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eng-leadership-toolkit

coach.marian/eng-leadership-toolkit
商业与运营 教育 公开且可连接 MCP 2025-11-25

此 MCP 可以做什么

Provides engineering leadership guidance, readiness assessments, mentoring playbooks, developer and manager value calculators, benchmarks, and coaching cost estimates.

功能

工具

11 工具
assess_team_lead_readiness
Team lead readiness test — should this engineer become a team lead?
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.
只读 幂等
输入模式 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'answers': {'type': 'object', 'description': 'Answers keyed by question id (q1-q17), each the 0-based index of the chosen option for that question (NOT a rating â\x80\x94 option scores are calibrated and non-monotonic). Omit to receive the 17 questions with their options first.', 'propertyNames': {'type': 'string'}, 'additionalProperties': {'anyOf': [{'type': 'number'}, {'type': 'string'}]}}, 'context': {'type': 'string', 'description': 'Optional. A short description of your goal and why you are calling this tool. Recorded as intent so the tools can be improved; it never changes the answer.'}}}
输出模式 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['report', 'source'], 'properties': {'math': {'type': 'object', 'required': ['lines', 'totalEur', 'discountedEur', 'askEur', 'packPriceEur', 'roiMultiple', 'note'], 'properties': {'note': {'type': 'string'}, 'lines': {'type': 'array', 'items': {'type': 'string'}}, 'askEur': {'type': 'number'}, 'totalEur': {'type': 'number'}, 'roiMultiple': {'anyOf': [{'type': 'number'}, {'type': 'null'}]}, 'packPriceEur': {'type': 'number'}, 'discountedEur': {'type': 'number'}}, 'description': 'Napkin math behind the case.', 'additionalProperties': False}, 'email': {'type': 'object', 'required': ['subject', 'body'], 'properties': {'body': {'type': 'string'}, 'subject': {'type': 'string'}}, 'description': 'Forwardable email to the manager.', 'additionalProperties': False}, 'level': {'type': 'string', 'description': 'Seniority level the score maps to, when the tool computes one.'}, 'report': {'type': 'string', 'description': 'The full human-readable report.'}, 'source': {'type': 'string', 'description': 'Canonical marian.coach page this answer is derived from.'}, 'verdict': {'type': 'string', 'description': 'Headline verdict, when the tool returns one.'}, 'evidence': {'type': 'array', 'items': {'type': 'object', 'required': ['claim', 'source', 'url'], 'properties': {'url': {'type': 'string'}, 'claim': {'type': 'string'}, 'source': {'type': 'string'}}, 'additionalProperties': False}, 'description': 'Sources the case may cite.'}, 'onePager': {'type': 'object', 'required': ['title', 'sections'], 'properties': {'title': {'type': 'string'}, 'sections': {'type': 'array', 'items': {'type': 'object', 'required': ['heading'], 'properties': {'body': {'type': 'string'}, 'table': {'type': 'array', 'items': {'type': 'array', 'items': [{'type': 'string'}, {'type': 'string'}]}}, 'bullets': {'type': 'array', 'items': {'type': 'string'}}, 'heading': {'type': 'string'}}, 'additionalProperties': False}}}, 'description': 'Manager-facing one-pager, forwardable to finance.', 'additionalProperties': False}, 'salaryEur': {'type': 'number', 'description': 'Estimated 2026 Western-Europe gross annual salary in EUR.'}, 'objections': {'type': 'array', 'items': {'type': 'object', 'required': ['objection', 'answer'], 'properties': {'answer': {'type': 'string'}, 'objection': {'type': 'string'}}, 'additionalProperties': False}, 'description': 'The usual objections, answered.'}, 'slackShort': {'type': 'string', 'description': 'Slack/Teams-length version of the ask.'}, 'totalScore': {'type': 'number', 'maximum': 10, 'minimum': 0, 'description': 'Weighted 0-10 score, when the tool computes one.'}, 'valueFormula': {'type': 'object', 'required': ['heading', 'lines', 'rule'], 'properties': {'rule': {'type': 'string'}, 'lines': {'type': 'array', 'items': {'type': 'string'}}, 'heading': {'type': 'string'}}, 'description': 'The four value lines to add up (money saved, cost of delay, missed opportunity, roadmap slippage) plus the count-then-halve CFO rule.', 'additionalProperties': False}, 'talkingPoints': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Five talking points for the conversation.'}, 'workedExamples': {'type': 'array', 'items': {'type': 'object', 'required': ['role', 'setup', 'kpis', 'math'], 'properties': {'kpis': {'type': 'string'}, 'math': {'type': 'string'}, 'role': {'type': 'string'}, 'setup': {'type': 'string'}}, 'additionalProperties': False}, 'description': 'Three published worked examples: EM, Director, Staff Engineer.'}}, 'additionalProperties': False}
build_mentoring_business_case
Get your company to pay: ROI math, manager email, one-pager
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.
