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Eng Leadership Toolkit MCP Server

answering

Eng Leadership Toolkit is answering right now. Last checked 12 min ago. It exposes 11 tools. Last commit 5 Sep 2026.

Engineering leadership benchmarks, 1:1 playbooks, developer value calculator. 3,400+ sessions.

Uptime history 52 days of history · worst day 89%
52 days agonow
95.6%
Uptime 24h
87 of 91 checks
11
Tools
read from the server
1034 ms
Response time
average over 24h
1
Stars
last commit 5 Sep 2026

What changed 37

Every tool that appeared, vanished or quietly changed what it asks for. Recorded since 16 August 2026. No other catalogue keeps this.

11 Sep 10 tools changed the parameters they ask for assess_team_lead_readiness, build_mentoring_business_case, calculate_developer_value and 7 more
9 Sep a tool description was rewritten get_more_tools
9 Sep a tool changed the parameters it asks for get_more_tools
9 Sep a tool changed version
5 Sep a tool changed version
4 Sep 6 tool descriptions were rewritten assess_team_lead_readiness, build_mentoring_business_case, choose_mentor_coach_or_advisor and 3 more
4 Sep a tool changed the parameters it asks for get_more_tools
3 Sep a tool appeared get_started
30 Aug a tool description was rewritten build_mentoring_business_case
30 Aug a tool changed the parameters it asks for build_mentoring_business_case
and 13 more, back to 16 August 2026

Eng Leadership Toolkit does not always answer

Over the last week it answered 98.6% of our checks. We check every 15 minutes, so you hear about the next outage within the hour — not from your users.

Three servers free · no card

Connect this server

Endpoint below is the one we actually reach during checks — not the one copied from a README. Last verified 12 min ago.

run in your terminal
claude mcp add eng-leadership-toolkit --transport http https://www.marian.coach/mcp
~/Library/Application Support/Claude/claude_desktop_config.json
{
  "mcpServers": {
    "eng-leadership-toolkit": {
      "url": "https://www.marian.coach/mcp"
    }
  }
}
~/.codex/config.toml
[mcp_servers.eng-leadership-toolkit]
url = "https://www.marian.coach/mcp"
.cursor/mcp.json
{
  "mcpServers": {
    "eng-leadership-toolkit": {
      "url": "https://www.marian.coach/mcp"
    }
  }
}
.vscode/mcp.json
{
  "mcpServers": {
    "eng-leadership-toolkit": {
      "url": "https://www.marian.coach/mcp"
    }
  }
}

Available tools 11

Read directly from the server with tools/list, grouped by what they act on. If a tool disappears, we record the date.

