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feat: road-transport-division-manager skill package v0.1.0

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# Data provenance — road-transport-division-manager
Where the content of this skill package comes from, counted by
content items (tasks, competences, tools, evidence entries, curated
knowledge). Rendered live by Gitea:
```mermaid
%%{init: {'theme':'base','themeVariables':{'pie1':'#f9a825','pie2':'#1e88e5','pie3':'#ff355e','pie4':'#d97757','pie5':'#8e24aa','pieOuterStrokeWidth':'0px','pieSectionTextColor':'#fff'}}}%%
pie showData
title Content sources — road-transport-division-manager
"ESCO (occupation & competences)" : 33
"O*NET (tasks & tools)" : 166
"Job boards (market evidence)" : 102
"Anthropic official Claude skills" : 5
"External AI skill packs (mapped)" : 165
```
| Source | Items | Share | Files |
|---|---|---|---|
| ESCO (occupation & competences) | 33 | 7.0 % | references/profile.md, references/skills.md |
| O*NET (tasks & tools) | 166 | 35.2 % | references/tasks.md, references/tools.md |
| Job boards (market evidence) | 102 | 21.7 % | references/market.md (full report) + "Market evidence" headline sections |
| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ |
| Anthropic official Claude skills | 5 | 1.1 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
| External AI skill packs (mapped) | 165 | 35.0 % | references/ai-skills.md (per-source attribution inside) |
| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) |
Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) ·
job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content
paraphrased with source URLs — never copied · external AI skills are
linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md).

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---
name: road-transport-division-manager
description: "Occupational skill for the role 'road transport division manager' (also: head of road transport, road operations director, motor transport manager, road transport operations manager, manager of road transport division, road transportation operations manager). Use when the user asks for typical road transport division manager work such as: typical road transport division manager responsibilities"
---
# Road Transport Division Manager
Road transport division managers maintain control of processes related to vehicles, staff, customers, routes, and contracts.
## Core workflow
## How to use this skill
- Read [references/profile.md](references/profile.md) for the occupation profile and scope.
- Consult [references/tasks.md](references/tasks.md) for the full task and activity inventory.
- Check [references/skills.md](references/skills.md) for essential vs. optional competences.
- Check [references/tools.md](references/tools.md) for the software commonly used in this role.
- See [references/ai-skills.md](references/ai-skills.md) — matched external AI agent skills (per-source attribution).
## Key competences (essential)
- address problems critically
- analyse customer service surveys
- analyse road traffic patterns
- analyse the need for technical resources
- analyse transportation costs
- anticipate transport demand
- control financial resources
- coordinate transport fleet
- develop efficiency plans for logistics operations
- develop mobility programmes
- develop passenger outreach strategies
- develop urban transport studies
- ensure compliance with legal requirements
- evaluate company needs
- exercise stewardship
## Hot technologies
- Autodesk AutoCAD Civil 3D
- Bentley MicroStation
- Microsoft Access
- Microsoft Excel
- Microsoft Office software
- Microsoft Outlook
- Microsoft PowerPoint
- Microsoft Project
- Microsoft SQL Server
- Microsoft Visio
---
*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/f56e33a3-01bb-46ba-98f4-d47aa242b983), O*NET 30.3 (11-3071.00, manual nearest match). See manifest.json for licensing/attribution.*

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{
"name": "road-transport-division-manager",
"title": "road transport division manager",
"version": "0.1.0",
"layer": "core",
"language": "en",
"generated": "2026-07-07",
"ids": {
"esco_uri": "http://data.europa.eu/esco/occupation/f56e33a3-01bb-46ba-98f4-d47aa242b983",
"esco_code": "1324.3.1.5",
"isco_group": "1324",
"onet_soc": "11-3071.00",
"crosswalk_match": "manual nearest via ISCO 1324 (Transportation, Storage, and Distribution Managers)"
},
"sources": [
{
"name": "ESCO",
"version": "1.2.1",
"url": "https://esco.ec.europa.eu/"
},
{
"name": "O*NET",
"version": "30.3",
"url": "https://www.onetcenter.org/",
"license": "CC BY 4.0"
}
],
"attribution": "This package includes information from the O*NET Database (v30.3) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), CC BY 4.0. skillfactor is not endorsed by USDOL/ETA. ESCO data (v1.2.1) (c) European Union, used per the ESCO download conditions: https://esco.ec.europa.eu/en/use-esco/download",
"counts": {
"tasks": 0,
"dwas": 0,
"skills_essential": 30,
"skills_optional": 2,
"software": 0
},
"enrichment_ai_skills": {
"generated": "2026-07-14",
"method": "deterministic mapping (ISCO prefix + title/competence keywords)",
"sources": {
"anthropics/skills": {
"repo": "https://github.com/anthropics/skills",
"commit": "f6656c1",
"license": "Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available \u2014 see the LICENSE.txt in the upstream skill folder",
"skills": 2
},
"wshobson/agents": {
"repo": "https://github.com/wshobson/agents",
"commit": "6fd3247",
"license": "MIT (c) Seth Hobson",
"skills": 1
},
"davila7/claude-code-templates": {
"repo": "https://github.com/davila7/claude-code-templates",
"commit": "fa79251",
"license": "MIT",
"skills": 4
},
"nexscope-ai/eCommerce-Skills": {
"repo": "https://github.com/nexscope-ai/eCommerce-Skills",
"commit": "56f3288",
"license": "MIT",
"skills": 6
},
"affaan-m/everything-claude-code": {
"repo": "https://github.com/affaan-m/everything-claude-code",
"commit": "ed38744",
"license": "MIT",
"skills": 3
},
"jeremylongshore/claude-code-plugins-plus-skills": {
"repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
"commit": "e112938a",
"license": "MIT",
"skills": 7
},
"ruvnet/claude-code-flow": {
"repo": "https://github.com/ruvnet/claude-code-flow",
"commit": "73914bd",
"license": "MIT",
"skills": 3
},
"ruvnet/ruflo": {
"repo": "https://github.com/ruvnet/ruflo",
"commit": "73914bd",
"license": "MIT",
"skills": 3
},
"a5c-ai/babysitter": {
"repo": "https://github.com/a5c-ai/babysitter",
"commit": "44a5d58b",
"license": "MIT",
"skills": 12
},
"mukul975/Anthropic-Cybersecurity-Skills": {
"repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
"commit": "673da1f",
"license": "Apache-2.0",
"skills": 7
},
"K-Dense-AI/claude-scientific-skills": {
"repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
"commit": "4d97e29",
"license": "MIT",
"skills": 1
},
"foryourhealth111-pixel/Vibe-Skills": {
"repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
"commit": "34429a8",
"license": "Apache-2.0",
"skills": 1
},
"K-Dense-AI/scientific-agent-skills": {
"repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
"commit": "4d97e29",
"license": "MIT",
"skills": 1
},
"samber/cc-skills-golang": {
"repo": "https://github.com/samber/cc-skills-golang",
"commit": "4881c01",
"license": "MIT",
"skills": 1
},
"basicmachines-co/basic-memory": {
"repo": "https://github.com/basicmachines-co/basic-memory",
"commit": "53da71c",
"license": "custom (see upstream LICENSE)",
"skills": 1
},
"brycewang-stanford/Auto-Empirical-Research-Skills": {
"repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
"commit": "85bf545",
"license": "CC-BY-4.0",
"skills": 1
},
"Chachamaru127/claude-code-harness": {
"repo": "https://github.com/Chachamaru127/claude-code-harness",
"commit": "9851b1a",
"license": "custom (see upstream LICENSE)",
"skills": 1
},
"Sushegaad/Claude-Skills-Governance-Risk-and-Compliance": {
"repo": "https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance",
"commit": "71d8920",
"license": "MIT",
"skills": 2
},
"wanshuiyin/Auto-claude-code-research-in-sleep": {
"repo": "https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep",
