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coach.marian/eng-leadership-toolkit

REMOTE · WWW.MARIAN.COACH · SCANNED SEP 21

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

Available components

0 this week 87 Trust /100
Trust breakdown (7 categories)

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. How we score → Why this is hard to score →

Endpoint Security83
Transport & Reachability100
Schema Quality & AI Usability66
  • AI-judged instruction clarity (excellent).Pass
  • Context-footprint check failed: tool/resource definitions use about 2688 tokens (~244/item across 11 items; 11 tools + 0 resources), over budget; trim descriptions and params. See how to fix → Fail
  • Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management100
  • No destabilizing schema changes in the last 30 days.Pass
Tool Coverage100
  • 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
  • 100% of tool parameters carry a description.Pass
  • Structured output schemas are declared (91% of tools); any adoption earns full credit.Pass
Tool Safety100
  • No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
  • We read all 11 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
  • An AI judge read all 11 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities100
  • Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.Pass
Install

How do I install the coach.marian/eng-leadership-toolkit MCP server?

coach.marian/eng-leadership-toolkit is a hosted endpoint at https://www.marian.coach/mcp, so there is nothing to install locally. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.

remote · www.marian.coach

# add to Claude Code
claude mcp add --transport http coach-marian-eng-leadership-toolkit 'https://www.marian.coach/mcp'
// .cursor/mcp.json
{
  "mcpServers": {
    "coach-marian-eng-leadership-toolkit": {
      "url": "https://www.marian.coach/mcp"
    }
  }
}
// .vscode/mcp.json
{
  "servers": {
    "coach-marian-eng-leadership-toolkit": {
      "type": "http",
      "url": "https://www.marian.coach/mcp"
    }
  }
}
# ~/.codex/config.toml
[mcp_servers.coach-marian-eng-leadership-toolkit]
url = "https://www.marian.coach/mcp"
// opencode.json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "coach-marian-eng-leadership-toolkit": {
      "type": "remote",
      "url": "https://www.marian.coach/mcp",
      "enabled": true
    }
  }
}
# add to OpenClaw
openclaw mcp add coach-marian-eng-leadership-toolkit --url 'https://www.marian.coach/mcp' --transport streamable-http
# ~/.hermes/config.yaml
mcp_servers:
  coach-marian-eng-leadership-toolkit:
    url: "https://www.marian.coach/mcp"
// ~/.netclaw/config/netclaw.json
{
  "McpServers": {
    "coach-marian-eng-leadership-toolkit": {
      "Transport": "http",
      "Url": "https://www.marian.coach/mcp"
    }
  }
}
# add to Vellum
assistant mcp add coach-marian-eng-leadership-toolkit -t streamable-http -u 'https://www.marian.coach/mcp'
// mcp.json
{
  "mcpServers": {
    "coach-marian-eng-leadership-toolkit": {
      "type": "http",
      "url": "https://www.marian.coach/mcp"
    }
  }
}

The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.

Changelog

Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.

