From 2b01deb30c369dcad6f647a4e396957271b57d8b Mon Sep 17 00:00:00 2001 From: skillfactor-pipeline Date: Fri, 14 Aug 2026 16:52:59 +0200 Subject: [PATCH] feat: automotive-engineer skill package v0.1.0 --- PROVENANCE.md | 31 ++++ SKILL.md | 61 ++++++++ manifest.json | 232 +++++++++++++++++++++++++++++ references/ai-skills.md | 314 ++++++++++++++++++++++++++++++++++++++++ references/market.md | 112 ++++++++++++++ references/profile.md | 36 +++++ references/skills.md | 76 ++++++++++ references/tasks.md | 58 ++++++++ references/tools.md | 93 ++++++++++++ 9 files changed, 1013 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/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..0964226 --- /dev/null +++ b/PROVENANCE.md @@ -0,0 +1,31 @@ +# Data provenance — automotive-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 — automotive-engineer + "ESCO (occupation & competences)" : 56 + "O*NET (tasks & tools)" : 137 + "Job boards (market evidence)" : 82 + "Anthropic official Claude skills" : 5 + "External AI skill packs (mapped)" : 156 +``` + +| Source | Items | Share | Files | +|---|---|---|---| +| ESCO (occupation & competences) | 56 | 12.8 % | references/profile.md, references/skills.md | +| O*NET (tasks & tools) | 137 | 31.4 % | references/tasks.md, references/tools.md | +| Job boards (market evidence) | 82 | 18.8 % | 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) | 156 | 35.8 % | 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..2672dc8 --- /dev/null +++ b/SKILL.md @@ -0,0 +1,61 @@ +--- +name: automotive-engineer +description: "Occupational skill for the role 'automotive engineer' (also: coach production process engineer, ACES engineer, automotive design specialist, vehicle production production process engineer, bus production process engineer, automotive designer). Use when the user asks for typical automotive engineer work such as: Read current literature, attend meetings or conferences, or talk with colleagues to stay abreast of new automotive technology or competitive products.; Establish production or quality control standards.; Prepare or present technical or project status reports." +--- + +# Automotive Engineer + +Automotive engineers design and oversee the manufacturing process and operation of motor vehicles such as motorcycles, cars, trucks, buses and their respective engineering systems. They design new vehicles or mechanical parts, supervise modifications and resolve technical problems. They make sure the designs comply with cost specifications and other constraints. They also conduct research studying environmental, energy and safety aspects. + +## Core workflow + +1. Read current literature, attend meetings or conferences, or talk with colleagues to stay abreast of new automotive technology or competitive products. +2. Establish production or quality control standards. +3. Prepare or present technical or project status reports. +4. Develop or implement operating methods or procedures. +5. Write, review, or maintain engineering documentation. +6. Conduct research studies to develop new concepts in the field of automotive engineering. +7. Coordinate production activities with other functional units, such as procurement, maintenance, or quality control. +8. Provide technical direction to other engineers or engineering support personnel. + +## 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 +- analyse production processes for improvement +- anticipate change in car technology +- approve engineering design +- assess financial viability +- automotive engineering +- control production +- engineering principles +- engineering processes +- execute feasibility study +- green automotive technologies +- hybrid vehicle architecture +- industrial engineering +- information structure +- manufacturing processes + +## Hot technologies + +- The MathWorks MATLAB +- Autodesk AutoCAD +- Dassault Systemes SolidWorks +- Salesforce software +- Structured query language SQL +- C +- Microsoft .NET Framework +- Microsoft Visual Studio +- Microsoft Outlook +- Extensible markup language XML + +--- +*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/8d410283-865d-4cbb-acae-ac7f69d9cf26), O*NET 30.3 (17-2141.02). See manifest.json for licensing/attribution.* diff --git a/manifest.json b/manifest.json new file mode 100644 index 0000000..ab2a16f --- /dev/null +++ b/manifest.json @@ -0,0 +1,232 @@ +{ + "name": "automotive-engineer", + "title": "automotive engineer", + "version": "0.1.0", + "layer": "core", + "language": "en", + "generated": "2026-07-07", + "ids": { + "esco_uri": "http://data.europa.eu/esco/occupation/8d410283-865d-4cbb-acae-ac7f69d9cf26", + "esco_code": "2144.1.3", + "isco_group": "2144", + "onet_soc": "17-2141.02", + "crosswalk_match": "exactMatch" + }, + "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": 25, + "dwas": 24, + "skills_essential": 21, + "skills_optional": 34, + "software": 87 + }, + "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 + }, + "davila7/claude-code-templates": { + "repo": "https://github.com/davila7/claude-code-templates", + "commit": "fa79251", + "license": "MIT", + "skills": 12 + }, + "code-yeongyu/oh-my-openagent": { + "repo": "https://github.com/code-yeongyu/oh-my-openagent", + "commit": "b19f652", + "license": "custom (see upstream LICENSE)", + "skills": 1 + }, + "foryourhealth111-pixel/Vibe-Skills": { + "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills", + "commit": "34429a8", + "license": "Apache-2.0", + "skills": 7 + }, + "a5c-ai/babysitter": { + "repo": "https://github.com/a5c-ai/babysitter", + "commit": "44a5d58b", + "license": "MIT", + "skills": 7 + }, + "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 + }, + "sanjay3290/ai-skills": { + "repo": "https://github.com/sanjay3290/ai-skills", + "commit": "3619692", + "license": "Apache-2.0", + "skills": 1 + }, + "K-Dense-AI/claude-scientific-skills": { + "repo": "https://github.com/K-Dense-AI/claude-scientific-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 7 + }, + "K-Dense-AI/scientific-agent-skills": { + "repo": "https://github.com/K-Dense-AI/scientific-agent-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 7 + }, + "ferdinandobons/startup-skill": { + "repo": "https://github.com/ferdinandobons/startup-skill", + "commit": "a5f97c3", + "license": "MIT", + "skills": 1 + }, + "AgriciDaniel/claude-ads": { + "repo": "https://github.com/AgriciDaniel/claude-ads", + "commit": "669c760", + "license": "MIT", + "skills": 1 + }, + "hypnguyen1209/offensive-claude": { + "repo": "https://github.com/hypnguyen1209/offensive-claude", + "commit": "4d62be7", + "license": "MIT", + "skills": 1 + }, + "bitwize-music-studio/claude-ai-music-skills": { + "repo": "https://github.com/bitwize-music-studio/claude-ai-music-skills", + "commit": "96446de", + "license": "custom (see upstream LICENSE)", + "skills": 1 + }, + "rampstackco/claude-skills": { + "repo": "https://github.com/rampstackco/claude-skills", + "commit": "bc6d961", + "license": "MIT", + "skills": 1 + }, + "nWave-ai/nWave": { + "repo": "https://github.com/nWave-ai/nWave", + "commit": "1d0f13c", + "license": "MIT", + "skills": 3 + }, + "HeshamFS/materials-simulation-skills": { + "repo": "https://github.com/HeshamFS/materials-simulation-skills", + "commit": "fa1ce8d", + "license": "Apache-2.0", + "skills": 1 + }, + "zebbern/claude-code-guide": { + "repo": "https://github.com/zebbern/claude-code-guide", + "commit": "d2c5280", + "license": "MIT", + "skills": 1 + }, + "mohitagw15856/pm-claude-skills": { + "repo": "https://github.com/mohitagw15856/pm-claude-skills", + "commit": "876fa30", + "license": "MIT", + "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 + }, + "mukul975/Anthropic-Cybersecurity-Skills": { + "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills", + "commit": "673da1f", + "license": "Apache-2.0", + "skills": 4 + }, + "staruhub/ClaudeSkills": { + "repo": "https://github.com/staruhub/ClaudeSkills", + "commit": "3d4045d", + "license": "MIT", + "skills": 1 + }, + "rohitg00/skillkit": { + "repo": "https://github.com/rohitg00/skillkit", + "commit": "d2e5c34", + "license": "Apache-2.0", + "skills": 1 + }, + "affaan-m/everything-claude-code": { + "repo": "https://github.com/affaan-m/everything-claude-code", + "commit": "ed38744", + "license": "MIT", + "skills": 2 + }, + "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": 1 + }, + "pedrohcgs/claude-code-my-workflow": { + "repo": "https://github.com/pedrohcgs/claude-code-my-workflow", + "commit": "be53c12", + "license": "MIT", + "skills": 1 + }, + "luongnv89/claude-howto": { + "repo": "https://github.com/luongnv89/claude-howto", + "commit": "a645ffe", + "license": "MIT", + "skills": 1 + } + }, + "total_skills": 80, + "tiers": { + "core": 78, + "adjacent": 2 + } + }, + "provenance": { + "items": { + "esco": 56, + "onet": 137, + "jobads": 82, + "wiki_ai": 0, + "anthropic": 5, + "ai_skills": 156, + "stackx": 0 + }, + "share_percent": { + "esco": 12.8, + "onet": 31.4, + "jobads": 18.8, + "wiki_ai": 0.0, + "anthropic": 1.1, + "ai_skills": 35.8, + "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..673cb2e --- /dev/null +++ b/references/ai-skills.md @@ -0,0 +1,314 @@ +# External AI agent skills — automotive-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 | +|---|---|---|---| +| `accreditation-tracer-simulation` | core | Simulate Joint Commission tracer methodology to assess compliance with accreditation standards across patient care processes and support systems | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/healthcare/skills/accreditation-tracer-simulation) | +| `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) | +| `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) | +| `hr-investigation` | core | Support workplace investigation processes with documentation and methodology guidance | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/human-resources/skills/hr-investigation) | +| `opex-program-designer` | core | Operational Excellence program design skill with governance structure, methodology deployment, and capability building | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/operations/skills/opex-program-designer) | +| `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) | +| `A/B Test Statistical Analyzer` | core | Performs statistical analysis for A/B testing experiments | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/data-engineering-analytics/skills/ab-test-statistical-analyzer) | + +## 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 | +|---|---|---|---| +| `ml-adoption-playbook` | core | End-to-end methodology for AI agents and software engineers to add machine learning algorithms to existing non-ML codebases. Covers problem framing, data readiness, architectural decoupling, and baseline model integration. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/ml-adoption-playbook) | +| `competitive-report-structure` | core | Use after benchmark-methodology has produced scored competitor profile cards. Assembles findings into a decision-grade report: landscape map, competitor profiles, benchmarking matrix, white-space analysis, strategic recommendations, and … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/.agents/skills/competitive-report-structure) | + +## 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: bitwize-music-studio/claude-ai-music-skills + +- Repository: [https://github.com/bitwize-music-studio/claude-ai-music-skills](https://github.com/bitwize-music-studio/claude-ai-music-skills) (commit `96446de`, retrieved 2026-07-14) +- License: custom (see upstream LICENSE) + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `researchers-verifier` | core | Performs quality control, citation validation, and fact-checking before human review. Use after research is complete to verify all sources and claims before production. | [source](https://github.com/bitwize-music-studio/claude-ai-music-skills/tree/96446de/skills/researchers-verifier) | + +## 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 | +|---|---|---|---| +| `automation-skills` | core | 10 research automation skills. Trigger: automating experiments, tracking results, reproducible pipelines. Design: ML experiment management, workflow orchestration, and lab automation tools. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/automation) | +| `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) | +| `econ-audit` | core | Audit economic analysis outputs (fiscal briefings, macro briefings, market research, longlists, and other quantitative economic documents) against methodology standards, academic literature, and common errors. Runs structured checks across … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/58-charlescoverdale-econstack/econ-audit) | +| `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) | +| `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) | +| `a5` | core | Agent A5 - Paradigm & Worldview Advisor - Philosophical foundations for research design. Covers ontology, epistemology, axiology, and methodology alignment. Use when: establishing philosophical foundations, justifying methodological … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/a5) | +| `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) | +| `ai-ml-skills` | core | 27 ai & machine learning skills. Trigger: ML experiments, model training, deep learning, NLP, computer vision. Design: covers frameworks, benchmarks, paper reproduction, and AI research workflows. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/ai-ml) | +| `automated-review-guide` | core | AI-assisted peer review tools, workflows, and quality standards | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/paper-review/automated-review-guide) | +| `data-scientist` | core | Data science methodology for Python research: EDA, validation, causal inference (IV, DiD, RD, synthetic control), clustering/PCA/UMAP, supervised ML, geospatial, visualization. Method selection guidance. For syntax, load tool-specific … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/data-scientist) | +| `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) | + +## 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 | +|---|---|---|---| +| `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) | +| `simpy` | core | Process-based discrete-event simulation framework in Python. Use this skill when building simulations of systems with processes, queues, resources, and time-based events such as manufacturing systems, service operations, network traffic, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/simpy) | +| `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) | +| `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) | +| `Red Team Tools and Methodology` | core | This skill should be used when the user asks to "follow red team methodology", "perform bug bounty hunting", "automate reconnaissance", "hunt for XSS vulnerabilities", "enumerate subdomains", or needs security researcher techniques and … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/security/red-team-tools) | +| `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) | +| `exploratory-data-analysis` | core | Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/exploratory-data-analysis) | +| `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) | +| `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) | +| `scientific-writing` | core | Core skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points). Use two-stage process: (1) create