feat: electrical-engineer skill package v0.1.0

2026-08-14 16:58:45 +02:00
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
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+# Data provenance — electrical-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 — electrical-engineer
+    "ESCO (occupation & competences)" : 109
+    "O*NET (tasks & tools)" : 172
+    "Job boards (market evidence)" : 94
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 144
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 109 | 20.8 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 172 | 32.8 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 94 | 17.9 % | 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 | 1.0 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 144 | 27.5 % | 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).
--- a/SKILL.md
+++ b/SKILL.md
@@ -0,0 +1,81 @@
+---
+name: electrical-engineer
+description: "Occupational skill for the role 'electrical engineer' (also: electrical technology engineering consultant, electrical engineering specialist, engineer in electrical systems, electrical engineering consultant, electrical systems engineer, engineer in electrical design). Use when the user asks for typical electrical engineer work such as: Confer with engineers, customers, or others to discuss existing or potential engineering projects or products.; Design, implement, maintain, or improve electrical instruments, equipment, facilities, components, products, or systems for commercial, industrial, or domestic purposes.; Operate computer-assisted engineering or design software or equipment to perform engineering tasks."
+---
+
+# Electrical Engineer
+
+Electrical engineers design and develop electrical systems, electrical equipment, components, motors, and equipment with the feature of energy transmission. They engage in large scale projects such as the design and maintenance of power stations, and the distribution of power to smaller applications such as household appliances.
+
+## Core workflow
+
+1. Confer with engineers, customers, or others to discuss existing or potential engineering projects or products.
+2. Design, implement, maintain, or improve electrical instruments, equipment, facilities, components, products, or systems for commercial, industrial, or domestic purposes.
+3. Operate computer-assisted engineering or design software or equipment to perform engineering tasks.
+4. Direct or coordinate manufacturing, construction, installation, maintenance, support, documentation, or testing activities to ensure compliance with specifications, codes, or customer requirements.
+5. Perform detailed calculations to compute and establish manufacturing, construction, or installation standards or specifications.
+6. Plan or implement research methodology or procedures to apply principles of electrical theory to engineering projects.
+7. Prepare specifications for purchases of materials or equipment.
+8. Supervise or train project team members, as necessary.
+
+## 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)
+
+- abide by regulations on banned materials
+- adjust engineering designs
+- approve engineering design
+- artificial lighting systems
+- assemble electromechanical systems
+- automation technology
+- automotive engineering
+- battery management systems
+- computer technology
+- define technical requirements
+- design circuit boards
+- design drawings
+- design electric power systems
+- design electrical systems
+- design electromechanical systems
+
+## Hot technologies
+
+- The MathWorks MATLAB
+- Autodesk AutoCAD
+- Autodesk AutoCAD Civil 3D
+- Autodesk Revit
+- Bentley MicroStation
+- Dassault Systemes SolidWorks
+- Microsoft SQL Server
+- C
+- Eclipse IDE
+- Microsoft Visual Basic
+
+
+<!-- hot-tech -->
+
+## Hot technologies
+
+Top tools from 51 gated job ads (see references/market.md, as of 2026-07-11):
+
+- Revit — 33 %
+- Microsoft Excel — 29 %
+- AutoCAD — 24 %
+- Microsoft Word — 20 %
+- Microsoft PowerPoint — 12 %
+- SKM — 10 %
+- ETAP — 8 %
+- MATLAB — 8 %
+- Microsoft Office — 8 %
+- Python — 8 %
+
+<!-- hot-tech -->
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/86ca306c-ab99-420a-9e2a-aa73c5c4de22), O*NET 30.3 (17-2071.00). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,208 @@
+{
+  "name": "electrical-engineer",
+  "title": "electrical engineer",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/86ca306c-ab99-420a-9e2a-aa73c5c4de22",
+    "esco_code": "2151.1",
+    "isco_group": "2151",
+    "onet_soc": "17-2071.00",
+    "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": 22,
+    "dwas": 29,
+    "skills_essential": 42,
+    "skills_optional": 66,
+    "software": 120
+  },
+  "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
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 6
+      },
+      "K-Dense-AI/claude-scientific-skills": {
+        "repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 9
+      },
+      "K-Dense-AI/scientific-agent-skills": {
+        "repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 9
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 12
+      },
+      "brycewang-stanford/Auto-Empirical-Research-Skills": {
+        "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
+        "commit": "85bf545",
+        "license": "CC-BY-4.0",
+        "skills": 10
+      },
+      "aaron-he-zhu/aaron-marketing-skills": {
+        "repo": "https://github.com/aaron-he-zhu/aaron-marketing-skills",
+        "commit": "b7b0b9f",
+        "license": "Apache-2.0",
+        "skills": 2
+      },
+      "nexu-io/open-design": {
+        "repo": "https://github.com/nexu-io/open-design",
+        "commit": "4b66023",
+        "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": 10
+      },
+      "affaan-m/everything-claude-code": {
+        "repo": "https://github.com/affaan-m/everything-claude-code",
+        "commit": "ed38744",
+        "license": "MIT",
+        "skills": 1
+      },
+      "ruvnet/claude-code-flow": {
+        "repo": "https://github.com/ruvnet/claude-code-flow",
+        "commit": "73914bd",
+        "license": "MIT",
+        "skills": 1
+      },
+      "ruvnet/ruflo": {
+        "repo": "https://github.com/ruvnet/ruflo",
+        "commit": "73914bd",
+        "license": "MIT",
+        "skills": 1
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 2
+      },
+      "rohitg00/skillkit": {
+        "repo": "https://github.com/rohitg00/skillkit",
+        "commit": "d2e5c34",
+        "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
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 4
+      },
+      "giuseppe-trisciuoglio/developer-kit": {
+        "repo": "https://github.com/giuseppe-trisciuoglio/developer-kit",
+        "commit": "306f428",
+        "license": "MIT",
+        "skills": 1
+      },
+      "glittercowboy/taches-cc-resources": {
+        "repo": "https://github.com/glittercowboy/taches-cc-resources",
+        "commit": "1757615",
+        "license": "MIT",
+        "skills": 1
+      },
+      "trailofbits/skills": {
+        "repo": "https://github.com/trailofbits/skills",
+        "commit": "cfe5d7b",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 2
+      },
+      "anbeime/skill": {
+        "repo": "https://github.com/anbeime/skill",
+        "commit": "ddad607",
+        "license": "no explicit license \u2014 referenced by link only",
+        "skills": 1
+      },
+      "davepoon/buildwithclaude": {
+        "repo": "https://github.com/davepoon/buildwithclaude",
+        "commit": "3c94e0c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "rampstackco/claude-skills": {
+        "repo": "https://github.com/rampstackco/claude-skills",
+        "commit": "bc6d961",
+        "license": "MIT",
+        "skills": 1
+      },
+      "samber/cc-skills-golang": {
+        "repo": "https://github.com/samber/cc-skills-golang",
+        "commit": "4881c01",
+        "license": "MIT",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 78,
+      "adjacent": 2
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 109,
+      "onet": 172,
+      "jobads": 94,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 144,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 20.8,
+      "onet": 32.8,
+      "jobads": 17.9,
+      "wiki_ai": 0.0,
+      "anthropic": 1.0,
+      "ai_skills": 27.5,
+      "stackx": 0.0
+    },
+    "method": "content items per source category"
+  },
+  "collar": "white",
+  "computer_work": true
+}
--- a/references/ai-skills.md
+++ b/references/ai-skills.md
@@ -0,0 +1,282 @@
+# External AI agent skills — electrical-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 |
+|---|---|---|---|
+| `growing-outside-in-systems` | core | Drive feature development using Outside-In TDD with Hexagonal Architecture. Design emerges through inline code, in-memory fakes, interface extraction, and deferred I/O. Use when building features, writing tests, or structuring backend … | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/backend-development/skills/growing-outside-in-systems) |
+| `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) |
+| `context-engineering` | core | Context window monitoring and budget management. Keeps orchestrator at 15-30% context usage while subagents get full 200k tokens. Provides warnings at thresholds, context-aware summarization triggers, and wave-level budget planning. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/gsd/skills/context-engineering) |
