{
  "meta": {
    "attribution": "Anchor Terminal (https://www.anchorterminal.com)",
    "docs": "https://www.anchorterminal.com/docs/",
    "generatedAt": "2026-10-04",
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    "method": "https://www.anchorterminal.com/benchmark/",
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    "run": "2026-10-01",
    "runLabel": "October 2026 research run"
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    "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/marian-eng-leadership-toolkit.json",
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        "checker": "anchor-check/1.0",
        "totalTokens": 12516,
        "counts": {
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          {
            "rule": "TC22",
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            "tool": "build_mentoring_business_case",
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          {
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      "checkedAt": "2026-10-04T22:21:48Z",
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      "tools": [
        {
          "name": "get_started",
          "title": "Start here — what can this MCP server do?",
          "description": "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.",
          "inputSchema": {
            "$schema": "http://json-schema.org/draft-07/schema#",
            "properties": {
              "context": {
                "description": "Optional. A short description of your goal and why you are calling this tool. Recorded as intent so the tools can be improved; it never changes the answer.",
                "type": "string"
              }
            },
            "type": "object"
          },
          "outputSchema": {
            "$schema": "http://json-schema.org/draft-07/schema#",
            "additionalProperties": false,
            "properties": {
              "email": {
                "additionalProperties": false,
                "description": "Forwardable email to the manager.",
                "properties": {
                  "body": {
                    "type": "string"
                  },
                  "subject": {
                    "type": "string"
                  }
                },
                "required": [
                  "subject",
                  "body"
                ],
                "type": "object"
              },
              "evidence": {
                "description": "Sources the case may cite.",
                "items": {
                  "additionalProperties": false,
                  "properties": {
                    "claim": {
                      "type": "string"
                    },
                    "source": {
                      "type": "string"
                    },
                    "url": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "claim",
                    "source",
                    "url"
                  ],
                  "type": "object"
                },
                "type": "array"
              },
              "level": {
                "description": "Seniority level the score maps to, when the tool computes one.",
                "type": "string"
              },
              "math": {
                "additionalProperties": false,
                "description": "Napkin math behind the case.",
                "properties": {
                  "askEur": {
                    "type": "number"
                  },
                  "discountedEur": {
                    "type": "number"
                  },
                  "lines": {
                    "items": {
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "note": {
                    "type": "string"
                  },
                  "packPriceEur": {
                    "type": "number"
                  },
                  "roiMultiple": {
                    "anyOf": [
                      {
                        "type": "number"
                      },
                      {
                        "type": "null"
                      }
                    ]
                  },
                  "totalEur": {
                    "type": "number"
                  }
                },
                "required": [
                  "lines",
                  "totalEur",
                  "discountedEur",
                  "askEur",
                  "packPriceEur",
                  "roiMultiple",
                  "note"
                ],
                "type": "object"
              },
              "objections": {
                "description": "The usual objections, answered.",
                "items": {
                  "additionalProperties": false,
                  "properties": {
                    "answer": {
                      "type": "string"
                    },
                    "objection": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "objection",
                    "answer"
                  ],
                  "type": "object"
                },
                "type": "array"
              },
              "onePager": {
                "additionalProperties": false,
                "description": "Manager-facing one-pager, forwardable to finance.",
                "properties": {
                  "sections": {
                    "items": {
                      "additionalProperties": false,
                      "properties": {
                        "body": {
                          "type": "string"
                        },
                        "bullets": {
                          "items": {
                            "type": "string"
                          },
                          "type": "array"
                        },
                        "heading": {
                          "type": "string"
                        },
                        "table": {
                          "items": {
                            "items": [
                              {
                                "type": "string"
                              },
                              {
                                "type": "string"
                              }
                            ],
                            "type": "array"
                          },
                          "type": "array"
                        }
                      },
                      "required": [
                        "heading"
                      ],
                      "type": "object"
                    },
                    "type": "array"
                  },
                  "title": {
                    "type": "string"
                  }
                },
                "required": [
                  "title",
                  "sections"
                ],
                "type": "object"
              },
              "report": {
                "description": "The full human-readable report.",
                "type": "string"
              },
              "salaryEur": {
                "description": "Estimated 2026 Western-Europe gross annual salary in EUR.",
                "type": "number"
              },
              "slackShort": {
                "description": "Slack/Teams-length version of the ask.",
                "type": "string"
              },
              "source": {
                "description": "Canonical marian.coach page this answer is derived from.",
                "type": "string"
              },
              "talkingPoints": {
                "description": "Five talking points for the conversation.",
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              "totalScore": {
                "description": "Weighted 0-10 score, when the tool computes one.",
                "maximum": 10,
                "minimum": 0,
                "type": "number"
              },
              "valueFormula": {
                "additionalProperties": false,
                "description": "The four value lines to add up (money saved, cost of delay, missed opportunity, roadmap slippage) plus the count-then-halve CFO rule.",
                "properties": {
                  "heading": {
                    "type": "string"
                  },
                  "lines": {
                    "items": {
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "rule": {
                    "type": "string"
                  }
                },
                "required": [
                  "heading",
                  "lines",
                  "rule"
                ],
                "type": "object"
              },
              "verdict": {
                "description": "Headline verdict, when the tool returns one.",
                "type": "string"
              },
              "workedExamples": {
                "description": "Three published worked examples: EM, Director, Staff Engineer.",
                "items": {
                  "additionalProperties": false,
                  "properties": {
                    "kpis": {
                      "type": "string"
                    },
                    "math": {
                      "type": "string"
                    },
                    "role": {
                      "type": "string"
                    },
                    "setup": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "role",
                    "setup",
                    "kpis",
                    "math"
                  ],
                  "type": "object"
                },
                "type": "array"
              }
            },
            "required": [
              "report",
              "source"
            ],
            "type": "object"
          },
          "annotations": {
            "destructiveHint": false,
            "idempotentHint": true,
            "openWorldHint": false,
            "readOnlyHint": true
          }
        },
        {
          "name": "get_more_tools",
          "title": "More tools? Check here first — also answers a plain hello/liveness ping",
          "description": "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.",
          "inputSchema": {
            "$schema": "http://json-schema.org/draft-07/schema#",
            "properties": {
              "context": {
                "description": "A description of your goal and what kind of tool would help accomplish it, OR a plain greeting/liveness ping like 'hi' or 'test'. Omit it for the menu.",
                "type": "string"
              }
            },
            "type": "object"
          },
          "annotations": {
            "destructiveHint": false,
            "idempotentHint": true,
            "openWorldHint": false,
            "readOnlyHint": true
          }
        },
        {
          "name": "calculate_developer_value",
          "title": "Developer value \u0026 salary calculator",
          "description": "Assess a software developer's market value: score 15 skills across 5 pillars (core craft, systems \u0026 judgment, impact \u0026 ownership, collaboration \u0026 influence, AI leverage), get a weighted total score, seniority level, and a 2026 Western-Europe gross salary estimate. Same logic as the live calculator at marian.coach. Unscored skills default to the level's baseline.",
          "inputSchema": {
            "$schema": "http://json-schema.org/draft-07/schema#",
            "properties": {
              "context": {
                "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.",
                "type": "string"
              },
              "level": {