section outlines with key points using research-lookup, (2) convert to flowing … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-writing) | +| `Ethical Hacking Methodology` | core | This skill should be used when the user asks to "learn ethical hacking", "understand penetration testing lifecycle", "perform reconnaissance", "conduct security scanning", "exploit vulnerabilities", or "write penetration test reports". It … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/security/ethical-hacking-methodology) | + +## 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) | +| `scholar-evaluation` | core | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scholar-evaluation) | +| `scientific-reporting` | core | Write research/technical reports with strong structure + figure standards. Supports Markdown/HTML/PDF outputs (Quarto optional), executive summary, methods, results, discussion, and reproducibility appendix. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-reporting) | +| `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) | +| `exploratory-data-analysis` | core | Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/exploratory-data-analysis) | +| `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) | + +## 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) | + +## 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) | +| `scholar-evaluation` | core | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scholar-evaluation) | +| `exploratory-data-analysis` | core | Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/exploratory-data-analysis) | +| `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) | +| `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) | +| `scientific-writing` | core | Core skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points). Use two-stage process with (1) section outlines with key points using research-lookup then (2) convert to flowing … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-writing) | + +## 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) | +| `scholar-evaluation` | core | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scholar-evaluation) | +| `exploratory-data-analysis` | core | Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/exploratory-data-analysis) | +| `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) | +| `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) | +| `scientific-writing` | core | Core skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points). Use two-stage process with (1) section outlines with key points using research-lookup then (2) convert to flowing … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-writing) | + +## Source: luongnv89/claude-howto + +- Repository: [https://github.com/luongnv89/claude-howto](https://github.com/luongnv89/claude-howto) (commit `a645ffe`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `code-refactor` | core | Systematic code refactoring based on Martin Fowler's methodology. Use when users ask to refactor code, improve code structure, reduce technical debt, clean up legacy code, eliminate code smells, or improve code maintainability. This skill … | [source](https://github.com/luongnv89/claude-howto/tree/a645ffe/03-skills/refactor) | + +## 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 | +|---|---|---|---| +| `research-protocol` | core | Write a structured research protocol or study design document. Use when asked to write a research protocol, study protocol, research plan, methodology section, or research proposal. Produces a complete protocol with objectives, … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-research/skills/research-protocol) | + +## 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-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) | +| `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) | + +## 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-research-methodology` | core | Research output templates, distillation workflow, and quality standards for evidence-driven research | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-research-methodology) | +| `nw-bdd-methodology` | core | BDD patterns for acceptance test design - Given-When-Then structure, scenario writing rules, pytest-bdd implementation, anti-patterns, and living documentation | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-bdd-methodology) | +| `nw-persona-jtbd-analysis` | core | Structured persona creation and JTBD analysis methodology - persona templates, ODI job step tables, pain point mapping, success metric quantification, and multi-persona segmentation | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-persona-jtbd-analysis) | + +## Source: pedrohcgs/claude-code-my-workflow + +- Repository: [https://github.com/pedrohcgs/claude-code-my-workflow](https://github.com/pedrohcgs/claude-code-my-workflow) (commit `be53c12`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `coauthor-brief` | core | Generate a co-author / collaborator handoff brief for a multi-author, multi-machine project — summarizing what changed since the last brief (git delta), the current state of each artifact (manuscript, analysis, slides), open questions, how … | [source](https://github.com/pedrohcgs/claude-code-my-workflow/tree/be53c12/.claude/skills/coauthor-brief) | + +## 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 | +|---|---|---|---| +| `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 | +|---|---|---|---| +| `hypothesis-testing` | core | Applies the scientific method to debugging by helping users form specific, testable hypotheses, design targeted experiments, and systematically confirm or reject theories to find root causes. Use when a user says their code isn't working, … | [source](https://github.com/rohitg00/skillkit/tree/d2e5c34/packages/core/src/methodology/packs/debugging/hypothesis-testing) | + +## 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: staruhub/ClaudeSkills + +- Repository: [https://github.com/staruhub/ClaudeSkills](https://github.com/staruhub/ClaudeSkills) (commit `3d4045d`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `deep-research` | core | Use this skill when the user wants an evidence-based research memo, literature review, market/policy/technical landscape, or a multi-source decision brief with citations, trade-offs, and a clear conclusion. Best for tasks that need … | [source](https://github.com/staruhub/ClaudeSkills/tree/3d4045d/skills/Geek-skills-deep-research) | + +## 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: zebbern/claude-code-guide + +- Repository: [https://github.com/zebbern/claude-code-guide](https://github.com/zebbern/claude-code-guide) (commit `d2c5280`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `red-team-tools` | core | This skill should be used when the user asks to "follow red team methodology", "perform bug bounty hunting", "automate reconnaissance", "hunt for XSS vulnerabilities", "enumerate subdomains", or needs security researcher techniques and … | [source](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/red-team-tools) | diff --git a/references/market.md b/references/market.md new file mode 100644 index 0000000..eb84924 --- /dev/null +++ b/references/market.md @@ -0,0 +1,112 @@ +# Market evidence report — automotive-engineer + +Source: **62 real job ads** (JSearch API, countries: us 62), extracted into the MSSQL evidence store; as of 2026-07-09. +This report contains extracted, aggregated facts only — no ad text is +reproduced (copyright / platform terms). + +## Seniority distribution + +| Seniority | Ads | Share | +|---|---|---| +| mid | 53 | 85 % | +| junior | 4 | 6 % | +| senior | 4 | 6 % | +| n/a | 1 | 2 % | + +## Tools — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | Microsoft Office | 8 | 13 % | +| 2 | diagnostic tools | 3 | 5 % | +| 3 | Microsoft Excel | 3 | 5 % | +| 4 | Minitab | 3 | 5 % | + +## Hard skills — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | data analysis | 15 | 24 % | +| 2 | vehicle repair | 11 | 18 % | +| 3 | vehicle maintenance | 9 | 15 % | +| 4 | process improvement | 8 | 13 % | +| 5 | troubleshooting | 7 | 11 % | +| 6 | electrical system repair | 6 | 10 % | +| 7 | root cause analysis | 6 | 10 % | +| 8 | vehicle diagnosis | 6 | 10 % | +| 9 | vehicle diagnostics | 6 | 10 % | +| 10 | automotive repair | 5 | 8 % | +| 11 | process optimization | 5 | 8 % | +| 12 | suspension repair | 5 | 8 % | +| 13 | transmission repair | 5 | 8 % | +| 14 | vehicle inspection | 5 | 8 % | +| 15 | engine repair | 4 | 6 % | +| 16 | project management | 4 | 6 % | +| 17 | automotive diagnostics | 3 | 5 % | +| 18 | brake repair | 3 | 5 % | +| 19 | brake service | 3 | 5 % | +| 20 | corrective action implementation | 3 | 5 % | +| 21 | diagnostics | 3 | 5 % | +| 22 | mechanical diagnosis | 3 | 5 % | +| 23 | mechanical repair | 3 | 5 % | +| 24 | preventive maintenance | 3 | 5 % | +| 25 | statistical process control | 3 | 5 % | +| 26 | technical documentation | 3 | 5 % | +| 27 | technical troubleshooting | 3 | 5 % | + +## Methods — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | lean manufacturing | 7 | 11 % | +| 2 | six sigma | 4 | 6 % | +| 3 | statistical process control (SPC) | 3 | 5 % | + +## Responsibilities — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | vehicle repair | 8 | 13 % | +| 2 | vehicle maintenance | 7 | 11 % | +| 3 | process improvement | 4 | 6 % | +| 4 | process ownership | 4 | 6 % | +| 5 | system diagnosis | 4 | 6 % | +| 6 | customer communication | 3 | 5 % | +| 7 | equipment maintenance | 3 | 5 % | +| 8 | project management | 3 | 5 % | +| 9 | safety procedure adherence | 3 | 5 % | +| 10 | test driving | 3 | 5 % | +| 11 | vehicle diagnosis | 3 | 5 % | +| 12 | vehicle inspection | 3 | 5 % | + +## Job title variants in the market + +| Title | Ads | +|---|---| +| Automotive Mechanic | 6 | +| Automotive Technician/Mechanic | 2 | +| Manufacturing Process Engineer | 2 | +| ADAS Automotive Technician | 1 | +| Air Vehicle Engineer | 1 | +| Air Vehicle Engineer (Journeyman) | 1 | +| Assistant / Associate Professor of Automotive Engineering Technology | 1 | +| Auto Mechanic | 1 | +| Automotive Electronics Integration Engineer | 1 | +| Automotive Engineer at TEK NINJAS Greensboro, NC | 1 | +| Automotive Mechanic - Department of General Services | 1 | +| Automotive Mechanic Jeep,Chrysler Dodge Experienced | 1 | +| Automotive Non-Power Technician | 1 | +| Automotive Powertrain Development Engineer | 1 | +| Automotive Service Technician | 1 | +| Automotive Service Technician - CDJR | 1 | +| Automotive Software Engineer | 1 | +| Automotive Technician | 1 | +| Automotive Technician / Mechanic | 1 | +| Automotive Technician Overnight - $5,000 Sign On Bonus | 1 | +| Automotive Technician/ Mechanic | 1 | +| Automotive Technician/Mechanic and Automotive General Service Technicians | 1 | +| Automotive Technician/Mechanic WITH SIGN ON BONUS | 1 | +| Corporate Automotive Mechanic – AC-Cooled Facility, No Flat Rate | 1 | +| Entry Level Automotive Technician - Fredericksburg, VA | 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..34b2cf2 --- /dev/null +++ b/references/profile.md @@ -0,0 +1,36 @@ +# Occupation profile — automotive engineer + +- **ESCO URI:** http://data.europa.eu/esco/occupation/8d410283-865d-4cbb-acae-ac7f69d9cf26 +- **ESCO code:** 2144.1.3 +- **ISCO-08 group:** 2144 — Mechanical engineers +- **O*NET-SOC:** 17-2141.02 — Automotive Engineers (match: exactMatch) + +## Description (ESCO) + +Automotive engineers design and oversee the manufacturing process and operation of motor vehicles such as motorcycles, cars, trucks, buses and their respective engineering systems. They design new vehicles or mechanical parts, supervise modifications and resolve technical problems. They make sure the designs comply with cost specifications and other constraints. They also conduct research studying environmental, energy and safety aspects. + +## Definition + +nan + +## Alternative labels + +- coach production process engineer +- ACES engineer +- automotive design specialist +- vehicle production production process engineer +- bus production process engineer +- automotive designer +- auto engineer +- motorcycle designer +- motorcycle production process engineer +- vehicle production designer +- automotive design expert +- bus designer +- car production process engineer +- motor vehicle designer +- lorry designer +- coach designer +- motor vehicle engineer +- truck production process engineer +- lorry production process engineer diff --git a/references/skills.md b/references/skills.md new file mode 100644 index 0000000..c8363a9 --- /dev/null +++ b/references/skills.md @@ -0,0 +1,76 @@ +# Competences — automotive engineer + +Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/8d410283-865d-4cbb-acae-ac7f69d9cf26). + +## Essential + +- **adjust engineering designs** (skill/competence) +- **analyse production processes for improvement** (skill/competence) +- **anticipate change in car technology** (skill/competence) +- **approve engineering design** (skill/competence) +- **assess financial viability** (skill/competence) +- **automotive engineering** (skill/competence) +- **control production** (skill/competence) +- **engineering principles** (knowledge) +- **engineering processes** (knowledge) +- **execute feasibility study** (skill/competence) +- **green automotive technologies** (knowledge) +- **hybrid vehicle architecture** (knowledge) +- **industrial engineering** (knowledge) +- **information structure** (knowledge) +- **manufacturing processes** (knowledge) +- **perform market research** (skill/competence) +- **perform scientific research** (skill/competence) +- **production processes** (knowledge) +- **quality standards** (knowledge) +- **technical drawings** (knowledge) +- **use technical drawing software** (skill/competence) + +## Optional + +- advanced driver assistant systems (knowledge) +- apply advanced manufacturing (skill/competence) +- apply reverse engineering (skill/competence) +- build a product's physical model (skill/competence) +- CAE software (knowledge) +- compare alternative vehicles (skill/competence) +- conduct performance tests (skill/competence) +- create a product's virtual model (skill/competence) +- defense system (knowledge) +- design electromechanical systems (skill/competence) +- design principles (knowledge) +- design prototypes (skill/competence) +- develop test procedures (skill/competence) +- disassemble equipment (skill/competence) +- draft design specifications (skill/competence) +- electrical testing methods (knowledge) +- electromechanics (knowledge) +- electronics (knowledge) +- European vehicle type-approval legislation (knowledge) +- guidance, navigation and control (knowledge) +- manage product testing (skill/competence) +- mechanical engineering (knowledge) +- mechanics of motor vehicles (knowledge) +- model based system engineering (knowledge) +- precision mechanics (knowledge) +- prepare production prototypes (skill/competence) +- record test data (skill/competence) +- reverse engineering (knowledge) +- synthetic natural environment (knowledge) +- use automotive diagnostic equipment (skill/competence) +- use CAD software (skill/competence) +- use CAM software (skill/competence) +- vehicle type-approval (knowledge) +- vehicle-to-everything technologies (knowledge) + + + +## Market evidence (job-ad analysis, 62 ads, as of 2026-07-09) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Hard