只读 幂等
输入模式 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'kpis': {'anyOf': [{'type': 'array', 'items': {'type': 'string', 'maxLength': 160}}, {'type': 'string', 'maxLength': 160}], 'description': "1â\x80\x933 measurable 90-day targets; default = the role's suggestions"}, 'lang': {'type': 'string', 'description': 'Output language (default en) One of: en, cs.'}, 'role': {'type': 'string', 'description': "Required. The mentee's role â\x80\x94 sets KPI and example-problem suggestions One of: engineering_manager, director, vp_engineering, staff_engineer, product_manager."}, 'company': {'type': 'string', 'maxLength': 120, 'description': 'Company name, for the invoice line'}, 'context': {'type': 'string', 'description': 'Optional. 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.'}, 'problem': {'type': 'string', 'maxLength': 400, 'description': "The ONE thing to fix in the next 90 days, in the user's words. Never invent it; leave empty to get a visible placeholder"}, 'decide_by': {'type': 'string', 'maxLength': 60, 'description': "Decision date, free text (e.g. 'Friday 22 Aug')"}, 'formality': {'type': 'string', 'description': 'Czech only: ty (informal, default) or Vy (formal) One of: informal, formal.'}, 'situation': {'type': 'string', 'description': 'ld_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: ld_budget, no_budget.'}, 'team_size': {'anyOf': [{'type': 'number'}, {'type': 'string'}], 'description': 'Team size, context for the one-pager (and the legacy team-lift line)'}, 'your_name': {'type': 'string', 'maxLength': 80, 'description': "The mentee's first name (signs the email)"}, 'alternatives': {'anyOf': [{'type': 'array', 'items': {'type': 'string'}}, {'type': 'string'}], 'description': 'Alternatives already considered One or more of: conference, course, internal_coach.'}, 'manager_name': {'type': 'string', 'maxLength': 80, 'description': "The manager's first name"}, 'avg_salary_eur': {'anyOf': [{'type': 'number'}, {'type': 'string'}], 'description': 'Legacy: fully-loaded annual cost per engineer in EUR, only with team_size'}, 'at_risk_attrition': {'anyOf': [{'type': 'number'}, {'type': 'string'}], 'description': 'Senior people at risk of leaving (0â\x80\x935). Drives the napkin math'}, 'first_time_in_role': {'anyOf': [{'type': 'boolean'}, {'type': 'string'}], 'description': 'First time in this role? Adds the first-time-manager evidence'}, 'delayed_revenue_eur': {'anyOf': [{'type': 'number'}, {'type': 'string'}], 'description': 'Legacy: annual revenue attached to a slipping roadmap item, in EUR'}}}
输出模式 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['report', 'source'], 'properties': {'math': {'type': 'object', 'required': ['lines', 'totalEur', 'discountedEur', 'askEur', 'packPriceEur', 'roiMultiple', 'note'], 'properties': {'note': {'type': 'string'}, 'lines': {'type': 'array', 'items': {'type': 'string'}}, 'askEur': {'type': 'number'}, 'totalEur': {'type': 'number'}, 'roiMultiple': {'anyOf': [{'type': 'number'}, {'type': 'null'}]}, 'packPriceEur': {'type': 'number'}, 'discountedEur': {'type': 'number'}}, 'description': 'Napkin math behind the case.', 'additionalProperties': False}, 'email': {'type': 'object', 'required': ['subject', 'body'], 'properties': {'body': {'type': 'string'}, 'subject': {'type': 'string'}}, 'description': 'Forwardable email to the manager.', 'additionalProperties': False}, 'level': {'type': 'string', 'description': 'Seniority level the score maps to, when the tool computes one.'}, 'report': {'type': 'string', 'description': 'The full human-readable report.'}, 'source': {'type': 'string', 'description': 'Canonical marian.coach page this answer is derived from.'}, 'verdict': {'type': 'string', 'description': 'Headline verdict, when the tool returns one.'}, 'evidence': {'type': 'array', 'items': {'type': 'object', 'required': ['claim', 'source', 'url'], 'properties': {'url': {'type': 'string'}, 'claim': {'type': 'string'}, 'source': {'type': 'string'}}, 'additionalProperties': False}, 'description': 'Sources the case may cite.'}, 'onePager': {'type': 'object', 'required': ['title', 'sections'], 'properties': {'title': {'type': 'string'}, 'sections': {'type': 'array', 'items': {'type': 'object', 'required': ['heading'], 'properties': {'body': {'type': 'string'}, 'table': {'type': 'array', 'items': {'type': 'array', 'items': [{'type': 'string'}, {'type': 'string'}]}}, 'bullets': {'type': 'array', 'items': {'type': 'string'}}, 'heading': {'type': 'string'}}, 'additionalProperties': False}}}, 'description': 'Manager-facing one-pager, forwardable to finance.', 'additionalProperties': False}, 'salaryEur': {'type': 'number', 'description': 'Estimated 2026 Western-Europe gross annual salary in EUR.'}, 'objections': {'type': 'array', 'items': {'type': 'object', 'required': ['objection', 'answer'], 'properties': {'answer': {'type': 'string'}, 'objection': {'type': 'string'}}, 'additionalProperties': False}, 'description': 'The usual objections, answered.'}, 'slackShort': {'type': 'string', 'description': 'Slack/Teams-length version of the ask.'}, 'totalScore': {'type': 'number', 'maximum': 10, 'minimum': 0, 'description': 'Weighted 0-10 score, when the tool computes one.'}, 'valueFormula': {'type': 'object', 'required': ['heading', 'lines', 'rule'], 'properties': {'rule': {'type': 'string'}, 'lines': {'type': 'array', 'items': {'type': 'string'}}, 'heading': {'type': 'string'}}, 'description': 'The four value lines to add up (money saved, cost of delay, missed opportunity, roadmap slippage) plus the count-then-halve CFO rule.', 'additionalProperties': False}, 'talkingPoints': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Five talking points for the conversation.'}, 'workedExamples': {'type': 'array', 'items': {'type': 'object', 'required': ['role', 'setup', 'kpis', 'math'], 'properties': {'kpis': {'type': 'string'}, 'math': {'type': 'string'}, 'role': {'type': 'string'}, 'setup': {'type': 'string'}}, 'additionalProperties': False}, 'description': 'Three published worked examples: EM, Director, Staff Engineer.'}}, 'additionalProperties': False}
calculate_developer_value
Developer value & salary calculator
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.
