feat: aerospace-engineer skill package v0.1.0

2026-08-14 16:52:08 +02:00
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
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+# Data provenance — aerospace-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 — aerospace-engineer
+    "ESCO (occupation & competences)" : 48
+    "O*NET (tasks & tools)" : 67
+    "Job boards (market evidence)" : 83
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 147
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 48 | 13.7 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 67 | 19.1 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 83 | 23.7 % | references/market.md (full report) + "Market evidence" headline sections |
+| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ |
+| Anthropic official Claude skills | 5 | 1.4 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 147 | 42.0 % | references/ai-skills.md (per-source attribution inside) |
+| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) |
+
+Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) ·
+job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content
+paraphrased with source URLs — never copied · external AI skills are
+linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md).
--- a/SKILL.md
+++ b/SKILL.md
@@ -0,0 +1,61 @@
+---
+name: aerospace-engineer
+description: "Occupational skill for the role 'aerospace engineer' (also: aerospace design engineer, aerostructures engineer, missile designer, missile design specialist, aerospace engineering expert, aeronautical engineer). Use when the user asks for typical aerospace engineer work such as: Inspect, diagnose, maintain, and operate test setups and equipment to detect malfunctions.; Record and interpret test data on parts, assemblies, and mechanisms.; Confer with engineering personnel regarding details and implications of test procedures and results."
+---
+
+# Aerospace Engineer
+
+Aerospace engineers develop, test and oversee the manufacture of flight vehicles such as aircrafts, missiles, and spacecrafts. The field of engineering they are active in, can be divided into two branches: aeronautical engineering and astronautical engineering.
+
+## Core workflow
+
+1. Inspect, diagnose, maintain, and operate test setups and equipment to detect malfunctions.
+2. Record and interpret test data on parts, assemblies, and mechanisms.
+3. Confer with engineering personnel regarding details and implications of test procedures and results.
+4. Adjust, repair, or replace faulty components of test setups and equipment.
+5. Identify required data, data acquisition plans, and test parameters, setting up equipment to conform to these specifications.
+6. Operate and calibrate computer systems and devices to comply with test requirements and to perform data acquisition and analysis.
+7. Test aircraft systems under simulated operational conditions, performing systems readiness tests and pre- and post-operational checkouts, to establish design or fabrication parameters.
+8. Fabricate and install parts and systems to be tested in test equipment, using hand tools, power tools, and test instruments.
+
+## 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
+- aerospace engineering
+- aircraft mechanics
+- approve engineering design
+- assess financial viability
+- computer simulation
+- engineering principles
+- engineering processes
+- ensure aircraft compliance with regulation
+- execute feasibility study
+- industrial engineering
+- manufacturing processes
+- perform scientific research
+- production processes
+- quality standards
+
+## Hot technologies
+
+- Autodesk AutoCAD
+- Dassault Systemes SolidWorks
+- Apache Hadoop
+- Microsoft Access
+- Microsoft SQL Server
+- Oracle Database
+- Structured query language SQL
+- Microsoft SharePoint
+- Microsoft Outlook
+- Extensible markup language XML
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/d7e663b2-f042-47d8-9fda-b5b8ba30ca04), O*NET 30.3 (17-3021.00). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,214 @@
+{
+  "name": "aerospace-engineer",
+  "title": "aerospace engineer",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/d7e663b2-f042-47d8-9fda-b5b8ba30ca04",
+    "esco_code": "2144.1.1",
+    "isco_group": "2144",
+    "onet_soc": "17-3021.00",
+    "crosswalk_match": "closeMatch"
+  },
+  "sources": [
+    {
+      "name": "ESCO",
+      "version": "1.2.1",
+      "url": "https://esco.ec.europa.eu/"
+    },
+    {
+      "name": "O*NET",
+      "version": "30.3",
+      "url": "https://www.onetcenter.org/",
+      "license": "CC BY 4.0"
+    }
+  ],
+  "attribution": "This package includes information from the O*NET Database (v30.3) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), CC BY 4.0. skillfactor is not endorsed by USDOL/ETA. ESCO data (v1.2.1) (c) European Union, used per the ESCO download conditions: https://esco.ec.europa.eu/en/use-esco/download",
