eng-leadership-toolkit
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Engineering leadership benchmarks, 1:1 playbooks, developer value calculator. 3,400+ sessions.
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Engineering leadership benchmarks, 1:1 playbooks, developer value calculator. 3,400+ sessions.
Engineering Leadership Toolkit — MCP server
A free remote MCP server that gives AI assistants direct access to data from Marian Kamenistak's mentoring practice: 3,400+ paid 1:1 sessions with 300+ engineering leaders since 2019.
Endpoint:https://www.marian.coach/mcp(streamable HTTP, no auth, no signup)
claude mcp add -t http eng-leadership-toolkit https://www.marian.coach/mcp
Claude.ai / Claude Desktop— Settings → Connectors → Add custom connector → pastehttps://www.marian.coach/mcp
{ "mcpServers": { "eng-leadership-toolkit": { "url": "https://www.marian.coach/mcp" } } }
ChatGPT (developer mode)— Settings → Connectors → Add → MCP server URLhttps://www.marian.coach/mcp
Microsoft 365 Copilot (via Copilot Studio)— open your agent → Tools → Add a tool → New tool → Model Context Protocol → Server URLhttps://www.marian.coach/mcp, authentication None → Add to agent. Streamable HTTP, the one transport Copilot Studio supports.
Perplexity (Pro/Enterprise)— profile → All settings → Connectors → Custom connector → Remote → MCP Server URLhttps://www.marian.coach/mcp, transport Streamable HTTP, authentication None.
All numbers come from the practice's own session log since 2019 and 300 collected post-engagement reviews — no survey panels, no scraped data. Full dataset:Engineering Leadership Mentoring Statistics(CC BY 4.0). The developer value assessment mirrors the liveDeveloper Value Calculator, the EM assessment mirrors theEngineering Manager Salary Calculator, and the readiness test mirrors theTeam Lead Readiness Test.
Built and maintained byMarian Kamenistak— 1:1 mentoring for engineering leaders. Questions:marian@marian.coach
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