feat: medical-device-engineer skill package v0.1.0

2026-08-14 16:59:41 +02:00
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
@@ -0,0 +1,31 @@
+# Data provenance — medical-device-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 — medical-device-engineer
+    "ESCO (occupation & competences)" : 102
+    "O*NET (tasks & tools)" : 59
+    "Job boards (market evidence)" : 95
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 135
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 102 | 25.8 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 59 | 14.9 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 95 | 24.0 % | references/market.md (full report) + "Market evidence" headline sections |
+| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ |
+| Anthropic official Claude skills | 5 | 1.3 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 135 | 34.1 % | 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 +1,50 @@
+---
+name: medical-device-engineer
+description: "Occupational skill for the role 'medical device engineer' (also: medical-technical device engineer, medical device developer, medical technology engineer, orthopaedic engineer, engineer of medical instruments, medical-technical equipment engineer). Use when the user asks for typical medical device engineer work such as: typical medical device engineer responsibilities"
+---
+
+# Medical Device Engineer
+
+Medical device engineers design and develop medical-technical systems, installations, and equipment such as pacemakers, MRI scanners, and X-ray machines. They monitor the whole manufacturing process from concept design to product implementation. activities undertaken include, among others, designing product improvements, developing methods and techniques to evaluate design suitability, coordinating initial production, developing test procedures, and designing manufacturing diagrams.
+
+## Core workflow
+
+
+## How to use this skill
+
+- Read [references/profile.md](references/profile.md) for the occupation profile and scope.
+- Consult [references/tasks.md](references/tasks.md) for the full task and activity inventory.
+- Check [references/skills.md](references/skills.md) for essential vs. optional competences.
+- Check [references/tools.md](references/tools.md) for the software commonly used in this role.
+- See [references/ai-skills.md](references/ai-skills.md) — matched external AI agent skills (per-source attribution).
+
+## Key competences (essential)
+
+- adjust engineering designs
+- analytical methods in biomedical sciences
+- approve engineering design
+- biomedical engineering
+- biomedical science
+- biomedical techniques
+- conduct literature research
+- conduct quality control analysis
+- demonstrate disciplinary expertise
+- design drawings
+- design medical devices
+- design prototypes
+- develop medical device test procedures
+- engineering principles
+- engineering processes
+
+## Hot technologies
+
+- Microsoft Excel
+- Microsoft Office software
+- Microsoft Outlook
+- Microsoft PowerPoint
+- Microsoft Word
+- Salesforce software
+- SAP software
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/0c7c9606-fde3-4658-8136-8fe0c9b8bd09), O*NET 30.3 (49-9062.00, manual nearest match). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,190 @@
+{
+  "name": "medical-device-engineer",
+  "title": "medical device engineer",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/0c7c9606-fde3-4658-8136-8fe0c9b8bd09",
+    "esco_code": "2152.1.5",
+    "isco_group": "2152",
+    "onet_soc": "49-9062.00",
+    "crosswalk_match": "manual nearest via ISCO 2152 (Medical Equipment Repairers)"
+  },
+  "sources": [
+    {
+      "name": "ESCO",
+      "version": "1.2.1",
+      "url": "https://esco.ec.europa.eu/"
+    },
+    {
+      "name": "O*NET",
+      "version": "30.3",
+      "url": "https://www.onetcenter.org/",
+      "license": "CC BY 4.0"
+    }
+  ],
+  "attribution": "This package includes information from the O*NET Database (v30.3) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), CC BY 4.0. skillfactor is not endorsed by USDOL/ETA. ESCO data (v1.2.1) (c) European Union, used per the ESCO download conditions: https://esco.ec.europa.eu/en/use-esco/download",
+  "counts": {
+    "tasks": 0,
+    "dwas": 0,
+    "skills_essential": 40,
+    "skills_optional": 61,
+    "software": 0
+  },
+  "enrichment_ai_skills": {
+    "generated": "2026-07-14",
+    "method": "deterministic mapping (ISCO prefix + title/competence keywords)",
+    "sources": {
+      "anthropics/skills": {
+        "repo": "https://github.com/anthropics/skills",
+        "commit": "f6656c1",
+        "license": "Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available \u2014 see the LICENSE.txt in the upstream skill folder",
+        "skills": 2
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 10
+      },
+      "alirezarezvani/claude-skills": {
+        "repo": "https://github.com/alirezarezvani/claude-skills",
+        "commit": "0241f43",
+        "license": "MIT",
+        "skills": 10
+      },
+      "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
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 12
+      },
+      "K-Dense-AI/claude-scientific-skills": {
+        "repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 7
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 8
+      },
+      "K-Dense-AI/scientific-agent-skills": {
+        "repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 6
+      },
+      "ferdinandobons/startup-skill": {
+        "repo": "https://github.com/ferdinandobons/startup-skill",
+        "commit": "a5f97c3",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nWave-ai/nWave": {
+        "repo": "https://github.com/nWave-ai/nWave",
+        "commit": "1d0f13c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "Sushegaad/Claude-Skills-Governance-Risk-and-Compliance": {
+        "repo": "https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance",
+        "commit": "71d8920",
+        "license": "MIT",
+        "skills": 1
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 1
+      },
+      "affaan-m/everything-claude-code": {
+        "repo": "https://github.com/affaan-m/everything-claude-code",
+        "commit": "ed38744",
+        "license": "MIT",
+        "skills": 1
+      },
+      "wondelai/skills": {
+        "repo": "https://github.com/wondelai/skills",
+        "commit": "326b380",
+        "license": "MIT",
+        "skills": 1
+      },
+      "rampstackco/claude-skills": {
+        "repo": "https://github.com/rampstackco/claude-skills",
+        "commit": "bc6d961",
+        "license": "MIT",
+        "skills": 1
+      },
+      "hypnguyen1209/offensive-claude": {
+        "repo": "https://github.com/hypnguyen1209/offensive-claude",
+        "commit": "4d62be7",
+        "license": "MIT",
+        "skills": 1
+      },
+      "JasonColapietro/suede-creator-skills": {
+        "repo": "https://github.com/JasonColapietro/suede-creator-skills",
+        "commit": "0dc2aef",
+        "license": "MIT",
+        "skills": 2
+      },
+      "dembrandt/dembrandt-skills": {
+        "repo": "https://github.com/dembrandt/dembrandt-skills",