+| `translation-management` | core | Integration with translation management systems and i18n workflows. Connect with Crowdin, Transifex, Weblate, manage translation memory, synchronize glossaries, and automate localization pipelines. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/technical-documentation/skills/translation-management) |
+| `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) |
+| `power-analysis-calculator` | core | Skill for statistical power analysis and sample size calculation | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/scientific-discovery/skills/power-analysis-calculator) |
+
+## 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 |
+|---|---|---|---|
+| `ad-test-designer` | core | Use when the user asks to "design an A/B test", "set up a creative/landing test", "run an incrementality test", or "is this result statistically and practically material?"; produces a hypothesis, variant matrix, sample-size/duration/power … | [source](https://github.com/aaron-he-zhu/aaron-marketing-skills/tree/b7b0b9f/ad/orchestrate/ad-test-designer) |
+| `memory-management` | core | Use when the user asks to "remember project context", review saved findings, initialize runtime memory, archive stale work, reconcile notes, or erase a subject; manages authorized HOT/WARM/COLD working memory across all disciplines while … | [source](https://github.com/aaron-he-zhu/aaron-marketing-skills/tree/b7b0b9f/protocol/memory-management) |
+
+## 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 |
+|---|---|---|---|
+| `agentic-os` | core | Build persistent multi-agent operating systems on Claude Code. Covers kernel architecture, specialist agents, slash commands, file-based memory, scheduled automation, and state management without external databases. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/agentic-os) |
+
+## Source: anbeime/skill
+
+- Repository: [https://github.com/anbeime/skill](https://github.com/anbeime/skill) (commit `ddad607`, retrieved 2026-07-14)
+- License: no explicit license — referenced by link only
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `content-research-writer` | core | Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section. Transforms your writing process from solo effort to collaborative … | [source](https://github.com/anbeime/skill/tree/ddad607/skills/content-research-writer) |
+
+## 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 |
+|---|---|---|---|
+| `conjoint-design` | core | Design conjoint experiments: attributes, power, AMCE/AMIE estimation. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/54-scdenney-open-science-skills/skills/conjoint-design) |
+| `cross-national-design` | core | Design cross-national survey experiments: power, equivalence, localization. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/54-scdenney-open-science-skills/skills/cross-national-design) |
+| `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) |
+| `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) |
+| `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) |
+| `hypothesis-testing-guide` | core | Statistical hypothesis testing, power analysis, and significance reporting | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/analysis/statistics/hypothesis-testing-guide) |
+| `hud` | core | Diverga HUD (Heads-Up Display) management skill. Configure and manage the research project statusline display. Supports multiple presets: research, checkpoint, memory, minimal. Triggers: "hud", "statusline", "display settings | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/hud) |
+| `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) |
+| `lifelines` | core | Complete survival analysis library in Python. Handles right-censored data, Kaplan-Meier curves, and Cox regression. Standard for clinical trial analysis and epidemiology. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/63-tondevrel-scientific-agent-skills/lifelines) |
+| `marginaleffects` | core | Manual for the marginaleffects R and Python package, and guide to the book "Model to Meaning". Use when users ask about predictions, comparisons, slopes, marginal effects, average treatment effects (ATE/ATT/CATE), hypothesis testing, … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/39-vincentarelbundock-marginaleffects) |
+
+## Source: davepoon/buildwithclaude
+
+- Repository: [https://github.com/davepoon/buildwithclaude](https://github.com/davepoon/buildwithclaude) (commit `3c94e0c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `content-research-writer` | core | Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section. Transforms your writing process from solo effort to collaborative … | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/content-research-writer) |
+
+## 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) |
+| `cirq` | core | Quantum computing framework for building, simulating, optimizing, and executing quantum circuits. Use this skill when working with quantum algorithms, quantum circuit design, quantum simulation (noiseless or noisy), running on quantum … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/cirq) |
+| `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) |
+| `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) |
+| `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) |
+| `astropy` | core | Comprehensive Python library for astronomy and astrophysics. This skill should be used when working with astronomical data including celestial coordinates, physical units, FITS files, cosmological calculations, time systems, tables, world … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/astropy) |
+| `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) |
+| `statistical-analysis` | core | Statistical analysis toolkit. Hypothesis tests (t-test, ANOVA, chi-square), regression, correlation, Bayesian stats, power analysis, assumption checks, APA reporting, for academic research. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/statistical-analysis) |
+| `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) |
+| `omero-integration` | core | Microscopy data management platform. Access images via Python, retrieve datasets, analyze pixels, manage ROIs/annotations, batch processing, for high-content screening and microscopy workflows. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/omero-integration) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+| `statistical-analysis` | core | Statistical analysis toolkit. Hypothesis tests (t-test, ANOVA, chi-square), regression, correlation, Bayesian stats, power analysis, assumption checks, APA reporting, for academic research. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/statistical-analysis) |
+| `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) |
+| `matlab` | core | MATLAB and GNU Octave numerical computing for matrix operations, data analysis, visualization, and scientific computing. Use when writing MATLAB/Octave scripts for linear algebra, signal processing, image processing, differential … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/matlab) |
+| `pubmed-database` | core | Direct REST API access to PubMed. Advanced Boolean/MeSH queries, E-utilities API, batch processing, citation management. For Python workflows, prefer biopython (Bio.Entrez). Use this for direct HTTP/REST work or custom API implementations. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/pubmed-database) |
+| `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) |
+| `slides-as-code` | core | Build research slides with text-first source (Slidev/Marp/Reveal/Quarto) and reproducible export (PDF). Includes structure, figure reuse rules, and quality checklist for top-tier scientific presentations. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/slides-as-code) |
+| `perplexity-search` | core | Perform AI-powered web searches with real-time information using Perplexity models via LiteLLM and OpenRouter. This skill should be used when conducting web searches for current information, finding recent scientific literature, getting … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/perplexity-search) |
+| `content-research-writer` | core | Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section. Transforms your writing process from solo effort to collaborative … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/content-research-writer) |
+
+## Source: giuseppe-trisciuoglio/developer-kit
+
+- Repository: [https://github.com/giuseppe-trisciuoglio/developer-kit](https://github.com/giuseppe-trisciuoglio/developer-kit) (commit `306f428`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory-md-management` | core | Provides comprehensive memory file management capabilities including auditing, quality assessment, and targeted improvements for files such as CLAUDE.md. Use when user asks to check, audit, update, improve, fix, maintain, or validate … | [source](https://github.com/giuseppe-trisciuoglio/developer-kit/tree/306f428/plugins/developer-kit-core/skills/memory-md-management) |
+
+## Source: glittercowboy/taches-cc-resources
+