+  "counts": {
+    "tasks": 11,
+    "dwas": 15,
+    "skills_essential": 19,
+    "skills_optional": 28,
+    "software": 40
+  },
+  "enrichment_ai_skills": {
+    "generated": "2026-07-14",
+    "method": "deterministic mapping (ISCO prefix + title/competence keywords)",
+    "sources": {
+      "anthropics/skills": {
+        "repo": "https://github.com/anthropics/skills",
+        "commit": "f6656c1",
+        "license": "Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available \u2014 see the LICENSE.txt in the upstream skill folder",
+        "skills": 2
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 12
+      },
+      "K-Dense-AI/claude-scientific-skills": {
+        "repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 6
+      },
+      "K-Dense-AI/scientific-agent-skills": {
+        "repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 6
+      },
+      "hypnguyen1209/offensive-claude": {
+        "repo": "https://github.com/hypnguyen1209/offensive-claude",
+        "commit": "4d62be7",
+        "license": "MIT",
+        "skills": 1
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 8
+      },
+      "brycewang-stanford/Auto-Empirical-Research-Skills": {
+        "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
+        "commit": "85bf545",
+        "license": "CC-BY-4.0",
+        "skills": 11
+      },
+      "code-yeongyu/oh-my-openagent": {
+        "repo": "https://github.com/code-yeongyu/oh-my-openagent",
+        "commit": "b19f652",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "ferdinandobons/startup-skill": {
+        "repo": "https://github.com/ferdinandobons/startup-skill",
+        "commit": "a5f97c3",
+        "license": "MIT",
+        "skills": 1
+      },
+      "AgriciDaniel/claude-ads": {
+        "repo": "https://github.com/AgriciDaniel/claude-ads",
+        "commit": "669c760",
+        "license": "MIT",
+        "skills": 1
+      },
+      "HeshamFS/materials-simulation-skills": {
+        "repo": "https://github.com/HeshamFS/materials-simulation-skills",
+        "commit": "fa1ce8d",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 7
+      },
+      "AgriciDaniel/claude-blog": {
+        "repo": "https://github.com/AgriciDaniel/claude-blog",
+        "commit": "49842ea",
+        "license": "MIT",
+        "skills": 3
+      },
+      "infrasity-labs/dev-gtm-claude-skills": {
+        "repo": "https://github.com/infrasity-labs/dev-gtm-claude-skills",
+        "commit": "02cfefb",
+        "license": "MIT",
+        "skills": 4
+      },
+      "rampstackco/claude-skills": {
+        "repo": "https://github.com/rampstackco/claude-skills",
+        "commit": "bc6d961",
+        "license": "MIT",
+        "skills": 3
+      },
+      "sanjay3290/ai-skills": {
+        "repo": "https://github.com/sanjay3290/ai-skills",
+        "commit": "3619692",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "basicmachines-co/basic-memory": {
+        "repo": "https://github.com/basicmachines-co/basic-memory",
+        "commit": "53da71c",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "nWave-ai/nWave": {
+        "repo": "https://github.com/nWave-ai/nWave",
+        "commit": "1d0f13c",
+        "license": "MIT",
+        "skills": 3
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 2
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 2
+      },
+      "AgriciDaniel/claude-seo": {
+        "repo": "https://github.com/AgriciDaniel/claude-seo",
+        "commit": "6cf1ea9",
+        "license": "MIT",
+        "skills": 1
+      },
+      "wanshuiyin/Auto-claude-code-research-in-sleep": {
+        "repo": "https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep",
+        "commit": "eb5c9d7",
+        "license": "MIT",
+        "skills": 1
+      },
+      "claude-world/director-mode-lite": {
+        "repo": "https://github.com/claude-world/director-mode-lite",
+        "commit": "9d0c333",
+        "license": "MIT",
+        "skills": 1
+      },
+      "secondsky/claude-skills": {
+        "repo": "https://github.com/secondsky/claude-skills",
+        "commit": "c4889f6",
+        "license": "MIT",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 78,
+      "adjacent": 2
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 48,
+      "onet": 67,
+      "jobads": 83,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 147,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 13.7,
+      "onet": 19.1,
+      "jobads": 23.7,
+      "wiki_ai": 0.0,
+      "anthropic": 1.4,
+      "ai_skills": 42.0,
+      "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 +1,290 @@
+# External AI agent skills — aerospace-engineer
+
+Proven, publicly available AI agent skills mapped to this occupation.