+        "commit": "38cd2b7",
+        "license": "MIT",
+        "skills": 1
+      },
+      "sanjay3290/ai-skills": {
+        "repo": "https://github.com/sanjay3290/ai-skills",
+        "commit": "3619692",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "JimLiu/baoyu-design": {
+        "repo": "https://github.com/JimLiu/baoyu-design",
+        "commit": "222ccbf",
+        "license": "MIT",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 78,
+      "adjacent": 2
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 102,
+      "onet": 59,
+      "jobads": 95,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 135,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 25.8,
+      "onet": 14.9,
+      "jobads": 24.0,
+      "wiki_ai": 0.0,
+      "anthropic": 1.3,
+      "ai_skills": 34.1,
+      "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 +1,258 @@
+# External AI agent skills — medical-device-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 |
+|---|---|---|---|
+| `extractables-leachables-analyzer` | core | E&L study design and data analysis skill for chemical characterization of medical devices | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/extractables-leachables-analyzer) |
+| `iso-standards-compliance-checker` | core | Medical device standards compliance verification skill for ISO 13485, ISO 14971, IEC 62304, IEC 60601, and related standards | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/iso-standards-compliance-checker) |
+| `software-vv-test-generator` | core | Medical device software verification and validation test case generation skill | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/software-vv-test-generator) |
+| `clinical-study-designer` | core | Clinical study design skill for medical device trials including IDE studies and post-market studies | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/clinical-study-designer) |
+| `iec62304-lifecycle-manager` | core | Medical device software lifecycle management skill implementing IEC 62304 requirements | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/iec62304-lifecycle-manager) |
+| `iso14971-risk-analyzer` | core | Comprehensive risk management skill implementing ISO 14971:2019 methodology for medical device risk analysis | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/iso14971-risk-analyzer) |
+| `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) |
+| `aiml-validation-framework` | core | AI/ML medical device validation skill implementing FDA's GMLP principles | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/aiml-validation-framework) |
+| `cybersecurity-risk-assessor` | core | Medical device cybersecurity risk assessment skill per FDA premarket and postmarket guidance | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/cybersecurity-risk-assessor) |
+| `scaffold-design-optimizer` | core | Tissue engineering scaffold design optimization skill for pore size, porosity, and mechanical properties | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/scaffold-design-optimizer) |
+| `design-fmea-generator` | core | Design Failure Mode and Effects Analysis (DFMEA) skill for systematic design risk identification | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/design-fmea-generator) |
+| `process-fmea-generator` | core | Process Failure Mode and Effects Analysis (PFMEA) skill for manufacturing risk assessment | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/process-fmea-generator) |
+
+## 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 |
+|---|---|---|---|
+| `healthcare-emr-patterns` | core | EMR/EHR development patterns for healthcare applications. Clinical safety, encounter workflows, prescription generation, clinical decision support integration, and accessibility-first UI for medical data entry. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/healthcare-emr-patterns) |
+
+## Source: alirezarezvani/claude-skills
+
+- Repository: [https://github.com/alirezarezvani/claude-skills](https://github.com/alirezarezvani/claude-skills) (commit `0241f43`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `quality-manager-qms-iso13485` | core | ISO 13485 Quality Management System implementation and maintenance for medical device organizations. Provides QMS design, documentation control, internal auditing, CAPA management, and certification support. Use when working with medical … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/ra-qm-team/skills/quality-manager-qms-iso13485) |
+| `risk-management-specialist` | core | Medical device risk management specialist implementing ISO 14971 throughout product lifecycle. Provides risk analysis, risk evaluation, risk control, and post-production information analysis. Use when user mentions risk management, ISO … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/ra-qm-team/skills/risk-management-specialist) |
+| `fda-consultant-specialist` | core | FDA regulatory consultant for medical device companies. Provides 510(k)/PMA/De Novo pathway guidance, QMSR (21 CFR 820, which incorporates ISO 13485:2016 by reference since 2026-02-02; formerly QSR) compliance, HIPAA assessments, and … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/ra-qm-team/skills/fda-consultant-specialist) |
+| `quality-documentation-manager` | core | Document control system management for medical device QMS. Covers document numbering, version control, change management, and 21 CFR Part 11 compliance. Use when working on document control procedures, change control workflows, document … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/ra-qm-team/skills/quality-documentation-manager) |
+| `capa-officer` | core | CAPA system management for medical device QMS. Covers root cause analysis, corrective action planning, effectiveness verification, and CAPA metrics. Use when running CAPA investigations, 5-Why analysis, fishbone diagrams, root cause … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/ra-qm-team/skills/capa-officer) |
+| `qms-audit-expert` | core | ISO 13485 internal audit expertise for medical device QMS. Covers audit planning, execution, nonconformity classification, and CAPA verification. Use when planning internal audits, executing audits, classifying findings, preparing for … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/ra-qm-team/skills/qms-audit-expert) |
+| `mdr-745-specialist` | core | EU MDR 2017/745 compliance specialist for medical device classification, technical documentation, clinical evidence, and post-market surveillance. Covers Annex VIII classification rules, Annex II/III technical files, Annex XIV clinical … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/ra-qm-team/skills/mdr-745-specialist) |
+| `regulatory-affairs-head` | core | Senior Regulatory Affairs Manager for HealthTech and MedTech companies. Prepares FDA 510(k), De Novo, and PMA submission packages; analyzes regulatory pathways for new medical devices; drafts responses to FDA deficiency letters and … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/ra-qm-team/skills/regulatory-affairs-head) |