+- Repository: [https://github.com/glittercowboy/taches-cc-resources](https://github.com/glittercowboy/taches-cc-resources) (commit `1757615`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `debug-like-expert` | core | Deep analysis debugging mode for complex issues. Activates methodical investigation protocol with evidence gathering, hypothesis testing, and rigorous verification. Use when standard troubleshooting fails or when issues require systematic … | [source](https://github.com/glittercowboy/taches-cc-resources/tree/1757615/skills/debug-like-expert) |
+
+## 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 |
+|---|---|---|---|
+| `apify-cost-tuning` | core | Optimize Apify platform costs through memory tuning, compute unit management, and proxy budgeting. Use when analyzing Apify billing, reducing Actor run costs, or implementing usage monitoring and budget alerts. Trigger: "apify cost", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/apify-pack/skills/apify-cost-tuning) |
+| `oraclecloud-query-transform` | core | Query OCI metrics with MQL and create monitoring alarms via the Python SDK. Use when building dashboards, querying CPU/memory/network metrics, or creating alarms. Trigger with "oci monitoring", "mql query", "oci metrics", "oci alarm", "cpu … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/oraclecloud-pack/skills/oraclecloud-query-transform) |
+| `vertex-engine-inspector` | core | Inspect and validate Vertex AI Agent Engine deployments including Code Execution Sandbox, Memory Bank, A2A protocol compliance, and security posture. Generates production readiness scores. Use when asked to inspect, validate, or audit an … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-ml/jeremy-vertex-engine/skills/vertex-engine-inspector) |
+| `detecting-memory-leaks` | core | Detect potential memory leaks and analyze memory usage patterns in code. Use when troubleshooting performance issues related to memory growth or identifying leak sources. Trigger with phrases like "detect memory leaks", "analyze memory … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/performance/memory-leak-detector/skills/detecting-memory-leaks) |
+
+## 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) |
+| `cirq` | core | Google quantum computing framework. Use when targeting Google Quantum AI hardware, designing noise-aware circuits, or running quantum characterization experiments. Best for Google hardware, noise modeling, and low-level circuit design. For … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/cirq) |
+| `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) |
+| `adaptyv` | core | How to use the Adaptyv Bio Foundry API and Python SDK for protein experiment design, submission, and results retrieval. Use this skill whenever the user mentions Adaptyv, Foundry API, protein binding assays, protein screening experiments, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/adaptyv) |
+| `statistical-analysis` | core | Guided statistical analysis for research data - test selection, assumption checking, effect sizes, power analysis, Bayesian alternatives, and APA-formatted reporting. Use whenever a user wants to compare groups, test a hypothesis, analyze … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/statistical-analysis) |
+| `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) |
+| `matlab` | core | MATLAB and GNU Octave numerical computing for matrix operations, data analysis, visualization, and scientific computing. Use when writing MATLAB/Octave scripts for linear algebra, signal processing, image processing, differential … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/matlab) |
+| `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) |
+| `cirq` | core | Google quantum computing framework. Use when targeting Google Quantum AI hardware, designing noise-aware circuits, or running quantum characterization experiments. Best for Google hardware, noise modeling, and low-level circuit design. For … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/cirq) |
+| `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) |
+| `adaptyv` | core | How to use the Adaptyv Bio Foundry API and Python SDK for protein experiment design, submission, and results retrieval. Use this skill whenever the user mentions Adaptyv, Foundry API, protein binding assays, protein screening experiments, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/adaptyv) |
+| `statistical-analysis` | core | Guided statistical analysis for research data - test selection, assumption checking, effect sizes, power analysis, Bayesian alternatives, and APA-formatted reporting. Use whenever a user wants to compare groups, test a hypothesis, analyze … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/statistical-analysis) |
+| `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) |
+| `matlab` | core | MATLAB and GNU Octave numerical computing for matrix operations, data analysis, visualization, and scientific computing. Use when writing MATLAB/Octave scripts for linear algebra, signal processing, image processing, differential … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/matlab) |
+| `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: 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) |
+
+## Source: rampstackco/claude-skills
+
+- Repository: [https://github.com/rampstackco/claude-skills](https://github.com/rampstackco/claude-skills) (commit `bc6d961`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `data-warehouse-experimentation` | core | Running experiments out of the data warehouse instead of via dedicated experiment platforms. SQL-based assignment, exposure logging discipline, metric definitions in dbt models, statistical analysis in SQL or Python, variance reduction … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/data-warehouse-experimentation) |
+
+## Source: 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 |
+|---|---|---|---|
+| `structured-code-review` | core | Performs a structured five-stage code review covering requirements compliance, correctness, code quality, testing, and security/performance. Each stage uses targeted checklists and categorized feedback (Blocker/Major/Minor/Nit) with … | [source](https://github.com/rohitg00/skillkit/tree/d2e5c34/packages/core/src/methodology/packs/collaboration/structured-review) |
+
+## Source: ruvnet/claude-code-flow
+
+- Repository: [https://github.com/ruvnet/claude-code-flow](https://github.com/ruvnet/claude-code-flow) (commit `73914bd`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `AgentDB Memory Patterns` | core | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/agentdb-memory-patterns) |
+
+## Source: ruvnet/ruflo
+
+- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `AgentDB Memory Patterns` | core | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/agentdb-memory-patterns) |
+
+## Source: samber/cc-skills-golang
+
+- Repository: [https://github.com/samber/cc-skills-golang](https://github.com/samber/cc-skills-golang) (commit `4881c01`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `golang-troubleshooting` | core | Troubleshoot Golang programs systematically - find and fix the root cause. Use when encountering bugs, crashes, deadlocks, or unexpected behavior in Go code. Covers debugging methodology, common Go pitfalls, test-driven debugging, pprof … | [source](https://github.com/samber/cc-skills-golang/tree/4881c01/skills/golang-troubleshooting) |
+
+## Source: trailofbits/skills
+
+- Repository: [https://github.com/trailofbits/skills](https://github.com/trailofbits/skills) (commit `cfe5d7b`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `address-sanitizer` | core | AddressSanitizer detects memory errors during fuzzing. Use when fuzzing C/C++ code to find buffer overflows and use-after-free bugs. | [source](https://github.com/trailofbits/skills/tree/cfe5d7b/plugins/testing-handbook-skills/skills/address-sanitizer) |
+| `c-review` | core | Performs comprehensive C/C++ security review for memory corruption, integer overflows, race conditions, and platform-specific vulnerabilities. Use when auditing native C/C++ applications, reviewing daemons or services for memory safety, or … | [source](https://github.com/trailofbits/skills/tree/cfe5d7b/plugins/c-review/skills/c-review) |
+
+## 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) |
--- a/references/berufsbild-de.md
+++ b/references/berufsbild-de.md
@@ -0,0 +1,100 @@
+# Berufsbild (Deutschland) — Ingenieur/in - Elektrotechnik
+
+> **Quelle:** BERUFENET, Bundesagentur für Arbeit — Beruf-ID 58716,
+> KldB 2010: B 26304 · 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/58716
+
+## Aufgaben und Tätigkeiten kompakt
+
+Elektroingenieure und -ingenieurinnen spezialisieren sich meist auf Teilgebiete wie Informationstechnik, Energietechnik, Automatisierungstechnik oder Mikroelektronik. Als  Entwicklungsingenieure und Entwicklungsingenieurinnen berechnen, konstruieren und erproben sie neue Bauelemente, Anlagen, Systeme und Verfahren zu deren Herstellung. In Produktion und Fertigung überwachen sie den Betrieb, die Instandhaltung und die Qualität elektrotechnischer Anlagen mithilfe von Test- und Prüfverfahren. Im Vertrieb und Kundenservice beraten sie Unternehmen, erstellen Angebote, lösen technische Probleme und schulen Anwender. Darüber hinaus übernehmen sie in der Betriebsorganisation und im Management Leitungs- und Personalaufgaben.