                "description": "Required. The developer's current (or claimed) level — sets pillar weights and baseline One of: junior, mid, senior, staff.",
                "type": "string"
              },
              "scores": {
                "additionalProperties": {
                  "anyOf": [
                    {
                      "type": "number"
                    },
                    {
                      "type": "string"
                    }
                  ]
                },
                "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"
                },
                "type": "object"
              }
            },
            "type": "object"
          },
          "outputSchema": {
            "$schema": "http://json-schema.org/draft-07/schema#",
            "additionalProperties": false,
            "properties": {
              "email": {
                "additionalProperties": false,
                "description": "Forwardable email to the manager.",
                "properties": {
                  "body": {
                    "type": "string"
                  },
                  "subject": {
                    "type": "string"
                  }
                },
                "required": [
                  "subject",
                  "body"
                ],
                "type": "object"
              },
              "evidence": {
                "description": "Sources the case may cite.",
                "items": {
                  "additionalProperties": false,
                  "properties": {
                    "claim": {
                      "type": "string"
                    },
                    "source": {
                      "type": "string"
                    },
                    "url": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "claim",
                    "source",
                    "url"
                  ],
                  "type": "object"
                },
                "type": "array"
              },
              "level": {
                "description": "Seniority level the score maps to, when the tool computes one.",
                "type": "string"
              },
              "math": {
                "additionalProperties": false,
                "description": "Napkin math behind the case.",
                "properties": {
                  "askEur": {
                    "type": "number"
                  },
                  "discountedEur": {
                    "type": "number"
                  },
                  "lines": {
                    "items": {
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "note": {
                    "type": "string"
                  },
                  "packPriceEur": {
                    "type": "number"
                  },
                  "roiMultiple": {
                    "anyOf": [
                      {
                        "type": "number"
                      },
                      {
                        "type": "null"
                      }
                    ]
                  },
                  "totalEur": {
                    "type": "number"
                  }
                },
                "required": [
                  "lines",
                  "totalEur",
                  "discountedEur",
                  "askEur",
                  "packPriceEur",
                  "roiMultiple",
                  "note"
                ],
                "type": "object"
              },
              "objections": {
                "description": "The usual objections, answered.",
                "items": {
                  "additionalProperties": false,
                  "properties": {
                    "answer": {
                      "type": "string"
                    },
                    "objection": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "objection",
                    "answer"
                  ],
                  "type": "object"
                },
                "type": "array"
              },
              "onePager": {
                "additionalProperties": false,
                "description": "Manager-facing one-pager, forwardable to finance.",
                "properties": {
                  "sections": {
                    "items": {
                      "additionalProperties": false,
                      "properties": {
                        "body": {
                          "type": "string"
                        },
                        "bullets": {
                          "items": {
                            "type": "string"
                          },
                          "type": "array"
                        },
                        "heading": {
                          "type": "string"
                        },
                        "table": {
                          "items": {
                            "items": [
                              {
                                "type": "string"
                              },
                              {
                                "type": "string"
                              }
                            ],
                            "type": "array"
                          },
                          "type": "array"
                        }
                      },
                      "required": [
                        "heading"
                      ],
                      "type": "object"
                    },
                    "type": "array"
                  },
                  "title": {
                    "type": "string"
                  }
                },
                "required": [
                  "title",
                  "sections"
                ],
                "type": "object"
              },
              "report": {
                "description": "The full human-readable report.",
                "type": "string"
              },
              "salaryEur": {
                "description": "Estimated 2026 Western-Europe gross annual salary in EUR.",
                "type": "number"
              },
              "slackShort": {
                "description": "Slack/Teams-length version of the ask.",
                "type": "string"
              },
              "source": {
                "description": "Canonical marian.coach page this answer is derived from.",
                "type": "string"
              },
              "talkingPoints": {
                "description": "Five talking points for the conversation.",
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              "totalScore": {
                "description": "Weighted 0-10 score, when the tool computes one.",
                "maximum": 10,
                "minimum": 0,
                "type": "number"
              },
              "valueFormula": {
                "additionalProperties": false,
                "description": "The four value lines to add up (money saved, cost of delay, missed opportunity, roadmap slippage) plus the count-then-halve CFO rule.",
                "properties": {
                  "heading": {
                    "type": "string"
                  },
                  "lines": {
                    "items": {
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "rule": {
                    "type": "string"
                  }
                },
                "required": [
                  "heading",
                  "lines",
                  "rule"
                ],
                "type": "object"
              },
              "verdict": {
                "description": "Headline verdict, when the tool returns one.",
                "type": "string"
              },
              "workedExamples": {
                "description": "Three published worked examples: EM, Director, Staff Engineer.",
                "items": {
                  "additionalProperties": false,
                  "properties": {
                    "kpis": {
                      "type": "string"
                    },
                    "math": {
                      "type": "string"
                    },
                    "role": {
                      "type": "string"
                    },
                    "setup": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "role",
                    "setup",
                    "kpis",
                    "math"
                  ],
                  "type": "object"
                },
                "type": "array"
              }
            },
            "required": [
              "report",
              "source"
            ],
            "type": "object"
          },
          "annotations": {
            "destructiveHint": false,
            "idempotentHint": true,
            "openWorldHint": false,
            "readOnlyHint": true
          }
        },
        {
          "name": "calculate_engineering_manager_value",
          "title": "Engineering manager value \u0026 salary calculator",
          "description": "Assess an engineering leader's market value: score 15 leadership skills across 5 pillars (people \u0026 talent, delivery \u0026 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.",
          "inputSchema": {
            "$schema": "http://json-schema.org/draft-07/schema#",
            "properties": {
              "context": {
                "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.",
                "type": "string"
              },
              "level": {
                "description": "Required. 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.",
                "type": "string"
              },
              "scores": {
                "additionalProperties": {
                  "anyOf": [
                    {
                      "type": "number"
                    },
                    {
                      "type": "string"
                    }
                  ]
                },
                "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"
                },
                "type": "object"
              },
              "track": {
                "description": "Optional 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, startup, scaleup.",
                "type": "string"
              }
            },
            "type": "object"
          },
          "outputSchema": {
            "$schema": "http://json-schema.org/draft-07/schema#",
            "additionalProperties": false,
            "properties": {
              "email": {
                "additionalProperties": false,
                "description": "Forwardable email to the manager.",
                "properties": {
                  "body": {
                    "type": "string"
                  },
                  "subject": {
                    "type": "string"
                  }
                },
                "required": [
                  "subject",
                  "body"
                ],
                "type": "object"
              },
              "evidence": {
                "description": "Sources the case may cite.",
                "items": {
                  "additionalProperties": false,
                  "properties": {
                    "claim": {
                      "type": "string"
                    },
                    "source": {
                      "type": "string"
                    },
                    "url": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "claim",
                    "source",
                    "url"
                  ],
                  "type": "object"
                },
                "type": "array"