  • 12 Sept 26 +7
    • Stability: fail → pass security
    • Schema quality: 287 → 244 functional
    • “assess_team_lead_readiness” reworded the description of “context” cosmetic
    • “build_mentoring_business_case” reworded the description of “alternatives” cosmetic
    • “build_mentoring_business_case” reworded the description of “context” cosmetic
    • “build_mentoring_business_case” reworded the description of “formality” cosmetic
    • “build_mentoring_business_case” reworded the description of “lang” cosmetic
    • “build_mentoring_business_case” reworded the description of “role” cosmetic
    • “build_mentoring_business_case” reworded the description of “situation” cosmetic
    • “calculate_developer_value” reworded the description of “context” cosmetic
    • “calculate_developer_value” reworded the description of “level” cosmetic
    • “calculate_engineering_manager_value” reworded the description of “context” cosmetic
    • “calculate_engineering_manager_value” reworded the description of “level” cosmetic
    • “calculate_engineering_manager_value” reworded the description of “track” cosmetic
    • “choose_mentor_coach_or_advisor” reworded the description of “context” cosmetic
    • “estimate_coaching_cost” reworded the description of “client_role” cosmetic
    • “estimate_coaching_cost” reworded the description of “coach_seniority” cosmetic
    • “estimate_coaching_cost” reworded the description of “coaching_type” cosmetic
    • “estimate_coaching_cost” reworded the description of “context” cosmetic
    • “estimate_coaching_cost” reworded the description of “scope” cosmetic
    • “estimate_coaching_cost” reworded the description of “territory” cosmetic
    • “get_engineering_leadership_benchmarks” reworded the description of “context” cosmetic
    • “get_engineering_leadership_benchmarks” reworded the description of “topic” cosmetic
    • “get_first_time_manager_guidance” reworded the description of “context” cosmetic
    • “get_one_on_one_playbook” reworded the description of “context” cosmetic
    • “get_one_on_one_playbook” reworded the description of “situation” cosmetic
    • “get_started” reworded the description of “context” cosmetic
    • “assess_team_lead_readiness” made “context” optional cosmetic
    • “build_mentoring_business_case” made “context” optional cosmetic
    • “build_mentoring_business_case” made “role” optional cosmetic
    • “calculate_developer_value” made “context” optional cosmetic
    • “calculate_developer_value” made “level” optional cosmetic
    • “calculate_engineering_manager_value” made “context” optional cosmetic
    • “calculate_engineering_manager_value” made “level” optional cosmetic
    • “choose_mentor_coach_or_advisor” made “context” optional cosmetic
    • “estimate_coaching_cost” made “client_role” optional cosmetic
    • “estimate_coaching_cost” made “coach_seniority” optional cosmetic
    • “estimate_coaching_cost” made “coaching_type” optional cosmetic
    • “estimate_coaching_cost” made “context” optional cosmetic
    • “estimate_coaching_cost” made “territory” optional cosmetic
    • “get_engineering_leadership_benchmarks” made “context” optional cosmetic
    • “get_first_time_manager_guidance” made “context” optional cosmetic
    • “get_one_on_one_playbook” made “context” optional cosmetic
    • “get_one_on_one_playbook” made “situation” optional cosmetic
    • “get_started” made “context” optional cosmetic
  • 10 Sept 26 0
    • Tool “get_more_tools” rewrote its description, which is the text the model reads security
    • Server version: 1.7.0 → 1.6.0 functional
    • “get_more_tools” reworded the description of “context” cosmetic
    • “get_more_tools” made “context” optional cosmetic
  • 6 Sept 26 +2
    • DNSSEC: fail → pass security
    • Server version: 1.6.0 → 1.7.0 functional
  • 5 Sept 26 0
    • Tool “assess_team_lead_readiness” rewrote its description, which is the text the model reads security
    • Tool “build_mentoring_business_case” rewrote its description, which is the text the model reads security
    • Tool “choose_mentor_coach_or_advisor” rewrote its description, which is the text the model reads security
    • Tool “get_engineering_leadership_benchmarks” rewrote its description, which is the text the model reads security
    • Tool “get_more_tools” rewrote its description, which is the text the model reads security
    • Tool “get_one_on_one_playbook” rewrote its description, which is the text the model reads security
    • “get_more_tools” reworded the description of “context” cosmetic
    • Tool “get_more_tools” changed its title: More tools? Check here first — also answers a plain hello/liveness ping cosmetic
  • 4 Sept 26 0
    • New tool “get_started” functional
  • 31 Aug 26 0
    • Tool “build_mentoring_business_case” rewrote its description, which is the text the model reads security
    • “build_mentoring_business_case” reworded the description of “situation” cosmetic
  • 28 Aug 26 −7
    • A breaking change shipped without a version bump: still 1.6.0 security
    • Tool coverage: 100% → 90% functional
    • Schema quality: 208 → 288 functional
    • “assess_team_lead_readiness” added a required parameter “context”, so existing callers break functional
    • “build_mentoring_business_case” added a required parameter “context”, so existing callers break functional
    • “calculate_developer_value” added a required parameter “context”, so existing callers break functional
    • “calculate_engineering_manager_value” added a required parameter “context”, so existing callers break functional
    • “choose_mentor_coach_or_advisor” added a required parameter “context”, so existing callers break functional
    • “estimate_coaching_cost” added a required parameter “context”, so existing callers break functional
    • “get_engineering_leadership_benchmarks” added a required parameter “context”, so existing callers break functional
    • “get_first_time_manager_guidance” added a required parameter “context”, so existing callers break functional
    • “get_one_on_one_playbook” added a required parameter “context”, so existing callers break functional
    • New tool “get_more_tools” functional
  • 26 Aug 26 +1
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
Diagnostics

Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.

Captured 21 Sept 2026 · Probed https://www.marian.coach/mcp

TLS valid

Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .

Subject Issuer Valid from Valid until Key Signature Serial
CN=marian.coach CN=WE1,O=Google Trust Services,C=US 29 Aug 2026 27 Nov 2026 ECDSA 256 ECDSA-SHA256 8aa1641fb2262cb013c9c81a387962b8
SANs: marian.coach, www.marian.coach, *.www.marian.coach
CN=WE1,O=Google Trust Services,C=US (CA) CN=GTS Root R4,O=Google Trust Services LLC,C=US 13 Dec 2023 20 Feb 2029 ECDSA 256 ECDSA-SHA384 7ff31977972c224a76155d13b6d685e3
CN=GTS Root R4,O=Google Trust Services LLC,C=US (CA) CN=GlobalSign Root CA,OU=Root CA,O=GlobalSign nv-sa,C=BE 15 Nov 2023 28 Jan 2028 ECDSA 384 SHA256-RSA 7fe530bf331343bedd821610493d8a1b

Background: What to check on a remote MCP endpoint →

DNSSEC secure

Validation of www.marian.coach. Secure

Zone DS Keys Algorithms Outcome
. trust_anchor 20326, 38696 8, 8 Verified
coach. present 7096 8 Verified
marian.coach. present 2371 13 Verified
www.marian.coach. Verified address RRset verified with the apex keys
Authentication No authorisation required

The endpoint answered without asking for a token. Anyone who knows the URL can reach it.

Result No authorisation required
HTTP status 200
Header Value
strict-transport-security max-age=15552000; includeSubDomains
x-content-type-options nosniff

Background: How OAuth 2.1 works in the 2026 MCP spec →

Transports 2 probes
Transport URL Outcome Status Location
streamable-http https://www.marian.coach/mcp Verified 200
http (plaintext) http://www.marian.coach/mcp HTTPS enforced 301 https://www.marian.coach/mcp
MCP tools · 11 exposed · ~2,688 tokens

The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →

Tool Tokens
assess_team_lead_readiness ~224

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.

NameTypeReqDescription
answersobjectAnswers keyed by question id (q1-q17), each the 0-based index of the chosen option for that question (NOT a rating — option scores are calibrated and non-monotonic). Omit to receive the 17 questions…
contextstringOptional. A short description of your goal and why you are calling this tool. Recorded as intent so the tools can be improved; it never changes the answer.
NameTypeReqDescription
emailobjectForwardable email to the manager.
evidencearraySources the case may cite.
levelstringSeniority level the score maps to, when the tool computes one.
mathobjectNapkin math behind the case.
objectionsarrayThe usual objections, answered.
onePagerobjectManager-facing one-pager, forwardable to finance.
reportstringyesThe full human-readable report.
salaryEurnumberEstimated 2026 Western-Europe gross annual salary in EUR.
slackShortstringSlack/Teams-length version of the ask.
sourcestringyesCanonical marian.coach page this answer is derived from.
talkingPointsarrayFive talking points for the conversation.
totalScorenumberWeighted 0-10 score, when the tool computes one.
valueFormulaobjectThe four value lines to add up (money saved, cost of delay, missed opportunity, roadmap slippage) plus the count-then-halve CFO rule.
verdictstringHeadline verdict, when the tool returns one.
workedExamplesarrayThree published worked examples: EM, Director, Staff Engineer.