"commit": "eb5c9d7",
"license": "MIT",
"skills": 1
},
"mohitagw15856/pm-claude-skills": {
"repo": "https://github.com/mohitagw15856/pm-claude-skills",
"commit": "876fa30",
"license": "MIT",
"skills": 2
},
"open-gitagent/opengap": {
"repo": "https://github.com/open-gitagent/opengap",
"commit": "d7a8e2e",
"license": "MIT",
"skills": 1
},
"hypnguyen1209/offensive-claude": {
"repo": "https://github.com/hypnguyen1209/offensive-claude",
"commit": "4d62be7",
"license": "MIT",
"skills": 1
},
"OpenSenseNova/SenseNova-Skills": {
"repo": "https://github.com/OpenSenseNova/SenseNova-Skills",
"commit": "d8bb438",
"license": "MIT",
"skills": 11
},
"aaron-he-zhu/aaron-marketing-skills": {
"repo": "https://github.com/aaron-he-zhu/aaron-marketing-skills",
"commit": "b7b0b9f",
"license": "Apache-2.0",
"skills": 1
},
"rampstackco/claude-skills": {
"repo": "https://github.com/rampstackco/claude-skills",
"commit": "bc6d961",
"license": "MIT",
"skills": 1
},
"sanjay3290/ai-skills": {
"repo": "https://github.com/sanjay3290/ai-skills",
"commit": "3619692",
"license": "Apache-2.0",
"skills": 1
},
"davepoon/buildwithclaude": {
"repo": "https://github.com/davepoon/buildwithclaude",
"commit": "3c94e0c",
"license": "MIT",
"skills": 1
},
"snyk/agent-scan": {
"repo": "https://github.com/snyk/agent-scan",
"commit": "f3a4621",
"license": "Apache-2.0",
"skills": 1
},
"ThinkInAIXYZ/deepchat": {
"repo": "https://github.com/ThinkInAIXYZ/deepchat",
"commit": "f275c92",
"license": "Apache-2.0",
"skills": 1
},
"gooseworks-ai/goose-skills": {
"repo": "https://github.com/gooseworks-ai/goose-skills",
"commit": "94ec916",
"license": "no explicit license \u2014 referenced by link only",
"skills": 1
}
},
"total_skills": 80,
"tiers": {
"core": 77,
"adjacent": 3
}
},
"provenance": {
"items": {
"esco": 33,
"onet": 166,
"jobads": 102,
"wiki_ai": 0,
"anthropic": 5,
"ai_skills": 165,
"stackx": 0
},
"share_percent": {
"esco": 7.0,
"onet": 35.2,
"jobads": 21.7,
"wiki_ai": 0.0,
"anthropic": 1.1,
"ai_skills": 35.0,
"stackx": 0.0
},
"method": "content items per source category"
},
"collar": "white",
"computer_work": true
}

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# External AI agent skills — road-transport-division-manager
Proven, publicly available AI agent skills mapped to this occupation.
Nothing is copied from the sources: every entry is a name, a one-line
summary and a link to the upstream skill package. Each section names
its source repository, commit, license and retrieval date.
**Tiers:** `core` = the skill directly exercises a top market hard
skill, tool or method (from gated job-ad evidence) or an essential
ESCO competence of this occupation; `adjacent` =
plausibly useful, secondary. Entries are capped at 12 per source
and 80 in total per occupation (core first,
strongest matches survive); everything beyond the caps is excluded
and logged in the pipeline audit trail, not in this package.
_Matched deterministically (ISCO group + title/competence keywords,
tiered against market evidence + ESCO essentials) by
`pipeline/p5_enrich_ai_skills.py` on 2026-07-14._
## Source: anthropics/skills
- Repository: [https://github.com/anthropics/skills](https://github.com/anthropics/skills) (commit `f6656c1`, retrieved 2026-07-14)
- License: Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available — see the LICENSE.txt in the upstream skill folder
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `docx` | adjacent | Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files) or Word templates (.dotx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', '.dotx', or requests to … | [source](https://github.com/anthropics/skills/tree/main/skills/docx) |
| `pdf` | adjacent | Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating … | [source](https://github.com/anthropics/skills/tree/main/skills/pdf) |
## Source: wshobson/agents
- Repository: [https://github.com/wshobson/agents](https://github.com/wshobson/agents) (commit `6fd3247`, retrieved 2026-07-14)
- License: MIT (c) Seth Hobson
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `team-collaboration-dx-optimizer (agent)` | adjacent | Developer Experience specialist. Improves tooling, setup, and workflows. Use PROACTIVELY when setting up new projects, after team feedback, or when development friction is noticed. | [source](https://github.com/wshobson/agents/tree/main/plugins/team-collaboration/agents/dx-optimizer.md) |
## Source: a5c-ai/babysitter
- Repository: [https://github.com/a5c-ai/babysitter](https://github.com/a5c-ai/babysitter) (commit `44a5d58b`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `inventory-optimizer` | core | Inventory management optimization skill with safety stock calculation, reorder point determination, and ABC analysis | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/operations/skills/inventory-optimizer) |
| `translation-management` | core | Integration with translation management systems and i18n workflows. Connect with Crowdin, Transifex, Weblate, manage translation memory, synchronize glossaries, and automate localization pipelines. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/technical-documentation/skills/translation-management) |
| `fleet-analytics-dashboard` | core | Comprehensive fleet performance analytics skill tracking KPIs across fuel, utilization, maintenance, and driver performance | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/logistics/skills/fleet-analytics-dashboard) |
| `predictive-maintenance-scheduler` | core | Predictive maintenance scheduling skill using telematics data and historical patterns to maximize fleet uptime | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/logistics/skills/predictive-maintenance-scheduler) |
| `route-optimization-engine` | core | AI-powered route planning and optimization skill using advanced algorithms (VRP, TSP) to minimize transportation costs, reduce delivery times, and maximize vehicle utilization | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/logistics/skills/route-optimization-engine) |
| `transportation-spend-analyzer` | core | Freight spend analysis and benchmarking skill for cost optimization and carrier negotiation support | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/logistics/skills/transportation-spend-analyzer) |
| `driver-scheduling-optimizer` | core | Automated driver assignment and hours of service compliance skill ensuring regulatory compliance and operational efficiency | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/logistics/skills/driver-scheduling-optimizer) |
| `carbon-footprint-calculator` | core | Logistics carbon emission tracking and reduction planning skill supporting sustainability initiatives | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/logistics/skills/carbon-footprint-calculator) |
| `load-optimization-calculator` | core | AI-powered load building and consolidation skill to maximize trailer utilization and reduce transportation costs | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/logistics/skills/load-optimization-calculator) |
| `throughput-accountant` | core | TOC financial metrics skill for throughput, inventory, and operating expense analysis with decision support | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/operations/skills/throughput-accountant) |
| `api-inventory-scanner` | core | Discover and document existing API endpoints from code, logs, and traffic analysis | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/code-migration-modernization/skills/api-inventory-scanner) |
| `cycle-count-scheduler` | core | AI-driven cycle counting schedule and variance analysis skill to maintain inventory accuracy with minimal operational disruption | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/logistics/skills/cycle-count-scheduler) |
## Source: aaron-he-zhu/aaron-marketing-skills
- Repository: [https://github.com/aaron-he-zhu/aaron-marketing-skills](https://github.com/aaron-he-zhu/aaron-marketing-skills) (commit `b7b0b9f`, retrieved 2026-07-14)
- License: Apache-2.0
