Skip to content
Squatch MCP

coach.marian/eng-leadership-toolkit

coach.marian/eng-leadership-toolkit

by coach.marian· v1.7.1Source: Official MCP Registry

MCP Bill of Materials

A machine-readable inventory of what this server exposes and depends on: tools with their effects, transports, packages, findings and provenance (schema version 1.0). Third-party text in it is escaped. Also available from the REST API at /api/v1/servers/05984951-e09b-4d66-a98f-3d8bfdfbff91/mcbom.

MCP Bill of Materials

root{21}
schema_version: "1.0"
bom_format: "squatch-mcbom"
generator{3}
name: "squatch-mcp"
classifier_version: "rules_v1@2026-10-11.1"
unicode_version: "18.0.0"
server{7}
name: "coach.marian/eng-leadership-toolkit"
title: null
description: "Engineering leadership benchmarks, 1:1 playbooks, developer value calculator. 3,662 sessions."
version: "1.7.1"
homepage_url: "https://www.marian.coach/mcp"
source: "official_registry"
upstream_status: "active"
publisher{4}
namespace: "coach.marian"
display_name: "coach.marian"
type: "registry_namespace"
status: "unclaimed"
organization: null
repository{5}
url: "https://github.com/marian-kamenistak/ai-engineering-leader-toolkit"
provider: "github"
owner: "marian-kamenistak"
name: "ai-engineering-leader-toolkit"
verified: false
packages[0]
transports[1]
0{5}
kind: "remote"
type: "streamable-http"
endpoint_url: "https://www.marian.coach/mcp"
endpoint_host: "www.marian.coach"
auth_type: "none"
auth{3}
type: "none"
authorization_servers[0]
scopes[0]
protocol{4}
era: "legacy"
negotiated_version: "2025-11-25"
supported_versions[0]
transport_type: "streamable-http"
tools[11]
0{9}
name: "assess_team_lead_readiness"
title: "Team lead readiness test — should this engineer become a team lead?"
effect: "READ"
effect_confidence: 0.626
capabilities[4]
0{2}
capability: "CRM"
confidence: 0.724
1{2}
capability: "MESSAGING"
confidence: 0.805
2{2}
capability: "PERMISSION_MANAGEMENT"
confidence: 0.52
3{2}
capability: "PERSONAL_DATA"
confidence: 0.64
risk_severity: "MEDIUM"
fingerprint: "9b56da84362adcafa1569abb1dfdcb1cad18c163c1c9add82f19c4ab6f82787b"
input_schema_fingerprint: "36ddcfb70adc462e869014cbd89aa62617bb10a8fcab27230a18b99979919b3d"
annotations{5}
title: null
readOnlyHint: true
destructiveHint: false
idempotentHint: true
openWorldHint: false
1{9}
name: "build_mentoring_business_case"
title: "Get your company to pay: ROI math, manager email, one-pager"
effect: "EXECUTE"
effect_confidence: 0.808
capabilities[5]
0{2}
capability: "EMAIL"
confidence: 0.717
1{2}
capability: "MESSAGING"
confidence: 0.53
2{2}
capability: "PAYMENT"
confidence: 0.669
3{2}
capability: "PERMISSION_MANAGEMENT"
confidence: 0.699
4{2}
capability: "PERSONAL_DATA"
confidence: 0.861
risk_severity: "HIGH"
fingerprint: "9eec8d1e86e8bbddd99c7b4d128acda3d88f011c47a54a2a080fba7aeeb7b709"
input_schema_fingerprint: "fe6b461c3f0ee5b21e50c333b297036cb7248c078b1e74cdbe2207890158ac9a"
annotations{5}
title: null
readOnlyHint: true
destructiveHint: false
idempotentHint: true
openWorldHint: false
2{9}
name: "calculate_developer_value"
title: "Developer value & salary calculator"
effect: "READ"
effect_confidence: 0.762
capabilities[3]
0{2}
capability: "HR"
confidence: 0.61
1{2}
capability: "PERMISSION_MANAGEMENT"
confidence: 0.592
2{2}
capability: "PERSONAL_DATA"
confidence: 0.68
risk_severity: "MEDIUM"
fingerprint: "dad19cc51e6cf893ab4e5c318fcfd5194e612437bf72c3f501286eb5e352e03b"
input_schema_fingerprint: "81c8fbe2039f7e8ac2db51cf2bfeca044ef0d9b737b2645197724b244fb4da09"
annotations{5}
title: null
readOnlyHint: true
destructiveHint: false
idempotentHint: true
openWorldHint: false
3{9}
name: "calculate_engineering_manager_value"
title: "Engineering manager value & salary calculator"
effect: "READ"
effect_confidence: 0.762
capabilities[5]
0{2}
capability: "CRM"
confidence: 0.632
1{2}
capability: "HR"
confidence: 0.648
2{2}
capability: "LOCATION"
confidence: 0.674
3{2}
capability: "MESSAGING"
confidence: 0.632
4{2}
capability: "PERSONAL_DATA"
confidence: 0.837
risk_severity: "MEDIUM"
fingerprint: "ba46c62fa0e244457a70adffe37a17779fa3f86b2192345485a764be7b864259"