No examples provided.

build_mentoring_business_case ~648

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.

NameTypeReqDescription
alternativesAlternatives already considered One or more of: conference, course, internal_coach.
at_risk_attritionSenior people at risk of leaving (0–5). Drives the napkin math
avg_salary_eurLegacy: fully-loaded annual cost per engineer in EUR, only with team_size
companystringCompany name, for the invoice line
contextstringOptional. A short description of your goal and why you are calling this tool. Recorded as intent so the tools can be improved; it never changes the answer.
decide_bystringDecision date, free text (e.g. 'Friday 22 Aug')
delayed_revenue_eurLegacy: annual revenue attached to a slipping roadmap item, in EUR
first_time_in_roleFirst time in this role? Adds the first-time-manager evidence
formalitystringCzech only: ty (informal, default) or Vy (formal) One of: informal, formal.
kpis1–3 measurable 90-day targets; default = the role's suggestions
langstringOutput language (default en) One of: en, cs.
manager_namestringThe manager's first name
problemstringThe ONE thing to fix in the next 90 days, in the user's words. Never invent it; leave empty to get a visible placeholder
rolestringRequired. The mentee's role — sets KPI and example-problem suggestions One of: engineering_manager, director, vp_engineering, staff_engineer, product_manager.
situationstringld_budget = a learning/L&D budget exists (asks for the 6-session quarter, 5 paid + 1 free, 1,975 EUR); no_budget = no budget line (asks for one 395 EUR pilot session first). Default ld_budget One of:…
team_sizeTeam size, context for the one-pager (and the legacy team-lift line)
your_namestringThe mentee's first name (signs the email)
NameTypeReqDescription
emailobjectForwardable email to the manager.
evidencearraySources the case may cite.
levelstringSeniority level the score maps to, when the tool computes one.
mathobjectNapkin math behind the case.
objectionsarrayThe usual objections, answered.
onePagerobjectManager-facing one-pager, forwardable to finance.
reportstringyesThe full human-readable report.
salaryEurnumberEstimated 2026 Western-Europe gross annual salary in EUR.
slackShortstringSlack/Teams-length version of the ask.
sourcestringyesCanonical marian.coach page this answer is derived from.
talkingPointsarrayFive talking points for the conversation.
totalScorenumberWeighted 0-10 score, when the tool computes one.
valueFormulaobjectThe four value lines to add up (money saved, cost of delay, missed opportunity, roadmap slippage) plus the count-then-halve CFO rule.
verdictstringHeadline verdict, when the tool returns one.
workedExamplesarrayThree published worked examples: EM, Director, Staff Engineer.

No examples provided.

calculate_developer_value ~252

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.

NameTypeReqDescription
contextstringOptional. A short description of your goal and why you are calling this tool. Recorded as intent so the tools can be improved; it never changes the answer.
levelstringRequired. The developer's current (or claimed) level — sets pillar weights and baseline One of: junior, mid, senior, staff.
scoresobjectOptional 0-10 score per skill. Valid keys: discipline-mastery, code-quality, debugging, system-design, tech-decisions, data-performance, shipping-outcomes, production-ownership, domain-expertise, com…
NameTypeReqDescription
emailobjectForwardable email to the manager.
evidencearraySources the case may cite.
levelstringSeniority level the score maps to, when the tool computes one.
mathobjectNapkin math behind the case.
objectionsarrayThe usual objections, answered.
onePagerobjectManager-facing one-pager, forwardable to finance.
reportstringyesThe full human-readable report.
salaryEurnumberEstimated 2026 Western-Europe gross annual salary in EUR.
slackShortstringSlack/Teams-length version of the ask.
sourcestringyesCanonical marian.coach page this answer is derived from.
talkingPointsarrayFive talking points for the conversation.
totalScorenumberWeighted 0-10 score, when the tool computes one.
valueFormulaobjectThe four value lines to add up (money saved, cost of delay, missed opportunity, roadmap slippage) plus the count-then-halve CFO rule.
verdictstringHeadline verdict, when the tool returns one.
workedExamplesarrayThree published worked examples: EM, Director, Staff Engineer.