+
+## Tätigkeitsbezeichnungen
+
+Ingenieur/in - Elektrotechnik
+
+Auch übliche Berufsbezeichnungen/SynonymeElektroingenieur/in
+
+Elektrotechnikingenieur/in
+
+Abweichende Berufsbezeichnungen der ehemaligen DDRDiplom Ingenieur (Uni)/ Diplom Ingenieurin (Uni) - Fachrichtung Elektrotechnik/Elektronik - Alle Fachrichtungen
+
+Diplom Ingenieur (Uni)/ Diplom Ingenieurin (Uni) - Fachrichtung Gerätetechnik
+
+Diplom Ingenieur (Uni)/ Diplom Ingenieurin (Uni) - Fachrichtung Theoretische Elektrotechnik
+
+Berufsbezeichnung in englischer SpracheElectrical engineer (m/f)
+
+Berufsbezeichnungen in französischer SpracheIngénieur/Ingénieure en électrotechnique
+
+Ingénieur/Ingénieure électricien
+
+Ingénieur/Ingénieure électrotechnicien
+
+## Die Tätigkeit im Überblick
+
+Elektroingenieure und -ingenieurinnen entwickeln und konstruieren elektrotechnische Produkte. Sie übernehmen leitende Funktionen in der Fertigung, im Betrieb oder im Vertrieb von Erzeugnissen und Dienstleistungen der Informations- und Telekommunikationstechnik, der elektrischen Energietechnik, der Automatisierungstechnik oder der Mikroelektronik.
+
+## Trends
+
+Innovation durch WasserstoffWasserstoff, der alternativ zu fossilen Brennstoffen und Energiequellen per Elektrolyse aus Sonnen- oder Windstrom erzeugt wird, dient als Schlüsselelement der deutschen Energiewende. Er hilft dabei, den CO2-Ausstoß in Industrie und Verkehr zu verringern. In Zukunft sollen Lastwägen, Schiffe, Flugzeuge und Züge mit Wasserstoffantrieb Güter und Menschen transportieren. Grüner Wasserstoff soll u.a. auch als Rohstoff in der Chemie- und Kosmetikindustrie dienen oder zum Betreiben von Anlagen im Maschinenbau. Fach- und Führungskräfte in den entsprechenden Bereichen werden sich mit diesen Entwicklungen vertraut machen.
+Energiewende und Künstliche Intelligenz (KI)Künstliche Intelligenz (KI) beschleunigt künftig den Ausbau erneuerbarer Energien im Strom-, Wärme- und Verkehrsbereich. Sie unterstützt die Energiewende durch sinkende Treibhausgasemissionen. Mithilfe von KI analysieren Energieunternehmen Sensor- und Wetterdaten intelligenter und erstellen so präzisere Prognosen zur Netzauslastung. Auf Basis dieser Prognosen erhöhen sie die Stabilität und die Versorgungssicherheit von Stromnetzen. Weitere Einsatzmöglichkeiten liegen in der Vorausschauenden Wartung (Predictive Maintenance), der Optimierung von Energieanlagen und in der frühzeitigen Erkennung von Cyberattacken auf bspw. Kraftwerke und Energienetze. Fach- und Führungskräfte aus der Energiewirtschaft werden sich mit KI und ihren Möglichkeiten beschäftigen.
+Vernetzte, digitalisierte Energiewelt mit Smart Grids und Smart MeterSmart Grids sind intelligente, digital gesteuerte Stromnetze, in denen Daten zwischen Erzeuger, Verbraucher, Speicher und Netzbetreiber ausgetauscht und analysiert werden. Dadurch können Stromerzeugung, -speicherung und -verbrauch dynamisch gesteuert, Leistungsschwankungen ausgeglichen und das System energie- und kosteneffizient betrieben werden. Beispielsweise schalten sich vernetzte Elektrogeräte automatisiert dann ein, wenn ausreichend Strom vorhanden oder der Tarif günstig ist. Nach dem Gesetz zum Neustart der Energiewende müssen bis 2032 alle Haushalte analoge Stromzähler durch Smart Meter ersetzen. Für Fach- und Führungskräfte im Energiesektor sind Entwicklungen in diesem Bereich daher sehr wichtig.
+Intelligente Werkstoffe (Smart Materials) mittels 4-D-DruckIntelligente Werkstoffe - zukünftig hergestellt mittels 4-D-Druckverfahren - sollen auf ihre Umgebung (Licht, Temperatur oder magnetische Felder) reagieren und so ihre Form ändern können. Flüssigkeite
+
+## Aufgaben und Tätigkeiten (Beschreibung)
+
+Worum geht es?Elektroingenieure und -ingenieurinnen entwickeln und konstruieren elektrotechnische Produkte. Sie übernehmen leitende Funktionen in der Fertigung, im Betrieb oder im Vertrieb von Erzeugnissen und Dienstleistungen der Informations- und Telekommunikationstechnik, der elektrischen Energietechnik, der Automatisierungstechnik oder der Mikroelektronik.