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `content-gap-analysis` | core | Use when the user asks to "find content gaps", "竞品写了什么", or "还应该写什么"; builds a competitor-relative coverage map of missing topics, keyword gaps, and editorial-calendar opportunities. Not for raw keyword demand discovery — use … | [source](https://github.com/aaron-he-zhu/aaron-marketing-skills/tree/b7b0b9f/seo-geo/research/content-gap-analysis) |
## Source: affaan-m/everything-claude-code
- Repository: [https://github.com/affaan-m/everything-claude-code](https://github.com/affaan-m/everything-claude-code) (commit `ed38744`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `quality-nonconformance` | core | Codified expertise for quality control, non-conformance investigation, root cause analysis, corrective action, and supplier quality management in regulated manufacturing. Informed by quality engineers with 15+ years experience across FDA, … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/quality-nonconformance) |
| `carrier-relationship-management` | core | Codified expertise for managing carrier portfolios, negotiating freight rates, tracking carrier performance, allocating freight, and maintaining strategic carrier relationships. Informed by transportation managers with 15+ years … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/carrier-relationship-management) |
| `agentic-os` | core | Build persistent multi-agent operating systems on Claude Code. Covers kernel architecture, specialist agents, slash commands, file-based memory, scheduled automation, and state management without external databases. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/agentic-os) |
## Source: basicmachines-co/basic-memory
- Repository: [https://github.com/basicmachines-co/basic-memory](https://github.com/basicmachines-co/basic-memory) (commit `53da71c`, retrieved 2026-07-14)
- License: custom (see upstream LICENSE)
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `memory-tasks` | core | Task management via Basic Memory schemas: create, track, and resume structured tasks that survive context compaction. Uses BM's schema system for uniform notes queryable through the knowledge graph. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-tasks) |
## Source: brycewang-stanford/Auto-Empirical-Research-Skills
- Repository: [https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills) (commit `85bf545`, retrieved 2026-07-14)
- License: CC-BY-4.0
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `operations-research-guide` | core | Optimization and operations research methods for business and logistics | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/business/operations-research-guide) |
## Source: Chachamaru127/claude-code-harness
- Repository: [https://github.com/Chachamaru127/claude-code-harness](https://github.com/Chachamaru127/claude-code-harness) (commit `9851b1a`, retrieved 2026-07-14)
- License: custom (see upstream LICENSE)
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `harness-setup` | core | HAR: Project init, tool setup, agent config, memory setup, skill mirror sync. Trigger: setup, init, new project, CI/Codex setup, harness-mem, mirror. Do NOT load for: implementation, review, release, planning. | [source](https://github.com/Chachamaru127/claude-code-harness/tree/9851b1a/codex/.codex/skills/harness-setup) |
## Source: davepoon/buildwithclaude
- Repository: [https://github.com/davepoon/buildwithclaude](https://github.com/davepoon/buildwithclaude) (commit `3c94e0c`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `docx` | core | Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new … | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/docx) |
## Source: davila7/claude-code-templates
- Repository: [https://github.com/davila7/claude-code-templates](https://github.com/davila7/claude-code-templates) (commit `fa79251`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `it-operations` | core | Manages IT infrastructure, monitoring, incident response, and service reliability. Provides frameworks for ITIL service management, observability strategies, automation, backup/recovery, capacity planning, and operational excellence … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/it-operations) |
| `agent-memory-mcp` | core | A hybrid memory system that provides persistent, searchable knowledge management for AI agents (Architecture, Patterns, Decisions). | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/agent-memory-mcp) |
| `treatment-plans` | core | Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/treatment-plans) |
| `Excel Analysis` | core | Analyze Excel spreadsheets, create pivot tables, generate charts, and perform data analysis. Use when analyzing Excel files, spreadsheets, tabular data, or .xlsx files. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/excel-analysis) |
## Source: foryourhealth111-pixel/Vibe-Skills
- Repository: [https://github.com/foryourhealth111-pixel/Vibe-Skills](https://github.com/foryourhealth111-pixel/Vibe-Skills) (commit `34429a8`, retrieved 2026-07-14)
- License: Apache-2.0
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `treatment-plans` | core | Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/treatment-plans) |
## Source: gooseworks-ai/goose-skills
- Repository: [https://github.com/gooseworks-ai/goose-skills](https://github.com/gooseworks-ai/goose-skills) (commit `94ec916`, retrieved 2026-07-14)
- License: no explicit license — referenced by link only
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `investor-call-prep` | core | Prepare for investor calls by pulling upcoming meetings from Google Calendar, deeply researching each investor and their firm (website scraping, portfolio analysis, thesis extraction), checking for competitor conflicts, and outputting an … | [source](https://github.com/gooseworks-ai/goose-skills/tree/94ec916/skills/research/capabilities/investor-call-prep) |
## Source: hypnguyen1209/offensive-claude
- Repository: [https://github.com/hypnguyen1209/offensive-claude](https://github.com/hypnguyen1209/offensive-claude) (commit `4d62be7`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `malware-analysis` | core | Use when reverse-engineering or detecting malware — static triage + capa/YARA-X, emulation/DBI/.NET unpacking, dynamic/fileless/Volatility 3 memory analysis, C2 config extraction (Cobalt Strike/CAPE), C2 traffic detection (JA4+, beaconing) | [source](https://github.com/hypnguyen1209/offensive-claude/tree/4d62be7/skills/malware-analysis) |
## Source: jeremylongshore/claude-code-plugins-plus-skills
- Repository: [https://github.com/jeremylongshore/claude-code-plugins-plus-skills](https://github.com/jeremylongshore/claude-code-plugins-plus-skills) (commit `e112938a`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `twinmind-data-handling` | core | Handle TwinMind meeting data with GDPR compliance: transcript storage, memory vault management, data export, and deletion policies. Use when implementing data handling, or managing TwinMind meeting AI operations. Trigger with phrases like … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/twinmind-pack/skills/twinmind-data-handling) |
| `notion-load-scale` | core | High-volume Notion operations: parallel requests within 3 req/sec, worker queues, database pagination at scale, incremental sync for large workspaces, and memory management for bulk operations. Trigger with phrases like "notion scale", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/notion-pack/skills/notion-load-scale) |
| `flexport-data-handling` | core | Implement data handling for Flexport supply chain data including PII redaction, shipment data retention, GDPR compliance, and secure document management. Trigger: "flexport data handling", "flexport PII", "flexport GDPR", "flexport data … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/flexport-pack/skills/flexport-data-handling) |
| `warden-recon` | core | Security reconnaissance — full inventory of secrets management, IAM, dependencies, auth, encryption, audit logging, and compliance gaps. Use when asked about "security posture", "how secure is this", or "security assessment". | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/warden-recon) |