              },
              "level": {
                "description": "Seniority level the score maps to, when the tool computes one.",
                "type": "string"
              },
              "math": {
                "additionalProperties": false,
                "description": "Napkin math behind the case.",
                "properties": {
                  "askEur": {
                    "type": "number"
                  },
                  "discountedEur": {
                    "type": "number"
                  },
                  "lines": {
                    "items": {
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "note": {
                    "type": "string"
                  },
                  "packPriceEur": {
                    "type": "number"
                  },
                  "roiMultiple": {
                    "anyOf": [
                      {
                        "type": "number"
                      },
                      {
                        "type": "null"
                      }
                    ]
                  },
                  "totalEur": {
                    "type": "number"
                  }
                },
                "required": [
                  "lines",
                  "totalEur",
                  "discountedEur",
                  "askEur",
                  "packPriceEur",
                  "roiMultiple",
                  "note"
                ],
                "type": "object"
              },
              "objections": {
                "description": "The usual objections, answered.",
                "items": {
                  "additionalProperties": false,
                  "properties": {
                    "answer": {
                      "type": "string"
                    },
                    "objection": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "objection",
                    "answer"
                  ],
                  "type": "object"
                },
                "type": "array"
              },
              "onePager": {
                "additionalProperties": false,
                "description": "Manager-facing one-pager, forwardable to finance.",
                "properties": {
                  "sections": {
                    "items": {
                      "additionalProperties": false,
                      "properties": {
                        "body": {
                          "type": "string"
                        },
                        "bullets": {
                          "items": {
                            "type": "string"
                          },
                          "type": "array"
                        },
                        "heading": {
                          "type": "string"
                        },
                        "table": {
                          "items": {
                            "items": [
                              {
                                "type": "string"
                              },
                              {
                                "type": "string"
                              }
                            ],
                            "type": "array"
                          },
                          "type": "array"
                        }
                      },
                      "required": [
                        "heading"
                      ],
                      "type": "object"
                    },
                    "type": "array"
                  },
                  "title": {
                    "type": "string"
                  }
                },
                "required": [
                  "title",
                  "sections"
                ],
                "type": "object"
              },
              "report": {
                "description": "The full human-readable report.",
                "type": "string"
              },
              "salaryEur": {
                "description": "Estimated 2026 Western-Europe gross annual salary in EUR.",
                "type": "number"
              },
              "slackShort": {
                "description": "Slack/Teams-length version of the ask.",
                "type": "string"
              },
              "source": {
                "description": "Canonical marian.coach page this answer is derived from.",
                "type": "string"
              },
              "talkingPoints": {
                "description": "Five talking points for the conversation.",
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              "totalScore": {
                "description": "Weighted 0-10 score, when the tool computes one.",
                "maximum": 10,
                "minimum": 0,
                "type": "number"
              },
              "valueFormula": {
                "additionalProperties": false,
                "description": "The four value lines to add up (money saved, cost of delay, missed opportunity, roadmap slippage) plus the count-then-halve CFO rule.",
                "properties": {
                  "heading": {
                    "type": "string"
                  },
                  "lines": {
                    "items": {
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "rule": {
                    "type": "string"
                  }
                },
                "required": [
                  "heading",
                  "lines",
                  "rule"
                ],
                "type": "object"
              },
              "verdict": {
                "description": "Headline verdict, when the tool returns one.",
                "type": "string"
              },
              "workedExamples": {
                "description": "Three published worked examples: EM, Director, Staff Engineer.",
                "items": {
                  "additionalProperties": false,
                  "properties": {
                    "kpis": {
                      "type": "string"
                    },
                    "math": {
                      "type": "string"
                    },
                    "role": {
                      "type": "string"
                    },
                    "setup": {
                      "type": "string"
                    }
                  },
                  "required": [
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                    "setup",
                    "kpis",
                    "math"
                  ],
                  "type": "object"
                },
                "type": "array"
              }
            },
            "required": [
              "report",
              "source"
            ],
            "type": "object"
          },
          "annotations": {
            "destructiveHint": false,
            "idempotentHint": true,
            "openWorldHint": false,
            "readOnlyHint": true
          }
        },
        {
          "name": "assess_team_lead_readiness",
          "title": "Team lead readiness test — should this engineer become a team lead?",
          "description": "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 \u0026 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.",
          "inputSchema": {
            "$schema": "http://json-schema.org/draft-07/schema#",
            "properties": {
              "answers": {
                "additionalProperties": {
                  "anyOf": [
                    {
                      "type": "number"
                    },
                    {
                      "type": "string"
                    }
                  ]
                },
                "description": "Answers 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 with their options first.",
                "propertyNames": {
                  "type": "string"
                },
                "type": "object"
              },
              "context": {
                "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.",
                "type": "string"
              }
            },
            "type": "object"
          },
          "outputSchema": {
            "$schema": "http://json-schema.org/draft-07/schema#",
            "additionalProperties": false,
            "properties": {
              "email": {
                "additionalProperties": false,
                "description": "Forwardable email to the manager.",
                "properties": {
                  "body": {
                    "type": "string"
                  },
                  "subject": {
                    "type": "string"
                  }
                },
                "required": [
                  "subject",
                  "body"
                ],
                "type": "object"
              },
              "evidence": {
                "description": "Sources the case may cite.",
                "items": {
                  "additionalProperties": false,
                  "properties": {
                    "claim": {
                      "type": "string"
                    },
                    "source": {
                      "type": "string"
                    },
                    "url": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "claim",
                    "source",
                    "url"
                  ],
                  "type": "object"
                },
                "type": "array"
              },
              "level": {
                "description": "Seniority level the score maps to, when the tool computes one.",
                "type": "string"
              },
              "math": {
                "additionalProperties": false,
                "description": "Napkin math behind the case.",
                "properties": {
                  "askEur": {
                    "type": "number"
                  },
                  "discountedEur": {
                    "type": "number"
                  },
                  "lines": {
                    "items": {
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "note": {
                    "type": "string"
                  },
                  "packPriceEur": {
                    "type": "number"
                  },
                  "roiMultiple": {
                    "anyOf": [
                      {
                        "type": "number"
                      },
                      {
                        "type": "null"
                      }
                    ]
                  },
                  "totalEur": {
                    "type": "number"
                  }
                },
                "required": [
                  "lines",
                  "totalEur",
                  "discountedEur",
                  "askEur",
                  "packPriceEur",
                  "roiMultiple",
                  "note"
                ],
                "type": "object"
              },
              "objections": {
                "description": "The usual objections, answered.",
                "items": {
                  "additionalProperties": false,
                  "properties": {
                    "answer": {
                      "type": "string"
                    },
                    "objection": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "objection",
                    "answer"
                  ],
                  "type": "object"
                },
                "type": "array"
              },
              "onePager": {
                "additionalProperties": false,