+Entwicklung und ProduktionViele Elektroingenieure und -ingenieurinnen sind mit der Neu- und Weiterentwicklung von Produkten, Verfahren und Prozessen befasst. Beim Entwurf arbeiten sie am Computer mit Technologie für Planung, Entwurf, Konstruktion o.ä.; Erstellung technischer Zeichnungen und Modelle verschiedener Erzeugnisse in 2D oder 3D, z. B. im Bauwesen, im Maschinenbau, in der Elektrotechnik
+" name="Computer Aided Design (CAD)">CAD- oder deutsch: Rechnergestütze Ingenieurarbeit
+ Beinhaltet i.d.R. Entwurf, Zeichnung, Konstruktion, Berechnung u. ä. (Computer Aided Design, CAD) sowie Fertigungsplanung und -vorbereitung (Computer Aided Planing, CAP), dabei müssen aber nicht alle als CAE-Anwendungen bezeichneten Systeme alle aufgezählten Teilaspekte beinhalten
+" name="Computer Aided Engineering (CAE)">CAE-Software. Sie achten darauf, dass jede Entwicklung sowohl funktionsgerecht als auch fertigungsfreundlich im Hinblick auf Material, Arbeitsaufwand und Arbeitszeit ist. 
+In der Informations- und Kommunikationstechnik befassen sie sich mit der Erzeugung, Verarbeitung und Übertragung von Informationen (Sprache, Text, Bild, Daten), besonders mit den Schnittstellen in der Informationsübertragung zwischen Menschen, zwischen Mensch und Maschine oder zwischen Maschinen. Beispielsweise arbeiten sie an der Entwicklung von digitalen Vermittlungs- und Endgeräten oder an der Datenübertragung über Satelliten oder Glasfaserkabel. Mobilfunk gehört ebenfalls zur Informationstechnik - ebenso wie Fernseh- und Hörfunktechnik, Kfz-Infotainment, Navigation und Radartechnik.
+In der auch: Prozessautomatisierungstechnik
+ Elektrotechnik: Technikdisziplin, deren Zweck es ist, Maschinen, Anlagen und Prozesse zu automatisieren, so dass sie sich selbst steuern und ohne menschliches Eingreifen funktionieren
+" name="Automatisierungstechnik">Automatisierungstechnik wiederum beschäftigen sich Elektroingenieure und -ingenieurinnen mit Mess-, Steuer- und Regelungsgeräten sowie verarbeitender Rechnerintelligenz und verknüpfenden Kommunikationsbussystemen. Sie entwerfen die Gesamtsysteme und die Software, beschreiben den für den Regelungs
+
+## Aufgaben und Tätigkeiten im Einzelnen
+
+Entwicklung und Fertigungneue Erzeugnisse und Verfahren konzipieren und bestehende verbessern, bis hin zu Prototypen; Liste von Anforderungen an ein Produkt oder Projekt
+ Informationstechnik (IT): Darstellung der Aufgaben, Ziele, Kosten und Inhalte eines Entwicklungsprojekts
+" name="Pflichtenheft">Pflichtenhefte erstellen
+
+ Funktionstests durchführen, neue Entwicklungen in Labor- und Praxisversuchen austesten 
+
+Versuche zur Optimierung der Zuverlässigkeit industrieller elektrotechnischer Produkte durchführen
+
+Versuchsergebnisse dokumentieren, Optimierungsmöglichkeiten anregen, bei Fehlerbeseitigungen mitwirken
+
+ggf. Erzeugnisse bis zur Fertigungsreife begleiten
+
+Herstellung von elektrotechnischen Anlagen und Systemen überwachen, z.B. für vernetzte Produktionssysteme
+
+Zulassungs- und Anerkennungsverfahren z.B. für Elektrowerkzeuge, elektrische Haushaltsgeräte oder Elektromotoren durch Prüfstellen wie das Prüf- und Zertifizierungsinstitut VDE steht für Verband der Elektrotechnik Elektronik Informationstechnik e.V.
+ Technisch-wissenschaftliche Organisation, die u.a. anerkannte Regeln der Technik als nationale und internationale Normen entwickelt, z.B. die VDE-Bestimmungen (Vorschriften zur Errichtung, Wartung und Instandsetzung elektrischer Anlagen)
+" name="VDE">VDE beantragen und betreiben
+
+im Bauteilemanagement an Entwicklungs-, Muster- und Freigabeprozessen von Baugruppen mitwirken
+
+Anwendung und Problemlösungwissenschaftliche, technische und organisatorische Aufgabenstellungen im elektrotechnischen Bereich mit geeigneten Verfahren auf möglichst wirtschaftliche Weise lösen
+
+ Literatur- und Patentrecherchen durchführen, Versuche vorbereiten, durchführen und auswerten, numerische Simulationsmodelle entwickeln, betreuen und anwenden
+
+Gutachten und Expertisen zu bestimmten Fragestellungen erstellen
+
+Projektierung und Vertrieb Gesamtprojekte verantwortlich überwachen und koordinieren
+
+kundenspezifische Systeme, Anlagen, Maschinen und Geräte konzipieren und realisieren
+
+einzelne Kunden und/oder Unternehmen bei der Anschaffung von Produkten der Elektrotechnik und deren Zubehör sowie bei der Einführung neuer Systeme beraten und betreuen, z.B. auch im Hinblick auf digital vernetzte Systeme und Prozesse
+
+ Marktbeobachtungen, Markteinführung neuer Produkte, Präsentationen auf Messen durchführen
+
+Terminplanung, Kostenkontrolle usw. durchführen
+
+Service, Montage, Inbetriebnahme, QualitätssicherungMitarbeitereinsatz planen
+
+ Montageabläufe dokumentieren
+
+ Inbetriebnahme
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,144 @@
+# Market evidence report — electrical-engineer
+
+Source: **51 real job ads** (JSearch API, countries: us 51), extracted into the MSSQL evidence store; as of 2026-07-11.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 33 | 65 % |
+| senior | 11 | 22 % |
+| junior | 4 | 8 % |
+| lead | 3 | 6 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | Revit | 17 | 33 % |
+| 2 | Microsoft Excel | 15 | 29 % |
+| 3 | AutoCAD | 12 | 24 % |
+| 4 | Microsoft Word | 10 | 20 % |
+| 5 | Microsoft PowerPoint | 6 | 12 % |
+| 6 | SKM | 5 | 10 % |
+| 7 | ETAP | 4 | 8 % |
+| 8 | MATLAB | 4 | 8 % |
+| 9 | Microsoft Office | 4 | 8 % |
+| 10 | Python | 4 | 8 % |
+| 11 | SKM PowerTools | 3 | 6 % |
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | electrical system design | 12 | 24 % |
+| 2 | power distribution | 10 | 20 % |
+| 3 | electrical engineering | 8 | 16 % |
+| 4 | electrical design | 6 | 12 % |
+| 5 | electrical engineering design | 5 | 10 % |
+| 6 | lighting design | 5 | 10 % |
+| 7 | lighting system design | 5 | 10 % |
+| 8 | project management | 5 | 10 % |
+| 9 | cost estimation | 4 | 8 % |
+| 10 | construction administration | 3 | 6 % |
+| 11 | fire alarm system design | 3 | 6 % |
+| 12 | fire alarm systems | 3 | 6 % |
+| 13 | power system analysis | 3 | 6 % |
+| 14 | short circuit analysis | 3 | 6 % |
+| 15 | troubleshooting | 3 | 6 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | interface control documentation | 3 | 6 % |
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | client communication | 4 | 8 % |
+| 2 | report preparation | 4 | 8 % |
+| 3 | budget management | 3 | 6 % |
+| 4 | project oversight | 3 | 6 % |
+| 5 | system design | 3 | 6 % |
+| 6 | system troubleshooting | 3 | 6 % |
+
+## Regional breakdown
+
+> **Corpus note:** 51 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
+
+### US (us)
+
+51 ads.