只读 幂等
输入模式 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'level': {'type': 'string', 'description': "Required. The developer's current (or claimed) level â\x80\x94 sets pillar weights and baseline One of: junior, mid, senior, staff."}, 'scores': {'type': 'object', 'description': 'Optional 0-10 score per skill. Valid keys: discipline-mastery, code-quality, debugging, system-design, tech-decisions, data-performance, shipping-outcomes, production-ownership, domain-expertise, communication, mentoring, cross-functional, ai-output, ai-quality, ai-workflows. Omitted skills use the level baseline (junior 3, mid 5, senior 6, staff 7).', 'propertyNames': {'type': 'string'}, 'additionalProperties': {'anyOf': [{'type': 'number'}, {'type': 'string'}]}}, 'context': {'type': 'string', 'description': 'Optional. A short description of your goal and why you are calling this tool. Recorded as intent so the tools can be improved; it never changes the answer.'}}}
输出模式 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['report', 'source'], 'properties': {'math': {'type': 'object', 'required': ['lines', 'totalEur', 'discountedEur', 'askEur', 'packPriceEur', 'roiMultiple', 'note'], 'properties': {'note': {'type': 'string'}, 'lines': {'type': 'array', 'items': {'type': 'string'}}, 'askEur': {'type': 'number'}, 'totalEur': {'type': 'number'}, 'roiMultiple': {'anyOf': [{'type': 'number'}, {'type': 'null'}]}, 'packPriceEur': {'type': 'number'}, 'discountedEur': {'type': 'number'}}, 'description': 'Napkin math behind the case.', 'additionalProperties': False}, 'email': {'type': 'object', 'required': ['subject', 'body'], 'properties': {'body': {'type': 'string'}, 'subject': {'type': 'string'}}, 'description': 'Forwardable email to the manager.', 'additionalProperties': False}, 'level': {'type': 'string', 'description': 'Seniority level the score maps to, when the tool computes one.'}, 'report': {'type': 'string', 'description': 'The full human-readable report.'}, 'source': {'type': 'string', 'description': 'Canonical marian.coach page this answer is derived from.'}, 'verdict': {'type': 'string', 'description': 'Headline verdict, when the tool returns one.'}, 'evidence': {'type': 'array', 'items': {'type': 'object', 'required': ['claim', 'source', 'url'], 'properties': {'url': {'type': 'string'}, 'claim': {'type': 'string'}, 'source': {'type': 'string'}}, 'additionalProperties': False}, 'description': 'Sources the case may cite.'}, 'onePager': {'type': 'object', 'required': ['title', 'sections'], 'properties': {'title': {'type': 'string'}, 'sections': {'type': 'array', 'items': {'type': 'object', 'required': ['heading'], 'properties': {'body': {'type': 'string'}, 'table': {'type': 'array', 'items': {'type': 'array', 'items': [{'type': 'string'}, {'type': 'string'}]}}, 'bullets': {'type': 'array', 'items': {'type': 'string'}}, 'heading': {'type': 'string'}}, 'additionalProperties': False}}}, 'description': 'Manager-facing one-pager, forwardable to finance.', 'additionalProperties': False}, 'salaryEur': {'type': 'number', 'description': 'Estimated 2026 Western-Europe gross annual salary in EUR.'}, 'objections': {'type': 'array', 'items': {'type': 'object', 'required': ['objection', 'answer'], 'properties': {'answer': {'type': 'string'}, 'objection': {'type': 'string'}}, 'additionalProperties': False}, 'description': 'The usual objections, answered.'}, 'slackShort': {'type': 'string', 'description': 'Slack/Teams-length version of the ask.'}, 'totalScore': {'type': 'number', 'maximum': 10, 'minimum': 0, 'description': 'Weighted 0-10 score, when the tool computes one.'}, 'valueFormula': {'type': 'object', 'required': ['heading', 'lines', 'rule'], 'properties': {'rule': {'type': 'string'}, 'lines': {'type': 'array', 'items': {'type': 'string'}}, 'heading': {'type': 'string'}}, 'description': 'The four value lines to add up (money saved, cost of delay, missed opportunity, roadmap slippage) plus the count-then-halve CFO rule.', 'additionalProperties': False}, 'talkingPoints': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Five talking points for the conversation.'}, 'workedExamples': {'type': 'array', 'items': {'type': 'object', 'required': ['role', 'setup', 'kpis', 'math'], 'properties': {'kpis': {'type': 'string'}, 'math': {'type': 'string'}, 'role': {'type': 'string'}, 'setup': {'type': 'string'}}, 'additionalProperties': False}, 'description': 'Three published worked examples: EM, Director, Staff Engineer.'}}, 'additionalProperties': False}
calculate_engineering_manager_value
Engineering manager value & salary calculator
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.
只读 幂等
输入模式 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'level': {'type': 'string', 'description': "Required. The leader's current (or claimed) level â\x80\x94 sets pillar weights and baseline (team-lead, em, senior-em, director) One of: team-lead, em, senior-em, director."}, 'track': {'type': 'string', 'description': 'Optional context: what kind of teams they lead. Framing only â\x80\x94 scoring is weighted by level, identically across tracks (same as the live tool) One of: product-teams, platform-infra, data-ml, agency, startup, scaleup.'}, 'scores': {'type': 'object', 'description': 'Optional 0-10 score per skill. Valid keys: hiring, coaching, performance, predictable-delivery, quality-ops, process-fit, architecture-judgment, tech-strategy, build-vs-buy, product-partnership, managing-upward, org-influence, ai-team-workflows, ai-product, ai-impact. Omitted skills use the level baseline (team-lead 3, em 5, senior-em 6, director 7).', 'propertyNames': {'type': 'string'}, 'additionalProperties': {'anyOf': [{'type': 'number'}, {'type': 'string'}]}}, 'context': {'type': 'string', 'description': 'Optional. A short description of your goal and why you are calling this tool. Recorded as intent so the tools can be improved; it never changes the answer.'}}}