                "description": "Manager-facing one-pager, forwardable to finance.",
                "properties": {
                  "sections": {
                    "items": {
                      "additionalProperties": false,
                      "properties": {
                        "body": {
                          "type": "string"
                        },
                        "bullets": {
                          "items": {
                            "type": "string"
                          },
                          "type": "array"
                        },
                        "heading": {
                          "type": "string"
                        },
                        "table": {
                          "items": {
                            "items": [
                              {
                                "type": "string"
                              },
                              {
                                "type": "string"
                              }
                            ],
                            "type": "array"
                          },
                          "type": "array"
                        }
                      },
                      "required": [
                        "heading"
                      ],
                      "type": "object"
                    },
                    "type": "array"
                  },
                  "title": {
                    "type": "string"
                  }
                },
                "required": [
                  "title",
                  "sections"
                ],
                "type": "object"
              },
              "report": {
                "description": "The full human-readable report.",
                "type": "string"
              },
              "salaryEur": {
                "description": "Estimated 2026 Western-Europe gross annual salary in EUR.",
                "type": "number"
              },
              "slackShort": {
                "description": "Slack/Teams-length version of the ask.",
                "type": "string"
              },
              "source": {
                "description": "Canonical marian.coach page this answer is derived from.",
                "type": "string"
              },
              "talkingPoints": {
                "description": "Five talking points for the conversation.",
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              "totalScore": {
                "description": "Weighted 0-10 score, when the tool computes one.",
                "maximum": 10,
                "minimum": 0,
                "type": "number"
              },
              "valueFormula": {
                "additionalProperties": false,
                "description": "The four value lines to add up (money saved, cost of delay, missed opportunity, roadmap slippage) plus the count-then-halve CFO rule.",
                "properties": {
                  "heading": {
                    "type": "string"
                  },
                  "lines": {
                    "items": {
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "rule": {
                    "type": "string"
                  }
                },
                "required": [
                  "heading",
                  "lines",
                  "rule"
                ],
                "type": "object"
              },
              "verdict": {
                "description": "Headline verdict, when the tool returns one.",
                "type": "string"
              },
              "workedExamples": {
                "description": "Three published worked examples: EM, Director, Staff Engineer.",
                "items": {
                  "additionalProperties": false,
                  "properties": {
                    "kpis": {
                      "type": "string"
                    },
                    "math": {
                      "type": "string"
                    },
                    "role": {
                      "type": "string"
                    },
                    "setup": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "role",
                    "setup",
                    "kpis",
                    "math"
                  ],
                  "type": "object"
                },
                "type": "array"
              }
            },
            "required": [
              "report",
              "source"
            ],
            "type": "object"
          },
          "annotations": {
            "destructiveHint": false,
            "idempotentHint": true,
            "openWorldHint": false,
            "readOnlyHint": true
          }
        },
        {
          "name": "get_engineering_leadership_benchmarks",
          "title": "Engineering leadership benchmarks \u0026 mentoring statistics",
          "description": "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.",
          "inputSchema": {
            "$schema": "http://json-schema.org/draft-07/schema#",
            "properties": {
              "context": {
                "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.",
                "type": "string"
              },
              "topic": {
                "description": "Which benchmark set to return (default: all) One of: practice-stats, mentee-mix, topic-demand, team-health-thresholds, all.",
                "type": "string"
              }
            },
            "type": "object"
          },
          "outputSchema": {
            "$schema": "http://json-schema.org/draft-07/schema#",
            "additionalProperties": false,
            "properties": {
              "email": {
                "additionalProperties": false,
                "description": "Forwardable email to the manager.",
                "properties": {
                  "body": {
                    "type": "string"
                  },
                  "subject": {
                    "type": "string"
                  }
                },
                "required": [
                  "subject",
                  "body"
                ],
                "type": "object"
              },
              "evidence": {
                "description": "Sources the case may cite.",
                "items": {
                  "additionalProperties": false,
                  "properties": {
                    "claim": {
                      "type": "string"
                    },
                    "source": {
                      "type": "string"
                    },
                    "url": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "claim",
                    "source",
                    "url"
                  ],
                  "type": "object"
                },
                "type": "array"
              },
              "level": {
                "description": "Seniority level the score maps to, when the tool computes one.",
                "type": "string"
              },
              "math": {
                "additionalProperties": false,
                "description": "Napkin math behind the case.",
                "properties": {
                  "askEur": {
                    "type": "number"
                  },
                  "discountedEur": {
                    "type": "number"
                  },
                  "lines": {
                    "items": {
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "note": {
                    "type": "string"
                  },
                  "packPriceEur": {
                    "type": "number"
                  },
                  "roiMultiple": {
                    "anyOf": [
                      {
                        "type": "number"
                      },
                      {
                        "type": "null"
                      }
                    ]
                  },
                  "totalEur": {
                    "type": "number"
                  }
                },
                "required": [
                  "lines",
                  "totalEur",
                  "discountedEur",
                  "askEur",
                  "packPriceEur",
                  "roiMultiple",
                  "note"
                ],
                "type": "object"
              },
              "objections": {
                "description": "The usual objections, answered.",
                "items": {
                  "additionalProperties": false,
                  "properties": {
                    "answer": {
                      "type": "string"
                    },
                    "objection": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "objection",
                    "answer"
                  ],
                  "type": "object"
                },
                "type": "array"
              },
              "onePager": {
                "additionalProperties": false,
                "description": "Manager-facing one-pager, forwardable to finance.",
                "properties": {
                  "sections": {
                    "items": {
                      "additionalProperties": false,
                      "properties": {
                        "body": {
                          "type": "string"
                        },
                        "bullets": {
                          "items": {
                            "type": "string"
                          },
                          "type": "array"
                        },
                        "heading": {
                          "type": "string"
                        },
                        "table": {
                          "items": {
                            "items": [
                              {
                                "type": "string"
                              },
                              {
                                "type": "string"
                              }
                            ],
                            "type": "array"
                          },
                          "type": "array"
                        }
                      },
                      "required": [
                        "heading"
                      ],
                      "type": "object"
                    },
                    "type": "array"
                  },
                  "title": {
                    "type": "string"
                  }
                },
                "required": [
                  "title",
                  "sections"
                ],
                "type": "object"
              },
              "report": {
                "description": "The full human-readable report.",
                "type": "string"
              },
              "salaryEur": {
                "description": "Estimated 2026 Western-Europe gross annual salary in EUR.",
                "type": "number"
              },
              "slackShort": {
                "description": "Slack/Teams-length version of the ask.",
                "type": "string"
              },
              "source": {
                "description": "Canonical marian.coach page this answer is derived from.",
                "type": "string"
              },
              "talkingPoints": {
                "description": "Five talking points for the conversation.",
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              "totalScore": {
                "description": "Weighted 0-10 score, when the tool computes one.",
                "maximum": 10,
                "minimum": 0,