+| `product-skills` | core | Use when coordinating product work across the 12 bundled product sub-skills (RICE, OKRs, UX research, design tokens, competitive teardown, analytics, experiments, discovery, roadmaps, spec-to-repo, landing pages, SaaS scaffolding) or the 4 … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/product-team/skills/product-skills) |
+| `research-ops-skills` | core | Use when planning, funding, scoping, or synthesizing enterprise research across workstreams — clinical study design, R&D program finance, market sizing/surveys, or product/user research. Triggers on "design this clinical study", "what … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/research-ops/skills/research-ops-skills) |
+
+## 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 |
+|---|---|---|---|
+| `biomedical-skills` | core | 24 biomedical research skills. Trigger: medical research, clinical trials, genomics, bioinformatics. Design: domain databases, wet-lab/dry-lab methods, and ethical compliance guides. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/biomedical) |
+| `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) |
+| `deep-research-skills` | core | 13 deep research & systematic reviews skills. Trigger: systematic reviews, multi-source synthesis, comprehensive literature surveys. Design: multi-step research protocols with quality assessment and evidence grading. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/deep-research) |
+| `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) |
+| `action-research-guide` | core | Design and conduct action research and participatory studies | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/methodology/action-research-guide) |
+| `qualitative-research-guide` | core | Design and conduct qualitative research using grounded theory and case studies | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/methodology/qualitative-research-guide) |
+| `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) |
+| `paper-review-skills` | core | 8 peer review skills. Trigger: reviewing manuscripts, comparing papers, quality assessment. Design: systematic review criteria, evaluation rubrics, and automated review tools. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/paper-review) |
+| `universal-ma-codebook` | core | Universal Meta-Analysis Codebook v2.2 - AI-Human collaboration for meta-analysis data extraction. 4-layer design: Identifiers, Statistics, AI Provenance, Human Verification. Integrates with C5/C6/C7 agents and Category I systematic review … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/universal-ma-codebook) |
+| `academic-baseline` | core | Use when working on any empirical academic research context — paper writing, data analysis, literature review, or any task involving citations, results, or publication artifacts. Establishes non-negotiable principles that govern all other … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/60-regisely-superpapers/skills/academic-baseline) |
+| `research-ideation` | core | This skill should be used when the user asks to "brainstorm research ideas", "use 5W1H framework", "identify research gaps", "conduct gap analysis", "start research project", "conduct literature review", "define research question", "select … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/33-Galaxy-Dawn-claude-scholar/skills/research-ideation) |
+| `g2` | core | Publication Specialist - Writing, Review, Pre-registration & Quality Assurance Light VS applied: Avoids template-based writing + audience-specific message design Absorbed G3 (Peer Review Strategist), G4 (Pre-registration Composer), F1-F3 … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/g2) |
+
+## 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 |
+|---|---|---|---|
+| `quality-manager-qms-iso13485` | core | ISO 13485 Quality Management System specialist for medical device companies. Provides QMS implementation, maintenance, process optimization, and compliance expertise. Use for QMS design, documentation control, management review, internal … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/quality-manager-qms-iso13485) |
+| `risk-management-specialist` | core | Senior Risk Management specialist for medical device companies implementing ISO 14971 risk management throughout product lifecycle. Provides risk analysis, risk evaluation, risk control, and post-production information analysis. Use for … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/risk-management-specialist) |
+| `mdr-745-specialist` | core | EU MDR 2017/745 regulation specialist and consultant for medical device requirement management. Provides comprehensive MDR compliance expertise, gap analysis, technical documentation guidance, clinical evidence requirements, and … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/mdr-745-specialist) |
+| `fda-consultant-specialist` | core | Senior FDA consultant and specialist for medical device companies including HIPAA compliance and requirement management. Provides FDA pathway expertise, QSR compliance, cybersecurity guidance, and regulatory submission support. Use for FDA … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/fda-consultant-specialist) |
+| `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) |
+| `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) |
+| `pymoo` | core | Multi-objective optimization framework. NSGA-II, NSGA-III, MOEA/D, Pareto fronts, constraint handling, benchmarks (ZDT, DTLZ), for engineering design and optimization problems. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/pymoo) |
+| `scientific-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-brainstorming` | core | Research ideation partner. Generate hypotheses, explore interdisciplinary connections, challenge assumptions, develop methodologies, identify research gaps, for creative scientific problem-solving. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-brainstorming) |
+| `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) |
+
+## Source: dembrandt/dembrandt-skills
+
+- Repository: [https://github.com/dembrandt/dembrandt-skills](https://github.com/dembrandt/dembrandt-skills) (commit `38cd2b7`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `authentic-product-representation` | core | Product visuals — hero shots, demos, screenshots, landing-page panels — must reproduce the real product, not a stylised poster of it. Design with real content and real data, mirror the actual output the product generates, keep every label … | [source](https://github.com/dembrandt/dembrandt-skills/tree/38cd2b7/skills/authentic-product-representation) |
+
+## 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 |
+|---|---|---|---|
+| `iso-13485-certification` | core | Comprehensive toolkit for preparing ISO 13485 certification documentation for medical device Quality Management Systems. Use when users need help with ISO 13485 QMS documentation, including (1) conducting gap analysis of existing … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/iso-13485-certification) |
+| `designing-experiments` | core | Design experiments and quasi-experiments before analysis. Use when choosing study design, treatment/control structure, outcomes, assumptions, validation plans after scientific experiment failure, or which of DiD, ITS, synthetic control, or … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/designing-experiments) |