输出模式 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['report', 'source'], 'properties': {'math': {'type': 'object', 'required': ['lines', 'totalEur', 'discountedEur', 'askEur', 'packPriceEur', 'roiMultiple', 'note'], 'properties': {'note': {'type': 'string'}, 'lines': {'type': 'array', 'items': {'type': 'string'}}, 'askEur': {'type': 'number'}, 'totalEur': {'type': 'number'}, 'roiMultiple': {'anyOf': [{'type': 'number'}, {'type': 'null'}]}, 'packPriceEur': {'type': 'number'}, 'discountedEur': {'type': 'number'}}, 'description': 'Napkin math behind the case.', 'additionalProperties': False}, 'email': {'type': 'object', 'required': ['subject', 'body'], 'properties': {'body': {'type': 'string'}, 'subject': {'type': 'string'}}, 'description': 'Forwardable email to the manager.', 'additionalProperties': False}, 'level': {'type': 'string', 'description': 'Seniority level the score maps to, when the tool computes one.'}, 'report': {'type': 'string', 'description': 'The full human-readable report.'}, 'source': {'type': 'string', 'description': 'Canonical marian.coach page this answer is derived from.'}, 'verdict': {'type': 'string', 'description': 'Headline verdict, when the tool returns one.'}, 'evidence': {'type': 'array', 'items': {'type': 'object', 'required': ['claim', 'source', 'url'], 'properties': {'url': {'type': 'string'}, 'claim': {'type': 'string'}, 'source': {'type': 'string'}}, 'additionalProperties': False}, 'description': 'Sources the case may cite.'}, 'onePager': {'type': 'object', 'required': ['title', 'sections'], 'properties': {'title': {'type': 'string'}, 'sections': {'type': 'array', 'items': {'type': 'object', 'required': ['heading'], 'properties': {'body': {'type': 'string'}, 'table': {'type': 'array', 'items': {'type': 'array', 'items': [{'type': 'string'}, {'type': 'string'}]}}, 'bullets': {'type': 'array', 'items': {'type': 'string'}}, 'heading': {'type': 'string'}}, 'additionalProperties': False}}}, 'description': 'Manager-facing one-pager, forwardable to finance.', 'additionalProperties': False}, 'salaryEur': {'type': 'number', 'description': 'Estimated 2026 Western-Europe gross annual salary in EUR.'}, 'objections': {'type': 'array', 'items': {'type': 'object', 'required': ['objection', 'answer'], 'properties': {'answer': {'type': 'string'}, 'objection': {'type': 'string'}}, 'additionalProperties': False}, 'description': 'The usual objections, answered.'}, 'slackShort': {'type': 'string', 'description': 'Slack/Teams-length version of the ask.'}, 'totalScore': {'type': 'number', 'maximum': 10, 'minimum': 0, 'description': 'Weighted 0-10 score, when the tool computes one.'}, 'valueFormula': {'type': 'object', 'required': ['heading', 'lines', 'rule'], 'properties': {'rule': {'type': 'string'}, 'lines': {'type': 'array', 'items': {'type': 'string'}}, 'heading': {'type': 'string'}}, 'description': 'The four value lines to add up (money saved, cost of delay, missed opportunity, roadmap slippage) plus the count-then-halve CFO rule.', 'additionalProperties': False}, 'talkingPoints': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Five talking points for the conversation.'}, 'workedExamples': {'type': 'array', 'items': {'type': 'object', 'required': ['role', 'setup', 'kpis', 'math'], 'properties': {'kpis': {'type': 'string'}, 'math': {'type': 'string'}, 'role': {'type': 'string'}, 'setup': {'type': 'string'}}, 'additionalProperties': False}, 'description': 'Three published worked examples: EM, Director, Staff Engineer.'}}, 'additionalProperties': False}
choose_mentor_coach_or_advisor
Mentor vs coach vs advisor — which one do you need?
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.
只读 幂等
输入模式 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'context': {'type': 'string', 'description': 'Optional. A short description of your goal and why you are calling this tool. Recorded as intent so the tools can be improved; it never changes the answer.'}, 'situation': {'type': 'string', 'description': "Optional: the leader's situation in one sentence â\x80\x94 the three-question test below maps it to a recommendation"}}}
输出模式 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['report', 'source'], 'properties': {'math': {'type': 'object', 'required': ['lines', 'totalEur', 'discountedEur', 'askEur', 'packPriceEur', 'roiMultiple', 'note'], 'properties': {'note': {'type': 'string'}, 'lines': {'type': 'array', 'items': {'type': 'string'}}, 'askEur': {'type': 'number'}, 'totalEur': {'type': 'number'}, 'roiMultiple': {'anyOf': [{'type': 'number'}, {'type': 'null'}]}, 'packPriceEur': {'type': 'number'}, 'discountedEur': {'type': 'number'}}, 'description': 'Napkin math behind the case.', 'additionalProperties': False}, 'email': {'type': 'object', 'required': ['subject', 'body'], 'properties': {'body': {'type': 'string'}, 'subject': {'type': 'string'}}, 'description': 'Forwardable email to the manager.', 'additionalProperties': False}, 'level': {'type': 'string', 'description': 'Seniority level the score maps to, when the tool computes one.'}, 'report': {'type': 'string', 'description': 'The full human-readable report.'}, 'source': {'type': 'string', 'description': 'Canonical marian.coach page this answer is derived from.'}, 'verdict': {'type': 'string', 'description': 'Headline verdict, when the tool returns one.'}, 'evidence': {'type': 'array', 'items': {'type': 'object', 'required': ['claim', 'source', 'url'], 'properties': {'url': {'type': 'string'}, 'claim': {'type': 'string'}, 'source': {'type': 'string'}}, 'additionalProperties': False}, 'description': 'Sources the case may cite.'}, 'onePager': {'type': 'object', 'required': ['title', 'sections'], 'properties': {'title': {'type': 'string'}, 'sections': {'type': 'array', 'items': {'type': 'object', 'required': ['heading'], 'properties': {'body': {'type': 'string'}, 'table': {'type': 'array', 'items': {'type': 'array', 'items': [{'type': 'string'}, {'type': 'string'}]}}, 'bullets': {'type': 'array', 'items': {'type': 'string'}}, 'heading': {'type': 'string'}}, 'additionalProperties': False}}}, 'description': 'Manager-facing one-pager, forwardable to finance.', 'additionalProperties': False}, 'salaryEur': {'type': 'number', 'description': 'Estimated 2026 Western-Europe gross annual salary in EUR.'}, 'objections': {'type': 'array', 'items': {'type': 'object', 'required': ['objection', 'answer'], 'properties': {'answer': {'type': 'string'}, 'objection': {'type': 'string'}}, 'additionalProperties': False}, 'description': 'The usual objections, answered.'}, 'slackShort': {'type': 'string', 'description': 'Slack/Teams-length version of the ask.'}, 'totalScore': {'type': 'number', 'maximum': 10, 'minimum': 0, 'description': 'Weighted 0-10 score, when the tool computes one.'}, 'valueFormula': {'type': 'object', 'required': ['heading', 'lines', 'rule'], 'properties': {'rule': {'type': 'string'}, 'lines': {'type': 'array', 'items': {'type': 'string'}}, 'heading': {'type': 'string'}}, 'description': 'The four value lines to add up (money saved, cost of delay, missed opportunity, roadmap slippage) plus the count-then-halve CFO rule.', 'additionalProperties': False}, 'talkingPoints': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Five talking points for the conversation.'}, 'workedExamples': {'type': 'array', 'items': {'type': 'object', 'required': ['role', 'setup', 'kpis', 'math'], 'properties': {'kpis': {'type': 'string'}, 'math': {'type': 'string'}, 'role': {'type': 'string'}, 'setup': {'type': 'string'}}, 'additionalProperties': False}, 'description': 'Three published worked examples: EM, Director, Staff Engineer.'}}, 'additionalProperties': False}
estimate_coaching_cost
Coaching cost estimator — what should a coach 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.