| `excel-variance-analyzer` | core | Analyze budget vs actual variances in Excel with drill-down and root cause analysis. Use when performing variance analysis or explaining budget differences. Trigger with phrases like ''excel variance'', ''analyze budget variance'', … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/business-tools/excel-analyst-pro/skills/excel-variance-analyzer) |
| `snowflake-load-scale` | core | Implement Snowflake load testing, warehouse scaling, and capacity planning. Use when testing query performance at scale, configuring multi-cluster warehouses, or planning capacity for production Snowflake workloads. Trigger with phrases … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/snowflake-pack/skills/snowflake-load-scale) |
| `excel-lbo-modeler` | core | Build leveraged buyout (LBO) models in Excel with debt schedules and IRR analysis. Use when structuring LBO transactions or analyzing PE returns. Trigger with phrases like ''excel lbo'', ''build lbo model'', ''calculate pe returns''. | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/business-tools/excel-analyst-pro/skills/excel-lbo-modeler) |
## Source: K-Dense-AI/claude-scientific-skills
- Repository: [https://github.com/K-Dense-AI/claude-scientific-skills](https://github.com/K-Dense-AI/claude-scientific-skills) (commit `4d97e29`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `treatment-plans` | core | Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/treatment-plans) |
## Source: K-Dense-AI/scientific-agent-skills
- Repository: [https://github.com/K-Dense-AI/scientific-agent-skills](https://github.com/K-Dense-AI/scientific-agent-skills) (commit `4d97e29`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `treatment-plans` | core | Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/treatment-plans) |
## Source: mohitagw15856/pm-claude-skills
- Repository: [https://github.com/mohitagw15856/pm-claude-skills](https://github.com/mohitagw15856/pm-claude-skills) (commit `876fa30`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `win-loss-analysis` | core | Analyze why deals are won and lost and turn it into an action plan. Use when asked to run a win/loss analysis, review closed-won and closed-lost deals, understand why the team is losing to a competitor, or summarize sales feedback into … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-pmm/skills/win-loss-analysis) |
| `kyc-escalation` | core | Write an internal KYC/AML escalation memo: a factual time-stamped trigger description, customer-profile vs activity mismatch analysis, red-flag taxonomy mapping, outstanding information, and a recommendation with rationale. Use when asked … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-banking/skills/kyc-escalation) |
## Source: mukul975/Anthropic-Cybersecurity-Skills
- Repository: [https://github.com/mukul975/Anthropic-Cybersecurity-Skills](https://github.com/mukul975/Anthropic-Cybersecurity-Skills) (commit `673da1f`, retrieved 2026-07-14)
- License: Apache-2.0
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `analyzing-macro-malware-in-office-documents` | core | Analyzes malicious VBA macros embedded in Microsoft Office documents (Word, Excel, PowerPoint) to identify download cradles, payload execution, persistence mechanisms, and anti-analysis techniques. Uses olevba, oledump, and VBA … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-macro-malware-in-office-documents) |
| `detecting-process-injection-techniques` | core | Detects and analyzes process injection techniques used by malware including classic DLL injection, process hollowing, APC injection, thread hijacking, and reflective loading. Uses memory forensics, API monitoring, and behavioral analysis … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/detecting-process-injection-techniques) |
| `detecting-shadow-api-endpoints` | core | Discover and inventory shadow API endpoints that operate outside documented specifications using traffic analysis, code scanning, and API discovery platforms. | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/detecting-shadow-api-endpoints) |
| `performing-api-inventory-and-discovery` | core | Performs API inventory and discovery to identify all API endpoints in an organization''s environment including documented, undocumented, shadow, zombie, and deprecated APIs. The tester uses passive traffic analysis, active scanning, DNS … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/performing-api-inventory-and-discovery) |
| `analyzing-linux-kernel-rootkits` | core | Detect kernel-level rootkits in Linux memory dumps using Volatility3 linux plugins (check_syscall, lsmod, hidden_modules), rkhunter system scanning, and /proc vs /sys discrepancy analysis to identify hooked syscalls, hidden kernel modules, … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-linux-kernel-rootkits) |
| `analyzing-memory-forensics-with-lime-and-volatility` | core | Performs Linux memory acquisition using LiME (Linux Memory Extractor) kernel module and analysis with Volatility 3 framework. Extracts process lists, network connections, bash history, loaded kernel modules, and injected code from Linux … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-memory-forensics-with-lime-and-volatility) |
| `conducting-memory-forensics-with-volatility` | core | Performs memory forensics analysis using Volatility 3 to extract evidence of malware execution, process injection, network connections, and credential theft from RAM dumps captured during incident response. Covers memory acquisition, … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/conducting-memory-forensics-with-volatility) |
## Source: nexscope-ai/eCommerce-Skills
- Repository: [https://github.com/nexscope-ai/eCommerce-Skills](https://github.com/nexscope-ai/eCommerce-Skills) (commit `56f3288`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `ecommerce-returns-management` | core | Optimize e-commerce returns process and reduce return rates. Returns policy design, reverse logistics, root cause analysis, and customer retention through better returns experience. | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/ecommerce-returns-management) |
| `shopify-inventory-management` | core | Multi-location inventory — transfers, low stock alerts, demand forecasting, safety stock, ABC analysis | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/shopify-inventory-management) |
| `supply-chain-optimization-tiktok` | core | Supply Chain Bottleneck Analyzer for TikTok Shop sellers. Diagnose cash flow, inventory turnover, affiliate commissions, and return rates. Includes FBT cost analysis, influencer payout optimization, and viral product lifecycle management. … | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/supply-chain-optimization/supply-chain-optimization-tiktok) |
| `supply-chain-optimization-shopify` | core | Supply Chain Bottleneck Analyzer for Shopify/DTC stores. Diagnose cash flow, inventory, shipping costs, and customer acquisition efficiency. Includes CAC/LTV analysis, 3PL cost optimization, and ad spend benchmarks. No API key required for … | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/supply-chain-optimization/supply-chain-optimization-shopify) |
| `tiktok-shop-cross-border` | core | Cross-border selling on TikTok Shop. Market selection, logistics setup, localization strategy, compliance requirements, and international expansion. Use when the user asks about TikTok Shop international selling, cross-border ecommerce, … | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/tiktok-shop-cross-border) |
| `warehouse-optimization` | core | E-commerce warehouse and inventory optimization advisor. Analyzes inventory health, calculates safety stock and reorder points, performs ABC analysis, evaluates fulfillment costs, and provides actionable recommendations for improving … | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/warehouse-optimization) |
## Source: open-gitagent/opengap
- Repository: [https://github.com/open-gitagent/opengap](https://github.com/open-gitagent/opengap) (commit `d7a8e2e`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `document-review` | core | Reviews financial documents (prospectuses, ADVs, marketing materials) for FINRA 2210 compliance, required disclosures, and balanced presentation. Use when reviewing financial statements, audit documents, regulatory filings, or when the … | [source](https://github.com/open-gitagent/opengap/tree/d7a8e2e/examples/full/skills/document-review) |