skills + +- data analysis — **24 %** + + diff --git a/references/tasks.md b/references/tasks.md new file mode 100644 index 0000000..2931e0e --- /dev/null +++ b/references/tasks.md @@ -0,0 +1,58 @@ +# Tasks & work activities — automotive engineer + +Source: O*NET 30.3, occupation 17-2141.02 (Automotive Engineers). + +## Task statements + +- **[Core]** Read current literature, attend meetings or conferences, or talk with colleagues to stay abreast of new automotive technology or competitive products. +- **[Core]** Establish production or quality control standards. +- **[Core]** Prepare or present technical or project status reports. +- **[Core]** Develop or implement operating methods or procedures. +- **[Core]** Write, review, or maintain engineering documentation. +- **[Core]** Conduct research studies to develop new concepts in the field of automotive engineering. +- **[Core]** Coordinate production activities with other functional units, such as procurement, maintenance, or quality control. +- **[Core]** Provide technical direction to other engineers or engineering support personnel. +- **[Core]** Perform failure, variation, or root cause analyses. +- **[Core]** Develop or integrate control feature requirements. +- **[Core]** Develop engineering specifications or cost estimates for automotive design concepts. +- **[Core]** Develop calibration methodologies, test methodologies, or tools. +- **[Core]** Conduct automotive design reviews. +- **[Core]** Calibrate vehicle systems, including control algorithms or other software systems. +- **[Core]** Build models for algorithm or control feature verification testing. +- **[Core]** Alter or modify designs to obtain specified functional or operational performance. +- **[Core]** Design or analyze automobile systems in areas such as aerodynamics, alternate fuels, ergonomics, hybrid power, brakes, transmissions, steering, calibration, safety, or diagnostics. +- **[Core]** Conduct or direct system-level automotive testing. +- **[Core]** Design control systems or algorithms for purposes such as automotive energy management, emissions management, or increased operational safety or performance. +- **[Core]** Create design alternatives for vehicle components, such as camless or dual-clutch engines or alternative air-conditioning systems, to increase fuel efficiency. +- **[Core]** Design vehicles for increased recyclability or use of natural, renewable, or recycled materials in vehicle construction. +- **[Core]** Design vehicles that use lighter materials, such as aluminum, magnesium alloy, or plastic, to improve fuel efficiency. +- **[Core]** Develop specifications for vehicles powered by alternative fuels or alternative power methods. +- **[Core]** Research computerized automotive applications, such as telemetrics, intelligent transportation systems, artificial intelligence, or automatic control. +- **[Core]** Research or implement green automotive technologies involving alternative fuels, electric or hybrid cars, or lighter or more fuel-efficient vehicles. + +## Detailed work activities + +- Calibrate scientific or technical equipment. +- Conduct quantitative failure analyses of operational data. +- Coordinate activities with suppliers, contractors, clients, or other departments. +- Create models of engineering designs or methods. +- Design control systems for mechanical or other equipment. +- Design electromechanical equipment or systems. +- Design energy-efficient vehicles or vehicle components. +- Determine design criteria or specifications. +- Determine operational criteria or specifications. +- Develop technical methods or processes. +- Devise research or testing protocols. +- Direct design or development activities. +- Estimate operational costs. +- Evaluate characteristics of equipment or systems. +- Evaluate technical data to determine effect on designs or plans. +- Implement design or process improvements. +- Maintain operational records or records systems. +- Prepare operational reports. +- Prepare technical reports for internal use. +- Provide technical guidance to other personnel. +- Research advanced engineering designs or applications. +- Research design or application of green technologies. +- Test performance of electrical, electronic, mechanical, or integrated systems or equipment. +- Update technical knowledge. diff --git a/references/tools.md b/references/tools.md new file mode 100644 index 0000000..8d16dc1 --- /dev/null +++ b/references/tools.md @@ -0,0 +1,93 @@ +# Tools & technology — automotive engineer + +Source: O*NET 30.3 'Software Skills' for 17-2141.02. + +| Software | Category | Hot technology | +|---|---|---| +| The MathWorks MATLAB | Analytical or scientific software | yes | +| Autodesk AutoCAD | Computer aided design CAD software | yes | +| Dassault Systemes SolidWorks | Computer aided design CAD software | yes | +| Salesforce software | Customer relationship management CRM software | yes | +| Structured query language SQL | Data base user interface and query software | yes | +| C | Development environment software | yes | +| Microsoft .NET Framework | Development environment software | yes | +| Microsoft Visual