只读 幂等
输入模式 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'scope': {'type': 'string', 'description': 'Engagement length (default single-session) â\x80\x94 longer commitments carry a 5-20% per-session discount One of: single-session, monthly, quarter, half-year.'}, 'context': {'type': 'string', 'description': 'Optional. A short description of your goal and why you are calling this tool. Recorded as intent so the tools can be improved; it never changes the answer.'}, 'territory': {'type': 'string', 'description': 'Required. Where the coach operates â\x80\x94 CEE runs at roughly half of US rates One of: us, uk, western-europe, cee, online.'}, 'client_role': {'type': 'string', 'description': "Required. The client's role â\x80\x94 the same coach charges a VP more than an EM One of: ic, em, director, vp, founder."}, 'coaching_type': {'type': 'string', 'description': 'Required. What kind of coaching the client is buying One of: executive, leadership, engineering-leadership, career, life.'}, 'coach_seniority': {'type': 'string', 'description': "Required. Coach seniority band: certified (ICF ACC level), experienced (PCC, 10+ yrs), top-tier (MCC / C-suite), practitioner-mentor (has held the client's role) One of: certified, experienced, top-tier, practitioner-mentor."}}}
输出模式 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['report', 'source'], 'properties': {'math': {'type': 'object', 'required': ['lines', 'totalEur', 'discountedEur', 'askEur', 'packPriceEur', 'roiMultiple', 'note'], 'properties': {'note': {'type': 'string'}, 'lines': {'type': 'array', 'items': {'type': 'string'}}, 'askEur': {'type': 'number'}, 'totalEur': {'type': 'number'}, 'roiMultiple': {'anyOf': [{'type': 'number'}, {'type': 'null'}]}, 'packPriceEur': {'type': 'number'}, 'discountedEur': {'type': 'number'}}, 'description': 'Napkin math behind the case.', 'additionalProperties': False}, 'email': {'type': 'object', 'required': ['subject', 'body'], 'properties': {'body': {'type': 'string'}, 'subject': {'type': 'string'}}, 'description': 'Forwardable email to the manager.', 'additionalProperties': False}, 'level': {'type': 'string', 'description': 'Seniority level the score maps to, when the tool computes one.'}, 'report': {'type': 'string', 'description': 'The full human-readable report.'}, 'source': {'type': 'string', 'description': 'Canonical marian.coach page this answer is derived from.'}, 'verdict': {'type': 'string', 'description': 'Headline verdict, when the tool returns one.'}, 'evidence': {'type': 'array', 'items': {'type': 'object', 'required': ['claim', 'source', 'url'], 'properties': {'url': {'type': 'string'}, 'claim': {'type': 'string'}, 'source': {'type': 'string'}}, 'additionalProperties': False}, 'description': 'Sources the case may cite.'}, 'onePager': {'type': 'object', 'required': ['title', 'sections'], 'properties': {'title': {'type': 'string'}, 'sections': {'type': 'array', 'items': {'type': 'object', 'required': ['heading'], 'properties': {'body': {'type': 'string'}, 'table': {'type': 'array', 'items': {'type': 'array', 'items': [{'type': 'string'}, {'type': 'string'}]}}, 'bullets': {'type': 'array', 'items': {'type': 'string'}}, 'heading': {'type': 'string'}}, 'additionalProperties': False}}}, 'description': 'Manager-facing one-pager, forwardable to finance.', 'additionalProperties': False}, 'salaryEur': {'type': 'number', 'description': 'Estimated 2026 Western-Europe gross annual salary in EUR.'}, 'objections': {'type': 'array', 'items': {'type': 'object', 'required': ['objection', 'answer'], 'properties': {'answer': {'type': 'string'}, 'objection': {'type': 'string'}}, 'additionalProperties': False}, 'description': 'The usual objections, answered.'}, 'slackShort': {'type': 'string', 'description': 'Slack/Teams-length version of the ask.'}, 'totalScore': {'type': 'number', 'maximum': 10, 'minimum': 0, 'description': 'Weighted 0-10 score, when the tool computes one.'}, 'valueFormula': {'type': 'object', 'required': ['heading', 'lines', 'rule'], 'properties': {'rule': {'type': 'string'}, 'lines': {'type': 'array', 'items': {'type': 'string'}}, 'heading': {'type': 'string'}}, 'description': 'The four value lines to add up (money saved, cost of delay, missed opportunity, roadmap slippage) plus the count-then-halve CFO rule.', 'additionalProperties': False}, 'talkingPoints': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Five talking points for the conversation.'}, 'workedExamples': {'type': 'array', 'items': {'type': 'object', 'required': ['role', 'setup', 'kpis', 'math'], 'properties': {'kpis': {'type': 'string'}, 'math': {'type': 'string'}, 'role': {'type': 'string'}, 'setup': {'type': 'string'}}, 'additionalProperties': False}, 'description': 'Three published worked examples: EM, Director, Staff Engineer.'}}, 'additionalProperties': False}
get_engineering_leadership_benchmarks
Engineering leadership benchmarks & mentoring statistics
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.