                "type": "number"
              },
              "valueFormula": {
                "additionalProperties": false,
                "description": "The four value lines to add up (money saved, cost of delay, missed opportunity, roadmap slippage) plus the count-then-halve CFO rule.",
                "properties": {
                  "heading": {
                    "type": "string"
                  },
                  "lines": {
                    "items": {
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "rule": {
                    "type": "string"
                  }
                },
                "required": [
                  "heading",
                  "lines",
                  "rule"
                ],
                "type": "object"
              },
              "verdict": {
                "description": "Headline verdict, when the tool returns one.",
                "type": "string"
              },
              "workedExamples": {
                "description": "Three published worked examples: EM, Director, Staff Engineer.",
                "items": {
                  "additionalProperties": false,
                  "properties": {
                    "kpis": {
                      "type": "string"
                    },
                    "math": {
                      "type": "string"
                    },
                    "role": {
                      "type": "string"
                    },
                    "setup": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "role",
                    "setup",
                    "kpis",
                    "math"
                  ],
                  "type": "object"
                },
                "type": "array"
              }
            },
            "required": [
              "report",
              "source"
            ],
            "type": "object"
          },
          "annotations": {
            "destructiveHint": false,
            "idempotentHint": true,
            "openWorldHint": false,
            "readOnlyHint": true
          }
        },
        {
          "name": "choose_mentor_coach_or_advisor",
          "title": "Mentor vs coach vs advisor — which one do you need?",
          "description": "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.",
          "inputSchema": {
            "$schema": "http://json-schema.org/draft-07/schema#",
            "properties": {
              "context": {
                "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.",
                "type": "string"
              },
              "situation": {
                "description": "Optional: the leader's situation in one sentence — the three-question test below maps it to a recommendation",
                "type": "string"
              }
            },
            "type": "object"
          },
          "outputSchema": {
            "$schema": "http://json-schema.org/draft-07/schema#",
            "additionalProperties": false,
            "properties": {
              "email": {
                "additionalProperties": false,
                "description": "Forwardable email to the manager.",
                "properties": {
                  "body": {
                    "type": "string"
                  },
                  "subject": {
                    "type": "string"
                  }
                },
                "required": [
                  "subject",
                  "body"
                ],
                "type": "object"
              },
              "evidence": {
                "description": "Sources the case may cite.",
                "items": {
                  "additionalProperties": false,
                  "properties": {
                    "claim": {
                      "type": "string"
                    },
                    "source": {
                      "type": "string"
                    },
                    "url": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "claim",
                    "source",
                    "url"
                  ],
                  "type": "object"
                },
                "type": "array"
              },
              "level": {
                "description": "Seniority level the score maps to, when the tool computes one.",
                "type": "string"
              },
              "math": {
                "additionalProperties": false,
                "description": "Napkin math behind the case.",
                "properties": {
                  "askEur": {
                    "type": "number"
                  },
                  "discountedEur": {
                    "type": "number"
                  },
                  "lines": {
                    "items": {
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "note": {
                    "type": "string"
                  },
                  "packPriceEur": {
                    "type": "number"
                  },
                  "roiMultiple": {
                    "anyOf": [
                      {
                        "type": "number"
                      },
                      {
                        "type": "null"
                      }
                    ]
                  },
                  "totalEur": {
                    "type": "number"
                  }
                },
                "required": [
                  "lines",
                  "totalEur",
                  "discountedEur",
                  "askEur",
                  "packPriceEur",
                  "roiMultiple",
                  "note"
                ],
                "type": "object"
              },
              "objections": {
                "description": "The usual objections, answered.",
                "items": {
                  "additionalProperties": false,
                  "properties": {
                    "answer": {
                      "type": "string"
                    },
                    "objection": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "objection",
                    "answer"
                  ],
                  "type": "object"
                },
                "type": "array"
              },
              "onePager": {
                "additionalProperties": false,
                "description": "Manager-facing one-pager, forwardable to finance.",
                "properties": {
                  "sections": {
                    "items": {
                      "additionalProperties": false,
                      "properties": {
                        "body": {
                          "type": "string"
                        },
                        "bullets": {
                          "items": {
                            "type": "string"
                          },
                          "type": "array"
                        },
                        "heading": {
                          "type": "string"
                        },
                        "table": {
                          "items": {
                            "items": [
                              {
                                "type": "string"
                              },
                              {
                                "type": "string"
                              }
                            ],
                            "type": "array"
                          },
                          "type": "array"
                        }
                      },
                      "required": [
                        "heading"
                      ],
                      "type": "object"
                    },
                    "type": "array"
                  },
                  "title": {
                    "type": "string"
                  }
                },
                "required": [
                  "title",
                  "sections"
                ],
                "type": "object"
              },
              "report": {
                "description": "The full human-readable report.",
                "type": "string"
              },
              "salaryEur": {
                "description": "Estimated 2026 Western-Europe gross annual salary in EUR.",
                "type": "number"
              },
              "slackShort": {
                "description": "Slack/Teams-length version of the ask.",
                "type": "string"
              },
              "source": {
                "description": "Canonical marian.coach page this answer is derived from.",
                "type": "string"
              },
              "talkingPoints": {
                "description": "Five talking points for the conversation.",
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              "totalScore": {
                "description": "Weighted 0-10 score, when the tool computes one.",
                "maximum": 10,
                "minimum": 0,
                "type": "number"
              },
              "valueFormula": {
                "additionalProperties": false,
                "description": "The four value lines to add up (money saved, cost of delay, missed opportunity, roadmap slippage) plus the count-then-halve CFO rule.",
                "properties": {
                  "heading": {
                    "type": "string"
                  },
                  "lines": {
                    "items": {
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "rule": {
                    "type": "string"
                  }
                },
                "required": [
                  "heading",
                  "lines",
                  "rule"
                ],
                "type": "object"
              },
              "verdict": {
                "description": "Headline verdict, when the tool returns one.",
                "type": "string"
              },
              "workedExamples": {
                "description": "Three published worked examples: EM, Director, Staff Engineer.",
                "items": {
                  "additionalProperties": false,
                  "properties": {
                    "kpis": {
                      "type": "string"
                    },
                    "math": {
                      "type": "string"
                    },
                    "role": {
                      "type": "string"
                    },
                    "setup": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "role",
                    "setup",
                    "kpis",
                    "math"
                  ],
                  "type": "object"
                },
                "type": "array"
              }
            },
            "required": [
              "report",
              "source"
            ],
            "type": "object"
          },
          "annotations": {
            "destructiveHint": false,
            "idempotentHint": true,
            "openWorldHint": false,
            "readOnlyHint": true
          }
        },
        {
          "name": "get_one_on_one_playbook",
          "title": "1:1 playbooks for engineering managers",
          "description": "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.",
          "inputSchema": {
            "$schema": "http://json-schema.org/draft-07/schema#",
            "properties": {
              "context": {
                "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.",
                "type": "string"
              },
              "situation": {
                "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.",
                "type": "string"
