeking data-driven insights and proven strategies to improve their teams' performance.

Canonical page: https://skillsregistry.net/skills/marian-kamenistak-ai-engineering-leader-toolkit  
JSON: https://api.skillsregistry.net/v1/skills/marian-kamenistak-ai-engineering-leader-toolkit

## Description

MCP server: engineering leadership answers from 3,400+ mentoring sessions. Benchmarks, 1:1 playbooks, developer value calculator. One URL, no install.

## Trust

- **Trust score (0–1):** 0.94
- **Verification tier:** verified
- **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/marian-kamenistak/ai-engineering-leader-toolkit)

## 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": "marian-kamenistak-ai-engineering-leader-toolkit"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/marian-kamenistak-ai-engineering-leader-toolkit` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/marian-kamenistak-ai-engineering-leader-toolkit/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