+Nothing is copied from the sources: every entry is a name, a one-line
+summary and a link to the upstream skill package. Each section names
+its source repository, commit, license and retrieval date.
+
+**Tiers:** `core` = the skill directly exercises a top market hard
+skill, tool or method (from gated job-ad evidence) or an essential
+ESCO competence of this occupation; `adjacent` =
+plausibly useful, secondary. Entries are capped at 12 per source
+and 80 in total per occupation (core first,
+strongest matches survive); everything beyond the caps is excluded
+and logged in the pipeline audit trail, not in this package.
+
+_Matched deterministically (ISCO group + title/competence keywords,
+tiered against market evidence + ESCO essentials) by
+`pipeline/p5_enrich_ai_skills.py` on 2026-07-14._
+
+## Source: anthropics/skills
+
+- Repository: [https://github.com/anthropics/skills](https://github.com/anthropics/skills) (commit `f6656c1`, retrieved 2026-07-14)
+- License: Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available — see the LICENSE.txt in the upstream skill folder
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `docx` | adjacent | Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files) or Word templates (.dotx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', '.dotx', or requests to … | [source](https://github.com/anthropics/skills/tree/main/skills/docx) |
+| `pdf` | adjacent | Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating … | [source](https://github.com/anthropics/skills/tree/main/skills/pdf) |
+
+## Source: a5c-ai/babysitter
+
+- Repository: [https://github.com/a5c-ai/babysitter](https://github.com/a5c-ai/babysitter) (commit `44a5d58b`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `quantitative-methods` | core | Design and execute statistical analyses including regression modeling, hypothesis testing, power analysis, and robustness checks using R, Stata, SPSS, or Python | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/social-sciences/skills/quantitative-methods) |
+| `simulation-experiment-designer` | core | Simulation experimental design skill for efficient scenario analysis and optimization. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/industrial-engineering/skills/simulation-experiment-designer) |
+| `A/B Test Design` | core | Statistical experiment design and analysis capabilities for product experimentation | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/product-management/skills/ab-test-design) |
+| `doe-designer` | core | Design of Experiments planning and analysis skill for factorial and response surface experiments. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/industrial-engineering/skills/doe-designer) |
+| `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) |
+| `accreditation-tracer-simulation` | core | Simulate Joint Commission tracer methodology to assess compliance with accreditation standards across patient care processes and support systems | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/healthcare/skills/accreditation-tracer-simulation) |
+| `failure-analysis` | core | Systematic failure analysis methodology for mechanical component failures | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/mechanical-engineering/skills/failure-analysis) |
+
+## Source: AgriciDaniel/claude-ads
+
+- Repository: [https://github.com/AgriciDaniel/claude-ads](https://github.com/AgriciDaniel/claude-ads) (commit `669c760`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ads-test` | core | Design and evaluate paid-ad experiments with hypotheses, randomization units, sample-size and duration assumptions, guardrails, platform experiment tools, analysis, and decision rules. Use for A/B test, split test, experiment design, … | [source](https://github.com/AgriciDaniel/claude-ads/tree/669c760/skills/ads-test) |
+
+## Source: AgriciDaniel/claude-blog
+
+- Repository: [https://github.com/AgriciDaniel/claude-blog](https://github.com/AgriciDaniel/claude-blog) (commit `49842ea`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `blog-strategy` | core | Blog strategy development including topic cluster architecture with hub-and-spoke design, audience mapping, competitive landscape analysis, AI citation surface strategy across ChatGPT/Perplexity/AI Overviews, distribution channel planning … | [source](https://github.com/AgriciDaniel/claude-blog/tree/49842ea/skills/blog-strategy) |
+| `blog-audit` | core | Full-site blog health assessment scanning all blog files for quality scores, orphan pages, topic cannibalization, stale content, and AI citation readiness. Spawns parallel subagents for comprehensive analysis. Produces per-post scores and … | [source](https://github.com/AgriciDaniel/claude-blog/tree/49842ea/skills/blog-audit) |