+| `scientific-critical-thinking` | core | Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-critical-thinking) |
+| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-slides) |
+| `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) |
+
+## 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: JasonColapietro/suede-creator-skills
+
+- Repository: [https://github.com/JasonColapietro/suede-creator-skills](https://github.com/JasonColapietro/suede-creator-skills) (commit `0dc2aef`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `suede-offers` | core | Suede-affiliated offer design for value framing, bonuses, guarantees, risk reversal, honest scarcity, naming, and payment structure. Use when the user is building or diagnosing a service, course, coaching, information-product, agency, or … | [source](https://github.com/JasonColapietro/suede-creator-skills/tree/0dc2aef/skills/suede-offers) |
+| `suede-paywalls` | core | Suede-affiliated in-product monetization design for paywall screens, feature gates, trial-expiry states, usage-limit prompts, and free-to-paid upgrade moments. Use when the user needs trigger timing, message structure, plan presentation, … | [source](https://github.com/JasonColapietro/suede-creator-skills/tree/0dc2aef/skills/suede-paywalls) |
+
+## 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 |
+|---|---|---|---|
+| `hypothesis-tester` | core | Structured hypothesis formulation, experiment design, and results interpretation for Product Managers. Use when the user needs to validate an assumption, design an A/B test, evaluate experiment results, or decide whether to ship based on … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/productivity/pm-ai-partner/skills/hypothesis-tester) |
+
+## Source: JimLiu/baoyu-design
+
+- Repository: [https://github.com/JimLiu/baoyu-design](https://github.com/JimLiu/baoyu-design) (commit `222ccbf`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `baoyu-design` | core | Create polished design artifacts as self-contained HTML: UI mockups, interactive prototypes, wireframes, landing pages, dashboards, app screens, mobile apps, slide decks (a.k.a. PPT / PowerPoint presentations), and visual explorations. Use … | [source](https://github.com/JimLiu/baoyu-design/tree/222ccbf/skills/baoyu-design) |
+
+## Source: K-Dense-AI/claude-scientific-skills
+
+- Repository: [https://github.com/K-Dense-AI/claude-scientific-skills](https://github.com/K-Dense-AI/claude-scientific-skills) (commit `4d97e29`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `iso-13485-certification` | core | Comprehensive toolkit for preparing ISO 13485 certification documentation for medical device Quality Management Systems. Use when users need help with ISO 13485 QMS documentation, including (1) conducting gap analysis of existing … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/iso-13485-certification) |
+| `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) |
+| `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) |
+| `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) |
+
+## 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 |
+|---|---|---|---|
+| `iso-13485-certification` | core | Comprehensive toolkit for preparing ISO 13485 certification documentation for medical device Quality Management Systems. Use when users need help with ISO 13485 QMS documentation, including (1) conducting gap analysis of existing … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/iso-13485-certification) |
+| `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) |
+| `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) |
+| `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) |
+
+## Source: nWave-ai/nWave
+
+- Repository: [https://github.com/nWave-ai/nWave](https://github.com/nWave-ai/nWave) (commit `1d0f13c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `nw-interviewing-techniques` | core | Mom Test questioning toolkit, JTBD analysis, interview conduct, assumption testing framework, and hypothesis design | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-interviewing-techniques) |
+
+## Source: rampstackco/claude-skills
+
+- Repository: [https://github.com/rampstackco/claude-skills](https://github.com/rampstackco/claude-skills) (commit `bc6d961`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `experiment-design` | core | A discipline for designing experiments (A/B tests, multivariate, holdouts) so the results actually answer the question you asked. Hypothesis writing, sample size, duration, segment analysis, interpretation, decision-making, and the common … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/experiment-design) |
+
+## 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: Sushegaad/Claude-Skills-Governance-Risk-and-Compliance
+
+- Repository: [https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance](https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance) (commit `71d8920`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `hipaa-compliance` | core | Expert HIPAA compliance assistant for healthcare and software contexts. Use this skill whenever the user mentions HIPAA, PHI (Protected Health Information), ePHI, covered entities, business associates, healthcare data privacy, medical … | [source](https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance/tree/71d8920/plugins/hipaa-compliance/skills/hipaa-compliance) |
+
+## Source: wondelai/skills
+
+- Repository: [https://github.com/wondelai/skills](https://github.com/wondelai/skills) (commit `326b380`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `steve-jobs-design-review` | core | Review designs, products, and features with Steve Jobs'' standards: ruthless simplicity, focus, and end-to-end excellence. Use when the user mentions "Steve Jobs review", "design review", "product review", "what would Steve do", "insanely … | [source](https://github.com/wondelai/skills/tree/326b380/steve-jobs-design-review) |
--- a/references/berufsbild-de.md
+++ b/references/berufsbild-de.md
@@ -0,0 +1,83 @@
+# Berufsbild (Deutschland) — Ingenieur/in - Medizintechnik
+
+> **Quelle:** BERUFENET, Bundesagentur für Arbeit — Beruf-ID 58733,
+> KldB 2010: B 82504 · 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/58733
+
+## Aufgaben und Tätigkeiten kompakt
+
+Ingenieure und Ingenieurinnen der Medizintechnik entwickeln und optimieren medizintechnische Geräte, Anlagen und Verfahren. In der Produktion koordinieren sie die einzelnen Arbeitsschritte, führen Kontrollen durch und prüfen fremdgelieferte Geräteteile. Im Kundenservice überwachen sie die Montage und Inbetriebnahme medizintechnischer Geräte vor Ort und weisen Kunden und Kundinnen in die Bedienung ein. Im Gesundheitswesen planen und betreuen sie die medizin- und labortechnische Ausstattung von Krankenhäusern und Arztpraxen. Sie überwachen und warten den Gerätebestand und gewährleisten die Sicherheit für Personal und Patienten beim Bedienen. Daneben entwickeln sie Systeme, die Anlagen steuern und Diagnosedaten und medizinische Messwerte erfassen und verarbeiten.