+
+**Top hard skills:**
+
+- electrical system design — 24 % (12 ads)
+- power distribution — 20 % (10 ads)
+- electrical engineering — 16 % (8 ads)
+- electrical design — 12 % (6 ads)
+- electrical engineering design — 10 % (5 ads)
+- lighting design — 10 % (5 ads)
+- lighting system design — 10 % (5 ads)
+- project management — 10 % (5 ads)
+- cost estimation — 8 % (4 ads)
+- construction administration — 6 % (3 ads)
+
+**Top tools:**
+
+- Revit — 33 % (17 ads)
+- Microsoft Excel — 29 % (15 ads)
+- AutoCAD — 24 % (12 ads)
+- Microsoft Word — 20 % (10 ads)
+- Microsoft PowerPoint — 12 % (6 ads)
+- SKM — 10 % (5 ads)
+- ETAP — 8 % (4 ads)
+- MATLAB — 8 % (4 ads)
+- Microsoft Office — 8 % (4 ads)
+- Python — 8 % (4 ads)
+
+**Seniority:** mid 65 % · senior 22 % · junior 8 % · lead 6 %
+
+### 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 |
+|---|---|
+| Electrical Engineer | 7 |
+| Electrical Engineer Consultant | 2 |
+| Electrical Senior Project Engineer | 2 |
+| Construction Electrical Engineer Secret Clearance Required | 1 |
+| Director of Electrical Engineering | 1 |
+| Electrical and Electronics Engineer (Ph.D.) | 1 |
+| Electrical Commissioning Consultant - Mission Critical Facilities | 1 |
+| Electrical Control Engineer (Bellwood, VA) | 1 |
+| Electrical Engineer - Federal | 1 |
+| Electrical Engineer (Engineer Electrical 2) - 28893 | 1 |
+| Electrical Engineer (HYBRID) | 1 |
+| Electrical Engineer I | 1 |
+| Electrical Engineer II - Advanced Programs | 1 |
+| Electrical Engineer II- 536431-A with Security Clearance | 1 |
+| Electrical Engineer III – Spacecraft Programs (Avionics) | 1 |
+| Electrical Engineer III (PE Required) - Data Center Load Management | 1 |
+| Electrical Engineer Intern/Co-op Fall 2026 | 1 |
+| Electrical Engineer US Embassy Baghdad, Iraq - Secret Clearance Required | 1 |
+| Electrical Engineer-Early Career Jobs | 1 |
+| Electrical Engineering Consultant 2 Nuclear | 1 |
+| Electrical Project Engineer - Mission Critical | 1 |
+| Electrical Project Engineer (MEP) - Arlington, VA | 1 |
+| Electrical Project Engineer (MEP) - New York, NY (1340) | 1 |
+| Electrical System Validation Engineer | 1 |
+| Experienced Electrical Engineering Consultant | 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.
--- a/references/profile.md
+++ b/references/profile.md
@@ -0,0 +1,41 @@
+# Occupation profile — electrical engineer
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/86ca306c-ab99-420a-9e2a-aa73c5c4de22
+- **ESCO code:** 2151.1
+- **ISCO-08 group:** 2151 — Electrical engineers
+- **O*NET-SOC:** 17-2071.00 — Electrical Engineers (match: exactMatch)
+
+## Description (ESCO)
+
+Electrical engineers design and develop electrical systems, electrical equipment, components, motors, and equipment with the feature of energy transmission. They engage in large scale projects such as the design and maintenance of power stations, and the distribution of power to smaller applications such as household appliances.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- electrical technology engineering consultant
+- electrical engineering specialist
+- engineer in electrical systems
+- electrical engineering consultant
+- electrical systems engineer
+- engineer in electrical design
+- practitioner of electrical engineering
+- electrical technology engineer
+- senior electrical engineer
+- electricity engineer
+- automotive electrical engineer
+- electrical technology engineering specialist
+- electric engineer
+- electrical equipment engineer
+- electrical technology engineering adviser
+- advanced electrical engineer
+- electrical engineering expert
+- stationary applications electrical engineer
+- electrical design engineer
+- battery electrical engineer
+- electrical engineering practitioner
+- electrical engineering adviser
+- mine electrification electrical engineer
+- electrical technology engineering expert
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,130 @@
+# Competences — electrical engineer
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/86ca306c-ab99-420a-9e2a-aa73c5c4de22).
