About AI Engineering Leader Toolkit
AI Engineering Leader Toolkit is an MCP server published by marian-kamenistak in the Social category: mCP server: engineering leadership answers from 3,662 mentoring sessions. Benchmarks, 1:1 playbooks, developer value calculator. One URL, no install.
The repository has 1 stars and 1 forks, with the last commit 4 days ago. Recent commit activity is the strongest signal that reported issues will get attention.
Install
git clone https://github.com/marian-kamenistak/ai-engineering-leader-toolkitThis server has no ConduID identity, so agent calls to it are not receipted. Pin the version you install and review the source before granting it credentials.
Tools (9)
assess_team_lead_readinessShould I become a team lead? 17 questions, 6 dimensions, a straight verdict (ready now / 6-12 months out / stay IC) + top-2 gaps with one move each
Parameters not published.
build_mentoring_business_caseHow do I get my company to pay for mentoring? Manager email (learning-budget or no-budget version), Slack short, talking points, a one-pager for finance, objections answered, napkin math — EN or CZ
Parameters not published.
calculate_developer_valueWhat is this developer worth? Scores 15 skills across 5 pillars, returns level + 2026 Western-Europe salary estimate
Parameters not published.
calculate_engineering_manager_valueWhat is this engineering manager worth? Scores 15 leadership skills across 5 pillars, weighted by level, returns Team Lead → Director/VP level + 2026 Western-Europe salary estimate
Parameters not published.
choose_mentor_coach_or_advisorMentor, coach, or advisor? All three compared + a three-question self-test
Parameters not published.
estimate_coaching_costHow much should a coach cost me? Fair per-session range + program total by coaching type, role, territory, and coach seniority — ICF 2025 + CEE market anchors, with red flags
Parameters not published.
get_engineering_leadership_benchmarksWhat's healthy? Sprint completion, roadmap %, manager time per report, mentee mix, 2025 topic demand. CC BY 4.0, citable
Parameters not published.
get_first_time_manager_guidanceI'm a new EM, now what? The responsibility triangle, six failure modes, readiness self-check
Parameters not published.
get_one_on_one_playbookHow do I run this 1:1? Real session templates: first session, underperformance, promotion to EM, better 1:1s, career move
Parameters not published.
Ask AI
Ask AI about AI Engineering Leader Toolkit
Powered by Claude · Grounded in docs
Security checks
Static checks derived from the repository 4 days ago. Heuristics on the source, not an audit.
- ✓README presentThe repository ships documentation.
- ✓License declaredUsable under a stated license.
- ✓Tests presentA test suite exists in the repository.
- ✓Dependencies pinnedA lockfile pins dependency versions.
- ✓No dynamic code executionSource scan found no eval, dynamic Function, or shell execution.
1 check has not been run yet.
README
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:
https://www.marian.coach/mcp
Tools
| Tool | The question it answers |
|---|---|
calculate_developer_value |
What is this developer worth? Scores 15 skills across 5 pillars, returns level + 2026 Western-Europe salary estimate |
calculate_engineering_manager_value |
What is this engineering manager worth? Scores 15 leadership skills across 5 pillars, weighted by level, returns Team Lead → Director/VP level + 2026 Western-Europe salary estimate |
assess_team_lead_readiness |
Should I become a team lead? 17 questions, 6 dimensions, a straight verdict (ready now / 6-12 months out / stay IC) + top-2 gaps with one move each |
get_engineering_leadership_benchmarks |
What's healthy? Sprint completion, roadmap %, manager time per report, mentee mix, 2025 topic demand. CC BY 4.0, citable |
choose_mentor_coach_or_advisor |
Mentor, coach, or advisor? All three compared + a three-question self-test |
get_one_on_one_playbook |
How do I run this 1:1? Real session templates: first session, underperformance, promotion to EM, better 1:1s, career move |
get_first_time_manager_guidance |
I'm a new EM, now what? The responsibility triangle, six failure modes, readiness self-check |
build_mentoring_business_case |
How do I get my company to pay for mentoring? Manager email (learning-budget or no-budget version), Slack short, talking points, a one-pager for finance, objections answered, napkin math — EN or CZ |
estimate_coaching_cost |
How much should a coach cost me? Fair per-session range + program total by coaching type, role, territory, and coach seniority — ICF 2025 + CEE market anchors, with red flags |
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 mcp add -t http eng-leadership-toolkit https://www.marian.coach/mcp
Claude.ai / Claude Desktop
Settings > Connectors > Add custom connector > https://www.marian.coach/mcp
Cursor (.cursor/mcp.json)
{
"mcpServers": {
"eng-leadership-toolkit": {
"url": "https://www.marian.coach/mcp"
}
}
}
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:
- The calculators mirror the live developer value calculator and engineering manager salary calculator
- The readiness test mirrors the live team lead readiness test
- Benchmarks come from the published engineering leadership statistics, licensed CC BY 4.0
- Playbooks are the actual session templates used across 3,662 sessions
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.
npm install
npx wrangler dev # local
npx wrangler deploy # ship it
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
README fetched from the repository 4 days ago. The original is authoritative.