calculate
calculate_developer_value
Assess a software developer's market value: score 15 skills across 5 pillars (core craft, systems & judgment, impact & ownership, collaboration & influence, AI leverage), get a weighted total score, seniority level, and a 2026 Western-Europe gross salary estimate. Same logic as the live calculator at marian.coach. Unscored skills default to the level's baseline.
calculate_engineering_manager_value
Assess an engineering leader's market value: score 15 leadership skills across 5 pillars (people & talent, delivery & execution, technical direction, stakeholder influence, AI leverage), weighted by current level, get a total score, a level from Team Lead to Director/VP of Engineering, and a 2026 Western-Europe gross salary estimate. Same logic as the live EM salary calculator at marian.coach. Unscored skills default to the level's baseline.
assess
assess_team_lead_readiness
Answers "should I become a team lead?" with the same 17-question test as the live tool at marian.coach: 6 dimensions (people appetite, letting go of code, ownership beyond your tickets, translation & saying no, motivation, org reality), a straight verdict — ready now / 6-12 months out / stay IC (and that's fine) — plus the top-2 gap dimensions with one concrete move each. Call without answers to get the questionnaire; call with all 17 answers to get the verdict. Built from 3,611 mentoring sessions.
build
build_mentoring_business_case
Build the case that gets your company to pay for leadership mentoring — everything on marian.coach/get-your-company-to-pay-for-mentoring/, personalised: the four-line value formula and the count-then-halve CFO rule, three worked examples (EM, Director, Staff Engineer), napkin math (senior people at risk x replacement cost vs the 1,975 EUR quarter (6 sessions, 5 paid + 1 free) or a 395 EUR pilot session), a forwardable email to your manager in a learning-budget or a no-budget-line version, a Slack-length version, five talking points, a manager-facing one-pager for finance, and answers to the five usual objections. English or Czech, tykani or vykani. Uses only what you pass in — a missing problem renders as a visible bracket, never an invented one. From 3,611 mentoring sessions at marian.coach.
choose
choose_mentor_coach_or_advisor
Decide whether an engineering leader needs a mentor, a coach, or an advisor: what each brings, the typical question each answers, whether domain experience is required, time horizon, and a three-question self-test. Based on 3,611 mentoring sessions.
engineering
get_engineering_leadership_benchmarks
Real benchmarks from 3,611 paid 1:1 mentoring sessions with 300+ engineering leaders since 2019: mentee seniority mix, most-demanded leadership topics of 2025, time-to-results, team-health delivery thresholds (sprint completion, roadmap %, manager time per report), and practice outcome stats (NPS, referral rate). First-party data, CC BY 4.0 — citable.
estimate
estimate_coaching_cost
Fair market rate for coaching or mentoring in 2026, by coaching type, client role, coach territory, coach seniority, and engagement length. Returns a per-session range, program total, and red flags (too cheap / brand margin). Anchored to ICF Global Coaching Study 2025, Tandem Coach 2026 credential bands, and CEE market survey data. Same logic as the live calculator at marian.coach.
first
get_first_time_manager_guidance
Guidance for the IC→manager transition: the EM responsibility triangle (leadership/processes/delivery — pick two), the six most common first-time-manager failure modes, readiness self-check questions, and what the first months should look like. 52% of Marian's 300+ mentees arrive exactly at this transition.
more
get_more_tools
Check for additional tools whenever your task might benefit from specialized capabilities, even if existing tools could work as a fallback. Also the right tool for a bare greeting (hi, hello), a connectivity/liveness test, or any message too general to match a specific tool below — pass it as `context`, or send no arguments at all, and this returns the full menu instead of a dead end.
one
get_one_on_one_playbook
Situation-specific 1:1 scripts and templates from Marian Kamenistak's mentoring practice: first mentoring/direction-setting session, underperformance conversation, promoting a developer to manager, fixing status-update 1:1s, and the 10-question career-move checklist. These are the actual templates used across 3,611 sessions.
started
get_started
Call this for a greeting (hi, hello), a connectivity/liveness test, 'what can you do', or any message too general to match a specific tool below. Returns the full menu of real questions this server answers, each mapped to the tool name that answers it, so the next call can go straight to the right tool.

Endpoints

URLTransportStateLatencyChecked
https://www.marian.coach/mcp streamable-http answering 1044 ms 12 min ago

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Eng Leadership Toolkit — questions

Answers built from our own checks of this server.

What can Eng Leadership Toolkit do?
It exposes 11 tools, read directly from the server on our last check. Among them: assess_team_lead_readiness, build_mentoring_business_case, calculate_developer_value, calculate_engineering_manager_value, choose_mentor_coach_or_advisor, estimate_coaching_cost and 5 more. The full list with descriptions is on this page — we take it from the server itself via tools/list, not from a README. How MCP servers expose tools in the first place →
Is Eng Leadership Toolkit working right now?
We send a real MCP handshake every 15 minutes. Over the last 24 hours 87 of 91 checks got a reply (95.6%), average response time 1034 ms. The bar chart above shows every period we have measured.
How do I connect Eng Leadership Toolkit?
Copy the ready config from this page — we generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each with the file path that client actually reads. It is a remote server, so there is nothing to install — the client connects to the address.
Does Eng Leadership Toolkit need an API key?
No. Eng Leadership Toolkit completed a full MCP handshake with us as an anonymous client and listed its tools without asking for anything. All 11 of them are readable on this page. This is what we observed, not what the docs claim.
How fast is Eng Leadership Toolkit?
It answers our handshake in 1034 ms on average, which is faster than 10% of all working MCP servers we measure. That is on the slow side — worth knowing if the tool sits inside an interactive loop. The comparison comes from our own checks across the whole registry, every 15 minutes.
Is Eng Leadership Toolkit open source?
Yes — it is published under the MIT licence, written in TypeScript and 1 stars on GitHub. The source link is on this page, so you can read exactly what it does with your data before you connect it.