+
+## Essential
+
+- **abide by regulations on banned materials** (skill/competence)
+- **adjust engineering designs** (skill/competence)
+- **approve engineering design** (skill/competence)
+- **artificial lighting systems** (knowledge)
+- **assemble electromechanical systems** (skill/competence)
+- **automation technology** (knowledge)
+- **automotive engineering** (skill/competence)
+- **battery management systems** (knowledge)
+- **computer technology** (knowledge)
+- **define technical requirements** (skill/competence)
+- **design circuit boards** (skill/competence)
+- **design drawings** (knowledge)
+- **design electric power systems** (skill/competence)
+- **design electrical systems** (skill/competence)
+- **design electromechanical systems** (skill/competence)
+- **design smart grids** (skill/competence)
+- **electric drives** (knowledge)
+- **electric generators** (knowledge)
+- **electric motors** (knowledge)
+- **electrical engineering** (knowledge)
+- **electrical equipment components** (knowledge)
+- **electrical equipment regulations** (knowledge)
+- **electrical instrumentation engineering** (knowledge)
+- **electrical testing methods** (knowledge)
+- **electrical wiring diagrams** (knowledge)
+- **electricity** (knowledge)
+- **electricity principles** (knowledge)
+- **electromechanics** (knowledge)
+- **engineering principles** (knowledge)
+- **ensure safety in electrical power operations** (skill/competence)
+- **integrated design** (knowledge)
+- **interpret circuit diagrams** (skill/competence)
+- **maintain electrical engines** (skill/competence)
+- **model electromagnetic products** (skill/competence)
+- **perform energy simulations** (skill/competence)
+- **perform scientific research** (skill/competence)
+- **perform smart grid feasibility study** (skill/competence)
+- **power engineering** (knowledge)
+- **robotics** (knowledge)
+- **smart grids systems** (knowledge)
+- **sustainable technologies** (knowledge)
+- **use technical drawing software** (skill/competence)
+
+## Optional
+
+- align software with system architectures (skill/competence)
+- analyse production processes for improvement (skill/competence)
+- analyse test data (skill/competence)
+- assemble hardware components (skill/competence)
+- Assembly (computer programming) (knowledge)
+- assess financial viability (skill/competence)
+- battery design (knowledge)
+- biotechnology (knowledge)
+- CAM software (knowledge)
+- combined heat and power generation (knowledge)
+- create electrical wiring diagram (skill/competence)
+- design a mini wind power system (skill/competence)
+- design an electric heating system (skill/competence)
+- design electromagnets (skill/competence)
+- design prototypes (skill/competence)
+- design sensors (skill/competence)
+- design user interface (skill/competence)
+- domestic cooling systems (knowledge)
+- electric heating systems (knowledge)
+- electrical machines (knowledge)
+- electrical wiring plans (knowledge)
+- electromagnetic spectrum (knowledge)
+- electromagnetism (knowledge)
+- electromagnets (knowledge)
+- electronics (knowledge)
+- engineering control theory (knowledge)
+- ensure equipment availability (skill/competence)
+- environmental legislation (knowledge)
+- hardware components (knowledge)
+- hardware materials (knowledge)
+- hybrid control systems (knowledge)
+- install operating system (skill/competence)
+- instruct on energy saving technologies (skill/competence)
+- instrumentation equipment (knowledge)
+- integrated circuits (knowledge)
+- manage system testing (skill/competence)
+- mathematics (knowledge)
+- mechanics (knowledge)
+- microelectronics (knowledge)
+- microsensors (knowledge)
+- mini wind power generation (knowledge)
+- model electromechanical systems (skill/competence)
+- model hardware (skill/competence)
+- monitor machine operations (skill/competence)
+- nanotechnology (knowledge)
+- Objective-C (knowledge)
+- operate precision machinery (skill/competence)
+- optoelectronics (knowledge)
+- perform a feasibility study on combined heat and power (skill/competence)
+- perform data analysis (skill/competence)
+- PHP (knowledge)
+- physics (knowledge)
+- precision mechanics (knowledge)
+- prepare production prototypes (skill/competence)
+- process customer orders (skill/competence)
+- product data management (knowledge)
+- program firmware (skill/competence)
+- R (knowledge)
+- select sustainable technologies in design (skill/competence)
+- test electromechanical systems (skill/competence)
+- test microelectronics (skill/competence)
+- test sensors (skill/competence)
+- use CAE software (skill/competence)
+- use precision tools (skill/competence)
+- VBScript (knowledge)
+- Visual Basic (knowledge)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 51 ads, as of 2026-07-11)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- electrical system design — **24 %**
+- power distribution — **20 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,60 @@
+# Tasks & work activities — electrical engineer
+
+Source: O*NET 30.3, occupation 17-2071.00 (Electrical Engineers).
+
+## Task statements
+
+- **[Core]** Confer with engineers, customers, or others to discuss existing or potential engineering projects or products.
+- **[Core]** Design, implement, maintain, or improve electrical instruments, equipment, facilities, components, products, or systems for commercial, industrial, or domestic purposes.
+- **[Core]** Operate computer-assisted engineering or design software or equipment to perform engineering tasks.
+- **[Core]** Direct or coordinate manufacturing, construction, installation, maintenance, support, documentation, or testing activities to ensure compliance with specifications, codes, or customer requirements.
+- **[Core]** Perform detailed calculations to compute and establish manufacturing, construction, or installation standards or specifications.
+- **[Core]** Plan or implement research methodology or procedures to apply principles of electrical theory to engineering projects.
+- **[Core]** Prepare specifications for purchases of materials or equipment.
+- **[Core]** Supervise or train project team members, as necessary.
+- **[Core]** Investigate or test vendors' or competitors' products.
+- **[Core]** Oversee project production efforts to assure projects are completed on time and within budget.
+- **[Core]** Prepare technical drawings, specifications of electrical systems, or topographical maps to ensure that installation and operations conform to standards and customer requirements.
+- **[Core]** Assist in developing capital project programs for new equipment or major repairs.
+- **[Core]** Compile data and write reports regarding existing or potential electrical engineering studies or projects.
+- **[Core]** Estimate labor, material, or construction costs for budget preparation purposes.
+- **[Core]** Investigate customer or public complaints to determine the nature and extent of problems.
+- **[Core]** Inspect completed installations and observe operations to ensure conformance to design and equipment specifications and compliance with operational, safety, or environmental standards.
+- **[Supplemental]** Collect data relating to commercial or residential development, population, or power system interconnection to determine operating efficiency of electrical systems.
+- **[Supplemental]** Conduct field surveys or study maps, graphs, diagrams, or other data to identify and correct power system problems.
+- **[Supplemental]** Design electrical systems or components that minimize electric energy requirements, such as lighting systems designed to account for natural lighting.
+- **[Supplemental]** Develop systems that produce electricity with renewable energy sources, such as wind, solar, or biofuels.
+- **[Supplemental]** Integrate electrical systems with renewable energy systems to improve overall efficiency.
+- **[Supplemental]** Develop software to control electrical systems.
+
+## Detailed work activities
+
+- Collect data about project sites.
+- Confer with technical personnel to prepare designs or operational plans.
+- Create electrical schematics.
+- Design alternative energy systems.
+- Design control systems for mechanical or other equipment.
+- Design electrical equipment or systems.
+- Design energy-efficient equipment or systems.
+- Design structures or facilities.
+- Develop software or applications for scientific or technical use.
+- Develop software or computer applications.
+- Devise research or testing protocols.
+- Direct construction activities.
+- Direct equipment maintenance or repair activities.
+- Direct industrial production activities.
+- Direct installation activities.
+- Discuss designs or plans with clients.
+- Estimate operational costs.
+- Estimate technical or resource requirements for development or production projects.
+- Inspect operational processes.
+- Investigate system, equipment, or product failures.
+- Maintain electronic equipment.
+- Monitor the productivity or efficiency of industrial operations.
+- Operate computer systems.
+- Prepare operational reports.
+- Prepare project budgets.
+- Supervise engineering or other technical personnel.
+- Survey land or bodies of water to measure or determine features.
+- Test products for functionality or quality.
