From 27d97d8782f6b37b1f22627ce599dd2d7c003485 Mon Sep 17 00:00:00 2001 From: skillfactor-pipeline Date: Fri, 14 Aug 2026 16:52:04 +0200 Subject: [PATCH] feat: marine-engineer skill package v0.1.0 --- PROVENANCE.md | 31 ++++ SKILL.md | 81 +++++++++ manifest.json | 256 ++++++++++++++++++++++++++ references/ai-skills.md | 346 ++++++++++++++++++++++++++++++++++++ references/berufsbild-de.md | 86 +++++++++ references/market.md | 145 +++++++++++++++ references/profile.md | 32 ++++ references/skills.md | 93 ++++++++++ references/tasks.md | 42 +++++ references/tools.md | 38 ++++ 10 files changed, 1150 insertions(+) create mode 100644 PROVENANCE.md create mode 100644 SKILL.md create mode 100644 manifest.json create mode 100644 references/ai-skills.md create mode 100644 references/berufsbild-de.md create mode 100644 references/market.md create mode 100644 references/profile.md create mode 100644 references/skills.md create mode 100644 references/tasks.md create mode 100644 references/tools.md diff --git a/PROVENANCE.md b/PROVENANCE.md new file mode 100644 index 0000000..f14f46a --- /dev/null +++ b/PROVENANCE.md @@ -0,0 +1,31 @@ +# Data provenance — marine-engineer + +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 — marine-engineer + "ESCO (occupation & competences)" : 73 + "O*NET (tasks & tools)" : 53 + "Job boards (market evidence)" : 92 + "Anthropic official Claude skills" : 5 + "External AI skill packs (mapped)" : 168 +``` + +| Source | Items | Share | Files | +|---|---|---|---| +| ESCO (occupation & competences) | 73 | 18.7 % | references/profile.md, references/skills.md | +| O*NET (tasks & tools) | 53 | 13.6 % | references/tasks.md, references/tools.md | +| Job boards (market evidence) | 92 | 23.5 % | 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 | 1.3 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) | +| External AI skill packs (mapped) | 168 | 43.0 % | 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). diff --git a/SKILL.md b/SKILL.md new file mode 100644 index 0000000..9615691 --- /dev/null +++ b/SKILL.md @@ -0,0 +1,81 @@ +--- +name: marine-engineer +description: "Occupational skill for the role 'marine engineer' (also: marine engineering specialist, marine engineering consultant, naval engineer, marine engineering adviser, marine systems engineer, marine design engineer). Use when the user asks for typical marine engineer work such as: Monitor the availability, use, or condition of lifesaving equipment or pollution preventatives to ensure that international regulations are followed.; Monitor engine, machinery, or equipment indicators when vessels are underway, and report abnormalities to appropriate shipboard staff.; Maintain electrical power, heating, ventilation, refrigeration, water, or sewerage systems." +--- + +# Marine Engineer + +Marine engineers design, build, maintain and repair the hull, mechanical, electronic equipment and auxiliary systems such as engines, pumps, heating, ventilation, generator sets. They work on all types of boats from pleasure crafts to naval vessels, including submarines. + +## Core workflow + +1. Monitor the availability, use, or condition of lifesaving equipment or pollution preventatives to ensure that international regulations are followed. +2. Monitor engine, machinery, or equipment indicators when vessels are underway, and report abnormalities to appropriate shipboard staff. +3. Maintain electrical power, heating, ventilation, refrigeration, water, or sewerage systems. +4. Record orders for changes in ship speed or direction, and note gauge readings or test data, such as revolutions per minute or voltage output, in engineering logs or bellbooks. +5. Perform or participate in emergency drills, as required. +6. Maintain complete records of engineering department activities, including machine operations. +7. Start engines to propel ships, and regulate engines and power transmissions to control speeds of ships, according to directions from captains or bridge computers. +8. Monitor and test operations of engines or other equipment so that malfunctions and their causes can be identified. + +## 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) + +- adjust engineering designs +- approve engineering design +- design prototypes +- engineering principles +- engineering processes +- ensure vessel compliance with regulations +- execute analytical mathematical calculations +- inspect engine rooms +- marine engineering +- maritime electric drives +- mathematics +- mechanics +- mechanics of vessels +- naval architecture +- perform scientific research + +## Hot technologies + +- Salesforce software +- Microsoft Access +- Oracle Database +- Microsoft Outlook +- SAP software +- Microsoft Office software +- Apple macOS +- Microsoft PowerPoint +- Microsoft Project +- Microsoft Excel + + + + +## Hot technologies + +Top tools from 38 gated job ads (see references/market.md, as of 2026-07-15): + +- AutoCAD — 34 % +- Microsoft Excel — 21 % +- Microsoft Word — 16 % +- Microsoft PowerPoint — 13 % +- Solidworks — 13 % +- Navisworks — 11 % +- PIPE-FLO — 11 % +- Ship Constructor — 11 % +- Fathom — 8 % +- Inventor — 8 % + + + +--- +*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/c36fc197-1f5b-4563-acd8-6f1d06aa1c03), O*NET 30.3 (53-5031.00). See manifest.json for licensing/attribution.* diff --git a/manifest.json b/manifest.json new file mode 100644 index 0000000..c9bd439 --- /dev/null +++ b/manifest.json @@ -0,0 +1,256 @@ +{ + "name": "marine-engineer", + "title": "marine engineer", + "version": "0.1.0", + "layer": "core", + "language": "en", + "generated": "2026-07-07", + "ids": { + "esco_uri": "http://data.europa.eu/esco/occupation/c36fc197-1f5b-4563-acd8-6f1d06aa1c03", + "esco_code": "2144.1.10", + "isco_group": "2144", + "onet_soc": "53-5031.00", + "crosswalk_match": "closeMatch" + }, + "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": 17, + "dwas": 16, + "skills_essential": 20, + "skills_optional": 52, + "software": 19 + }, + "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 + }, + "brycewang-stanford/Auto-Empirical-Research-Skills": { + "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills", + "commit": "85bf545", + "license": "CC-BY-4.0", + "skills": 12 + }, + "K-Dense-AI/claude-scientific-skills": { + "repo": "https://github.com/K-Dense-AI/claude-scientific-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 6 + }, + "K-Dense-AI/scientific-agent-skills": { + "repo": "https://github.com/K-Dense-AI/scientific-agent-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 6 + }, + "davila7/claude-code-templates": { + "repo": "https://github.com/davila7/claude-code-templates", + "commit": "fa79251", + "license": "MIT", + "skills": 12 + }, + "AgriciDaniel/claude-blog": { + "repo": "https://github.com/AgriciDaniel/claude-blog", + "commit": "49842ea", + "license": "MIT", + "skills": 1 + }, + "infrasity-labs/dev-gtm-claude-skills": { + "repo": "https://github.com/infrasity-labs/dev-gtm-claude-skills", + "commit": "02cfefb", + "license": "MIT", + "skills": 2 + }, + "rohitg00/skillkit": { + "repo": "https://github.com/rohitg00/skillkit", + "commit": "d2e5c34", + "license": "Apache-2.0", + "skills": 1 + }, + "foryourhealth111-pixel/Vibe-Skills": { + "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills", + "commit": "34429a8", + "license": "Apache-2.0", + "skills": 