ai-engineering-leader-toolkit
"I just became an engineering manager. What should I focus on?"
"What's a healthy sprint completion rate?"
"Do I need a mentor or a coach?"
"What is this developer worth on the market?"
"Should I become a team lead, or stay IC?"
Your AI already gets asked these. Now it can answer with first-party data from 3,662 paid 1:1 mentoring sessions with 300+ engineering leaders in 17+ countries, instead of guessing.
This is a remote MCP server. No install, no API key. One URL:
Tools
The business-case tool also has a plain JSON surface for the marian.coach pricing-page wizard, same core, same output: GET https://www.marian.coach/mcp/business-case?lang=en|cs returns the wizard options, POST with the tool's input JSON returns the structured case.
Connect
Claude Code
Claude.ai / Claude Desktop
Settings > Connectors > Add custom connector > https://www.marian.coach/mcp
Cursor (.cursor/mcp.json)
ChatGPT
Settings > Connectors > Developer mode > Add server > https://www.marian.coach/mcp
Human-readable docs live at the same URL: open www.marian.coach/mcp in a browser.
Where the data comes from
Every response is grounded in Marian Kamenistak's mentoring practice, not model guesses:
Nothing is synthetic. Thin topics were cut rather than padded.
Stack
Cloudflare Workers + Durable Objects, McpAgent from the agents SDK, streamable HTTP, authless. GET /mcp with an HTML accept header serves the docs page; MCP clients hit the same URL.
Author
Marian Kamenistak. 20+ years in software, grew Mews engineering 8 to 80 through Series C, now mentors engineering leaders full-time and runs the Engineering Leaders Community in CEE.
Found it useful? A star helps other engineering leaders' AIs find it too.
License
MIT