Studio | Development environment software | yes | +| Microsoft Outlook | Electronic mail software | yes | +| Extensible markup language XML | Enterprise application integration software | yes | +| Jenkins CI | Enterprise application integration software | yes | +| SAP software | Enterprise resource planning ERP software | yes | +| Git | File versioning software | yes | +| Adobe Photoshop | Graphics or photo imaging software | yes | +| C# | Object or component oriented development software | yes | +| C++ | Object or component oriented development software | yes | +| Oracle Java | Object or component oriented development software | yes | +| Perl | Object or component oriented development software | yes | +| Python | Object or component oriented development software | yes | +| Swift | Object or component oriented development software | yes | +| Microsoft Office software | Office suite software | yes | +| Linux | Operating system software | yes | +| Microsoft Windows | Operating system software | yes | +| UNIX | Operating system software | yes | +| Microsoft PowerPoint | Presentation software | yes | +| Microsoft Visio | Process mapping and design software | yes | +| JUnit | Program testing software | yes | +| Selenium | Program testing software | yes | +| Atlassian Confluence | Project management software | yes | +| Atlassian JIRA | Project management software | yes | +| Microsoft Project | Project management software | yes | +| Microsoft Excel | Spreadsheet software | yes | +| JavaScript | Web platform development software | yes | +| JavaScript Object Notation JSON | Web platform development software | yes | +| Node.js | Web platform development software | yes | +| Microsoft Word | Word processing software | yes | +| Altair Engineering MotionSolve | Analytical or scientific software | | +| Ansys Fluent | Analytical or scientific software | | +| ANSYS simulation software | Analytical or scientific software | | +| AVL AVL CRUISE | Analytical or scientific software | | +| CADRE Analytic | Analytical or scientific software | | +| Dassault Systemes Simulia Abaqus FEA | Analytical or scientific software | | +| Data acquisition systems | Analytical or scientific software | | +| Gamma Technologies GT-SUITE | Analytical or scientific software | | +| Hardware-in-the-loop HIL simulation software | Analytical or scientific software | | +| LMS Imagine.Lab AMESim | Analytical or scientific software | | +| Maplesoft Maple | Analytical or scientific software | | +| Maplesoft MapleSim | Analytical or scientific software | | +| MathWorks Simulink | Analytical or scientific software | | +| Mentor Graphics Flowmaster | Analytical or scientific software | | +| Minitab | Analytical or scientific software | | +| Somat eDAQ | Analytical or scientific software | | +| Statistical analysis software | Analytical or scientific software | | +| Ashlar-Vellum Graphite | Computer aided design CAD software | | +| Autodesk Alias Automotive | Computer aided design CAD software | | +| Autodesk AutoCAD Mechanical | Computer aided design CAD software | | +| Autodesk Inventor | Computer aided design CAD software | | +| Dassault Systemes CATIA | Computer aided design CAD software | | +| IronCAD | Computer aided design CAD software | | +| MAHLE Powertrain | Computer aided design CAD software | | +| PTC Creo Parametric | Computer aided design CAD software | | +| Siemens NX | Computer aided design CAD software | | +| Siemens Solid Edge | Computer aided design CAD software | | +| Think3 ThinkDesign Engineering | Computer aided design CAD software | | +| 1CadCam Unigraphics | Computer aided manufacturing CAM software | | +| CNC Mastercam | Computer aided manufacturing CAM software | | +| International Material Data System IMDS | Data base user interface and query software | | +| Digital Equipment Corporation DIGITAL Fortran 90 | Development environment software | | +| Microsoft Visual Basic Scripting Edition VBScript | Development environment software | | +| SystemVerilog | Development environment software | | +| Very high-speed integrated circuit VHSIC hardware description language VHDL | Development environment software | | +| Xcode | Development environment software | | +| IBM Notes | Electronic mail software | | +| Atlassian Bamboo | Enterprise application integration software | | +| Ambient Design ArtRage | Graphics or photo imaging software | | +| Autodesk SketchBook Pro | Graphics or photo imaging software | | +| Corel Painter | Graphics or photo imaging software | | +| Corel Painter Sketch Pad | Graphics or photo imaging software | | +| GNU Image Manipulation Program GIMP | Graphics or photo imaging software | | +| Portalgraphics openCanvas | Graphics or photo imaging software | | +| Metrologic Group Metrolog XG | Industrial control software | | +| Apache Groovy | Object or component oriented development software | | +| Object oriented development environment software | Object or component oriented development software | | +| Magellan Firmware | Operating system software | | +| Debugging software | Program testing software | | +| TestNG | Program testing software | | +| Siemens Teamcenter | Project management software | |