+| `blog-analyze` | core | Audit and score blog posts on a 5-category 100-point scoring system covering content quality, SEO optimization, E-E-A-T signals, technical elements, and AI citation readiness. Includes AI content detection (burstiness, phrase flagging, … | [source](https://github.com/AgriciDaniel/claude-blog/tree/49842ea/skills/blog-analyze) |
+
+## Source: AgriciDaniel/claude-seo
+
+- Repository: [https://github.com/AgriciDaniel/claude-seo](https://github.com/AgriciDaniel/claude-seo) (commit `6cf1ea9`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `seo-content` | core | Content quality and E-E-A-T analysis with AI citation readiness assessment. Use when user says "content quality", "E-E-A-T", "content analysis", "readability check", "thin content", or "content audit". | [source](https://github.com/AgriciDaniel/claude-seo/tree/6cf1ea9/skills/seo-content) |
+
+## Source: basicmachines-co/basic-memory
+
+- Repository: [https://github.com/basicmachines-co/basic-memory](https://github.com/basicmachines-co/basic-memory) (commit `53da71c`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory-literary-analysis` | core | Analyze a complete literary work into a structured Basic Memory knowledge graph. Covers schema design, entity seeding, chapter-by-chapter processing, cross-referencing, validation, and visualization. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-literary-analysis) |
+
+## Source: brycewang-stanford/Auto-Empirical-Research-Skills
+
+- Repository: [https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills) (commit `85bf545`, retrieved 2026-07-14)
+- License: CC-BY-4.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `law-skills` | core | 9 legal research skills. Trigger: legal research, case law analysis, regulatory compliance. Design: legal databases, citation networks, and judicial analytics tools. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/law) |
+| `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) |
+| `metadata-skills` | core | 24 metadata & bibliometrics skills. Trigger: DOI resolution, citation metrics, author disambiguation, bibliometrics. Design: metadata APIs and bibliometric analysis tools for scholarly records. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/literature/metadata) |
+| `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) |
+| `automation-skills` | core | 10 research automation skills. Trigger: automating experiments, tracking results, reproducible pipelines. Design: ML experiment management, workflow orchestration, and lab automation tools. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/automation) |
+| `psychology-research-guide` | core | Psychological research methods, experimental design, and analysis | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/social-science/psychology-research-guide) |
+| `statistics-skills` | core | 10 statistical analysis skills. Trigger: statistical tests, Bayesian analysis, hypothesis testing, sampling. Design: method guides covering assumptions, code, and result interpretation. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/analysis/statistics) |
+| `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) |
+| `econ-audit` | core | Audit economic analysis outputs (fiscal briefings, macro briefings, market research, longlists, and other quantitative economic documents) against methodology standards, academic literature, and common errors. Runs structured checks across … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/58-charlescoverdale-econstack/econ-audit) |
+| `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) |
+
+## Source: claude-world/director-mode-lite
+
+- Repository: [https://github.com/claude-world/director-mode-lite](https://github.com/claude-world/director-mode-lite) (commit `9d0c333`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `handoff-gemini` | core | Delegate long-context analysis, research, and large-document summarization to Google Gemini CLI (1M-token context) via non-interactive `gemini -p`, preserving Claude context. Use when the user says 'use gemini'/'hand off to gemini' or a … | [source](https://github.com/claude-world/director-mode-lite/tree/9d0c333/skills/handoff-gemini) |
+
+## Source: code-yeongyu/oh-my-openagent
+
+- Repository: [https://github.com/code-yeongyu/oh-my-openagent](https://github.com/code-yeongyu/oh-my-openagent) (commit `b19f652`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `debugging` | core | MUST USE for any real runtime debugging across ANY language or binary — crashes, silent failures, wrong responses, stuck processes, memory leaks, async misbehavior, unexplained timing, reverse engineering. Runs a hypothesis-driven loop: … | [source](https://github.com/code-yeongyu/oh-my-openagent/tree/b19f652/packages/shared-skills/skills/debugging) |
