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coach.marian/eng-leadership-toolkit

REMOTE · WWW.MARIAN.COACH · SCANNED AUG 3

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

Available components

+6 this week 72 Trust /100
Trust breakdown (6 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 →

Endpoint Security74
Transport & Reachability100
Schema Quality & AI Usability67
  • AI-judged instruction clarity (excellent).Pass
  • Context-footprint check failed: tool/resource definitions use about 1537 tokens (~170/item across 9 items; 9 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 Management27
  • Stability observed for 8 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
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 (100% of tools); any adoption earns full credit.Pass
Capabilities100
  • Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.Pass
Install

Add this component to your MCP client. Where a client-specific snippet is available, pick your client below and copy it straight into your config; otherwise use the connection detail shown.

remote · www.marian.coach

# add to Claude Code
claude mcp add --transport http coach-marian-eng-leadership-toolkit 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"
// 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.

  • 3 Aug 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 23 to 27. That category is still filling its 30-day observation window: 7 days of observed history at the previous scan, 8 at this one. The score rises as the window fills, whether or not the server changes.

  • 31 Jul 26 +3
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 30 Jul 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
  • 28 Jul 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 3 to 7. That category is still filling its 30-day observation window: 1 days of observed history at the previous scan, 2 at this one. The score rises as the window fills, whether or not the server changes.

  • 27 Jul 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
  • 26 Jul 26 65

    First indexed and scored.

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 3 Aug 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 1 Jul 2026 29 Sept 2026 ECDSA 256 ECDSA-SHA256 14f4a96a822133490ef956cfd5515ae8
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
DNSSEC insecure

Validation of www.marian.coach. Not signed

Zone DS Keys Algorithms Outcome
. trust_anchor 20326, 38696 8, 8 Verified
coach. present 7096 8 Verified
marian.coach. absent Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation
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
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 — 9 exposed · ~1,537 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.

Tool Tokens
assess_team_lead_readiness ~187

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 3,400+ 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…
NameTypeReqDescription
levelstringSeniority level the score maps to, when the tool computes one.
reportstringyesThe full human-readable report.
salaryEurnumberEstimated 2026 Western-Europe gross annual salary in EUR.
sourcestringyesCanonical marian.coach page this answer is derived from.
totalScorenumberWeighted 0-10 score, when the tool computes one.
verdictstringHeadline verdict, when the tool returns one.

No examples provided.

build_mentoring_business_case ~215

Build the business case to get your company to pay for leadership mentoring or coaching: computes the ROI in EUR (money saved + cost of delay avoided + missed opportunity + roadmap slippage avoided), suggests 3-6 month KPIs, and drafts a forwardable approval email for your manager. Based on 3,400+ mentoring sessions at marian.coach.

NameTypeReqDescription
at_risk_attritionnumberSenior people with a foot out the door (default 0)
avg_salary_eurnumberAverage fully-loaded annual cost per engineer in EUR (default 100000)
delayed_revenue_eurnumberAnnual revenue attached to a slipping roadmap item, in EUR (default 0)
problemstringThe one problem to fix, e.g. "delivery predictability at 60%"
rolestringyesThe mentee's role — sets the suggested KPIs
team_sizenumberNumber of engineers in the team/org affected
NameTypeReqDescription
levelstringSeniority level the score maps to, when the tool computes one.
reportstringyesThe full human-readable report.
salaryEurnumberEstimated 2026 Western-Europe gross annual salary in EUR.
sourcestringyesCanonical marian.coach page this answer is derived from.
totalScorenumberWeighted 0-10 score, when the tool computes one.
verdictstringHeadline verdict, when the tool returns one.

No examples provided.

calculate_developer_value ~202

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
levelstringyesThe developer's current (or claimed) level — sets pillar weights and baseline
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
levelstringSeniority level the score maps to, when the tool computes one.
reportstringyesThe full human-readable report.
salaryEurnumberEstimated 2026 Western-Europe gross annual salary in EUR.
sourcestringyesCanonical marian.coach page this answer is derived from.
totalScorenumberWeighted 0-10 score, when the tool computes one.
verdictstringHeadline verdict, when the tool returns one.