5 + }, + "AgriciDaniel/claude-ads": { + "repo": "https://github.com/AgriciDaniel/claude-ads", + "commit": "669c760", + "license": "MIT", + "skills": 1 + }, + "rampstackco/claude-skills": { + "repo": "https://github.com/rampstackco/claude-skills", + "commit": "bc6d961", + "license": "MIT", + "skills": 2 + }, + "a5c-ai/babysitter": { + "repo": "https://github.com/a5c-ai/babysitter", + "commit": "44a5d58b", + "license": "MIT", + "skills": 6 + }, + "nexu-io/open-design": { + "repo": "https://github.com/nexu-io/open-design", + "commit": "4b66023", + "license": "Apache-2.0", + "skills": 2 + }, + "ferdinandobons/startup-skill": { + "repo": "https://github.com/ferdinandobons/startup-skill", + "commit": "a5f97c3", + "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 + }, + "nWave-ai/nWave": { + "repo": "https://github.com/nWave-ai/nWave", + "commit": "1d0f13c", + "license": "MIT", + "skills": 2 + }, + "HeshamFS/materials-simulation-skills": { + "repo": "https://github.com/HeshamFS/materials-simulation-skills", + "commit": "fa1ce8d", + "license": "Apache-2.0", + "skills": 1 + }, + "wondelai/skills": { + "repo": "https://github.com/wondelai/skills", + "commit": "326b380", + "license": "MIT", + "skills": 2 + }, + "JimLiu/baoyu-design": { + "repo": "https://github.com/JimLiu/baoyu-design", + "commit": "222ccbf", + "license": "MIT", + "skills": 1 + }, + "jeremylongshore/claude-code-plugins-plus-skills": { + "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills", + "commit": "e112938a", + "license": "MIT", + "skills": 2 + }, + "wanshuiyin/Anti-Autoresearch": { + "repo": "https://github.com/wanshuiyin/Anti-Autoresearch", + "commit": "c7f7f0d", + "license": "MIT", + "skills": 1 + }, + "aaron-he-zhu/aaron-marketing-skills": { + "repo": "https://github.com/aaron-he-zhu/aaron-marketing-skills", + "commit": "b7b0b9f", + "license": "Apache-2.0", + "skills": 1 + }, + "mukul975/Anthropic-Cybersecurity-Skills": { + "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills", + "commit": "673da1f", + "license": "Apache-2.0", + "skills": 2 + }, + "hypnguyen1209/offensive-claude": { + "repo": "https://github.com/hypnguyen1209/offensive-claude", + "commit": "4d62be7", + "license": "MIT", + "skills": 1 + }, + "code-yeongyu/oh-my-openagent": { + "repo": "https://github.com/code-yeongyu/oh-my-openagent", + "commit": "b19f652", + "license": "custom (see upstream LICENSE)", + "skills": 1 + }, + "sanjay3290/ai-skills": { + "repo": "https://github.com/sanjay3290/ai-skills", + "commit": "3619692", + "license": "Apache-2.0", + "skills": 1 + }, + "wanshuiyin/Auto-claude-code-research-in-sleep": { + "repo": "https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep", + "commit": "eb5c9d7", + "license": "MIT", + "skills": 1 + }, + "open-gitagent/opengap": { + "repo": "https://github.com/open-gitagent/opengap", + "commit": "d7a8e2e", + "license": "MIT", + "skills": 1 + }, + "microsoft/skills": { + "repo": "https://github.com/microsoft/skills", + "commit": "dc543aa", + "license": "MIT", + "skills": 1 + }, + "ahacker-1/cre-agent-skills": { + "repo": "https://github.com/ahacker-1/cre-agent-skills", + "commit": "618734e", + "license": "Apache-2.0", + "skills": 1 + }, + "OpenSenseNova/SenseNova-Skills": { + "repo": "https://github.com/OpenSenseNova/SenseNova-Skills", + "commit": "d8bb438", + "license": "MIT", + "skills": 1 + } + }, + "total_skills": 80, + "tiers": { + "core": 78, + "adjacent": 2 + } + }, + "provenance": { + "items": { + "esco": 73, + "onet": 53, + "jobads": 92, + "wiki_ai": 0, + "anthropic": 5, + "ai_skills": 168, + "stackx": 0 + }, + "share_percent": { + "esco": 18.7, + "onet": 13.6, + "jobads": 23.5, + "wiki_ai": 0.0, + "anthropic": 1.3, + "ai_skills": 43.0, + "stackx": 0.0 + }, + "method": "content items per source category" + }, + "collar": "white", + "computer_work": true +} \ No newline at end of file diff --git a/references/ai-skills.md b/references/ai-skills.md new file mode 100644 index 0000000..a4ea0df --- /dev/null +++ b/references/ai-skills.md @@ -0,0 +1,346 @@ +# External AI agent skills — marine-engineer + +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: 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 | +|---|---|---|---| +| `quantitative-methods` | core | Design and execute statistical analyses including regression modeling, hypothesis testing, power analysis, and robustness checks using R, Stata, SPSS, or Python | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/social-sciences/skills/quantitative-methods) | +| `A/B Test Design` | core | Statistical experiment design and analysis capabilities for product experimentation | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/product-management/skills/ab-test-design) | +| `doe-designer` | core | Design of Experiments planning and analysis skill for factorial and response surface experiments. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/industrial-engineering/skills/doe-designer) | +| `simulation-experiment-designer` | core | Simulation experimental design skill for efficient scenario analysis and optimization. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/industrial-engineering/skills/simulation-experiment-designer) | +| `embedded-docs` | core | Embedded firmware documentation generation and maintenance using Doxygen and related tools. Expert skill for API documentation, hardware interface documentation, memory maps, and integration with documentation systems. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/embedded-systems/skills/embedded-docs) | +| `failure-analysis` | core | Systematic failure analysis methodology for mechanical component failures | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/mechanical-engineering/skills/failure-analysis) | + +## 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 | +|---|---|---|---| +| `send-experiment-designer` | core | Use when the user asks to "design an email A/B test", "set up a multivariate subject/CTA test", "run a send-time test", "build a hold-out group", or "is this email result statistically and practically material?"; produces a falsifiable … | [source](https://github.com/aaron-he-zhu/aaron-marketing-skills/tree/b7b0b9f/email/deliver/send-experiment-designer) | + +## Source: AgriciDaniel/claude-ads + +- Repository: [https://github.com/AgriciDaniel/claude-ads](https://github.com/AgriciDaniel/claude-ads) (commit `669c760`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `ads-test` | core | Design and evaluate paid-ad experiments with hypotheses, randomization units, sample-size and duration assumptions, guardrails, platform experiment tools, analysis, and decision rules. Use for A/B test, split test, experiment design, … | [source](https://github.com/AgriciDaniel/claude-ads/tree/669c760/skills/ads-test) | + +## Source: AgriciDaniel/claude-blog + +- Repository: [https://github.com/AgriciDaniel/claude-blog](https://github.com/AgriciDaniel/claude-blog) (commit `49842ea`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `blog-strategy` | core | Blog strategy development including topic cluster architecture with hub-and-spoke design, audience mapping, competitive landscape analysis, AI citation surface strategy across ChatGPT/Perplexity/AI Overviews, distribution channel planning … | [source](https://github.com/AgriciDaniel/claude-blog/tree/49842ea/skills/blog-strategy) | + +## Source: ahacker-1/cre-agent-skills + +- Repository: [https://github.com/ahacker-1/cre-agent-skills](https://github.com/ahacker-1/cre-agent-skills) (commit `618734e`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `cre-office` | core | CRE Office analysis suite - 8 specialist skills for U.S. office acquisitions, refinancings, lease-up, tenant credit, TI/LC underwriting, financing fit, and investment committee memo writing. | [source](https://github.com/ahacker-1/cre-agent-skills/tree/618734e/claude-code-plugins/cre-office) | + +## 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-literary-analysis` | core | Analyze a complete literary work into a structured Basic Memory knowledge graph. Covers schema design, entity seeding, chapter-by-chapter processing, cross-referencing, validation, and visualization. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-literary-analysis) | + +## 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 | +|---|---|---|---| +| `law-skills` | core | 9 legal research skills. Trigger: legal research, case law analysis, regulatory compliance. Design: legal databases, citation networks, and judicial analytics tools. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/law) | +| `universal-ma-codebook` | core | Universal Meta-Analysis Codebook v2.2 - AI-Human collaboration for meta-analysis data extraction. 4-layer design: Identifiers, Statistics, AI Provenance, Human Verification. Integrates with C5/C6/C7 agents and Category I systematic review … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/universal-ma-codebook) | +| `aer-statspai` | core | Use when aer-identification has fixed the design, after methodology choice and before aer-robustness or aer-tables-figures, to run an AER-track analysis with StatsPAI — the agent-native Python engine and MCP server for causal inference, … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/50-brycewang-aer-skills/skills/aer-statspai) | +| `metadata-skills` | core | 24 metadata & bibliometrics skills. Trigger: DOI resolution, citation metrics, author disambiguation, bibliometrics. Design: metadata APIs and bibliometric analysis tools for scholarly records. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/literature/metadata) | +| `psychology-research-guide` | core | Psychological research methods, experimental design, and analysis | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/social-science/psychology-research-guide) | +| `g2` | core | Publication Specialist - Writing, Review, Pre-registration & Quality Assurance Light VS applied: Avoids template-based writing + audience-specific message design Absorbed G3 (Peer Review Strategist), G4 (Pre-registration Composer), F1-F3 … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/g2) | +| `identify` | core | Design or review identification strategy for the sewage-house-prices project. Produces strategy memos with estimand, assumptions, pseudo-code, robustness plan, falsification tests, and referee objection anticipation. This skill should be … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/41-sticerd-eee-sewage-econometrics-check/skills/identify) | +| `paper-review-skills` | core | 8 peer review skills. Trigger: reviewing manuscripts, comparing papers, quality assessment. Design: systematic review criteria, evaluation rubrics, and automated review tools. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/paper-review) | +| `statistics-skills` | core | 10 statistical analysis skills. Trigger: statistical tests, Bayesian analysis, hypothesis testing, sampling. Design: method guides covering assumptions, code, and result interpretation. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/analysis/statistics) | +| `methodology-skills` | core | 13 research methodology skills. Trigger: study design, methodology selection, scientific reasoning, mentoring. Design: rigorous methods frameworks covering qualitative, quantitative, and mixed approaches. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/methodology) | +| `claude-scientific-guide` | core | Ready-to-use agent skills for scientific research and engineering | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/methodology/claude-scientific-guide) | +| `academic-baseline` | core | Use when working on any empirical academic research context — paper writing, data analysis, literature review, or any task involving citations, results, or publication artifacts. Establishes non-negotiable principles that govern all other … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/60-regisely-superpapers/skills/academic-baseline) | + +## Source: code-yeongyu/oh-my-openagent + +- Repository: [https://github.com/code-yeongyu/oh-my-openagent](https://github.com/code-yeongyu/oh-my-openagent) (commit `b19f652`, retrieved 2026-07-14) +- License: custom (see upstream LICENSE) + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `debugging` | core | MUST USE for any real runtime debugging across ANY language or binary — crashes, silent failures, wrong responses, stuck processes, memory leaks, async misbehavior, unexplained timing, reverse engineering. Runs a hypothesis-driven loop: … | [source](https://github.com/code-yeongyu/oh-my-openagent/tree/b19f652/packages/shared-skills/skills/debugging) | + +## 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 | +|---|---|---|---| +| `pymoo` | core | Multi-objective optimization framework. NSGA-II, NSGA-III, MOEA/D, Pareto fronts, constraint handling, benchmarks (ZDT, DTLZ), for engineering design and optimization problems. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/pymoo) | +| `scientific-critical-thinking` | core | Evaluate research rigor. Assess methodology, experimental design, statistical validity, biases, confounding, evidence quality (GRADE, Cochrane ROB), for critical analysis of scientific claims. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-critical-thinking) | +| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-slides) | +| `latex-posters` | core | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/latex-posters) | +| `peer-review` | core | Systematic peer review toolkit. Evaluate methodology, statistics, design, reproducibility, ethics, figure integrity, reporting standards, for manuscript and grant review across disciplines. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/peer-review) | +| `cobrapy` | core | Constraint-based metabolic modeling (COBRA). FBA, FVA, gene knockouts, flux sampling, SBML models, for systems biology and metabolic engineering analysis. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/cobrapy) | +| `denario` | core | Multiagent AI system for scientific research assistance that automates research workflows from data analysis to publication. This skill should be used when generating research ideas from datasets, developing research methodologies, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/denario) | +| `fda-database` | core | Query openFDA API for drugs, devices, adverse events, recalls, regulatory submissions (510k, PMA), substance identification (UNII), for FDA regulatory data analysis and safety research. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/fda-database) | +| `qutip` | core | Quantum mechanics simulations and analysis using QuTiP (Quantum Toolbox in Python). Use when working with quantum systems including: (1) quantum states (kets, bras, density matrices), (2) quantum operators and gates, (3) time evolution and … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/qutip) | +| `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) | +| `benchling-integration` | core | Benchling R&D platform integration. Access registry (DNA, proteins), inventory, ELN entries, workflows via API, build Benchling Apps, query Data Warehouse, for lab data management automation. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/benchling-integration) | +| `biomni` | core | Autonomous biomedical AI agent framework for executing complex research tasks across genomics, drug discovery, molecular biology, and clinical analysis. Use this skill when conducting multi-step biomedical research including CRISPR … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/biomni) | + +## Source: ferdinandobons/startup-skill + +- Repository: [https://github.com/ferdinandobons/startup-skill](https://github.com/ferdinandobons/startup-skill) (commit `a5f97c3`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `startup-design` | core | Design, validate, and plan a startup from scratch. Covers market research, competitive analysis, business model, brand identity, product definition, financial projections, and validation experiments. Trigger when the user has a startup … | [source](https://github.com/ferdinandobons/startup-skill/tree/a5f97c3/startup-design) | + +## 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 | +|---|---|---|---| +| `designing-experiments` | core | Design experiments and quasi-experiments before analysis. Use when choosing study design, treatment/control structure, outcomes, assumptions, validation plans after scientific experiment failure, or which of DiD, ITS, synthetic control, or … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/designing-experiments) | +| `scientific-critical-thinking` | core | Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-critical-thinking) | +| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-slides) | +| `denario` | core | Multiagent AI system for scientific research assistance that automates research workflows from data analysis to publication. This skill should be used when generating research ideas from datasets, developing research methodologies, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/denario) | +| `markdown-mermaid-writing` | core | Comprehensive markdown and Mermaid diagram writing skill that establishes text-based diagrams as the DEFAULT documentation standard. Use this skill when creating ANY scientific document, report, analysis, or visualization — it ensures all … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/markdown-mermaid-writing) | + +## Source: HeshamFS/materials-simulation-skills + +- Repository: [https://github.com/HeshamFS/materials-simulation-skills](https://github.com/HeshamFS/materials-simulation-skills) (commit `fa1ce8d`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `parameter-optimization` | core | Explore and optimize simulation parameters via design of experiments (DOE), sensitivity analysis, and optimizer selection — generate Latin Hypercube, quasi-random, or factorial sample plans, rank parameter influence with sensitivity … | [source](https://github.com/HeshamFS/materials-simulation-skills/tree/fa1ce8d/skills/simulation-workflow/parameter-optimization) | + +## 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: infrasity-labs/dev-gtm-claude-skills + +- Repository: [https://github.com/infrasity-labs/dev-gtm-claude-skills](https://github.com/infrasity-labs/dev-gtm-claude-skills) (commit `02cfefb`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `blog-strategy` | core | Blog strategy development including topic cluster architecture with hub-and-spoke design, audience mapping, competitive landscape analysis, AI citation surface strategy across ChatGPT/Perplexity/AI Overviews, distribution channel planning … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/blog-strategy) | +| `ab-testing` | core | When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B test," "split test," "experiment," "test this change," "variant copy," … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/ab-testing) | + +## 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 | +|---|---|---|---| +| `form-deck` | core | Use when asked to design a pitch deck, presentation, or slide set. Examples: "design a pitch deck", "create a sales deck", "make a conference presentation", "build an investor deck", "help me present this to the board", "create slides for … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/form-deck) | +| `lean-startup` | core | Design MVPs, validated learning experiments, and pivot-or-persevere decisions using Build-Measure-Learn. Use when the user mentions "MVP scope", "validated learning", "pivot or persevere", "vanity metrics", "test assumptions", "innovation … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/productivity/wondelai-lean-startup) | + +## Source: JimLiu/baoyu-design + +- Repository: [https://github.com/JimLiu/baoyu-design](https://github.com/JimLiu/baoyu-design) (commit `222ccbf`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `baoyu-design` | core | Create polished design artifacts as self-contained HTML: UI mockups, interactive prototypes, wireframes, landing pages, dashboards, app screens, mobile apps, slide decks (a.k.a. PPT / PowerPoint presentations), and visual explorations. Use … | [source](https://github.com/JimLiu/baoyu-design/tree/222ccbf/skills/baoyu-design) | + +## 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 | +|---|---|---|---| +| `hugging-science` | core | Use when the user is doing AI/ML work in a scientific domain such as biology, chemistry, physics, astronomy, climate, genomics, materials, medicine, ecology, energy, engineering, math, drug discovery, protein design, weather modeling, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/hugging-science) | +| `scientific-critical-thinking` | core | Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-critical-thinking) | +| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-slides) | +| `latex-posters` | core | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/latex-posters) | +| `markdown-mermaid-writing` | core | Comprehensive markdown and Mermaid diagram writing skill. Use when creating any scientific document, report, analysis, or visualization. Establishes text-based diagrams as the default documentation standard with full style guides (markdown … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/markdown-mermaid-writing) | +| `exa-search` | core | Web toolkit powered by Exa, tuned for scientific and technical content. Use this skill when the user needs to search the web or fetch/extract URL content. Covers: web search (semantic lookups, research, current info — with optional … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/exa-search) | + +## 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 | +|---|---|---|---| +| `hugging-science` | core | Use when the user is doing AI/ML work in a scientific domain such as biology, chemistry, physics, astronomy, climate, genomics, materials, medicine, ecology, energy, engineering, math, drug