No examples provided.

calculate_engineering_manager_value ~349

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.

NameTypeReqDescription
contextstringOptional. A short description of your goal and why you are calling this tool. Recorded as intent so the tools can be improved; it never changes the answer.
levelstringRequired. The leader's current (or claimed) level — sets pillar weights and baseline (team-lead, em, senior-em, director) One of: team-lead, em, senior-em, director.
scoresobjectOptional 0-10 score per skill. Valid keys: hiring, coaching, performance, predictable-delivery, quality-ops, process-fit, architecture-judgment, tech-strategy, build-vs-buy, product-partnership, mana…
trackstringOptional context: what kind of teams they lead. Framing only — scoring is weighted by level, identically across tracks (same as the live tool) One of: product-teams, platform-infra, data-ml, agency,…
NameTypeReqDescription
emailobjectForwardable email to the manager.
evidencearraySources the case may cite.
levelstringSeniority level the score maps to, when the tool computes one.
mathobjectNapkin math behind the case.
objectionsarrayThe usual objections, answered.
onePagerobjectManager-facing one-pager, forwardable to finance.
reportstringyesThe full human-readable report.
salaryEurnumberEstimated 2026 Western-Europe gross annual salary in EUR.
slackShortstringSlack/Teams-length version of the ask.
sourcestringyesCanonical marian.coach page this answer is derived from.
talkingPointsarrayFive talking points for the conversation.
totalScorenumberWeighted 0-10 score, when the tool computes one.
valueFormulaobjectThe four value lines to add up (money saved, cost of delay, missed opportunity, roadmap slippage) plus the count-then-halve CFO rule.
verdictstringHeadline verdict, when the tool returns one.
workedExamplesarrayThree published worked examples: EM, Director, Staff Engineer.

No examples provided.

choose_mentor_coach_or_advisor ~130

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.

NameTypeReqDescription
contextstringOptional. A short description of your goal and why you are calling this tool. Recorded as intent so the tools can be improved; it never changes the answer.
situationstringOptional: the leader's situation in one sentence — the three-question test below maps it to a recommendation
NameTypeReqDescription
emailobjectForwardable email to the manager.
evidencearraySources the case may cite.
levelstringSeniority level the score maps to, when the tool computes one.
mathobjectNapkin math behind the case.
objectionsarrayThe usual objections, answered.
onePagerobjectManager-facing one-pager, forwardable to finance.
reportstringyesThe full human-readable report.
salaryEurnumberEstimated 2026 Western-Europe gross annual salary in EUR.
slackShortstringSlack/Teams-length version of the ask.
sourcestringyesCanonical marian.coach page this answer is derived from.
talkingPointsarrayFive talking points for the conversation.
totalScorenumberWeighted 0-10 score, when the tool computes one.
valueFormulaobjectThe four value lines to add up (money saved, cost of delay, missed opportunity, roadmap slippage) plus the count-then-halve CFO rule.
verdictstringHeadline verdict, when the tool returns one.
workedExamplesarrayThree published worked examples: EM, Director, Staff Engineer.

No examples provided.

estimate_coaching_cost ~349

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.