+
+## Source: davila7/claude-code-templates
+
+- Repository: [https://github.com/davila7/claude-code-templates](https://github.com/davila7/claude-code-templates) (commit `fa79251`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `cobrapy` | core | Constraint-based metabolic modeling (COBRA). FBA, FVA, gene knockouts, flux sampling, SBML models, for systems biology and metabolic engineering analysis. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/cobrapy) |
+| `pymoo` | core | Multi-objective optimization framework. NSGA-II, NSGA-III, MOEA/D, Pareto fronts, constraint handling, benchmarks (ZDT, DTLZ), for engineering design and optimization problems. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/pymoo) |
+| `scientific-critical-thinking` | core | Evaluate research rigor. Assess methodology, experimental design, statistical validity, biases, confounding, evidence quality (GRADE, Cochrane ROB), for critical analysis of scientific claims. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-critical-thinking) |
+| `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) |
+| `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) |
+| `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) |
+| `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) |
+| `reactome-database` | core | Query Reactome REST API for pathway analysis, enrichment, gene-pathway mapping, disease pathways, molecular interactions, expression analysis, for systems biology studies. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/reactome-database) |
+| `Excel Analysis` | core | Analyze Excel spreadsheets, create pivot tables, generate charts, and perform data analysis. Use when analyzing Excel files, spreadsheets, tabular data, or .xlsx files. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/excel-analysis) |
+| `bioservices` | core | Primary Python tool for 40+ bioinformatics services. Preferred for multi-database workflows: UniProt, KEGG, ChEMBL, PubChem, Reactome, QuickGO. Unified API for queries, ID mapping, pathway analysis. For direct REST control, use individual … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/bioservices) |
+| `fda-database` | core | Query openFDA API for drugs, devices, adverse events, recalls, regulatory submissions (510k, PMA), substance identification (UNII), for FDA regulatory data analysis and safety research. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/fda-database) |
+| `neuropixels-analysis` | core | Neuropixels neural recording analysis. Load SpikeGLX/OpenEphys data, preprocess, motion correction, Kilosort4 spike sorting, quality metrics, Allen/IBL curation, AI-assisted visual analysis, for Neuropixels 1.0/2.0 extracellular … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/neuropixels-analysis) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+| `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) |
+| `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) |
+| `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) |
+| `exploratory-data-analysis` | core | Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/exploratory-data-analysis) |
+| `scientific-data-preprocessing` | core | ⚠️ CRITICAL USER EXPERIENCE-BASED SKILL - ALWAYS CONSULT BEFORE DATA PREPROCESSING ⚠️ Prevents catastrophic errors (88.9% error rate in V1.0 case study) through multi-level feature analysis, data leakage detection, and semantic validation. … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-data-preprocessing) |
+| `markdown-mermaid-writing` | core | Comprehensive markdown and Mermaid diagram writing skill that establishes text-based diagrams as the DEFAULT documentation standard. Use this skill when creating ANY scientific document, report, analysis, or visualization — it ensures all … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/markdown-mermaid-writing) |
+| `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) |
+
+## Source: HeshamFS/materials-simulation-skills
+
+- Repository: [https://github.com/HeshamFS/materials-simulation-skills](https://github.com/HeshamFS/materials-simulation-skills) (commit `fa1ce8d`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `parameter-optimization` | core | Explore and optimize simulation parameters via design of experiments (DOE), sensitivity analysis, and optimizer selection — generate Latin Hypercube, quasi-random, or factorial sample plans, rank parameter influence with sensitivity … | [source](https://github.com/HeshamFS/materials-simulation-skills/tree/fa1ce8d/skills/simulation-workflow/parameter-optimization) |
+
+## Source: hypnguyen1209/offensive-claude
+