discovery, protein design, weather modeling, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/hugging-science) | +| `scientific-critical-thinking` | core | Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-critical-thinking) | +| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-slides) | +| `latex-posters` | core | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/latex-posters) | +| `markdown-mermaid-writing` | core | Comprehensive markdown and Mermaid diagram writing skill. Use when creating any scientific document, report, analysis, or visualization. Establishes text-based diagrams as the default documentation standard with full style guides (markdown … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/markdown-mermaid-writing) | +| `exa-search` | core | Web toolkit powered by Exa, tuned for scientific and technical content. Use this skill when the user needs to search the web or fetch/extract URL content. Covers: web search (semantic lookups, research, current info — with optional … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/exa-search) | + +## Source: microsoft/skills + +- Repository: [https://github.com/microsoft/skills](https://github.com/microsoft/skills) (commit `dc543aa`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `wiki-page-writer` | core | Generates rich technical documentation pages with dark-mode Mermaid diagrams, source code citations, and first-principles depth. Use when writing documentation, generating wiki pages, creating technical deep-dives, or documenting specific … | [source](https://github.com/microsoft/skills/tree/dc543aa/.github/plugins/deep-wiki/skills/wiki-page-writer) | + +## 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) | +| `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) | + +## Source: nexu-io/open-design + +- Repository: [https://github.com/nexu-io/open-design](https://github.com/nexu-io/open-design) (commit `4b66023`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `slides` | core | Create and edit .pptx presentation decks with PptxGenJS. Useful for sales decks, kickoff briefs, and design-system showcases. | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/slides) | +| `docx` | core | Create, edit, and analyze Word documents with tracked changes, comments, and formatting. Useful for design briefs, copy docs, and review-ready deliverables. | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/docx) | + +## Source: nWave-ai/nWave + +- Repository: [https://github.com/nWave-ai/nWave](https://github.com/nWave-ai/nWave) (commit `1d0f13c`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `nw-interviewing-techniques` | core | Mom Test questioning toolkit, JTBD analysis, interview conduct, assumption testing framework, and hypothesis design | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-interviewing-techniques) | +| `nw-stress-analysis` | core | Advanced architecture stress analysis methodology for designing systems that survive unknown stresses. Load when --residuality flag is used or when designing high-uncertainty, mission-critical systems. | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-stress-analysis) | + +## 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 | +|---|---|---|---| +| `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) | + +## 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 | +|---|---|---|---| +| `experiment-design` | core | A discipline for designing experiments (A/B tests, multivariate, holdouts) so the results actually answer the question you asked. Hypothesis writing, sample size, duration, segment analysis, interpretation, decision-making, and the common … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/experiment-design) | +| `cro-optimization` | core | Run conversion rate optimization through hypothesis-driven testing including audit, hypothesis generation, test design, statistical analysis, and rollout decisions. Use this skill whenever the user wants to optimize conversion, run A/B … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/cro-optimization) | + +## Source: rohitg00/skillkit + +- Repository: [https://github.com/rohitg00/skillkit](https://github.com/rohitg00/skillkit) (commit `d2e5c34`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `design-first` | core | Guides the creation of technical design documents before writing code, producing architecture diagrams, data models, API interface definitions, implementation plans, and multi-option trade-off analyses. Use when the user asks to plan a … | [source](https://github.com/rohitg00/skillkit/tree/d2e5c34/packages/core/src/methodology/packs/planning/design-first) | + +## 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: wanshuiyin/Anti-Autoresearch + +- Repository: [https://github.com/wanshuiyin/Anti-Autoresearch](https://github.com/wanshuiyin/Anti-Autoresearch) (commit `c7f7f0d`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `presentation-signals` | core | Checkable-ish surface presentation signals a reviewer notices first — duplicate/near-identical tables, leftover pipeline/template strings, too-few or LLM-looking figures, and page-padding. AUXILIARY ONLY and weak by design: a deterministic … | [source](https://github.com/wanshuiyin/Anti-Autoresearch/tree/c7f7f0d/skills/presentation-signals) | + +## 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) | + +## Source: wondelai/skills + +- Repository: [https://github.com/wondelai/skills](https://github.com/wondelai/skills) (commit `326b380`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `steve-jobs-design-review` | core | Review designs, products, and features with Steve Jobs'' standards: ruthless simplicity, focus, and end-to-end excellence. Use when the user mentions "Steve Jobs review", "design review", "product review", "what would Steve do", "insanely … | [source](https://github.com/wondelai/skills/tree/326b380/steve-jobs-design-review) | +| `lean-startup` | core | Design MVPs, validated learning experiments, and pivot-or-persevere decisions using Build-Measure-Learn. Use when the user mentions "MVP scope", "validated learning", "pivot or persevere", "vanity metrics", "test assumptions", "innovation … | [source](https://github.com/wondelai/skills/tree/326b380/lean-startup) | diff --git a/references/berufsbild-de.md b/references/berufsbild-de.md new file mode 100644 index 0000000..7b67318 --- /dev/null +++ b/references/berufsbild-de.md @@ -0,0 +1,86 @@ +# Berufsbild (Deutschland) — Ingenieur/in - Schiffbau und Meerestechnik + +> **Quelle:** BERUFENET, Bundesagentur für Arbeit — Beruf-ID 59403, +> KldB 2010: B 25244 · via öffentliche BERUFENET-API, +> abgerufen 2026-07-12. Automatisches Label-Matching +> (Score 1.00); Inhalte paraphrasiert/gekürzt, Volltext beim +> Original: https://web.arbeitsagentur.de/berufenet/beruf/59403 + +## Aufgaben und Tätigkeiten kompakt + +Ingenieure und Ingenieurinnen für Schiffbau und Meerestechnik arbeiten v.a. in der Herstellung von Wasserfahrzeugen oder maritimen Konstruktionen, z.B. Bohrinseln. Sie entwickeln neue Schiffstypen und -formen und konstruieren die einzelnen Schiffsteile wie Schiffsrumpf, Aufbauten und Ausrüstungen. Sie planen und überwachen die Fertigung und Montage und ggf. auch Umbau- und Reparaturarbeiten. In der Produktion koordinieren