## Source: OpenSenseNova/SenseNova-Skills
- Repository: [https://github.com/OpenSenseNova/SenseNova-Skills](https://github.com/OpenSenseNova/SenseNova-Skills) (commit `d8bb438`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `category-filtering-and-difficulty-analysis` | core | 对Excel数据进行自定义分类统计、交叉分析与可视化，并基于多维度指标（如文本长度、术语密度、正则匹配等）进行综合评分与分级，适用于多类别数据分布统计及文本内容难度/质量评估场景。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-filtering/category-filtering) |
| `dynamic-large-file-parquet-analysis` | core | 动态统计Excel总行数，当数据量过大（≥10000行）时自动转换为Parquet格式加速读取，并对指定目标列进行条件筛选、分类汇总与结果导出，适用于超大体积Excel文件的快速读取与统计分析。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-table-styling/table-theme-styling) |
| `dynamic-percentage-and-large-file-analysis` | core | 根据文件行数动态切换大文件处理策略（Parquet转换），通过逐行扫描或列匹配提取关键指标并计算占比、均值等统计量，最终输出结构化Excel报告及可视化图表。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-statistics/percentage-calculation) |
| `excel-data-analysis-and-report-generation` | core | 从Excel提取多类型数据，并生成包含可视化图表与下载链接的综合分析报告。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-result-export/report-generation-export) |
| `excel-multi-sheet-dynamic-analysis` | core | 用于分析包含多个Sheet的Excel文件，动态判断数据量级以决定是否转换为Parquet进行大文件处理，并支持跨Sheet的特定字段统计、数据清洗、交叉分析与可视化，最终生成带下载链接的汇总报告。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-reading/specific-sheet-reading) |
| `excel-multi-sheet-threshold-analysis` | core | 统计多Sheet Excel总行数并根据规模选择处理策略，提取特定维度信息进行去重统计，并生成摘要与明细报表。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-cleaning/duplicate-removal) |
| `excel-smart-analysis-and-cleaning` | core | 对多 Sheet Excel 进行智能清洗、跨表核对与可视化分析。。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-cleaning/missing-value-handling) |
| `excel-threshold-analysis-and-styling` | core | 根据 Excel 数据量级自动判断处理策略，执行数值列清洗、条件过滤，并使用 openpyxl 对符合条件的单元格进行样式标记与导出。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-filtering/threshold-filtering) |
| `group-by-analysis` | core | 对多 Sheet 的 Excel 文件进行行数统计、大文件 Parquet 转换预处理、数据清洗及分组聚合分析，并生成带样式标记的统计表与可视化图表。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-analysis/group-by-analysis) |
| `large-excel-analysis-and-formatting` | core | 用于处理多Sheet大型Excel文件，支持大文件Parquet格式转换提速，并使用openpyxl生成带条件高亮和自定义样式的格式化Excel报告及下载链接。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-reading/large-excel-reading) |
| `large-file-parquet-analysis-and-highlight` | core | 当Excel文件总行数超过1万行时，通过转换为Parquet格式提升读取性能，提取目标指标并计算最大值，最后将结果输出为Excel并对特定行进行高亮标注。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-cell-coloring/category-coloring) |
## Source: rampstackco/claude-skills
- Repository: [https://github.com/rampstackco/claude-skills](https://github.com/rampstackco/claude-skills) (commit `bc6d961`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `data-warehouse-experimentation` | core | Running experiments out of the data warehouse instead of via dedicated experiment platforms. SQL-based assignment, exposure logging discipline, metric definitions in dbt models, statistical analysis in SQL or Python, variance reduction … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/data-warehouse-experimentation) |
## Source: ruvnet/claude-code-flow
- Repository: [https://github.com/ruvnet/claude-code-flow](https://github.com/ruvnet/claude-code-flow) (commit `73914bd`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `Hooks Automation` | core | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/hooks-automation) |
| `memory-management` | core | AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. Use when: need to store successful patterns, … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/memory-management) |
| `AgentDB Memory Patterns` | core | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/agentdb-memory-patterns) |
## Source: ruvnet/ruflo
- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `Hooks Automation` | core | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/hooks-automation) |
| `memory-management` | core | AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. Use when: need to store successful patterns, … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/memory-management) |
| `AgentDB Memory Patterns` | core | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/agentdb-memory-patterns) |
## Source: samber/cc-skills-golang
- Repository: [https://github.com/samber/cc-skills-golang](https://github.com/samber/cc-skills-golang) (commit `4881c01`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `golang-security` | core | Security best practices and vulnerability prevention for Golang. Covers injection (SQL, command, XSS), cryptography, filesystem safety, network security, cookies, secrets management, memory safety, and logging. Apply when writing, … | [source](https://github.com/samber/cc-skills-golang/tree/4881c01/skills/golang-security) |
## Source: sanjay3290/ai-skills
- Repository: [https://github.com/sanjay3290/ai-skills](https://github.com/sanjay3290/ai-skills) (commit `3619692`, retrieved 2026-07-14)
- License: Apache-2.0
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `deep-research` | core | Execute autonomous multi-step research using Google Gemini Deep Research Agent. Use for: market analysis, competitive landscaping, literature reviews, technical research, due diligence. Takes 2-10 minutes but produces detailed, cited … | [source](https://github.com/sanjay3290/ai-skills/tree/3619692/skills/deep-research) |
## Source: snyk/agent-scan
- Repository: [https://github.com/snyk/agent-scan](https://github.com/snyk/agent-scan) (commit `f3a4621`, retrieved 2026-07-14)
- License: Apache-2.0
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `docx` | core | Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new … | [source](https://github.com/snyk/agent-scan/tree/f3a4621/tests/skills/docx) |
## Source: Sushegaad/Claude-Skills-Governance-Risk-and-Compliance
- Repository: [https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance](https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance) (commit `71d8920`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `ism` | core | Expert Australian Information Security Manual (ISM) advisor for government entities and their supply chains. Use for ISM control selection, gap analysis, system authorisation, IRAP assessment preparation, security documentation, and ASD … | [source](https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance/tree/71d8920/plugins/ism/skills/ism) |
| `nzism` | core | Expert New Zealand Information Security Manual (NZISM) advisor for NZ government agencies and their supply chains. Use for NZISM control guidance, gap analysis, agency security obligations, classification framework (Unclassified through … | [source](https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance/tree/71d8920/plugins/nzism/skills/nzism) |
## Source: ThinkInAIXYZ/deepchat
- Repository: [https://github.com/ThinkInAIXYZ/deepchat](https://github.com/ThinkInAIXYZ/deepchat) (commit `f275c92`, retrieved 2026-07-14)
- License: Apache-2.0
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `docx` | core | Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new … | [source](https://github.com/ThinkInAIXYZ/deepchat/tree/f275c92/resources/skills/docx) |
## Source: wanshuiyin/Auto-claude-code-research-in-sleep
- Repository: [https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep) (commit `eb5c9d7`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `system-profile` | core | Profile a target (script, process, GPU, memory, interconnect) for performance analysis. Use when user says \"profile\", \"benchmark\", \"bottleneck\", or wants performance analysis. | [source](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/eb5c9d7/skills/skills-codex/system-profile) |

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# Market evidence report — road-transport-division-manager
Source: **6 real job ads** (JSearch API, countries: us 6), extracted into the MSSQL evidence store; as of 2026-07-19.