              }
            },
            "type": "object"
          },
          "outputSchema": {
            "$schema": "http://json-schema.org/draft-07/schema#",
            "additionalProperties": false,
            "properties": {
              "email": {
                "additionalProperties": false,
                "description": "Forwardable email to the manager.",
                "properties": {
                  "body": {
                    "type": "string"
                  },
                  "subject": {
                    "type": "string"
                  }
                },
                "required": [
                  "subject",
                  "body"
                ],
                "type": "object"
              },
              "evidence": {
                "description": "Sources the case may cite.",
                "items": {
                  "additionalProperties": false,
                  "properties": {
                    "claim": {
                      "type": "string"
                    },
                    "source": {
                      "type": "string"
                    },
                    "url": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "claim",
                    "source",
                    "url"
                  ],
                  "type": "object"
                },
                "type": "array"
              },
              "level": {
                "description": "Seniority level the score maps to, when the tool computes one.",
                "type": "string"
              },
              "math": {
                "additionalProperties": false,
                "description": "Napkin math behind the case.",
                "properties": {
                  "askEur": {
                    "type": "number"
                  },
                  "discountedEur": {
                    "type": "number"
                  },
                  "lines": {
                    "items": {
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "note": {
                    "type": "string"
                  },
                  "packPriceEur": {
                    "type": "number"
                  },
                  "roiMultiple": {
                    "anyOf": [
                      {
                        "type": "number"
                      },
                      {
                        "type": "null"
                      }
                    ]
                  },
                  "totalEur": {
                    "type": "number"
                  }
                },
                "required": [
                  "lines",
                  "totalEur",
                  "discountedEur",
                  "askEur",
                  "packPriceEur",
                  "roiMultiple",
                  "note"
                ],
                "type": "object"
              },
              "objections": {
                "description": "The usual objections, answered.",
                "items": {
                  "additionalProperties": false,
                  "properties": {
                    "answer": {
                      "type": "string"
                    },
                    "objection": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "objection",
                    "answer"
                  ],
                  "type": "object"
                },
                "type": "array"
              },
              "onePager": {
                "additionalProperties": false,
                "description": "Manager-facing one-pager, forwardable to finance.",
                "properties": {
                  "sections": {
                    "items": {
                      "additionalProperties": false,
                      "properties": {
                        "body": {
                          "type": "string"
                        },
                        "bullets": {
                          "items": {
                            "type": "string"
                          },
                          "type": "array"
                        },
                        "heading": {
                          "type": "string"
                        },
                        "table": {
                          "items": {
                            "items": [
                              {
                                "type": "string"
                              },
                              {
                                "type": "string"
                              }
                            ],
                            "type": "array"
                          },
                          "type": "array"
                        }
                      },
                      "required": [
                        "heading"
                      ],
                      "type": "object"
                    },
                    "type": "array"
                  },
                  "title": {
                    "type": "string"
                  }
                },
                "required": [
                  "title",
                  "sections"
                ],
                "type": "object"
              },
              "report": {
                "description": "The full human-readable report.",
                "type": "string"
              },
              "salaryEur": {
                "description": "Estimated 2026 Western-Europe gross annual salary in EUR.",
                "type": "number"
              },
              "slackShort": {
                "description": "Slack/Teams-length version of the ask.",
                "type": "string"
              },
              "source": {
                "description": "Canonical marian.coach page this answer is derived from.",
                "type": "string"
              },
              "talkingPoints": {
                "description": "Five talking points for the conversation.",
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              "totalScore": {
                "description": "Weighted 0-10 score, when the tool computes one.",
                "maximum": 10,
                "minimum": 0,
                "type": "number"
              },
              "valueFormula": {
                "additionalProperties": false,
                "description": "The four value lines to add up (money saved, cost of delay, missed opportunity, roadmap slippage) plus the count-then-halve CFO rule.",
                "properties": {
                  "heading": {
                    "type": "string"
                  },
                  "lines": {
                    "items": {
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "rule": {
                    "type": "string"
                  }
                },
                "required": [
                  "heading",
                  "lines",
                  "rule"
                ],
                "type": "object"
              },
              "verdict": {
                "description": "Headline verdict, when the tool returns one.",
                "type": "string"
              },
              "workedExamples": {
                "description": "Three published worked examples: EM, Director, Staff Engineer.",
                "items": {
                  "additionalProperties": false,
                  "properties": {
                    "kpis": {
                      "type": "string"
                    },
                    "math": {
                      "type": "string"
                    },
                    "role": {
                      "type": "string"
                    },
                    "setup": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "role",
                    "setup",
                    "kpis",
                    "math"
                  ],
                  "type": "object"
                },
                "type": "array"
              }
            },
            "required": [
              "report",
              "source"
            ],
            "type": "object"
          },
          "annotations": {
            "destructiveHint": false,
            "idempotentHint": true,
            "openWorldHint": false,
            "readOnlyHint": true
          }
        },
        {
          "name": "get_first_time_manager_guidance",
          "title": "First-time engineering manager readiness \u0026 failure modes",
          "description": "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.",
          "inputSchema": {
            "$schema": "http://json-schema.org/draft-07/schema#",
            "properties": {
              "context": {
                "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.",
                "type": "string"
              }
            },
            "type": "object"
          },
          "outputSchema": {
            "$schema": "http://json-schema.org/draft-07/schema#",
            "additionalProperties": false,
            "properties": {
              "email": {
                "additionalProperties": false,
                "description": "Forwardable email to the manager.",
                "properties": {
                  "body": {
                    "type": "string"
                  },
                  "subject": {
                    "type": "string"
                  }
                },
                "required": [
                  "subject",
                  "body"
                ],
                "type": "object"
              },
              "evidence": {
                "description": "Sources the case may cite.",
                "items": {
                  "additionalProperties": false,
                  "properties": {
                    "claim": {
                      "type": "string"
                    },
                    "source": {
                      "type": "string"
                    },
                    "url": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "claim",
                    "source",
                    "url"
                  ],
                  "type": "object"
                },
                "type": "array"
              },
              "level": {
                "description": "Seniority level the score maps to, when the tool computes one.",
                "type": "string"
              },
              "math": {
                "additionalProperties": false,
                "description": "Napkin math behind the case.",
                "properties": {
                  "askEur": {
                    "type": "number"
                  },
                  "discountedEur": {
                    "type": "number"
                  },
                  "lines": {
                    "items": {
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "note": {
                    "type": "string"
                  },
                  "packPriceEur": {
                    "type": "number"
                  },
                  "roiMultiple": {
                    "anyOf": [
                      {
                        "type": "number"
                      },
                      {
                        "type": "null"
                      }
                    ]
                  },
                  "totalEur": {
                    "type": "number"
                  }
                },
                "required": [
                  "lines",
                  "totalEur",
                  "discountedEur",
                  "askEur",
                  "packPriceEur",
                  "roiMultiple",
                  "note"
                ],
                "type": "object"
              },