+- Repository: [https://github.com/hypnguyen1209/offensive-claude](https://github.com/hypnguyen1209/offensive-claude) (commit `4d62be7`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `malware-analysis` | core | Use when reverse-engineering or detecting malware — static triage + capa/YARA-X, emulation/DBI/.NET unpacking, dynamic/fileless/Volatility 3 memory analysis, C2 config extraction (Cobalt Strike/CAPE), C2 traffic detection (JA4+, beaconing) | [source](https://github.com/hypnguyen1209/offensive-claude/tree/4d62be7/skills/malware-analysis) |
+
+## Source: infrasity-labs/dev-gtm-claude-skills
+
+- Repository: [https://github.com/infrasity-labs/dev-gtm-claude-skills](https://github.com/infrasity-labs/dev-gtm-claude-skills) (commit `02cfefb`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `blog-strategy` | core | Blog strategy development including topic cluster architecture with hub-and-spoke design, audience mapping, competitive landscape analysis, AI citation surface strategy across ChatGPT/Perplexity/AI Overviews, distribution channel planning … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/blog-strategy) |
+| `blog-audit` | core | Full-site blog health assessment scanning all blog files for quality scores, orphan pages, topic cannibalization, stale content, and AI citation readiness. Spawns parallel subagents for comprehensive analysis. Produces per-post scores and … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/blog-audit) |
+| `seo-content` | core | Content quality and E-E-A-T analysis with AI citation readiness assessment. Use when user says "content quality", "E-E-A-T", "content analysis", "readability check", "thin content", or "content audit". | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/seo-content) |
+| `blog-analyze` | core | Audit and score blog posts on a 5-category 100-point scoring system covering content quality, SEO optimization, E-E-A-T signals, technical elements, and AI citation readiness. Includes AI content detection (burstiness, phrase flagging, … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/blog-analyze) |
+
+## 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 |
+|---|---|---|---|
+| `excel-variance-analyzer` | core | Analyze budget vs actual variances in Excel with drill-down and root cause analysis. Use when performing variance analysis or explaining budget differences. Trigger with phrases like ''excel variance'', ''analyze budget variance'', … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/business-tools/excel-analyst-pro/skills/excel-variance-analyzer) |
+| `excel-lbo-modeler` | core | Build leveraged buyout (LBO) models in Excel with debt schedules and IRR analysis. Use when structuring LBO transactions or analyzing PE returns. Trigger with phrases like ''excel lbo'', ''build lbo model'', ''calculate pe returns''.  | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/business-tools/excel-analyst-pro/skills/excel-lbo-modeler) |
+
+## Source: K-Dense-AI/claude-scientific-skills
+
+- Repository: [https://github.com/K-Dense-AI/claude-scientific-skills](https://github.com/K-Dense-AI/claude-scientific-skills) (commit `4d97e29`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `hugging-science` | core | Use when the user is doing AI/ML work in a scientific domain such as biology, chemistry, physics, astronomy, climate, genomics, materials, medicine, ecology, energy, engineering, math, drug discovery, protein design, weather modeling, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/hugging-science) |
+| `scientific-critical-thinking` | core | Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-critical-thinking) |
+| `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) |
+| `markdown-mermaid-writing` | core | Comprehensive markdown and Mermaid diagram writing skill. Use when creating any scientific document, report, analysis, or visualization. Establishes text-based diagrams as the default documentation standard with full style guides (markdown … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/markdown-mermaid-writing) |
+| `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) |
+
+## Source: K-Dense-AI/scientific-agent-skills
+
+- Repository: [https://github.com/K-Dense-AI/scientific-agent-skills](https://github.com/K-Dense-AI/scientific-agent-skills) (commit `4d97e29`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `hugging-science` | core | Use when the user is doing AI/ML work in a scientific domain such as biology, chemistry, physics, astronomy, climate, genomics, materials, medicine, ecology, energy, engineering, math, drug discovery, protein design, weather modeling, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/hugging-science) |
+| `scientific-critical-thinking` | core | Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-critical-thinking) |