+
+## Tätigkeitsbezeichnungen
+
+Ingenieur/in - Medizintechnik
+
+Berufsbezeichnung in englischer SpracheBiomedical engineer (m/f)
+
+Berufsbezeichnung in französischer SpracheIngénieur biomédical/Ingénieure biomédicale
+
+## Die Tätigkeit im Überblick
+
+Ingenieure und Ingenieurinnen der Medizintechnik entwickeln medizinisch-technische Systeme, Anlagen und Geräte, überwachen die Produktion und arbeiten im Kundenservice. In Krankenhäusern oder Praxen leiten sie das technische Management und organisieren den medizinischen Gerätebestand.
+
+## Trends
+
+Schallbetriebene SensorenSchallbetriebene Sensoren funktionieren rein mechanisch und benötigen keine externe Energiequelle wie Batterien. Der Sensor wird durch Schallwellen in Schwingung versetzt. Die mechanische Energie der Schwingung wird in ein elektrisches Signal umgewandelt. Dieses Signal kann dann verwendet werden, um eine spezifische Aktion auszuführen, z.B. ein elektronisches Gerät einzuschalten. Solche Sensoren könnten in medizinischen Geräten oder Überwachungssystemen z.B. von Bauwerken eingesetzt werden. Sie gelten als nachhaltig, kostensparend und innovativ für die Stromversorgung von Sensoren. Für Fachkräfte z.B. in Medizintechnik und Bauwesen eröffnet diese Technologie neue Perspektiven.
+Tissue EngineeringTissue Engineering befasst sich mit der künstlichen Herstellung von organischen Geweben. Ziel ist es, biologisches Gewebe wiederherzustellen, zu erhalten oder zu ersetzen. Der menschliche Körper ist nicht immer in der Lage, krankes oder totes Gewebe eigenständig zu heilen bzw. nachwachsen zu lassen. Bei der modernen Therapie- und Heilmethode Tissue Engineering werden Gewebezellen entnommen und im Labor Prozesse, die im Reagenzglas, außerhalb des lebenden Organismus beobachtet oder durchgeführt werden; Gegensatz: "in vivo"
+" name="In vitro">in vitro vermehrt, um sie anschließend im Körper wieder einzusetzen. Das Züchten künstlicher Knorpel und Herzklappen wurde bereits erfolgreich umgesetzt. Für Forschende aus der Biomedizin sowie Fachkräfte der Medizintechnik wird diese Entwicklung in Zukunft eine wichtige Rolle spielen.
+Smarte HandprothesenMittlerweile sind Handprothesen am Markt, die Anwender und Anwenderinnen intuitiv in Echtzeit steuern können: Ausgerüstet sind die smarten Prothesen mit Elektroden, die feinste Muskelsignale des Unterarms aufnehmen und messen. Selbstlernende Algorithmen erkennen Muster, die charakteristisch für einzelne Handbewegungen sind, und wandeln sie in Bewegungsabläufe um. Zukünftig werden Prothesen natürliche Tasteindrücke durch elektrische Impulse ermöglichen. Fach- und Führungskräfte aus Orthopädie, Medizintechnik und Rehabilitation werden sich mit entsprechender Weiterbildung auf diese neue Technologie vorbereiten.
+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. Flüssigkeiten werden z.B. in einem Magnetfeld fest, Ku
+
+## Aufgaben und Tätigkeiten (Beschreibung)
+
+Worum geht es?Ingenieure und Ingenieurinnen der Medizintechnik entwickeln medizinisch-technische Systeme, Anlagen und Geräte, überwachen die Produktion und sind im Kundenservice tätig. In Krankenhäusern oder Praxen übernehmen sie das technische Management und sorgen für die Einsatzbereitschaft des medizinischen Gerätebestandes.
+Entwicklung und Produktion In der medizintechnischen Industrie entwickeln und verbessern die Ingenieure und Ingenieurinnen Geräte und Verfahren. Mithilfe von computerunterstützten Verfahren wie 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 erstellen sie Konstruktionspläne und beachten dabei die Anforderungen der Ergonomie. Für bildgebende Verfahren entwickeln sie die entsprechende Software. Sie testen Prototypen und kontrollieren im Rahmen der Qualitätssicherung die Fertigung. Außerdem kümmern sie sich um die Zulassung von Geräten, Gerätezubehör und Verfahren nach dem Medizinprodukterecht-Durchführungsgesetz. Beim Kunden überwachen sie Montage, Inbetriebnahme, Instandhaltung und technische Dokumentation der Anlagen und schulen die Anwender in der Bedienung.