sie alle Bereiche vom Betriebsmitteleinsatz bis zum benötigten Fachpersonal und kontrollieren den gesamten Prozess. Im Vertrieb führen sie Kundengespräche, kalkulieren Kosten, bearbeiten Ausschreibungsunterlagen und erstellen Angebote. + +## Tätigkeitsbezeichnungen + +Ingenieur/in - Schiffbau und Meerestechnik + +Auch übliche Berufsbezeichnung/SynonymSchiffbauingenieur/in + +Berufsbezeichnung in englischer SpracheNaval architect (m/f) + +Berufsbezeichnungen in französischer SpracheIngénieur/Ingénieure en construction navale + +Ingénieur/Ingénieure en génie maritime + +## Die Tätigkeit im Überblick + +Ingenieure und Ingenieurinnen für Schiffbau und Meerestechnik entwerfen und konstruieren Fluss- und Seeschiffe, Wasserfahrzeuge und maritime Konstruktionen. Sie planen und überwachen Fertigungs- und Montageabläufe und Umbau- oder Reparaturarbeiten. + +## Trends + +3-D-Druck im Boots- und Schiffbau3-D-Druck ermöglicht die Herstellung dreidimensionaler Objekte auf der Grundlage digitaler Informationen durch das schichtweise Auftragen von Materialien. Diese Technik ist bereits in der Herstellung von Prototypen und Bauteilen für Bootsbau, Schifffahrt und maritime Industrie im Einsatz. Derzeit wird auch nach Möglichkeiten geforscht, ganze Boots- bzw. Schiffskörper im 3-D-Druckverfahren herzustellen. Fachkräfte müssen sich mit der neuen Technik vertraut machen, um für die Entwicklung gerüstet zu sein. +Leasing von kollaborativen Robotern (Cobots)Spezialisierte Roboter, die eng mit Menschen in Industrie und Handwerk zusammenarbeiten. Sie sind mit Sensoren und Steuerungssystemen ausgestattet, wodurch sie menschliche Aktionen erkennen und darauf reagieren können. +" name="Collaborative Robots (Cobots)">Kollaborative Roboter (Cobots) unterstützen Fachkräfte in der Industrie und verbessern durch Automatisierung sowohl die Produktionsgeschwindigkeit als auch die Qualität. Ihre Anschaffung kann jedoch hohe Kosten verursachen, besonders für kleine und mittlere Unternehmen (KMU). Leasing-Modelle schaffen hier Abhilfe, da sie die Einstiegskosten senken und den Zugang zur Technologie erleichtern. Immer mehr Anbieter reagieren mit entsprechenden Angeboten auf das wachsende Interesse. Führungskräfte in der Industrie prüfen daher zunehmend die Optionen für Cobot-Leasing. + +## Aufgaben und Tätigkeiten (Beschreibung) + +Worum geht es?Ingenieure und Ingenieurinnen für Schiffbau und Meerestechnik entwerfen und konstruieren Fluss- und Seeschiffe aller Art, sonstige Wasserfahrzeuge und ortsfeste maritime Konstruktionen. Sie planen und überwachen Fertigungs- und Montageabläufe für Neuanfertigungen und Umbau-, Überhol- oder Reparaturarbeiten. +Konstruktion und FertigungIngenieure und Ingenieurinnen für Schiffbau und Meerestechnik legen als Projektingenieure und -ingenieurinnen nach den Wünschen des Auftraggebers das bauliche Gesamtkonzept sowie die geometrischen Hauptabmessungen fest, berechnen die auftretenden Einzelmassen und die auf das Schiff wirkenden Kräfte. Sie testen Schiffsmodelle in maßstabsgerecht verkleinerten Versuchsanlagen. Sie müssen die Seetüchtigkeit unter allen vorhersehbaren Betriebsumständen gewährleisten und die erforderliche Antriebsleistung und Ladekapazität bestimmen. Dabei sind zahlreiche Vorschriften und Gesetze über Schiffssicherheit, Unfallverhütung und Klassifikation zu beachten. Die kalkulierten Kosten für Material, Löhne und Zulieferungen, technische Daten und Terminplanungen ergeben dann das Angebot. +Als Objektingenieure und -ingenieurinnen betreuen sie Konzeption und Fertigung eines einzelnen Schiffes oder sonstigen Objektes und steuern die Kooperation zwischen den Abteilungen und gegenüber Zulieferern sowie den Terminplan vom Entwurf bis zur Fertigstellung und Übergabe. Sowohl im Konstruktionsbüro als auch in der Fertigung bedienen sie sich der Computertechnik. +Ingenieure und Ingenieurinnen für Schiffbau und Meerestechnik konstruieren auch die Baugruppen und Einzelteile für Schiffsrumpf, -ausrüstung und -einrichtung. Sie entwickeln immer effizientere Motoren und Solar-, Wind- oder Biospritantriebe. Ihre Ergebnisse bereiten sie als Werkstattzeichnungen und Arbeitsanweisungen für die Fertigung vor bzw. geben sie als Bestellungen für Material oder Bauteile an die kaufmännischen Abteilungen weiter. In der Fertigung planen und überwachen die Ingenieure und Ingenieurinnen die einzelnen Arbeitsprozesse. +Weitere EinsatzmöglichkeitenNeben der Schiffbauindustrie können Ingenieure und Ingenieurinnen für Schiffbau und Meerestechnik auch in der Zulieferindustrie tätig werden. Dort beschäftigen sie sich beispielsweise mit Maschinentechnik oder Schiffsausrüstung. In Werften gehören der Werftbetrieb und seine anhängige Logistik zu ihren Aufgaben. Außerdem können sie auch in der staatlichen Verwaltung, z.B. bei Wasser- und Schifffahrtsämtern, bei Klassifikati + +## Aufgaben und Tätigkeiten im Einzelnen + +ProjektierungSchiffe, schiffs- und meerestechnische Anlagen nach Wünschen des Auftraggebers projektieren und entwerfen, dabei Bestimmungen zur Schiffssicherheit, Unfallverhütung und Schiffsklassifikation beachten + +bauliches Konzept und geometrische Hauptabmessungen festlegen, dabei z.B. Kräfte, Ladekapazitäten und erforderliche Antriebsleistung berechnen + +Angebot ausarbeiten: Gesamtkosten bestimmen, technische Daten zusammenfassen, Terminplanung ausarbeiten + +KonstruktionBauteile und Baugruppen des Schiffskörpers, der Schiffsausrüstung und -einrichtung mit fachspezifischen Computerprogrammen berechnen und konstruieren + + dynamische und statische Belastungen ermitteln, Numerisches Verfahren zur Lösung von Diferentialgleichungen; hilft bei der Berechnung von Problemen aus verschiedenen physikalischen Disziplinen + Siehe auch + FEA +" name="Finite Elemente Method (FEM)">Finite-Elemente-Methoden anwenden, Festigkeitsberechnungen durchführen + + Qualitätsstandards festlegen, Prüfunterlagen erstellen + +Daten für die Arbeitsvorbereitung, Fertigungsplanung und -steuerung erarbeiten + +Fertigung Fertigungs-, Montageplanung für den gesamten Schiffsneubau einschließlich des Einbaus der schiffstechnischen Anlagen durchführen + +Programme für die computergesteuerten Fertigungsanlagen erstellen + +termingerechtes Beschaffen der Roh-, Hilfs- und Betriebsstoffe, Halberzeugnisse sicherstellen + +die Beseitigung von Fehlerquellen im Fertigungsprozess veranlassen und Sofortmaßnahmen bei Störungen überwachen + + die Einhaltung der einschlägigen Arbeitsschutz- und Umweltschutzbestimmungen und der Unfallverhütungsvorschriften überwachen + +Erprobung und Abnahme von Teilen und Baugruppen vorbereiten und durchführen + +Führungs- und Überwachungsaufgabenals Objektingenieur/in: z.B. Betreuen eines Schiffsneubaus vom Entwurf bis zur Fertigstellung und Übergabe an den Auftraggeber, Koordinieren aller am Neubau beteiligten Betriebsabteilungen und Zulieferfirmen + +Mitarbeiter/innen im eigenen Verantwortungsbereich führen, anleiten und beurteilen und bei der betrieblichen Aus- und Weiterbildung mitwirken + + im Unternehmensmanagement: z.B. Projekte nach technischen und kaufmännischen Kriterien überprüfen, betriebliche Kennzahlen aufarbeiten + + überwachende Tätigkeiten bei Behörden übernehmen + +Forschung und Lehrean Forschungsvorhaben mitwirken + +Vorlesungen und Seminare vorbereiten bzw. abhalten, Unterricht