This report contains extracted, aggregated facts only — no ad text is
reproduced (copyright / platform terms).
## Seniority distribution
| Seniority | Ads | Share |
|---|---|---|
| mid | 4 | 67 % |
| senior | 2 | 33 % |
## Tools — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
## Hard skills — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
## Methods — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
## Responsibilities — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
## Regional breakdown
> **Corpus note:** 6 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
### US (us)
**Insufficient evidence** — 6 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
### UK (gb)
**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
### EU/DACH (de, at, ch, nl)
**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
## Job title variants in the market
| Title | Ads |
|---|---|
| Transportation Manager | 2 |
| (USA) General Transportation Manager - Regional (Transportation) | 1 |
| Part time Transportation Director | 1 |
| Senior Transportation Manager | 1 |
| Transportation Manager II | 1 |
Methodology: entities extracted per ad ({hard_skills, tools, methods, responsibilities, seniority}), normalized, counted as DISTINCT ads per entity; report threshold ≥ 3 ads. Headline sections in skills.md/tools.md use the stricter ≥ 20 % threshold.

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# Occupation profile — road transport division manager
- **ESCO URI:** http://data.europa.eu/esco/occupation/f56e33a3-01bb-46ba-98f4-d47aa242b983
- **ESCO code:** 1324.3.1.5
- **ISCO-08 group:** 1324 — Supply, distribution and related managers
## Description (ESCO)
Road transport division managers maintain control of processes related to vehicles, staff, customers, routes, and contracts.
## Definition
nan
## Alternative labels
- head of road transport
- road operations director
- motor transport manager
- road transport operations manager
- manager of road transport division
- road transportation operations manager
- road transport operations director
- road fleet manager
- director of road transport
- fleet director
- road transportation division manager
- road transportation operations director

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# Competences — road transport division manager
Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/f56e33a3-01bb-46ba-98f4-d47aa242b983).
## Essential
- **address problems critically** (skill/competence)
- **analyse customer service surveys** (skill/competence)
- **analyse road traffic patterns** (skill/competence)
- **analyse the need for technical resources** (skill/competence)
- **analyse transportation costs** (skill/competence)
- **anticipate transport demand** (skill/competence)
- **control financial resources** (skill/competence)
- **coordinate transport fleet** (skill/competence)
- **develop efficiency plans for logistics operations** (skill/competence)
- **develop mobility programmes** (skill/competence)
- **develop passenger outreach strategies** (skill/competence)
- **develop urban transport studies** (skill/competence)
- **ensure compliance with legal requirements** (skill/competence)
- **evaluate company needs** (skill/competence)
- **exercise stewardship** (skill/competence)
- **focus on passengers** (skill/competence)
- **give instructions to staff** (skill/competence)
- **maintain relationships with government agencies** (skill/competence)
- **make independent operating decisions** (skill/competence)
- **manage a team** (skill/competence)
- **manage company fleet** (skill/competence)
- **manage staff** (skill/competence)
- **passenger transport regulations** (knowledge)
- **plan road fleet maintenance** (skill/competence)
- **prepare transportation routes** (skill/competence)
- **promote the use of sustainable transport** (skill/competence)
- **road traffic laws** (knowledge)
- **road transport legislation** (knowledge)
- **use different communication channels** (skill/competence)
- **use fleet management system** (skill/competence)
## Optional
- coordinate transport staff training (skill/competence)
- manage budgets (skill/competence)
<!-- market-evidence -->
## Market evidence (job-ad analysis, 6 ads, as of 2026-07-19)
Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
### Hard skills
- dispatch operations — **33 %**
- financial analysis — **33 %**
- fleet management — **33 %**
- regulatory compliance — **33 %**
- route planning — **33 %**
- transportation management — **33 %**
- supply chain management — **17 %**
- staff training — **17 %**
- staffing management — **17 %**
- safety compliance — **17 %**
- scheduling — **17 %**
- risk management — **17 %**
- performance management — **17 %**
- quality control — **17 %**
- record keeping — **17 %**
- operational planning — **17 %**
- operations management — **17 %**
- personnel management — **17 %**
- load assignment — **17 %**
- fleet operations analysis — **17 %**
- freight monitoring — **17 %**
- load planning — **17 %**
- logistics operations — **17 %**
- logistics planning — **17 %**
- fleet maintenance — **17 %**
- data analysis — **17 %**
- data reporting — **17 %**
- asset management — **17 %**
- budget development — **17 %**
- budget management — **17 %**
- bus inspection — **17 %**
- compliance management — **17 %**
- transportation operations — **17 %**
- vehicle diagnostics — **17 %**
- vehicle maintenance — **17 %**
- training delivery — **17 %**
### Methods
- corrective action implementation — **17 %**
- health and safety management — **17 %**
- predictive analytics — **17 %**
- preventative maintenance — **17 %**
- process standardization — **17 %**
- root cause analysis — **17 %**
- standardized workflows — **17 %**
### Responsibilities
- safety regulation compliance — **33 %**
- customer service — **33 %**
- daily planning — **17 %**
- cost reduction initiatives — **17 %**
- bus maintenance — **17 %**
- client relationship management — **17 %**
- compliance maintenance — **17 %**
- fleet maintenance oversight — **17 %**
- dispatch oversight — **17 %**
- driver relationship building — **17 %**
- driver training — **17 %**
- eca scheduling — **17 %**
- equipment inspection — **17 %**
- inventory management — **17 %**
- load assignment — **17 %**
- fleet management — **17 %**
- managing dispatch — **17 %**
- accident review — **17 %**
- safety program development — **17 %**
- scheduling — **17 %**
- service reliability improvement — **17 %**
- staff coordination — **17 %**
- student transportation coordination — **17 %**
- supervising drivers — **17 %**
- team leadership — **17 %**
- transportation management — **17 %**
- route planning — **17 %**
- performance measurement — **17 %**
- performance monitoring — **17 %**
- payroll processing — **17 %**
- network execution oversight — **17 %**
- operational improvement — **17 %**
- turnover minimization — **17 %**
- vehicle utilization — **17 %**
- vendor collaboration — **17 %**
- vendor relationship building — **17 %**
- workload alignment — **17 %**
- transportation staff supervision — **17 %**
- transportation supervision — **17 %**
<!-- market-evidence -->

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# Tasks & work activities — road transport division manager
Source: O*NET 30.3, occupation 11-3071.00 (Transportation, Storage, and Distribution Managers) — manual nearest-occupation mapping via ISCO group 1324; the official ESCO crosswalk has no entry for this ESCO occupation.