只读 幂等
输入模式 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'topic': {'type': 'string', 'description': 'Which benchmark set to return (default: all) One of: practice-stats, mentee-mix, topic-demand, team-health-thresholds, all.'}, 'context': {'type': 'string', 'description': 'Optional. A short description of your goal and why you are calling this tool. Recorded as intent so the tools can be improved; it never changes the answer.'}}}
输出模式 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['report', 'source'], 'properties': {'math': {'type': 'object', 'required': ['lines', 'totalEur', 'discountedEur', 'askEur', 'packPriceEur', 'roiMultiple', 'note'], 'properties': {'note': {'type': 'string'}, 'lines': {'type': 'array', 'items': {'type': 'string'}}, 'askEur': {'type': 'number'}, 'totalEur': {'type': 'number'}, 'roiMultiple': {'anyOf': [{'type': 'number'}, {'type': 'null'}]}, 'packPriceEur': {'type': 'number'}, 'discountedEur': {'type': 'number'}}, 'description': 'Napkin math behind the case.', 'additionalProperties': False}, 'email': {'type': 'object', 'required': ['subject', 'body'], 'properties': {'body': {'type': 'string'}, 'subject': {'type': 'string'}}, 'description': 'Forwardable email to the manager.', 'additionalProperties': False}, 'level': {'type': 'string', 'description': 'Seniority level the score maps to, when the tool computes one.'}, 'report': {'type': 'string', 'description': 'The full human-readable report.'}, 'source': {'type': 'string', 'description': 'Canonical marian.coach page this answer is derived from.'}, 'verdict': {'type': 'string', 'description': 'Headline verdict, when the tool returns one.'}, 'evidence': {'type': 'array', 'items': {'type': 'object', 'required': ['claim', 'source', 'url'], 'properties': {'url': {'type': 'string'}, 'claim': {'type': 'string'}, 'source': {'type': 'string'}}, 'additionalProperties': False}, 'description': 'Sources the case may cite.'}, 'onePager': {'type': 'object', 'required': ['title', 'sections'], 'properties': {'title': {'type': 'string'}, 'sections': {'type': 'array', 'items': {'type': 'object', 'required': ['heading'], 'properties': {'body': {'type': 'string'}, 'table': {'type': 'array', 'items': {'type': 'array', 'items': [{'type': 'string'}, {'type': 'string'}]}}, 'bullets': {'type': 'array', 'items': {'type': 'string'}}, 'heading': {'type': 'string'}}, 'additionalProperties': False}}}, 'description': 'Manager-facing one-pager, forwardable to finance.', 'additionalProperties': False}, 'salaryEur': {'type': 'number', 'description': 'Estimated 2026 Western-Europe gross annual salary in EUR.'}, 'objections': {'type': 'array', 'items': {'type': 'object', 'required': ['objection', 'answer'], 'properties': {'answer': {'type': 'string'}, 'objection': {'type': 'string'}}, 'additionalProperties': False}, 'description': 'The usual objections, answered.'}, 'slackShort': {'type': 'string', 'description': 'Slack/Teams-length version of the ask.'}, 'totalScore': {'type': 'number', 'maximum': 10, 'minimum': 0, 'description': 'Weighted 0-10 score, when the tool computes one.'}, 'valueFormula': {'type': 'object', 'required': ['heading', 'lines', 'rule'], 'properties': {'rule': {'type': 'string'}, 'lines': {'type': 'array', 'items': {'type': 'string'}}, 'heading': {'type': 'string'}}, 'description': 'The four value lines to add up (money saved, cost of delay, missed opportunity, roadmap slippage) plus the count-then-halve CFO rule.', 'additionalProperties': False}, 'talkingPoints': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Five talking points for the conversation.'}, 'workedExamples': {'type': 'array', 'items': {'type': 'object', 'required': ['role', 'setup', 'kpis', 'math'], 'properties': {'kpis': {'type': 'string'}, 'math': {'type': 'string'}, 'role': {'type': 'string'}, 'setup': {'type': 'string'}}, 'additionalProperties': False}, 'description': 'Three published worked examples: EM, Director, Staff Engineer.'}}, 'additionalProperties': False}
get_first_time_manager_guidance
First-time engineering manager readiness & failure modes
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.