nachbereiten, ggf. Prüfungen abnehmen + +Forschungsberichte verfassen diff --git a/references/market.md b/references/market.md new file mode 100644 index 0000000..45ea66a --- /dev/null +++ b/references/market.md @@ -0,0 +1,145 @@ +# Market evidence report — marine-engineer + +Source: **38 real job ads** (JSearch API, countries: us 38), extracted into the MSSQL evidence store; as of 2026-07-15. +This report contains extracted, aggregated facts only — no ad text is +reproduced (copyright / platform terms). + +## Seniority distribution + +| Seniority | Ads | Share | +|---|---|---| +| mid | 28 | 74 % | +| senior | 5 | 13 % | +| junior | 4 | 11 % | +| lead | 1 | 3 % | + +## Tools — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | AutoCAD | 13 | 34 % | +| 2 | Microsoft Excel | 8 | 21 % | +| 3 | Microsoft Word | 6 | 16 % | +| 4 | Microsoft PowerPoint | 5 | 13 % | +| 5 | Solidworks | 5 | 13 % | +| 6 | Navisworks | 4 | 11 % | +| 7 | PIPE-FLO | 4 | 11 % | +| 8 | Ship Constructor | 4 | 11 % | +| 9 | Fathom | 3 | 8 % | +| 10 | Inventor | 3 | 8 % | +| 11 | Rhino3D | 3 | 8 % | + +## Hard skills — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | marine engineering | 10 | 26 % | +| 2 | auxiliary system design | 4 | 11 % | +| 3 | engineering analysis | 4 | 11 % | +| 4 | fluid system design | 4 | 11 % | +| 5 | inventory management | 4 | 11 % | +| 6 | budgeting | 3 | 8 % | +| 7 | cost estimation | 3 | 8 % | +| 8 | equipment maintenance | 3 | 8 % | +| 9 | failure analysis | 3 | 8 % | +| 10 | mechanical system design | 3 | 8 % | +| 11 | naval architecture | 3 | 8 % | +| 12 | propulsion system design | 3 | 8 % | +| 13 | regulatory compliance | 3 | 8 % | +| 14 | technical documentation | 3 | 8 % | +| 15 | technical report writing | 3 | 8 % | +| 16 | troubleshooting | 3 | 8 % | + +## Methods — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | feasibility studies | 3 | 8 % | +| 2 | regulatory compliance | 3 | 8 % | + +## Responsibilities — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | design review | 4 | 11 % | +| 2 | system design | 3 | 8 % | +| 3 | team collaboration | 3 | 8 % | +| 4 | technical report preparation | 3 | 8 % | +| 5 | vessel maintenance | 3 | 8 % | + +## Regional breakdown + +> **Corpus note:** 38 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative. + +### US (us) + +38 ads. + +**Top hard skills:** + +- marine engineering — 26 % (10 ads) +- auxiliary system design — 11 % (4 ads) +- engineering analysis — 11 % (4 ads) +- fluid system design — 11 % (4 ads) +- inventory management — 11 % (4 ads) +- budgeting — 8 % (3 ads) +- cost estimation — 8 % (3 ads) +- equipment maintenance — 8 % (3 ads) +- failure analysis — 8 % (3 ads) +- mechanical system design — 8 % (3 ads) + +**Top tools:** + +- AutoCAD — 34 % (13 ads) +- Microsoft Excel — 21 % (8 ads) +- Microsoft Word — 16 % (6 ads) +- Microsoft PowerPoint — 13 % (5 ads) +- Solidworks — 13 % (5 ads) +- Navisworks — 11 % (4 ads) +- PIPE-FLO — 11 % (4 ads) +- Ship Constructor — 11 % (4 ads) +- Fathom — 8 % (3 ads) +- Inventor — 8 % (3 ads) + +**Seniority:** mid 74 % · senior 13 % · junior 11 % · lead 3 % + +### 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 | +|---|---| +| Licensed Marine Engineer - Fishing Vessel | 2 | +| Marine Engineer, Ship Control Systems (DC) | 2 | +| 3rd Assistant Engineer - Marine | 1 | +| Assistant Marine Engineer - 28/28 Rotational Vessel | 1 | +| Chief Marine Engineer - Engine Room & Maintenance Lead | 1 | +| Early Career Ports and Marine Engineer | 1 | +| Field Service Engineer (Mechanical/Marine Engineer)-Chesapeake,Virginia | 1 | +| Journeyman Marine Propulsion Engineer | 1 | +| Junior Naval Architect/Marine Engineer | 1 | +| Lead Marine Engineer - High-Speed Vessel Design | 1 | +| Licensed Marine Engineer - Onboard Cruise Ship Operations | 1 | +| Marine Assistant Engineer | 1 | +| Marine Engineer | 1 | +| Marine Engineer - HM&E for Coast Guard Cutters | 1 | +| Marine Engineer - Vessel Systems & Propulsion Specialist | 1 | +| Marine Engineer (Auxiliary & Fluid Systems) - Arlington, VA | 1 | +| Marine Engineer (Auxiliary & Fluid Systems) - Arlington, VA - Full-time | 1 | +| Marine Engineer Diesel Mechanic- Seasonal | 1 | +| Marine Engineer Fluid & Auxiliary Systems Design | 1 | +| Marine Engineer: Offshore Hydrodynamics & Mooring | 1 | +| Marine Mechanical Engineer (Mid-Level) - Bellingham, WA | 1 | +| Marine Powertrain Design Engineer | 1 | +| Marine Technical Superintendent – Vessel Performance & Dry Docking | 1 | +| Marine Vessel Engineer | 1 | +| Mechanical Engineer, Marine Small Craft | 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. diff --git a/references/profile.md b/references/profile.md new file mode 100644 index 0000000..3ce3a00 --- /dev/null +++ b/references/profile.md @@ -0,0 +1,32 @@ +# Occupation profile — marine engineer + +- **ESCO URI:** http://data.europa.eu/esco/occupation/c36fc197-1f5b-4563-acd8-6f1d06aa1c03 +- **ESCO code:** 2144.1.10 +- **ISCO-08 group:** 2144 — Mechanical engineers +- **O*NET-SOC:** 53-5031.00 — Ship Engineers (match: closeMatch) + +## Description (ESCO) + +Marine engineers design, build, maintain and repair the hull, mechanical, electronic equipment and auxiliary systems such as engines, pumps, heating, ventilation, generator sets. They work on all types of boats from pleasure crafts to naval vessels, including submarines. + +## Definition + +nan + +## Alternative labels + +- marine engineering specialist +- marine engineering consultant +- naval engineer +- marine engineering adviser +- marine systems engineer +- marine design engineer +- ship engineer +- ship's engineer +- marine auxiliary systems engineer +- marine power systems engineer +- marine engineers +- vessel systems engineer +- marine engineering expert +- vessel engineer +- marine repair engineer diff --git a/references/skills.md b/references/skills.md new file mode 100644 index 0000000..e9c6659 --- /dev/null +++ b/references/skills.md @@ -0,0 +1,93 @@ +# Competences — marine engineer + +Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/c36fc197-1f5b-4563-acd8-6f1d06aa1c03). + +## Essential + +- **adjust engineering designs** (skill/competence) +- **approve engineering design** (skill/competence) +- **design prototypes** (skill/competence) +- **engineering principles** (knowledge) +- **engineering processes** (knowledge) +- **ensure vessel compliance with regulations** (skill/competence) +- **execute analytical mathematical calculations** (skill/competence) +- **inspect engine rooms** (skill/competence) +- **marine engineering** (knowledge) +- **maritime electric drives** (knowledge) +- **mathematics** (knowledge) +- **mechanics** (knowledge) +- **mechanics of vessels** (knowledge) +- **naval architecture** (knowledge) +- **perform scientific research** (skill/competence) +- **principles of mechanical engineering** (knowledge) +- **re-assemble engines** (skill/competence) +- **use maritime English** (skill/competence) +- **use technical drawing software** (skill/competence) +- **use tools for construction and repair** (skill/competence) + +## Optional + +- analyse stress resistance of products (skill/competence) +- analyse test data (skill/competence) +- assemble mechatronic units (skill/competence) +- assessment of risks and threats (knowledge) +- automation technology (knowledge) +- battery