+| `scholar-evaluation` | core | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scholar-evaluation) |
+| `exploratory-data-analysis` | core | Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/exploratory-data-analysis) |
+| `markdown-mermaid-writing` | core | Comprehensive markdown and Mermaid diagram writing skill. Use when creating any scientific document, report, analysis, or visualization. Establishes text-based diagrams as the default documentation standard with full style guides (markdown … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/markdown-mermaid-writing) |
+| `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) |
+
+## 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: nWave-ai/nWave
+
+- Repository: [https://github.com/nWave-ai/nWave](https://github.com/nWave-ai/nWave) (commit `1d0f13c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `nw-interviewing-techniques` | core | Mom Test questioning toolkit, JTBD analysis, interview conduct, assumption testing framework, and hypothesis design | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-interviewing-techniques) |
+| `nw-stress-analysis` | core | Advanced architecture stress analysis methodology for designing systems that survive unknown stresses. Load when --residuality flag is used or when designing high-uncertainty, mission-critical systems. | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-stress-analysis) |
+| `nw-jtbd-analysis` | core | JTBD methodology for extracting real jobs behind feature requests — job statements, abstraction layers, first-principles extraction, ODI outcome statements, and opportunity scoring | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-jtbd-analysis) |
+
+## Source: rampstackco/claude-skills
+
+- Repository: [https://github.com/rampstackco/claude-skills](https://github.com/rampstackco/claude-skills) (commit `bc6d961`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `cro-optimization` | core | Run conversion rate optimization through hypothesis-driven testing including audit, hypothesis generation, test design, statistical analysis, and rollout decisions. Use this skill whenever the user wants to optimize conversion, run A/B … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/cro-optimization) |
+| `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) |
+| `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: 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: secondsky/claude-skills
+
+- Repository: [https://github.com/secondsky/claude-skills](https://github.com/secondsky/claude-skills) (commit `c4889f6`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `recommendation-system` | core | Deploy production recommendation systems with feature stores, caching, A/B testing. Use for personalization APIs, low latency serving, or encountering cache invalidation, experiment tracking, quality monitoring issues. | [source](https://github.com/secondsky/claude-skills/tree/c4889f6/plugins/recommendation-system/skills/recommendation-system) |
+
+## 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 +1,81 @@
+# Berufsbild (Deutschland) — Ingenieur/in - Luft- und Raumfahrttechnik
+
+> **Quelle:** BERUFENET, Bundesagentur für Arbeit — Beruf-ID 58729,
+> KldB 2010: B 25234 · 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/58729
+
+## Aufgaben und Tätigkeiten kompakt
+
+Ingenieure und Ingenieurinnen der Luft- und Raumfahrttechnik können in unterschiedlichen Bereichen tätig sein, z.B. in der Industrie, bei Fluggesellschaften, in der Raumfahrttechnik, bei Behörden oder als Gutachter/in. Sie entwickeln und konstruieren Geräte und einzelne Bauteile, z.B. Triebwerke, Raketenantriebe oder Satelliten. Daneben planen und organisieren sie je nach Bereich den Flugbetrieb, die Fertigung in der Industrie oder übernehmen Aufgaben im Management oder der Qualitätssicherung. Die Ingenieure und Ingenieurinnen erarbeiten auch Vorschriften und Richtlinien zur Verkehrssicherheit oder beurteilen z.B. Unfälle.
+
+## Tätigkeitsbezeichnungen
+
+Ingenieur/in - Luft- und Raumfahrttechnik
+
+Auch übliche Berufsbezeichnung/SynonymLuft- und Raumfahrtingenieur/in
+
+Berufsbezeichnungen in englischer SpracheAeronautical engineer (m/f)
+
+Aerospace engineer (m/f)
+
+Spacecraft systems engineer (m/f)
+
+Berufsbezeichnung in französischer SpracheIngénieur/Ingénieure - aéronautique
+
+## Die Tätigkeit im Überblick
+
+Ingenieure und Ingenieurinnen der Luft- und Raumfahrttechnik entwickeln und konstruieren Flugzeuge, Hubschrauber, Raumfahrzeuge und Satelliten, planen und überwachen deren Fertigung. Daneben arbeiten sie im Vertrieb, in der Instandhaltung, als technische Sachverständige oder erarbeiten Vorschriften und Richtlinien für die Flugsicherheit.