input_schema_fingerprint: "5dae388c31568346178460e056521857637bf596cf2fd1bc93617308001223f5"
annotations{5}
title: null
readOnlyHint: true
destructiveHint: false
idempotentHint: true
openWorldHint: false
4{9}
name: "choose_mentor_coach_or_advisor"
title: "Mentor vs coach vs advisor — which one do you need?"
effect: "UNKNOWN"
effect_confidence: 0.2
capabilities[0]
risk_severity: "LOW"
fingerprint: "95c54d9bc1444d1cf09a81f422417f45e6a6c9897e31de128e1302fc1c5f69a4"
input_schema_fingerprint: "84c458b9f962821dba2bfb95c014a1abc23131e2c15fbf72e09931201f15a7e0"
annotations{5}
title: null
readOnlyHint: true
destructiveHint: false
idempotentHint: true
openWorldHint: false
5{9}
name: "estimate_coaching_cost"
title: "Coaching cost estimator — what should a coach cost?"
effect: "READ"
effect_confidence: 0.796
capabilities[1]
0{2}
capability: "PERMISSION_MANAGEMENT"
confidence: 0.82
risk_severity: "INFO"
fingerprint: "56dacfdbbdf612d28490043370d36f307f70f9b118d9a77787de5a7ec559f7dc"
input_schema_fingerprint: "624a24a009441aa523ab0b3db7df321546f9b6ef06bb105de1ffb2e34e47bebe"
annotations{5}
title: null
readOnlyHint: true
destructiveHint: false
idempotentHint: true
openWorldHint: false
6{9}
name: "get_engineering_leadership_benchmarks"
title: "Engineering leadership benchmarks & mentoring statistics"
effect: "READ"
effect_confidence: 0.72
capabilities[2]
0{2}
capability: "EMAIL"
confidence: 0.565
1{2}
capability: "PERSONAL_DATA"
confidence: 0.652
risk_severity: "MEDIUM"
fingerprint: "12821666f2a12c52a6908f3e6194ee3accc57ff92b57bea08a1a0f34cf6376b1"
input_schema_fingerprint: "570066c5c8c53325b73fc4fb9c49fa667e84201bae2176c28862330bc411bd59"
annotations{5}
title: null
readOnlyHint: true
destructiveHint: false
idempotentHint: true
openWorldHint: false
7{9}
name: "get_first_time_manager_guidance"
title: "First-time engineering manager readiness & failure modes"
effect: "READ"
effect_confidence: 0.762
capabilities[0]
risk_severity: "INFO"
fingerprint: "fcc20cf01cc2d35d39d893ede380d2239a70699cd2e78887ef7e846ff7be26de"
input_schema_fingerprint: "4253051d41d75d9f0d77b8976dfad6e00d56524a793ff2ef219ea97e44db7bf2"
annotations{5}
title: null
readOnlyHint: true
destructiveHint: false
idempotentHint: true
openWorldHint: false
8{9}
name: "get_more_tools"
title: "More tools? Check here first — also answers a plain hello/liveness ping"
effect: "READ"
effect_confidence: 0.869
capabilities[1]
0{2}
capability: "IDENTITY"
confidence: 0.53
risk_severity: "INFO"
fingerprint: "305eff1f84a98427701b0a41e760a54dd548008efa7b143195d4389373d002de"
input_schema_fingerprint: "290e992f5b6df2c80143ebf36bbbc05992bb89d77852d2d5055d18e91b116e7c"
annotations{5}
title: null
readOnlyHint: true
destructiveHint: false
idempotentHint: true
openWorldHint: false
9{9}
name: "get_one_on_one_playbook"
title: "1:1 playbooks for engineering managers"
effect: "READ"
effect_confidence: 0.72
capabilities[1]
0{2}
capability: "LOCATION"
confidence: 0.674
risk_severity: "LOW"
fingerprint: "2f4f0d117bd63f6beaa64b567efa0bd83d2c53b579777ae829152aae020bb32a"
input_schema_fingerprint: "4cf5a878cd650dd3ea7d4986effd7cee015e1422fbc458435632b71ae481fc9a"
annotations{5}
title: null
readOnlyHint: true
destructiveHint: false
idempotentHint: true
openWorldHint: false
10{9}
name: "get_started"
title: "Start here — what can this MCP server do?"
effect: "READ"
effect_confidence: 0.762
capabilities[0]
risk_severity: "INFO"
fingerprint: "91fae0e51b87bb91d0b690bdaf394d4cbc146b365763076b87c0f8245b08273a"
input_schema_fingerprint: "4253051d41d75d9f0d77b8976dfad6e00d56524a793ff2ef219ea97e44db7bf2"
annotations{5}
title: null
readOnlyHint: true
destructiveHint: false
idempotentHint: true
openWorldHint: false
resources[0]
prompts[0]
extensions[0]
data{6}
privacy_completeness: "not_provided"
data_categories[0]
ai_training: null
retention_policy: null
processing_regions[0]
subprocessors[0]
external_integrations[1]
0{3}
host: "www.marian.coach"
registrable_domain: "marian.coach"
source: "transport"
findings[16]
0{6}
check_id: "SQ-CONFORMANCE-MODERN-FAILURE"