chemistry (knowledge) +- battery components (knowledge) +- CAE software (knowledge) +- chemical products (knowledge) +- cloud technologies (knowledge) +- composite materials (knowledge) +- conduct energy audit (skill/competence) +- create technical plans (skill/competence) +- design principles (knowledge) +- disassemble engines (skill/competence) +- draft design specifications (skill/competence) +- electrical engineering (knowledge) +- electronics (knowledge) +- Global Maritime Distress and Safety System (knowledge) +- install automation components (skill/competence) +- install mechatronic equipment (skill/competence) +- lead a team in fishery services (skill/competence) +- lubricate engines (skill/competence) +- maintain electronic equipment (skill/competence) +- maintain robotic equipment (skill/competence) +- maintain safe engineering watches (skill/competence) +- maintain shipboard machinery (skill/competence) +- manage engine-room resources (skill/competence) +- manage the operation of propulsion plant machinery (skill/competence) +- marine technology (knowledge) +- material mechanics (knowledge) +- mechanical engineering (knowledge) +- mechatronics (knowledge) +- operate marine machinery systems (skill/competence) +- operate ship propulsion system (skill/competence) +- perform small vessel safety measures (skill/competence) +- perform small vessel safety procedures (skill/competence) +- precision mechanics (knowledge) +- prevent sea pollution (skill/competence) +- promote innovative infrastructure design (skill/competence) +- promote sustainable energy (skill/competence) +- record test data (skill/competence) +- repair engines (skill/competence) +- sensors (knowledge) +- ship related legislative requirements (knowledge) +- simulate mechatronic design concepts (skill/competence) +- solar energy (knowledge) +- test mechatronic units (skill/competence) +- unstructured data (knowledge) +- use CAD software (skill/competence) +- use CAM software (skill/competence) +- vessel fuels (knowledge) + + + +## Market evidence (job-ad analysis, 38 ads, as of 2026-07-15) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Hard skills + +- marine engineering — **26 %** + + diff --git a/references/tasks.md b/references/tasks.md new file mode 100644 index 0000000..2e37fe6 --- /dev/null +++ b/references/tasks.md @@ -0,0 +1,42 @@ +# Tasks & work activities — marine engineer + +Source: O*NET 30.3, occupation 53-5031.00 (Ship Engineers). + +## Task statements + +- **[Core]** Monitor the availability, use, or condition of lifesaving equipment or pollution preventatives to ensure that international regulations are followed. +- **[Core]** Monitor engine, machinery, or equipment indicators when vessels are underway, and report abnormalities to appropriate shipboard staff. +- **[Core]** Maintain electrical power, heating, ventilation, refrigeration, water, or sewerage systems. +- **[Core]** Record orders for changes in ship speed or direction, and note gauge readings or test data, such as revolutions per minute or voltage output, in engineering logs or bellbooks. +- **[Core]** Perform or participate in emergency drills, as required. +- **[Core]** Maintain complete records of engineering department activities, including machine operations. +- **[Core]** Start engines to propel ships, and regulate engines and power transmissions to control speeds of ships, according to directions from captains or bridge computers. +- **[Core]** Monitor and test operations of engines or other equipment so that malfunctions and their causes can be identified. +- **[Core]** Maintain or repair engines, electric motors, pumps, winches, or other mechanical or electrical equipment, or assist other crew members with maintenance or repair duties. +- **[Core]** Perform general marine vessel maintenance or repair work, such as repairing leaks, finishing interiors, refueling, or maintaining decks. +- **[Core]** Operate or maintain off-loading liquid pumps or valves. +- **[Core]** Clean engine parts and keep engine rooms clean. +- **[Core]** Supervise marine engine technicians engaged in the maintenance or repair of mechanical or electrical marine vessels, and inspect their work to ensure that it is performed properly. +- **[Core]** Order and receive engine room stores, such as oil or spare parts, maintain inventories, and record usage of supplies. +- **[Core]** Act as a liaison between a ship's captain and shore personnel to ensure that schedules and budgets are maintained and that the ship is operated safely and efficiently. +- **[Core]** Install engine controls, propeller shafts, or propellers. +- **[Supplemental]** Fabricate engine replacement parts, such as valves, stay rods, or bolts, using metalworking machinery. + +## Detailed work activities + +- Acquire supplies or equipment. +- Clean facilities or work areas. +- Clean machinery or equipment. +- Communicate with others to coordinate vehicle movement. +- Control pumps or pumping equipment. +- Direct emergency management activities. +- Direct maintenance or repair activities. +- Fabricate products or components using machine tools. +- Install parts, assemblies, or attachments in transportation or material handling equipment. +- Maintain watercraft engines or machinery. +- Monitor availability of equipment or supplies. +- Monitor engine operation or functioning. +- Operate ships or other watercraft. +- Record operational details of travel. +- Record operational or production data. +- Report vehicle or equipment malfunctions. diff --git a/references/tools.md b/references/tools.md new file mode 100644 index 0000000..820a657 --- /dev/null +++ b/references/tools.md @@ -0,0 +1,38 @@ +# Tools & technology — marine engineer + +Source: O*NET 30.3 'Software Skills' for 53-5031.00. + +| Software | Category | Hot technology | +|---|---|---| +| Salesforce software | Customer relationship management CRM software | yes | +| Microsoft Access | Data base user interface and query software | yes | +| Oracle Database | Data base user interface and query software | yes | +| Microsoft Outlook | Electronic mail software | yes | +| SAP software | Enterprise resource planning ERP software | yes | +| Microsoft Office software | Office suite software | yes | +| Apple macOS | Operating system software | yes | +| Microsoft PowerPoint | Presentation software | yes | +| Microsoft Project | Project management software | yes | +| Microsoft Excel | Spreadsheet software | yes | +| Microsoft Word | Word processing software | yes | +| Kongsberg Maritime K-LOG Electronic Logbooks | Data base user interface and query software | | +| Marine Software Marine Safety Manager | Document management software | | +| Electronic data interchange EDI software | Enterprise application integration software | | +| Computerized maintenance management system CMMS | Facilities management software | | +| Damen DAMOS | Facilities management software | | +| Marine Software Marine Planned Maintenance | Facilities management software | | +| Computer aided dispatch software | Helpdesk or call center software | | +| Wonderware software | Industrial control software | | + + + +## Market evidence (job-ad analysis, 38 ads, as of 2026-07-15) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Tools + +- AutoCAD — **34 %** +- Microsoft Excel — **21 %** + +