## Task statements
- **[Core]** Supervise the activities of workers engaged in receiving, storing, testing, and shipping products or materials.
- **[Core]** Plan, develop, or implement warehouse safety and security programs and activities.
- **[Core]** Inspect physical conditions of warehouses, vehicle fleets, or equipment and order testing, maintenance, repairs, or replacements.
- **[Core]** Plan, organize, or manage the work of subordinate staff to ensure that the work is accomplished in a manner consistent with organizational requirements.
- **[Core]** Collaborate with other departments to integrate logistics with business systems or processes, such as customer sales, order management, accounting, or shipping.
- **[Core]** Analyze all aspects of corporate logistics to determine the most cost-effective or efficient means of transporting products or supplies.
- **[Core]** Resolve problems concerning transportation, logistics systems, imports or exports, or customer issues.
- **[Core]** Develop and document standard and emergency operating procedures for receiving, handling, storing, shipping, or salvaging products or materials.
- **[Core]** Monitor operations to ensure that staff members comply with administrative policies and procedures, safety rules, union contracts, environmental policies, or government regulations.
- **[Core]** Analyze the financial impact of proposed logistics changes, such as routing, shipping modes, product volumes or mixes, or carriers.
- **[Core]** Monitor inventory levels of products or materials in warehouses.
- **[Core]** Establish or monitor specific supply chain-based performance measurement systems.
- **[Core]** Prepare and manage departmental budgets.
- **[Core]** Monitor product import or export processes to ensure compliance with regulatory or legal requirements.
- **[Core]** Prepare management recommendations, such as proposed fee and tariff increases or schedule changes.
- **[Core]** Interview, select, and train warehouse and supervisory personnel.
- **[Core]** Advise sales and billing departments of transportation charges for customers' accounts.
- **[Core]** Analyze expenditures and other financial information to develop plans, policies, or budgets for increasing profits or improving services.
- **[Core]** Confer with department heads to coordinate warehouse activities, such as production, sales, records control, or purchasing.
- **[Core]** Implement specific customer requirements, such as internal reporting or customized transportation metrics.
- **[Core]** Maintain metrics, reports, process documentation, customer service logs, or training or safety records.
- **[Core]** Examine invoices and shipping manifests for conformity to tariff and customs regulations.
- **[Core]** Plan or implement energy saving changes to transportation services, such as reducing routes, optimizing capacities, employing alternate modes of transportation, or minimizing idling.
- **[Core]** Evaluate contractors or business partners for operational efficiency or safety or environmental performance records.
- **[Core]** Negotiate with carriers, warehouse operators, or insurance company representatives for services and preferential rates.
- **[Core]** Develop or implement plans for facility modification or expansion, such as equipment purchase or changes in space allocation or structural design.
- **[nan]** Direct inbound or outbound operations, such as transportation or warehouse activities, safety performance, and logistics quality management.
- **[nan]** Plan or implement improvements to internal or external systems or processes.
- **[nan]** Recommend or authorize capital expenditures for acquisition of new equipment or property to increase efficiency and services.
- **[nan]** Review invoices, work orders, consumption reports, or demand forecasts to estimate peak performance periods and to issue work assignments.
## Detailed work activities
- Advise others on business or operational matters.
- Analyze data to inform operational decisions or activities.
- Analyze financial records to improve budgeting or planning.
- Analyze financial records to improve efficiency.
- Analyze forecasting data to improve business decisions.
- Approve expenditures.
- Conduct employee training programs.
- Confer with organizational members to accomplish work activities.
- Develop emergency response plans or procedures.
- Develop operating strategies, plans, or procedures for green or sustainable operations.
- Develop operating strategies, plans, or procedures.
- Develop safety standards, policies, or procedures.
- Direct organizational operations, projects, or services.
- Document organizational or operational procedures.
- Examine financial records to ensure compliance with policies or regulations.
- Hire personnel.
- Implement organizational process or policy changes.
- Implement transportation changes to reduce environmental impact.
- Inspect condition or functioning of facilities or equipment.
- Interview employees, customers, or others to collect information.
- Maintain operational records.
- Monitor activities of individuals to ensure safety or compliance with rules.
- Monitor inventories of products or materials.
- Monitor organizational compliance with regulations.
- Monitor organizational procedures to ensure proper functioning.
- Monitor performance of organizational members or partners.
- Negotiate contracts for transportation, distribution, or logistics services.
- Plan facility layouts or designs.
- Prepare operational budgets.
- Purchase materials, equipment, or other resources.
- Resolve customer complaints or problems.
- Supervise employees.