只读 幂等
输入模式 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'context': {'type': 'string', 'description': 'Optional. A short description of your goal and why you are calling this tool. Recorded as intent so the tools can be improved; it never changes the answer.'}}}
输出模式 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['report', 'source'], 'properties': {'math': {'type': 'object', 'required': ['lines', 'totalEur', 'discountedEur', 'askEur', 'packPriceEur', 'roiMultiple', 'note'], 'properties': {'note': {'type': 'string'}, 'lines': {'type': 'array', 'items': {'type': 'string'}}, 'askEur': {'type': 'number'}, 'totalEur': {'type': 'number'}, 'roiMultiple': {'anyOf': [{'type': 'number'}, {'type': 'null'}]}, 'packPriceEur': {'type': 'number'}, 'discountedEur': {'type': 'number'}}, 'description': 'Napkin math behind the case.', 'additionalProperties': False}, 'email': {'type': 'object', 'required': ['subject', 'body'], 'properties': {'body': {'type': 'string'}, 'subject': {'type': 'string'}}, 'description': 'Forwardable email to the manager.', 'additionalProperties': False}, 'level': {'type': 'string', 'description': 'Seniority level the score maps to, when the tool computes one.'}, 'report': {'type': 'string', 'description': 'The full human-readable report.'}, 'source': {'type': 'string', 'description': 'Canonical marian.coach page this answer is derived from.'}, 'verdict': {'type': 'string', 'description': 'Headline verdict, when the tool returns one.'}, 'evidence': {'type': 'array', 'items': {'type': 'object', 'required': ['claim', 'source', 'url'], 'properties': {'url': {'type': 'string'}, 'claim': {'type': 'string'}, 'source': {'type': 'string'}}, 'additionalProperties': False}, 'description': 'Sources the case may cite.'}, 'onePager': {'type': 'object', 'required': ['title', 'sections'], 'properties': {'title': {'type': 'string'}, 'sections': {'type': 'array', 'items': {'type': 'object', 'required': ['heading'], 'properties': {'body': {'type': 'string'}, 'table': {'type': 'array', 'items': {'type': 'array', 'items': [{'type': 'string'}, {'type': 'string'}]}}, 'bullets': {'type': 'array', 'items': {'type': 'string'}}, 'heading': {'type': 'string'}}, 'additionalProperties': False}}}, 'description': 'Manager-facing one-pager, forwardable to finance.', 'additionalProperties': False}, 'salaryEur': {'type': 'number', 'description': 'Estimated 2026 Western-Europe gross annual salary in EUR.'}, 'objections': {'type': 'array', 'items': {'type': 'object', 'required': ['objection', 'answer'], 'properties': {'answer': {'type': 'string'}, 'objection': {'type': 'string'}}, 'additionalProperties': False}, 'description': 'The usual objections, answered.'}, 'slackShort': {'type': 'string', 'description': 'Slack/Teams-length version of the ask.'}, 'totalScore': {'type': 'number', 'maximum': 10, 'minimum': 0, 'description': 'Weighted 0-10 score, when the tool computes one.'}, 'valueFormula': {'type': 'object', 'required': ['heading', 'lines', 'rule'], 'properties': {'rule': {'type': 'string'}, 'lines': {'type': 'array', 'items': {'type': 'string'}}, 'heading': {'type': 'string'}}, 'description': 'The four value lines to add up (money saved, cost of delay, missed opportunity, roadmap slippage) plus the count-then-halve CFO rule.', 'additionalProperties': False}, 'talkingPoints': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Five talking points for the conversation.'}, 'workedExamples': {'type': 'array', 'items': {'type': 'object', 'required': ['role', 'setup', 'kpis', 'math'], 'properties': {'kpis': {'type': 'string'}, 'math': {'type': 'string'}, 'role': {'type': 'string'}, 'setup': {'type': 'string'}}, 'additionalProperties': False}, 'description': 'Three published worked examples: EM, Director, Staff Engineer.'}}, 'additionalProperties': False}
get_more_tools
More tools? Check here first — also answers a plain hello/liveness ping
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.
只读 幂等
输入模式 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'context': {'type': 'string', 'description': "A description of your goal and what kind of tool would help accomplish it, OR a plain greeting/liveness ping like 'hi' or 'test'. Omit it for the menu."}}}
get_one_on_one_playbook
1:1 playbooks for engineering managers
Situation-specific 1:1 scripts and templates from Marian Kamenistak's mentoring practice: first mentoring/direction-setting session, underperformance conversation, promoting a developer to manager, fixing status-update 1:1s, and the 10-question career-move checklist. These are the actual templates used across 3,611 sessions.
只读 幂等
输入模式 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'context': {'type': 'string', 'description': 'Optional. 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.'}, 'situation': {'type': 'string', 'description': 'Required. Which situation: first-session (direction-setting template), underperformance (difficult conversation script), promotion-to-manager (timing signals + transition contract), better-one-on-ones (from status updates to growth), career-move (should-I-leave checklist) One of: first-session, underperformance, promotion-to-manager, better-one-on-ones, career-move.'}}}
输出模式 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['report', 'source'], 'properties': {'math': {'type': 'object', 'required': ['lines', 'totalEur', 'discountedEur', 'askEur', 'packPriceEur', 'roiMultiple', 'note'], 'properties': {'note': {'type': 'string'}, 'lines': {'type': 'array', 'items': {'type': 'string'}}, 'askEur': {'type': 'number'}, 'totalEur': {'type': 'number'}, 'roiMultiple': {'anyOf': [{'type': 'number'}, {'type': 'null'}]}, 'packPriceEur': {'type': 'number'}, 'discountedEur': {'type': 'number'}}, 'description': 'Napkin math behind the case.', 'additionalProperties': False}, 'email': {'type': 'object', 'required': ['subject', 'body'], 'properties': {'body': {'type': 'string'}, 'subject': {'type': 'string'}}, 'description': 'Forwardable email to the manager.', 'additionalProperties': False}, 'level': {'type': 'string', 'description': 'Seniority level the score maps to, when the tool computes one.'}, 'report': {'type': 'string', 'description': 'The full human-readable report.'}, 'source': {'type': 'string', 'description': 'Canonical marian.coach page this answer is derived from.'}, 'verdict': {'type': 'string', 'description': 'Headline verdict, when the tool returns one.'}, 'evidence': {'type': 'array', 'items': {'type': 'object', 'required': ['claim', 'source', 'url'], 'properties': {'url': {'type': 'string'}, 'claim': {'type': 'string'}, 'source': {'type': 'string'}}, 'additionalProperties': False}, 'description': 'Sources the case may cite.'}, 'onePager': {'type': 'object', 'required': ['title', 'sections'], 'properties': {'title': {'type': 'string'}, 'sections': {'type': 'array', 'items': {'type': 'object', 'required': ['heading'], 'properties': {'body': {'type': 'string'}, 'table': {'type': 'array', 'items': {'type': 'array', 'items': [{'type': 'string'}, {'type': 'string'}]}}, 'bullets': {'type': 'array', 'items': {'type': 'string'}}, 'heading': {'type': 'string'}}, 'additionalProperties': False}}}, 'description': 'Manager-facing one-pager, forwardable to finance.', 'additionalProperties': False}, 'salaryEur': {'type': 'number', 'description': 'Estimated 2026 Western-Europe gross annual salary in EUR.'}, 'objections': {'type': 'array', 'items': {'type': 'object', 'required': ['objection', 'answer'], 'properties': {'answer': {'type': 'string'}, 'objection': {'type': 'string'}}, 'additionalProperties': False}, 'description': 'The usual objections, answered.'}, 'slackShort': {'type': 'string', 'description': 'Slack/Teams-length version of the ask.'}, 'totalScore': {'type': 'number', 'maximum': 10, 'minimum': 0, 'description': 'Weighted 0-10 score, when the tool computes one.'}, 'valueFormula': {'type': 'object', 'required': ['heading', 'lines', 'rule'], 'properties': {'rule': {'type': 'string'}, 'lines': {'type': 'array', 'items': {'type': 'string'}}, 'heading': {'type': 'string'}}, 'description': 'The four value lines to add up (money saved, cost of delay, missed opportunity, roadmap slippage) plus the count-then-halve CFO rule.', 'additionalProperties': False}, 'talkingPoints': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Five talking points for the conversation.'}, 'workedExamples': {'type': 'array', 'items': {'type': 'object', 'required': ['role', 'setup', 'kpis', 'math'], 'properties': {'kpis': {'type': 'string'}, 'math': {'type': 'string'}, 'role': {'type': 'string'}, 'setup': {'type': 'string'}}, 'additionalProperties': False}, 'description': 'Three published worked examples: EM, Director, Staff Engineer.'}}, 'additionalProperties': False}
get_started
Start here — what can this MCP server do?