+Instandhaltung und PrüfungIm klinisch-medizinischen Bereich, z.B. in Krankenhäusern oder Rehabilitationskliniken, sind Ingenieure und Ingenieurinnen der Medizintechnik für die Einsatzbereitschaft sowie die Funktions- und Betriebssicherheit der medizintechnischen Geräte verantwortlich. In der Regel arbeiten sie im Team mit anderen Ingenieuren und Ingenieurinnen, medizinischem und medizintechnischem Personal. Sie entwerfen Instandhaltungspläne und -programme für bioelektrische Diagnosetechniken wie Medizin: Untersuchungsmethode, bei der elektrische Erregungsabläufe am Herzen über Elektroden gemessen werden, um so Herz-Kreislauf-Erkrankungen zu erfassen
+" name="Elektrokardiografie (EKG)">EKG oder Medizin: Untersuchungsmethode zur Messung der elektrischen Aktivität der Hirnrinde mittels Elektroden, entstehendes Kurvenbild: Elektroenzephalogramm (EEG)
+" name="Elektroenzephalografie (EEG)">EEG. Sie nehmen Funktionsprüfungen an Computerunterstütztes spezielles Röntgenverfahren zur Darstellung von Körperstrukturen; Herz, Lunge, Gehirn, Verdauungstrakt und viele weitere Strukturen lassen sich damit sehr präzise abbilden
+" name="Computertomografie (CT)">Computer- und auch: Schnittbildverfahren, Schi
+
+## Aufgaben und Tätigkeiten im Einzelnen
+
+Entwicklung und Konzeptionmedizinisch-technische Geräte und Verfahren neu- oder weiterentwickeln, projektieren und anpassen
+
+neue Geräte und Verfahren prüfen, erproben und beurteilen, z.B. Labortests oder Handhabbarkeitsstudien durchführen
+
+Geräteabwandlungen und -erweiterungen durchführen
+
+neue Anwendungsmöglichkeiten von Geräten und Verfahren realisieren und vermitteln
+
+Qualitätssicherung und Instandhaltungmedizin- und labortechnische Anlagen und Geräte in Einrichtungen des Gesundheitswesens planen, einführen und betreuen
+
+Fertigung und Montage medizintechnischer Geräte oder Anlagen planen, optimieren und überwachen sowie Inbetriebnahme koordinieren
+
+Produktionsschritte kontrollieren, fremdgelieferte Geräteteile prüfen (Qualitätssicherung)
+
+Sicherheits- und Abnahmeprüfungen vornehmen, Sicherheit und Funktionsfähigkeit sicherstellen
+
+Medizinische Geräte und Apparaturen für den individuellen Zweck vorbereiten und zur Verfügung stellen
+
+Organisation und Koordinationcomputergestützte Erfassung, Verarbeitung und Analyse medizinischer Messwerte organisieren und durchführen
+
+computerunterstützte Informationsdateien und -datenbanken sowie entsprechende Informationssysteme aufbauen und pflegen 
+
+Geräteeinsatz zeitlich und räumlich koordinieren
+
+erforderliches Leistungsspektrum der medizintechnischen Ausstattung, Betriebsabläufe und gebäudetechnisch zu erfüllende Anforderungen ermitteln
+
+medizin- und labortechnische Anlagen und Geräte beschaffen, Ausschreibungen und Angebote bearbeiten
+
+Beratung, Schulung und VertriebBedienungspersonal schulen, einweisen, beraten und überwachen
+
+Service- und Vertriebspersonal sowie Anwender beraten und schulen
+
+Gerätebeschreibungen und -dokumentationen sowie Schulungsmaterial erarbeiten (technische Dokumentation)
+
+Forschung und Lehrean Forschungsvorhaben mitwirken
+
+Vorlesungen und Seminare vorbereiten bzw. abhalten, Unterricht nachbereiten, ggf. Prüfungen abnehmen
+
+Forschungsberichte verfassen
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,65 @@
+# Market evidence report — medical-device-engineer
+
+Source: **7 real job ads** (JSearch API, countries: us 7), extracted into the MSSQL evidence store; as of 2026-07-17.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 4 | 57 % |
+| senior | 2 | 29 % |
+| junior | 1 | 14 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | medical device design | 3 | 43 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Regional breakdown
+
+> **Corpus note:** 7 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
+
+### US (us)
+
+**Insufficient evidence** — 7 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+### UK (gb)
+
+**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+### EU/DACH (de, at, ch, nl)
+
+**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+
+## Job title variants in the market
+
+| Title | Ads |
+|---|---|
+| Device Engineer | 1 |
+| Entry-Level Medical Device Engineer – On Site | 1 |
+| Medical Device Software Engineer (Radiology) – Remote‑Friendly | 1 |
+| Senior Design Quality Engineer - Medical Devices | 1 |
+| Senior Medical Device Design Engineer - FDA & Creo | 1 |
+| Staff Engineer, Medical Devices R&D Lead | 1 |
+| Staff Medical Device Autoinjector Engineer | 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 +1,32 @@
+# Occupation profile — medical device engineer
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/0c7c9606-fde3-4658-8136-8fe0c9b8bd09
+- **ESCO code:** 2152.1.5
+- **ISCO-08 group:** 2152 — Electronics engineers
+
+## Description (ESCO)
+
+Medical device engineers design and develop medical-technical systems, installations, and equipment such as pacemakers, MRI scanners, and X-ray machines. They monitor the whole manufacturing process from concept design to product implementation. activities undertaken include, among others, designing product improvements, developing methods and techniques to evaluate design suitability, coordinating initial production, developing test procedures, and designing manufacturing diagrams.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- medical-technical device engineer
+- medical device developer
+- medical technology engineer
+- orthopaedic engineer
+- engineer of medical instruments
+- medical-technical equipment engineer
+- engineer of medical devices
+- medical-technical test engineer
+- biomedical engineer
+- clinical engineer
+- audiology engineer
+- engineer of medical technology
+- biomedical systems engineer
+- biomedical systems developer
+- engineer in biomedical systems
+- medical instrument engineer
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,202 @@
+# Competences — medical device engineer
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/0c7c9606-fde3-4658-8136-8fe0c9b8bd09).