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# Tools & technology — road transport division manager
Source: O*NET 30.3, occupation 11-3071.00 (Transportation, Storage, and Distribution Managers) — manual nearest-occupation mapping via ISCO group 1324; the official ESCO crosswalk has no entry for this ESCO occupation.
| Software | Category | Hot technology |
|---|---|---|
| Autodesk AutoCAD Civil 3D | Computer aided design CAD software | yes |
| Bentley MicroStation | Computer aided design CAD software | yes |
| Microsoft Access | Data base user interface and query software | yes |
| Microsoft Excel | Spreadsheet software | yes |
| Microsoft Office software | Office suite software | yes |
| Microsoft Outlook | Electronic mail software | yes |
| Microsoft PowerPoint | Presentation software | yes |
| Microsoft Project | Project management software | yes |
| Microsoft SQL Server | Data base user interface and query software | yes |
| Microsoft Visio | Process mapping and design software | yes |
| Microsoft Word | Word processing software | yes |
| Oracle Primavera Enterprise Project Portfolio Management | Project management software | yes |
| SAP software | Enterprise resource planning ERP software | yes |
| Structured query language SQL | Data base user interface and query software | yes |
| 3PL Central | Materials requirements planning logistics and supply chain software | |
| ABOL Manifest Systems | Label making software | |
| Airline global distribution systems GDS software | Data base user interface and query software | |
| Aljex Inventory | Inventory management software | |
| ALK Technologies FleetSuite | Route navigation software | |
| ALK Technologies PC*Miler | Route navigation software | |
| Amber Road | Materials requirements planning logistics and supply chain software | |
| Argos Software ABECAS Insight FMS | Accounting software | |
| Automated expense reporting system software | Accounting software | |
| Bentley Transportation Data Manager | Data base user interface and query software | |
| Cadre Technologies Accuplus Integrated Distribution Logistics System | Materials requirements planning logistics and supply chain software | |
| Cadre Technologies Cadence Transportation Management System | Materials requirements planning logistics and supply chain software | |
| Cadre Technologies Cadence Warehouse Management System | Materials requirements planning logistics and supply chain software | |
| Catalyst International CatalystConnect | Materials requirements planning logistics and supply chain software | |
| CoPilot Truck | Route navigation software | |
| Database software | Data base user interface and query software | |
| DSA Foxware Warehouse Management | Inventory management software | |
| Eaton Fleet Advisor | Analytical or scientific software | |
| Email software | Electronic mail software | |
| ESRI ArcLogistics | Geographic information system | |
| FedEx Ship Manager | Materials requirements planning logistics and supply chain software | |
| Fleetware software | Materials requirements planning logistics and supply chain software | |
| Four Soft 4S eLog | Materials requirements planning logistics and supply chain software | |
| Four Soft 4S VisiLog | Materials requirements planning logistics and supply chain software | |
| Freight Rail Crew Optimization Scheduling FRCOS software | Analytical or scientific software | |
| Geometrix | Materials requirements planning logistics and supply chain software | |
| Graphics software | Graphics or photo imaging software | |
| Hewlett Packard HP-UX | Operating system software | |
| HighJump Software Warehouse Advantage | Materials requirements planning logistics and supply chain software | |
| IBM i2 Transportation Manager | Materials requirements planning logistics and supply chain software | |
| IBM Lotus Notes | Electronic mail software | |
| IBM Notes | Electronic mail software | |
| IBM Power Systems software | Enterprise system management software | |
| IMSure Solutions SHIPflex | Analytical or scientific software | |
| Infor ERP Baan | Enterprise resource planning ERP software | |
| Infosite Technologies Dispatch-Mate | Materials requirements planning logistics and supply chain software | |
| Infosite Technologies DM Warehousing | Inventory management software | |
| Integrated Decision Support Corporation Expert Fuel | Materials requirements planning logistics and supply chain software | |
| Integrated Decision Support Corporation Netwise Supply Chain | Materials requirements planning logistics and supply chain software | |
| Integrated Decision Support Corporation Route Advice | Route navigation software | |
| Integrated Decision Support Corporation Swap Advice | Materials requirements planning logistics and supply chain software | |
| Integrated Decision Support Match Advice | Analytical or scientific software | |
| Integrated Decision Support Netwise Enterprise | Analytical or scientific software | |
| Integrated Decision Support Netwise Frontline | Analytical or scientific software | |
| IntelliTrack 3PL | Materials requirements planning logistics and supply chain software | |
| IntelliTrack Warehouse Management System (WMS) | Materials requirements planning logistics and supply chain software | |
| Intergraph GeoMedia Transportation Manager | Route navigation software | |
| Inventory control software | Inventory management software | |
| Inventory management systems | Inventory management software | |
| Iptor Supply Chain | Inventory management software | |
| Labelmaster Software REG-Trieve | Data base user interface and query software | |
| Logility Voyager WarehousePRO | Inventory management software | |
| Logisuite Enterprise | Materials requirements planning logistics and supply chain software | |
| Logisuite Forwarder | Materials requirements planning logistics and supply chain software | |
| Materials resource planning MRP software | Materials requirements planning logistics and supply chain software | |
| Microsoft Dynamics | Enterprise resource planning ERP software | |
| Microsoft Dynamics AX | Enterprise resource planning ERP software | |
| Microsoft Dynamics GP | Enterprise resource planning ERP software | |
| MRA Technologies MRATrack Warehouse Management System | Inventory management software | |
| NetSuite ERP | Enterprise resource planning ERP software | |
| Optimization software | Analytical or scientific software | |
| Oracle Business Intelligence Enterprise Edition | Business intelligence and data analysis software | |
| Oracle E-Business Suite Financials | Financial analysis software | |
| Oracle E-Business Suite Logistics | Materials requirements planning logistics and supply chain software | |
| Oracle JD Edwards EnterpriseOne | Enterprise resource planning ERP software | |
| QUALCOMM QTRACS | Analytical or scientific software | |
| QUALCOMM ViaWeb | Analytical or scientific software | |
| Quest Erwin Data Modeler | Metadata management software | |
| Radio Beacon WMS | Materials requirements planning logistics and supply chain software | |
| RedPrairie DLx Warehouse | Materials requirements planning logistics and supply chain software | |
| SAP Business Objects | Data base reporting software | |
| SAP ERP Operations | Enterprise resource planning ERP software | |
| Scanlon Associates LogPak | Compliance software | |
| Scheduling software | Calendar and scheduling software | |
| Sentai Pinpoint | Inventory management software | |
| Shipping Solutions | Compliance software | |
| SSA Global Warehouse Management System WMS | Materials requirements planning logistics and supply chain software | |
| Summary Systems Fleet Commander | Materials requirements planning logistics and supply chain software | |
| Supply chain event management software | Materials requirements planning logistics and supply chain software | |
| TECSYS EliteSeries | Materials requirements planning logistics and supply chain software | |
| TECSYS PointForce Enterprise | Materials requirements planning logistics and supply chain software | |
| TMW PowerSuite | Enterprise resource planning ERP software | |
| Transportation management system TMS software | Mobile location based services software | |
| Transtek Compass ERP | Enterprise resource planning ERP software | |
| UPS WorldShip | Materials requirements planning logistics and supply chain software | |
| USPS.com | Materials requirements planning logistics and supply chain software | |
| Veritas NetBackup | Backup or archival software | |
| Warehouse management system WMS | Materials requirements planning logistics and supply chain software | |
| WorkForce Software EmpCenter Time and Attendance | Time accounting software | |
<!-- market-evidence -->
## Market evidence (job-ad analysis, 6 ads, as of 2026-07-19)
Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
### Tools
- Trapeze — **17 %**
- Routematch — **17 %**
- transportation management systems — **17 %**
- Microsoft Access — **17 %**
- Microsoft Excel — **17 %**
- Microsoft PowerPoint — **17 %**
- Microsoft Word — **17 %**
<!-- market-evidence -->