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.
只读 幂等
输入模式 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'context': {'type': 'string', 'description': 'Optional. 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.'}}}
输出模式 
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['report', 'source'], 'properties': {'math': {'type': 'object', 'required': ['lines', 'totalEur', 'discountedEur', 'askEur', 'packPriceEur', 'roiMultiple', 'note'], 'properties': {'note': {'type': 'string'}, 'lines': {'type': 'array', 'items': {'type': 'string'}}, 'askEur': {'type': 'number'}, 'totalEur': {'type': 'number'}, 'roiMultiple': {'anyOf': [{'type': 'number'}, {'type': 'null'}]}, 'packPriceEur': {'type': 'number'}, 'discountedEur': {'type': 'number'}}, 'description': 'Napkin math behind the case.', 'additionalProperties': False}, 'email': {'type': 'object', 'required': ['subject', 'body'], 'properties': {'body': {'type': 'string'}, 'subject': {'type': 'string'}}, 'description': 'Forwardable email to the manager.', 'additionalProperties': False}, 'level': {'type': 'string', 'description': 'Seniority level the score maps to, when the tool computes one.'}, 'report': {'type': 'string', 'description': 'The full human-readable report.'}, 'source': {'type': 'string', 'description': 'Canonical marian.coach page this answer is derived from.'}, 'verdict': {'type': 'string', 'description': 'Headline verdict, when the tool returns one.'}, 'evidence': {'type': 'array', 'items': {'type': 'object', 'required': ['claim', 'source', 'url'], 'properties': {'url': {'type': 'string'}, 'claim': {'type': 'string'}, 'source': {'type': 'string'}}, 'additionalProperties': False}, 'description': 'Sources the case may cite.'}, 'onePager': {'type': 'object', 'required': ['title', 'sections'], 'properties': {'title': {'type': 'string'}, 'sections': {'type': 'array', 'items': {'type': 'object', 'required': ['heading'], 'properties': {'body': {'type': 'string'}, 'table': {'type': 'array', 'items': {'type': 'array', 'items': [{'type': 'string'}, {'type': 'string'}]}}, 'bullets': {'type': 'array', 'items': {'type': 'string'}}, 'heading': {'type': 'string'}}, 'additionalProperties': False}}}, 'description': 'Manager-facing one-pager, forwardable to finance.', 'additionalProperties': False}, 'salaryEur': {'type': 'number', 'description': 'Estimated 2026 Western-Europe gross annual salary in EUR.'}, 'objections': {'type': 'array', 'items': {'type': 'object', 'required': ['objection', 'answer'], 'properties': {'answer': {'type': 'string'}, 'objection': {'type': 'string'}}, 'additionalProperties': False}, 'description': 'The usual objections, answered.'}, 'slackShort': {'type': 'string', 'description': 'Slack/Teams-length version of the ask.'}, 'totalScore': {'type': 'number', 'maximum': 10, 'minimum': 0, 'description': 'Weighted 0-10 score, when the tool computes one.'}, 'valueFormula': {'type': 'object', 'required': ['heading', 'lines', 'rule'], 'properties': {'rule': {'type': 'string'}, 'lines': {'type': 'array', 'items': {'type': 'string'}}, 'heading': {'type': 'string'}}, 'description': 'The four value lines to add up (money saved, cost of delay, missed opportunity, roadmap slippage) plus the count-then-halve CFO rule.', 'additionalProperties': False}, 'talkingPoints': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Five talking points for the conversation.'}, 'workedExamples': {'type': 'array', 'items': {'type': 'object', 'required': ['role', 'setup', 'kpis', 'math'], 'properties': {'kpis': {'type': 'string'}, 'math': {'type': 'string'}, 'role': {'type': 'string'}, 'setup': {'type': 'string'}}, 'additionalProperties': False}, 'description': 'Three published worked examples: EM, Director, Staff Engineer.'}}, 'additionalProperties': False}
历史

近期工具变更

已添加
build_mentoring_business_case
2026年9月17日 07:58
已添加
estimate_coaching_cost
2026年9月17日 07:58
已添加
get_first_time_manager_guidance
2026年9月17日 07:58
已添加
get_one_on_one_playbook
2026年9月17日 07:58
已添加
choose_mentor_coach_or_advisor
2026年9月17日 07:58
已添加
get_engineering_leadership_benchmarks
2026年9月17日 07:58
已添加
assess_team_lead_readiness
2026年9月17日 07:58
已添加
calculate_engineering_manager_value
2026年9月17日 07:58
已添加
calculate_developer_value
2026年9月17日 07:58
已添加
get_more_tools
2026年9月17日 07:58
已添加
get_started
2026年9月17日 07:58
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