category: "conformance"
severity: "LOW"
title: "Protocol conformance checks failed"
subject_type: "server"
subject_name: null
1{6}
check_id: "SQ-SERVER-AUTH-NONE-WRITE"
category: "authentication"
severity: "HIGH"
title: "State-changing tools available without authentication"
subject_type: "server"
subject_name: null
2{6}
check_id: "SQ-TOOL-ANNOTATION-UNDERCLAIM"
category: "annotations"
severity: "HIGH"
title: "Annotations understate what the tool does"
subject_type: "tool"
subject_name: "build_mentoring_business_case"
3{6}
check_id: "SQ-TOOL-EXFIL-SHAPED-PARAM"
category: "schema"
severity: "INFO"
title: "Free-text parameter commonly used to collect conversation data"
subject_type: "tool"
subject_name: "assess_team_lead_readiness"
4{6}
check_id: "SQ-TOOL-EXFIL-SHAPED-PARAM"
category: "schema"
severity: "INFO"
title: "Free-text parameter commonly used to collect conversation data"
subject_type: "tool"
subject_name: "build_mentoring_business_case"
5{6}
check_id: "SQ-TOOL-EXFIL-SHAPED-PARAM"
category: "schema"
severity: "INFO"
title: "Free-text parameter commonly used to collect conversation data"
subject_type: "tool"
subject_name: "calculate_developer_value"
6{6}
check_id: "SQ-TOOL-EXFIL-SHAPED-PARAM"
category: "schema"
severity: "INFO"
title: "Free-text parameter commonly used to collect conversation data"
subject_type: "tool"
subject_name: "calculate_engineering_manager_value"
7{6}
check_id: "SQ-TOOL-EXFIL-SHAPED-PARAM"
category: "schema"
severity: "LOW"
title: "Free-text parameter commonly used to collect conversation data"
subject_type: "tool"
subject_name: "choose_mentor_coach_or_advisor"
8{6}
check_id: "SQ-TOOL-EXFIL-SHAPED-PARAM"
category: "schema"
severity: "INFO"
title: "Free-text parameter commonly used to collect conversation data"
subject_type: "tool"
subject_name: "estimate_coaching_cost"
9{6}
check_id: "SQ-TOOL-EXFIL-SHAPED-PARAM"
category: "schema"
severity: "INFO"
title: "Free-text parameter commonly used to collect conversation data"
subject_type: "tool"
subject_name: "get_engineering_leadership_benchmarks"
10{6}
check_id: "SQ-TOOL-EXFIL-SHAPED-PARAM"
category: "schema"
severity: "LOW"
title: "Free-text parameter commonly used to collect conversation data"
subject_type: "tool"
subject_name: "get_first_time_manager_guidance"
11{6}
check_id: "SQ-TOOL-EXFIL-SHAPED-PARAM"
category: "schema"
severity: "INFO"
title: "Free-text parameter commonly used to collect conversation data"
subject_type: "tool"
subject_name: "get_more_tools"
12{6}
check_id: "SQ-TOOL-EXFIL-SHAPED-PARAM"
category: "schema"
severity: "INFO"
title: "Free-text parameter commonly used to collect conversation data"
subject_type: "tool"
subject_name: "get_one_on_one_playbook"
13{6}
check_id: "SQ-TOOL-EXFIL-SHAPED-PARAM"
category: "schema"
severity: "LOW"
title: "Free-text parameter commonly used to collect conversation data"
subject_type: "tool"
subject_name: "get_started"
14{6}
check_id: "SQ-TOOL-META-INSUFFICIENT"
category: "tool_design"
severity: "LOW"
title: "Description too thin to determine behavior"
subject_type: "tool"
subject_name: "choose_mentor_coach_or_advisor"
15{6}
check_id: "SQ-TOOL-TITLE-EFFECT-MISMATCH"
category: "deceptive_metadata"
severity: "HIGH"
title: "Display title describes a lower-impact action than the name"
subject_type: "tool"
subject_name: "build_mentoring_business_case"
trust{9}
registry_namespace: "verified_upstream"
publisher_identity: "unverified"
organization: "unverified"
domain: "unverified"
repository: "unverified"
source_provenance: "unknown"
security_scan: "findings_detected"
privacy_transparency: "not_provided"
monitoring: "active"
provenance{4}
registry_name: "coach.marian/eng-leadership-toolkit"
registry_content_sha256: "32ba86f6fd34ec2e8fa40544117a45d6dab162df4e3b2404181365b7dd101eef"
scan_snapshot_fingerprint: "e59ff7b0b39f697e53599cca5030c43e687063d1fb712f111845426cf5369819"
scanner_version: "1.0.0"
timestamps{4}
generated_at: "2026-11-15T07:02:42.288Z"
observed_at: "2026-11-13T03:01:48.994+00:00"
registry_published_at: "2026-10-09T13:51:25.454895+00:00"
registry_updated_at: null