No examples provided.

calculate_engineering_manager_value ~273

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
levelstringyesThe leader's current (or claimed) level — sets pillar weights and baseline (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)
NameTypeReqDescription
levelstringSeniority level the score maps to, when the tool computes one.
reportstringyesThe full human-readable report.
salaryEurnumberEstimated 2026 Western-Europe gross annual salary in EUR.
sourcestringyesCanonical marian.coach page this answer is derived from.
totalScorenumberWeighted 0-10 score, when the tool computes one.
verdictstringHeadline verdict, when the tool returns one.

No examples provided.

choose_mentor_coach_or_advisor ~93

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 3,400+ mentoring sessions.

NameTypeReqDescription
situationstringOptional: the leader's situation in one sentence — the three-question test below maps it to a recommendation
NameTypeReqDescription
levelstringSeniority level the score maps to, when the tool computes one.
reportstringyesThe full human-readable report.
salaryEurnumberEstimated 2026 Western-Europe gross annual salary in EUR.
sourcestringyesCanonical marian.coach page this answer is derived from.
totalScorenumberWeighted 0-10 score, when the tool computes one.
verdictstringHeadline verdict, when the tool returns one.

No examples provided.

estimate_coaching_cost ~235

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_rolestringyesThe client's role — the same coach charges a VP more than an EM
coach_senioritystringyesCoach seniority band: certified (ICF ACC level), experienced (PCC, 10+ yrs), top-tier (MCC / C-suite), practitioner-mentor (has held the client's role)
coaching_typestringyesWhat kind of coaching the client is buying
scopestringEngagement length (default single-session) — longer commitments carry a 5-20% per-session discount
territorystringyesWhere the coach operates — CEE runs at roughly half of US rates
NameTypeReqDescription
levelstringSeniority level the score maps to, when the tool computes one.
reportstringyesThe full human-readable report.
salaryEurnumberEstimated 2026 Western-Europe gross annual salary in EUR.
sourcestringyesCanonical marian.coach page this answer is derived from.
totalScorenumberWeighted 0-10 score, when the tool computes one.
verdictstringHeadline verdict, when the tool returns one.

No examples provided.

get_engineering_leadership_benchmarks ~118

Real benchmarks from 3,400+ 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
topicstringWhich benchmark set to return (default: all)
NameTypeReqDescription
levelstringSeniority level the score maps to, when the tool computes one.
reportstringyesThe full human-readable report.
salaryEurnumberEstimated 2026 Western-Europe gross annual salary in EUR.
sourcestringyesCanonical marian.coach page this answer is derived from.
totalScorenumberWeighted 0-10 score, when the tool computes one.
verdictstringHeadline verdict, when the tool returns one.

No examples provided.

get_first_time_manager_guidance ~76

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.

Input schema present but exposes no named parameters.

NameTypeReqDescription
levelstringSeniority level the score maps to, when the tool computes one.
reportstringyesThe full human-readable report.
salaryEurnumberEstimated 2026 Western-Europe gross annual salary in EUR.
sourcestringyesCanonical marian.coach page this answer is derived from.
totalScorenumberWeighted 0-10 score, when the tool computes one.
verdictstringHeadline verdict, when the tool returns one.

No examples provided.

get_one_on_one_playbook ~138

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 3,400+ sessions.

NameTypeReqDescription
situationstringyesWhich situation: first-session (direction-setting template), underperformance (difficult conversation script), promotion-to-manager (timing signals + transition contract), better-one-on-ones (from st…
NameTypeReqDescription
levelstringSeniority level the score maps to, when the tool computes one.
reportstringyesThe full human-readable report.
salaryEurnumberEstimated 2026 Western-Europe gross annual salary in EUR.
sourcestringyesCanonical marian.coach page this answer is derived from.
totalScorenumberWeighted 0-10 score, when the tool computes one.
verdictstringHeadline verdict, when the tool returns one.

No examples provided.