              "objections": {
                "description": "The usual objections, answered.",
                "items": {
                  "additionalProperties": false,
                  "properties": {
                    "answer": {
                      "type": "string"
                    },
                    "objection": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "objection",
                    "answer"
                  ],
                  "type": "object"
                },
                "type": "array"
              },
              "onePager": {
                "additionalProperties": false,
                "description": "Manager-facing one-pager, forwardable to finance.",
                "properties": {
                  "sections": {
                    "items": {
                      "additionalProperties": false,
                      "properties": {
                        "body": {
                          "type": "string"
                        },
                        "bullets": {
                          "items": {
                            "type": "string"
                          },
                          "type": "array"
                        },
                        "heading": {
                          "type": "string"
                        },
                        "table": {
                          "items": {
                            "items": [
                              {
                                "type": "string"
                              },
                              {
                                "type": "string"
                              }
                            ],
                            "type": "array"
                          },
                          "type": "array"
                        }
                      },
                      "required": [
                        "heading"
                      ],
                      "type": "object"
                    },
                    "type": "array"
                  },
                  "title": {
                    "type": "string"
                  }
                },
                "required": [
                  "title",
                  "sections"
                ],
                "type": "object"
              },
              "report": {
                "description": "The full human-readable report.",
                "type": "string"
              },
              "salaryEur": {
                "description": "Estimated 2026 Western-Europe gross annual salary in EUR.",
                "type": "number"
              },
              "slackShort": {
                "description": "Slack/Teams-length version of the ask.",
                "type": "string"
              },
              "source": {
                "description": "Canonical marian.coach page this answer is derived from.",
                "type": "string"
              },
              "talkingPoints": {
                "description": "Five talking points for the conversation.",
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              "totalScore": {
                "description": "Weighted 0-10 score, when the tool computes one.",
                "maximum": 10,
                "minimum": 0,
                "type": "number"
              },
              "valueFormula": {
                "additionalProperties": false,
                "description": "The four value lines to add up (money saved, cost of delay, missed opportunity, roadmap slippage) plus the count-then-halve CFO rule.",
                "properties": {
                  "heading": {
                    "type": "string"
                  },
                  "lines": {
                    "items": {
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "rule": {
                    "type": "string"
                  }
                },
                "required": [
                  "heading",
                  "lines",
                  "rule"
                ],
                "type": "object"
              },
              "verdict": {
                "description": "Headline verdict, when the tool returns one.",
                "type": "string"
              },
              "workedExamples": {
                "description": "Three published worked examples: EM, Director, Staff Engineer.",
                "items": {
                  "additionalProperties": false,
                  "properties": {
                    "kpis": {
                      "type": "string"
                    },
                    "math": {
                      "type": "string"
                    },
                    "role": {
                      "type": "string"
                    },
                    "setup": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "role",
                    "setup",
                    "kpis",
                    "math"
                  ],
                  "type": "object"
                },
                "type": "array"
              }
            },
            "required": [
              "report",
              "source"
            ],
            "type": "object"
          },
          "annotations": {
            "destructiveHint": false,
            "idempotentHint": true,
            "openWorldHint": false,
            "readOnlyHint": true
          }
        },
        {
          "name": "estimate_coaching_cost",
          "title": "Coaching cost estimator — what should a coach cost?",
          "description": "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.",
          "inputSchema": {
            "$schema": "http://json-schema.org/draft-07/schema#",
            "properties": {
              "client_role": {
                "description": "Required. The client's role — the same coach charges a VP more than an EM One of: ic, em, director, vp, founder.",
                "type": "string"
              },
              "coach_seniority": {
                "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.",
                "type": "string"
              },
              "coaching_type": {
                "description": "Required. What kind of coaching the client is buying One of: executive, leadership, engineering-leadership, career, life.",
                "type": "string"
              },
              "context": {
                "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.",
                "type": "string"
              },
              "scope": {
                "description": "Engagement length (default single-session) — longer commitments carry a 5-20% per-session discount One of: single-session, monthly, quarter, half-year.",
                "type": "string"
              },
              "territory": {
                "description": "Required. Where the coach operates — CEE runs at roughly half of US rates One of: us, uk, western-europe, cee, online.",
                "type": "string"
              }
            },
            "type": "object"
          },
          "outputSchema": {
            "$schema": "http://json-schema.org/draft-07/schema#",
            "additionalProperties": false,
            "properties": {
              "email": {
                "additionalProperties": false,
                "description": "Forwardable email to the manager.",
                "properties": {
                  "body": {
                    "type": "string"
                  },
                  "subject": {
                    "type": "string"
                  }
                },
                "required": [
                  "subject",
                  "body"
                ],
                "type": "object"
              },
              "evidence": {
                "description": "Sources the case may cite.",
                "items": {
                  "additionalProperties": false,
                  "properties": {
                    "claim": {
                      "type": "string"
                    },
                    "source": {
                      "type": "string"
                    },
                    "url": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "claim",
                    "source",
                    "url"
                  ],
                  "type": "object"
                },
                "type": "array"
              },
              "level": {
                "description": "Seniority level the score maps to, when the tool computes one.",
                "type": "string"
              },
              "math": {
                "additionalProperties": false,
                "description": "Napkin math behind the case.",
                "properties": {
                  "askEur": {
                    "type": "number"
                  },
                  "discountedEur": {
                    "type": "number"
                  },
                  "lines": {
                    "items": {
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "note": {
                    "type": "string"
                  },
                  "packPriceEur": {
                    "type": "number"
                  },
                  "roiMultiple": {
                    "anyOf": [
                      {
                        "type": "number"
                      },
                      {
                        "type": "null"
                      }
                    ]
                  },
                  "totalEur": {
                    "type": "number"
                  }
                },
                "required": [
                  "lines",
                  "totalEur",
                  "discountedEur",
                  "askEur",
                  "packPriceEur",
                  "roiMultiple",
                  "note"
                ],
                "type": "object"
              },
              "objections": {
                "description": "The usual objections, answered.",
                "items": {
                  "additionalProperties": false,
                  "properties": {
                    "answer": {
                      "type": "string"
                    },
                    "objection": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "objection",
                    "answer"
                  ],
                  "type": "object"
                },
                "type": "array"
              },
              "onePager": {
                "additionalProperties": false,
                "description": "Manager-facing one-pager, forwardable to finance.",
                "properties": {
                  "sections": {
                    "items": {
                      "additionalProperties": false,
                      "properties": {
                        "body": {
                          "type": "string"
                        },
                        "bullets": {
                          "items": {
                            "type": "string"
                          },
                          "type": "array"
                        },
                        "heading": {
                          "type": "string"
                        },
                        "table": {
                          "items": {
                            "items": [
                              {
                                "type": "string"
                              },
                              {
                                "type": "string"
                              }
                            ],
                            "type": "array"
                          },
                          "type": "array"