+
+## Essential
+
+- **adjust engineering designs** (skill/competence)
+- **analytical methods in biomedical sciences** (knowledge)
+- **approve engineering design** (skill/competence)
+- **biomedical engineering** (knowledge)
+- **biomedical science** (knowledge)
+- **biomedical techniques** (knowledge)
+- **conduct literature research** (skill/competence)
+- **conduct quality control analysis** (skill/competence)
+- **demonstrate disciplinary expertise** (skill/competence)
+- **design drawings** (knowledge)
+- **design medical devices** (skill/competence)
+- **design prototypes** (skill/competence)
+- **develop medical device test procedures** (skill/competence)
+- **engineering principles** (knowledge)
+- **engineering processes** (knowledge)
+- **interact professionally in research and professional environments** (skill/competence)
+- **manage personal professional development** (skill/competence)
+- **manage research data** (skill/competence)
+- **mathematics** (knowledge)
+- **mechanics** (knowledge)
+- **medical device regulations** (knowledge)
+- **medical device test procedures** (knowledge)
+- **medical devices** (knowledge)
+- **medical devices materials** (knowledge)
+- **model medical devices** (skill/competence)
+- **operate open source software** (skill/competence)
+- **operate scientific measuring equipment** (skill/competence)
+- **perform data analysis** (skill/competence)
+- **perform scientific research** (skill/competence)
+- **physics** (knowledge)
+- **prepare production prototypes** (skill/competence)
+- **quality standards** (knowledge)
+- **read engineering drawings** (skill/competence)
+- **record test data** (skill/competence)
+- **report analysis results** (skill/competence)
+- **synthesise information** (skill/competence)
+- **technical drawings** (knowledge)
+- **test medical devices** (skill/competence)
+- **think abstractly** (skill/competence)
+- **use technical drawing software** (skill/competence)
+
+## Optional
+
+- apply blended learning (skill/competence)
+- apply for research funding (skill/competence)
+- apply research ethics and scientific integrity principles in research activities (skill/competence)
+- apply technical communication skills (skill/competence)
+- biotechnology (knowledge)
+- CAE software (knowledge)
+- communicate with a non-scientific audience (skill/competence)
+- communicate with customers (skill/competence)
+- conduct research across disciplines (skill/competence)
+- conduct training on biomedical equipment (skill/competence)
+- control engineering (knowledge)
+- coordinate engineering teams (skill/competence)
+- create technical plans (skill/competence)
+- define manufacturing quality criteria (skill/competence)
+- design firmware (skill/competence)
+- develop product design (skill/competence)
+- develop professional network with researchers and scientists (skill/competence)
+- diagnostic radiology (knowledge)
+- disseminate results to the scientific community (skill/competence)
+- draft bill of materials (skill/competence)
+- draft scientific or academic papers and technical documentation (skill/competence)
+- electrical engineering (knowledge)
+- electromechanics (knowledge)
+- electronics (knowledge)
+- evaluate research activities (skill/competence)
+- firmware (knowledge)
+- health informatics (knowledge)
+- human anatomy (knowledge)
+- increase the impact of science on policy and society (skill/competence)
+- integrate gender dimension in research (skill/competence)
+- maintain safe engineering watches (skill/competence)
+- manage findable accessible interoperable and reusable data (skill/competence)
+- manage intellectual property rights (skill/competence)
+- manage open publications (skill/competence)
+- manipulate medical devices materials (skill/competence)
+- manufacture medical devices (skill/competence)
+- mechanical engineering (knowledge)
+- mechatronics (knowledge)
+- medical imaging technology (knowledge)
+- mentor individuals (skill/competence)
+- operate precision machinery (skill/competence)
+- perform project management (skill/competence)
+- perform resource planning (skill/competence)
+- perform test run (skill/competence)
+- prepare assembly drawings (skill/competence)
+- program firmware (skill/competence)
+- promote open innovation in research (skill/competence)
+- promote the participation of citizens in scientific and research activities (skill/competence)
+- promote the transfer of knowledge (skill/competence)
+- publish academic research (skill/competence)
+- radiation physics in healthcare (knowledge)
+- radiation protection (knowledge)
+- repair medical devices (skill/competence)
+- solder electronics (skill/competence)
+- speak different languages (skill/competence)
+- teach in academic or vocational contexts (skill/competence)
+- train employees (skill/competence)
+- use CAD software (skill/competence)
+- use precision tools (skill/competence)
+- wear cleanroom suit (skill/competence)
+- write scientific publications (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 7 ads, as of 2026-07-17)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- medical device design — **43 %**
+- medical device software development — **14 %**
+- problem solving — **14 %**
+- problem-solving — **14 %**
+- process characterization — **14 %**
+- process improvement — **14 %**
+- process validation — **14 %**
+- product design — **14 %**
+- product development — **14 %**
+- product integration — **14 %**
+- requirements definition — **14 %**
+- risk mitigation — **14 %**
+- root cause analysis — **14 %**
+- root cause investigation — **14 %**
+- regulatory compliance — **14 %**
+- scalable architecture design — **14 %**
+- software design — **14 %**
+- software implementation — **14 %**
+- software risk analysis — **14 %**
+- specification definition — **14 %**
+- spinal procedure support — **14 %**
+- statistical analysis — **14 %**
+- change control — **14 %**
+- design review — **14 %**
+- failure mode analysis — **14 %**
+- fda compliance — **14 %**
+- feasibility assessment — **14 %**
+- manufacturing processes — **14 %**
+- manufacturing strategy — **14 %**
+- mechanical design — **14 %**
+- mechanical engineering — **14 %**
+- surgical implant design — **14 %**
+- verification & validation — **14 %**
+
+### Methods
+
+- capa — **14 %**
+- iso 13485 — **14 %**
+- iso 14971 — **14 %**
+- iso13485 — **14 %**
+- lean manufacturing — **14 %**
+- fmea — **14 %**
+- gxp requirements — **14 %**
+- fat — **14 %**
+- 21cfr820 — **14 %**
+- six sigma — **14 %**
+- sat — **14 %**
+- iec 60601 — **14 %**
+
+### Responsibilities
+
+- cross-functional collaboration — **29 %**
+- design evaluation — **14 %**
+- hands-on technical work — **14 %**
+- line template maintenance — **14 %**
+- audit support — **14 %**
+- code implementation — **14 %**
+- complex design work — **14 %**
+- compliance with industry standards — **14 %**
+- design verification — **14 %**
+- designing medical devices — **14 %**
+- designing surgical implants — **14 %**
+- device maintenance — **14 %**
+- document maintenance — **14 %**
+- documentation management — **14 %**
+- ensuring fda compliance — **14 %**
+- investigation facilitation — **14 %**
+- project leadership — **14 %**
+- quality oversight — **14 %**
+- product development — **14 %**
+- process optimization — **14 %**
+- nonconformance resolution — **14 %**
+- ojt documentation — **14 %**
+- regulatory documentation preparation — **14 %**
+- requirement translation — **14 %**
+- supplier management — **14 %**
+- sop development — **14 %**
+- technology prototyping — **14 %**
+- test result reporting — **14 %**
+- transfer activity coordination — **14 %**
+- vendor coordination — **14 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,55 @@
+# Tasks & work activities — medical device engineer
+
+Source: O*NET 30.3, occupation 49-9062.00 (Medical Equipment Repairers) — manual nearest-occupation mapping via ISCO group 2152; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+## Task statements
+
+- **[Core]** Inspect, test, or troubleshoot malfunctioning medical or related equipment, following manufacturers' specifications and using test and analysis instruments.