NameTypeReqDescription
client_rolestringRequired. The client's role — the same coach charges a VP more than an EM One of: ic, em, director, vp, founder.
coach_senioritystringRequired. Coach seniority band: certified (ICF ACC level), experienced (PCC, 10+ yrs), top-tier (MCC / C-suite), practitioner-mentor (has held the client's role) One of: certified, experienced, top-t…
coaching_typestringRequired. What kind of coaching the client is buying One of: executive, leadership, engineering-leadership, career, life.
contextstringOptional. A short description of your goal and why you are calling this tool. Recorded as intent so the tools can be improved; it never changes the answer.
scopestringEngagement length (default single-session) — longer commitments carry a 5-20% per-session discount One of: single-session, monthly, quarter, half-year.
territorystringRequired. Where the coach operates — CEE runs at roughly half of US rates One of: us, uk, western-europe, cee, online.
NameTypeReqDescription
emailobjectForwardable email to the manager.
evidencearraySources the case may cite.
levelstringSeniority level the score maps to, when the tool computes one.
mathobjectNapkin math behind the case.
objectionsarrayThe usual objections, answered.
onePagerobjectManager-facing one-pager, forwardable to finance.
reportstringyesThe full human-readable report.
salaryEurnumberEstimated 2026 Western-Europe gross annual salary in EUR.
slackShortstringSlack/Teams-length version of the ask.
sourcestringyesCanonical marian.coach page this answer is derived from.
talkingPointsarrayFive talking points for the conversation.
totalScorenumberWeighted 0-10 score, when the tool computes one.
valueFormulaobjectThe four value lines to add up (money saved, cost of delay, missed opportunity, roadmap slippage) plus the count-then-halve CFO rule.
verdictstringHeadline verdict, when the tool returns one.
workedExamplesarrayThree published worked examples: EM, Director, Staff Engineer.

No examples provided.

get_engineering_leadership_benchmarks ~178

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.

NameTypeReqDescription
contextstringOptional. A short description of your goal and why you are calling this tool. Recorded as intent so the tools can be improved; it never changes the answer.
topicstringWhich benchmark set to return (default: all) One of: practice-stats, mentee-mix, topic-demand, team-health-thresholds, all.
NameTypeReqDescription
emailobjectForwardable email to the manager.
evidencearraySources the case may cite.
levelstringSeniority level the score maps to, when the tool computes one.
mathobjectNapkin math behind the case.
objectionsarrayThe usual objections, answered.
onePagerobjectManager-facing one-pager, forwardable to finance.
reportstringyesThe full human-readable report.
salaryEurnumberEstimated 2026 Western-Europe gross annual salary in EUR.
slackShortstringSlack/Teams-length version of the ask.
sourcestringyesCanonical marian.coach page this answer is derived from.
talkingPointsarrayFive talking points for the conversation.
totalScorenumberWeighted 0-10 score, when the tool computes one.
valueFormulaobjectThe four value lines to add up (money saved, cost of delay, missed opportunity, roadmap slippage) plus the count-then-halve CFO rule.
verdictstringHeadline verdict, when the tool returns one.
workedExamplesarrayThree published worked examples: EM, Director, Staff Engineer.

No examples provided.

get_first_time_manager_guidance ~114

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.

NameTypeReqDescription
contextstringOptional. A short description of your goal and why you are calling this tool. Recorded as intent so the tools can be improved; it never changes the answer.
NameTypeReqDescription
emailobjectForwardable email to the manager.
evidencearraySources the case may cite.
levelstringSeniority level the score maps to, when the tool computes one.
mathobjectNapkin math behind the case.
objectionsarrayThe usual objections, answered.
onePagerobjectManager-facing one-pager, forwardable to finance.
reportstringyesThe full human-readable report.
salaryEurnumberEstimated 2026 Western-Europe gross annual salary in EUR.
slackShortstringSlack/Teams-length version of the ask.
sourcestringyesCanonical marian.coach page this answer is derived from.
talkingPointsarrayFive talking points for the conversation.
totalScorenumberWeighted 0-10 score, when the tool computes one.
valueFormulaobjectThe four value lines to add up (money saved, cost of delay, missed opportunity, roadmap slippage) plus the count-then-halve CFO rule.
verdictstringHeadline verdict, when the tool returns one.
workedExamplesarrayThree published worked examples: EM, Director, Staff Engineer.

No examples provided.

get_more_tools ~131

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.