                        }
                      },
                      "required": [
                        "heading"
                      ],
                      "type": "object"
                    },
                    "type": "array"
                  },
                  "title": {
                    "type": "string"
                  }
                },
                "required": [
                  "title",
                  "sections"
                ],
                "type": "object"
              },
              "report": {
                "description": "The full human-readable report.",
                "type": "string"
              },
              "salaryEur": {
                "description": "Estimated 2026 Western-Europe gross annual salary in EUR.",
                "type": "number"
              },
              "slackShort": {
                "description": "Slack/Teams-length version of the ask.",
                "type": "string"
              },
              "source": {
                "description": "Canonical marian.coach page this answer is derived from.",
                "type": "string"
              },
              "talkingPoints": {
                "description": "Five talking points for the conversation.",
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              "totalScore": {
                "description": "Weighted 0-10 score, when the tool computes one.",
                "maximum": 10,
                "minimum": 0,
                "type": "number"
              },
              "valueFormula": {
                "additionalProperties": false,
                "description": "The four value lines to add up (money saved, cost of delay, missed opportunity, roadmap slippage) plus the count-then-halve CFO rule.",
                "properties": {
                  "heading": {
                    "type": "string"
                  },
                  "lines": {
                    "items": {
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "rule": {
                    "type": "string"
                  }
                },
                "required": [
                  "heading",
                  "lines",
                  "rule"
                ],
                "type": "object"
              },
              "verdict": {
                "description": "Headline verdict, when the tool returns one.",
                "type": "string"
              },
              "workedExamples": {
                "description": "Three published worked examples: EM, Director, Staff Engineer.",
                "items": {
                  "additionalProperties": false,
                  "properties": {
                    "kpis": {
                      "type": "string"
                    },
                    "math": {
                      "type": "string"
                    },
                    "role": {
                      "type": "string"
                    },
                    "setup": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "role",
                    "setup",
                    "kpis",
                    "math"
                  ],
                  "type": "object"
                },
                "type": "array"
              }
            },
            "required": [
              "report",
              "source"
            ],
            "type": "object"
          },
          "annotations": {
            "destructiveHint": false,
            "idempotentHint": true,
            "openWorldHint": false,
            "readOnlyHint": true
          }
        },
        {
          "name": "build_mentoring_business_case",
          "title": "Get your company to pay: ROI math, manager email, one-pager",
          "description": "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.",
          "inputSchema": {
            "$schema": "http://json-schema.org/draft-07/schema#",
            "properties": {
              "alternatives": {
                "anyOf": [
                  {
                    "items": {
                      "type": "string"
                    },
                    "type": "array"
                  },
                  {
                    "type": "string"
                  }
                ],
                "description": "Alternatives already considered One or more of: conference, course, internal_coach."
              },
              "at_risk_attrition": {
                "anyOf": [
                  {
                    "type": "number"
                  },
                  {
                    "type": "string"
                  }
                ],
                "description": "Senior people at risk of leaving (0–5). Drives the napkin math"
              },
              "avg_salary_eur": {
                "anyOf": [
                  {
                    "type": "number"
                  },
                  {
                    "type": "string"
                  }
                ],
                "description": "Legacy: fully-loaded annual cost per engineer in EUR, only with team_size"
              },
              "company": {
                "description": "Company name, for the invoice line",
                "maxLength": 120,
                "type": "string"
              },
              "context": {
                "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.",
                "type": "string"
              },
              "decide_by": {
                "description": "Decision date, free text (e.g. 'Friday 22 Aug')",
                "maxLength": 60,
                "type": "string"
              },
              "delayed_revenue_eur": {
                "anyOf": [
                  {
                    "type": "number"
                  },
                  {
                    "type": "string"
                  }
                ],
                "description": "Legacy: annual revenue attached to a slipping roadmap item, in EUR"
              },
              "first_time_in_role": {
                "anyOf": [
                  {
                    "type": "boolean"
                  },
                  {
                    "type": "string"
                  }
                ],
                "description": "First time in this role? Adds the first-time-manager evidence"
              },
              "formality": {
                "description": "Czech only: ty (informal, default) or Vy (formal) One of: informal, formal.",
                "type": "string"
              },
              "kpis": {
                "anyOf": [
                  {
                    "items": {
                      "maxLength": 160,
                      "type": "string"
                    },
                    "type": "array"
                  },
                  {
                    "maxLength": 160,
                    "type": "string"
                  }
                ],
                "description": "1–3 measurable 90-day targets; default = the role's suggestions"
              },
              "lang": {
                "description": "Output language (default en) One of: en, cs.",
                "type": "string"
              },
              "manager_name": {
                "description": "The manager's first name",
                "maxLength": 80,
                "type": "string"
              },
              "problem": {
                "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",
                "maxLength": 400,
                "type": "string"
              },
              "role": {
                "description": "Required. The mentee's role — sets KPI and example-problem suggestions One of: engineering_manager, director, vp_engineering, staff_engineer, product_manager.",
                "type": "string"
              },
              "situation": {
                "description": "ld_budget = a learning/L\u0026D 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.",
                "type": "string"
              },
              "team_size": {
                "anyOf": [
                  {
                    "type": "number"
                  },
                  {
                    "type": "string"
                  }
                ],
                "description": "Team size, context for the one-pager (and the legacy team-lift line)"
              },
              "your_name": {
                "description": "The mentee's first name (signs the email)",
                "maxLength": 80,
                "type": "string"
              }
            },
            "type": "object"
          },
          "outputSchema": {
            "$schema": "http://json-schema.org/draft-07/schema#",
            "additionalProperties": false,
            "properties": {
              "email": {
                "additionalProperties": false,
                "description": "Forwardable email to the manager.",
                "properties": {
                  "body": {
                    "type": "string"
                  },
                  "subject": {
                    "type": "string"
                  }
                },
                "required": [
                  "subject",
                  "body"
                ],
                "type": "object"
              },
              "evidence": {
                "description": "Sources the case may cite.",
                "items": {
                  "additionalProperties": false,
                  "properties": {
                    "claim": {
                      "type": "string"
                    },
                    "source": {
                      "type": "string"
                    },
                    "url": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "claim",
                    "source",
                    "url"
                  ],
                  "type": "object"
                },
                "type": "array"
              },
              "level": {
                "description": "Seniority level the score maps to, when the tool computes one.",
                "type": "string"
              },
              "math": {
                "additionalProperties": false,
                "description": "Napkin math behind the case.",
                "properties": {
                  "askEur": {
                    "type": "number"
                  },
                  "discountedEur": {
                    "type": "number"
                  },
                  "lines": {
                    "items": {
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "note": {
                    "type": "string"
                  },
                  "packPriceEur": {
                    "type": "number"
                  },
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                "description": "Headline verdict, when the tool returns one.",
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      ]
    },
    "name": "eng-leadership-toolkit",
    "note": "Indexed from the official MCP registry: facts and our own checks, not reviewed, so no score, grade or rank.",
    "packages": null,
    "pageJsonUrl": "https://www.anchorterminal.com/tools/marian-eng-leadership-toolkit.json",
    "popularity": {
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    },
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    "reviewed": false,
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    "summary": "Engineering leadership benchmarks, 1:1 playbooks, developer value calculator. 3,400+ sessions.",
    "updatedAt": "2026-08-09T09:28:27Z",
    "url": "https://www.anchorterminal.com/tools/marian-eng-leadership-toolkit",
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}