+- Train personnel on proper operational procedures.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,141 @@
+# Tools & technology — electrical engineer
+
+Source: O*NET 30.3 'Software Skills' for 17-2071.00.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| The MathWorks MATLAB | Analytical or scientific software | yes |
+| Autodesk AutoCAD | Computer aided design CAD software | yes |
+| Autodesk AutoCAD Civil 3D | Computer aided design CAD software | yes |
+| Autodesk Revit | Computer aided design CAD software | yes |
+| Bentley MicroStation | Computer aided design CAD software | yes |
+| Dassault Systemes SolidWorks | Computer aided design CAD software | yes |
+| Microsoft SQL Server | Data base user interface and query software | yes |
+| C | Development environment software | yes |
+| Eclipse IDE | Development environment software | yes |
+| Microsoft Visual Basic | Development environment software | yes |
+| Microsoft Visual Basic for Applications VBA | Development environment software | yes |
+| Microsoft Visual Studio | Development environment software | yes |
+| SAP software | Enterprise resource planning ERP software | yes |
+| Apache Subversion SVN | File versioning software | yes |
+| ESRI ArcGIS software | Geographic information system | yes |
+| C# | Object or component oriented development software | yes |
+| C++ | Object or component oriented development software | yes |
+| Perl | Object or component oriented development software | yes |
+| Python | Object or component oriented development software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Bash | Operating system software | yes |
+| Linux | Operating system software | yes |
+| Microsoft Windows | Operating system software | yes |
+| Microsoft Windows Server | Operating system software | yes |
+| Shell script | Operating system software | yes |
+| UNIX | Operating system software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Visio | Process mapping and design software | yes |
+| Microsoft Project | Project management software | yes |
+| Oracle Primavera Enterprise Project Portfolio Management | Project management software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Microsoft Word | Word processing software | yes |
+| APLAC | Analytical or scientific software |  |
+| Automated material handling software | Analytical or scientific software |  |
+| Availability prediction modeling software | Analytical or scientific software |  |
+| Circuit simulation software | Analytical or scientific software |  |
+| Digital timing diagram editing software | Analytical or scientific software |  |
+| Dynamic object-oriented requirements system DOORS | Analytical or scientific software |  |
+| Electromagnetic analysis software | Analytical or scientific software |  |
+| Electronic engineering calculator | Analytical or scientific software |  |
+| Embedded systems testing software | Analytical or scientific software |  |
+| Failure mode and effects analysis FMEA software | Analytical or scientific software |  |
+| Failure mode effects and criticality analysis FMECA software | Analytical or scientific software |  |
+| Failure reporting analysis and corrective action FRACAS software | Analytical or scientific software |  |
+| Fault modeling software | Analytical or scientific software |  |
+| Fault tree analysis FTA software | Analytical or scientific software |  |
+| Finite difference time domain FDTD software | Analytical or scientific software |  |
+| Finite element method FEM software | Analytical or scientific software |  |
+| Functional verification software | Analytical or scientific software |  |
+| Hewlett-Packard HP Semiconductor Parameter Analyzer | Analytical or scientific software |  |
+| Isograph Markov | Analytical or scientific software |  |
+| Life cycle cost software | Analytical or scientific software |  |
+| Logic synthesis software | Analytical or scientific software |  |
+| MathWorks Simulink | Analytical or scientific software |  |
+| Matrix calculation software | Analytical or scientific software |  |
+| Mean time between failures MBTF software | Analytical or scientific software |  |
+| Mean time to failure MTTF software | Analytical or scientific software |  |
+| Microwave circuit simulation software | Analytical or scientific software |  |
+| Minitab | Analytical or scientific software |  |
+| Optimization software | Analytical or scientific software |  |
+| Power analysis software | Analytical or scientific software |  |
+| Powersim PSIM | Analytical or scientific software |  |
+| Reliability analysis software | Analytical or scientific software |  |
+| ReliaSoft Weibull++ 6 | Analytical or scientific software |  |
+| Siemens ModelSim | Analytical or scientific software |  |
+| Signal integrity simulation software | Analytical or scientific software |  |
+| Simulation program with integrated circuit emphasis SPICE | Analytical or scientific software |  |
+| SKM Systems Analysis Power Tools | Analytical or scientific software |  |
+| Synopsys Design Compiler | Analytical or scientific software |  |
+| Synopsys PrimeTime | Analytical or scientific software |  |
+| Systems analysis programs for hands on integrated reliability evaluation software SAPHIRE | Analytical or scientific software |  |
+| Tektronix EZ-TEST | Analytical or scientific software |  |
+| Test automation software | Analytical or scientific software |  |
+| Time and motion analysis software | Analytical or scientific software |  |
+| Cadence Allegro Design Entry Capture and Capture CIS | Computer aided design CAD software |  |
+| Cadence Encounter Test | Computer aided design CAD software |  |
+| Chip design software | Computer aided design CAD software |  |
+| Computer aided design and drafting CADD software | Computer aided design CAD software |  |
+| Computer aided design and drafting software CADD | Computer aided design CAD software |  |
+| Dassault Systemes CATIA | Computer aided design CAD software |  |
+| Electronic design automation EDA software | Computer aided design CAD software |  |
+| Field programmable gate array FPGA design software | Computer aided design CAD software |  |
+| Floor planning software | Computer aided design CAD software |  |
+| Keysight Technologies Advanced Design System | Computer aided design CAD software |  |
+| MAGIC | Computer aided design CAD software |  |
+| Mentor Graphics software | Computer aided design CAD software |  |
+| OrCAD Capture | Computer aided design CAD software |  |
+| Physical design software | Computer aided design CAD software |  |
+| Printed circuit board design software | Computer aided design CAD software |  |
+| PTC Creo Parametric | Computer aided design CAD software |  |
+| Schematic design entry software | Computer aided design CAD software |  |
+| Zuken E3.schematic | Computer aided design CAD software |  |
+| Rapid prototyping software | Computer aided manufacturing CAM software |  |
+| Perforce Helix software | Configuration management software |  |
+| Ada | Development environment software |  |
+| Advanced boolean expression language ABEL | Development environment software |  |
+| Altera hardware description language AHDL | Development environment software |  |
+| Hardware description language HDL | Development environment software |  |
+| Integrated development environment IDE software | Development environment software |  |
+| Microsoft Visual Basic Scripting Edition VBScript | Development environment software |  |
+| National Instruments LabVIEW | Development environment software |  |
+| Programmable logic controller PLC code generation software | Development environment software |  |
+| Verilog | Development environment software |  |
+| Very high-speed integrated circuit VHSIC hardware description language VHDL | Development environment software |  |
+| IBM Notes | Electronic mail software |  |
+| Oracle E-Business Suite Financials | Financial analysis software |  |
+| ETAP | Geographic information system |  |
+| SmugMug Flickr | Graphics or photo imaging software |  |
+| AVEVA InTouch HMI | Industrial control software |  |
+| Programmable logic controller PLC software | Industrial control software |  |
+| Supervisory control and data acquisition SCADA software | Industrial control software |  |
+| JHDL | Object or component oriented development software |  |
+| Sun Microsystems Java | Object or component oriented development software |  |
+| Debugging software | Program testing software |  |
+| Defect tracking software | Program testing software |  |
+| Requirements management software | Requirements analysis and system architecture software |  |
+| Unified modeling language UML | Requirements analysis and system architecture software |  |
+| ATD protocol | WAN switching software and firmware |  |
+| X.25 Protocol | WAN switching software and firmware |  |
+| Microsoft OneNote | Word processing software |  |
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 51 ads, as of 2026-07-11)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Tools
+
+- Revit — **33 %**
+- Microsoft Excel — **29 %**
+- AutoCAD — **24 %**
+- Microsoft Word — **20 %**
+
+<!-- market-evidence -->