NameTypeReqDescription
contextstringA description of your goal and what kind of tool would help accomplish it, OR a plain greeting/liveness ping like 'hi' or 'test'. Omit it for the menu.

No output schema declared.

No examples provided.

get_one_on_one_playbook ~200

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.

NameTypeReqDescription
contextstringOptional. A short description of your goal and why you are calling this tool. Recorded as intent so the tools can be improved; it never changes the answer.
situationstringRequired. Which situation: first-session (direction-setting template), underperformance (difficult conversation script), promotion-to-manager (timing signals + transition contract), better-one-on-one…
NameTypeReqDescription
emailobjectForwardable email to the manager.
evidencearraySources the case may cite.
levelstringSeniority level the score maps to, when the tool computes one.
mathobjectNapkin math behind the case.
objectionsarrayThe usual objections, answered.
onePagerobjectManager-facing one-pager, forwardable to finance.
reportstringyesThe full human-readable report.
salaryEurnumberEstimated 2026 Western-Europe gross annual salary in EUR.
slackShortstringSlack/Teams-length version of the ask.
sourcestringyesCanonical marian.coach page this answer is derived from.
talkingPointsarrayFive talking points for the conversation.
totalScorenumberWeighted 0-10 score, when the tool computes one.
valueFormulaobjectThe four value lines to add up (money saved, cost of delay, missed opportunity, roadmap slippage) plus the count-then-halve CFO rule.
verdictstringHeadline verdict, when the tool returns one.
workedExamplesarrayThree published worked examples: EM, Director, Staff Engineer.

No examples provided.

get_started ~113

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.

NameTypeReqDescription
contextstringOptional. A short description of your goal and why you are calling this tool. Recorded as intent so the tools can be improved; it never changes the answer.
NameTypeReqDescription
emailobjectForwardable email to the manager.
evidencearraySources the case may cite.
levelstringSeniority level the score maps to, when the tool computes one.
mathobjectNapkin math behind the case.
objectionsarrayThe usual objections, answered.
onePagerobjectManager-facing one-pager, forwardable to finance.
reportstringyesThe full human-readable report.
salaryEurnumberEstimated 2026 Western-Europe gross annual salary in EUR.
slackShortstringSlack/Teams-length version of the ask.
sourcestringyesCanonical marian.coach page this answer is derived from.
talkingPointsarrayFive talking points for the conversation.
totalScorenumberWeighted 0-10 score, when the tool computes one.
valueFormulaobjectThe four value lines to add up (money saved, cost of delay, missed opportunity, roadmap slippage) plus the count-then-halve CFO rule.
verdictstringHeadline verdict, when the tool returns one.
workedExamplesarrayThree published worked examples: EM, Director, Staff Engineer.

No examples provided.

Common questions

What is the coach.marian/eng-leadership-toolkit MCP server?

coach.marian/eng-leadership-toolkit is an MCP server listed in the public MCP registry as coach.marian/eng-leadership-toolkit. Engineering leadership benchmarks, 1:1 playbooks, developer value calculator. 3,400+ sessions. This page covers its hosted endpoint (https://www.marian.coach/mcp).

Is the coach.marian/eng-leadership-toolkit MCP server safe to use?

coach.marian/eng-leadership-toolkit scores 87 out of 100 on VerifyMCP. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.

What tools does the coach.marian/eng-leadership-toolkit MCP server expose?

coach.marian/eng-leadership-toolkit exposes 11 tools: get_started, get_more_tools, calculate_developer_value, calculate_engineering_manager_value, assess_team_lead_readiness, and 6 more. Their descriptions and schemas cost roughly 2,688 tokens of context every time the server is loaded.

Does the coach.marian/eng-leadership-toolkit MCP server require authentication?

No. We connected to coach.marian/eng-leadership-toolkit without credentials and it answered, so anything it exposes is reachable by anyone who knows the address.

Is the coach.marian/eng-leadership-toolkit MCP server still maintained?

coach.marian/eng-leadership-toolkit is still listed as active in the MCP registry. We last reached this channel on 21 September 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.