+- **[Core]** Install medical equipment.
+- **[Core]** Examine medical equipment or facility's structural environment and check for proper use of equipment to protect patients and staff from electrical or mechanical hazards and to ensure compliance with safety regulations.
+- **[Core]** Disassemble malfunctioning equipment and remove, repair, or replace defective parts, such as motors, clutches, or transformers.
+- **[Core]** Keep records of maintenance, repair, and required updates of equipment.
+- **[Core]** Perform preventive maintenance or service, such as cleaning, lubricating, or adjusting equipment.
+- **[Core]** Test or calibrate components or equipment, following manufacturers' manuals and troubleshooting techniques, using hand tools, power tools, or measuring devices.
+- **[Core]** Explain or demonstrate correct operation or preventive maintenance of medical equipment to personnel.
+- **[Core]** Study technical manuals or attend training sessions provided by equipment manufacturers to maintain current knowledge.
+- **[Core]** Plan and carry out work assignments, using blueprints, schematic drawings, technical manuals, wiring diagrams, or liquid or air flow sheets, following prescribed regulations, directives, or other instructions as required.
+- **[Core]** Solder loose connections, using soldering iron.
+- **[Core]** Test, evaluate, and classify excess or in-use medical equipment and determine serviceability, condition, and disposition, in accordance with regulations.
+- **[Core]** Research catalogs or repair part lists to locate sources for repair parts, requisitioning parts and recording their receipt.
+- **[Core]** Evaluate technical specifications to identify equipment or systems best suited for intended use and possible purchase, based on specifications, user needs, or technical requirements.
+- **[Supplemental]** Contribute expertise to develop medical maintenance standard operating procedures.
+- **[Core]** Compute power and space requirements for installing medical, dental, or related equipment and install units to manufacturers' specifications.
+- **[Supplemental]** Supervise or advise subordinate personnel.
+- **[Core]** Repair shop equipment, metal furniture, or hospital equipment, including welding broken parts or replacing missing parts, or bring item into local shop for major repairs.
+- **[Supplemental]** Make computations relating to load requirements of wiring or equipment, using algebraic expressions and standard formulas.
+- **[Supplemental]** Fabricate, dress down, or substitute parts or major new items to modify equipment to meet unique operational or research needs, working from job orders, sketches, modification orders, samples, or discussions with operating officials.
+
+## Detailed work activities
+
+- Adjust equipment to ensure optimal performance.
+- Advise others on issues related to repairs, installation, or equipment design.
+- Calculate requirements for equipment installation or repair projects.
+- Calibrate equipment to specifications.
+- Determine types of equipment, tools, or materials needed for jobs.
+- Disassemble equipment for maintenance or repair.
+- Fabricate parts or components.
+- Inspect mechanical equipment to locate damage, defects, or wear.
+- Install equipment attachments or components.
+- Install machine or equipment replacement parts.
+- Interpret blueprints, specifications, or diagrams to inform installation, development or operation activities.
+- Lubricate equipment to allow proper functioning.
+- Maintain repair or maintenance records.
+- Maintain work equipment or machinery.
+- Monitor work areas or procedures to ensure compliance with safety procedures.
+- Operate welding equipment.
+- Order materials, supplies, or equipment.
+- Plan work procedures.
+- Read technical information needed to perform maintenance or repairs.
+- Repair non-engine automotive or vehicle components.
+- Repair worn, damaged, or defective mechanical parts.
+- Solder parts or connections between parts.
+- Supervise employees.
+- Test mechanical equipment to ensure proper functioning.
+- Test mechanical systems to ensure proper functioning.
+- Train others in operational procedures.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,32 @@
+# Tools & technology — medical device engineer
+
+Source: O*NET 30.3, occupation 49-9062.00 (Medical Equipment Repairers) — manual nearest-occupation mapping via ISCO group 2152; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| Microsoft Excel | Spreadsheet software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Microsoft Outlook | Electronic mail software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Word | Word processing software | yes |
+| Salesforce software | Customer relationship management CRM software | yes |
+| SAP software | Enterprise resource planning ERP software | yes |
+| Computerized maintenance management system CMMS | Facilities management software |  |
+| FaceTime | Video conferencing software |  |
+| Inventory control system software | Inventory management software |  |
+| Medical equipment diagnostic software | Medical software |  |
+| Web browser software | Internet browser software |  |
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 7 ads, as of 2026-07-17)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Tools
+
+- CAD software — **29 %**
+- CAD tools — **14 %**
+- CREO — **14 %**
+
+<!-- market-evidence -->