+
+## 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.
+Nachhaltigkeit in der LuftfahrtDie globalen CO2-Emissionen steigen. Flugzeughersteller und Forschungseinrichtungen arbeiten daher an klimafreundlicheren, leiseren und kosteneffizienten Lösungen für die Luftfahrt. Als besonders vielversprechend gilt klimaneutraler Wasserstoff - er treibt bereits Züge und Schiffe an. Für den Einsatz in Passagierflugzeugen sind jedoch neue Tank- und Sicherheitssysteme erforderlich. Fach- und Führungskräfte aus der Luftfahrtbranche werden sich mit dem Potenzial und den Anforderungen dieser Technologie auseinandersetzen.
+Digitale Flugzeugentwicklung und sensorgesteuerte WartungFlugzeuge und Triebwerke werden zunehmend virtuell entwickelt und getestet. Hierfür werden z.B. Digitale Repräsentation eines realen Objekts, etwa von Produktionslinien, Maschinen, Fahrzeugen, medizinischen Implantaten oder ganzen Städten und Fabriken. Digitale Zwillinge sind aus Daten und Algorithmen aufgebaut und können über Sensoren mit der realen Welt gekoppelt sein. Die ständige Übertragung von Realdaten ermöglicht eine Echtzeit-Simulation des Verhaltens des physischen Vorbilds.
+" name="Digitaler Zwilling">Digitale Zwillinge oder Computersysteme, die in elektronischen Geräten, Maschinen und Anlagen eingebaut sind und deren Funktionen zuverlässig steuern und überwachen. Motorsteuerungen, Herzschrittmacher oder Produktionsleitsysteme sind ohne eingebettete Systeme nicht denkbar.
+" name="Embedded Systems">Embedded Systems verwendet. Das verkürzt Entwicklungszeiten und reduziert die Kosten für aufwändige Testreihen. Am Computer werden alle physikalischen Eigenschaften, Funktionen und Umweltwirkungen simuliert. Dadurch sind die frühzeitige Optimierung und Korrektur von Konzepten möglich. In der Wartung überwachen hunderte Sensoren den Flugzeugkörper und die Triebwerke. Diese ermitteln Instandhaltungsbedarf bereits währ
+
+## Aufgaben und Tätigkeiten (Beschreibung)
+
+Worum geht es?Ingenieure und Ingenieurinnen der Luft- und Raumfahrttechnik entwickeln und konstruieren Flugzeuge, Hubschrauber, Raumfahrzeuge und Satelliten, planen und überwachen deren Fertigung. Daneben sind sie in Vertrieb und Instandhaltung oder als technische Sachverständige tätig oder erarbeiten Vorschriften und Richtlinien für die Flugsicherheit.
+Entwicklung und Forschung Ingenieure und Ingenieurinnen der Luft- und Raumfahrttechnik arbeiten bei der Entwicklung von Fluggeräten mit vernetzten technischen Systemen. Sie setzen für die Konstruktion von Flugzeugen, Hubschraubern, Raumsonden oder Satelliten 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-Programme ein. Stabilitätsberechnungen zeigen ihnen, ob das Fluggerät bei Störungen, etwa durch Windböen, ins Trudeln gerät. Dabei berücksichtigen sie Forschungsergebnisse und setzen IT- gestützte Simulationsprogramme ein, um die Bewegung und das Verhalten der Flugkörper in der Luft abzuschätzen. In zum Teil monatelangen Flugsimulationsverfahren werden verschiedene Gefahrenpotenziale durchgespielt, um mögliche Fehlerquellen auszuschließen. Ziel ist es, Flugkörper herzustellen, die auch bei extremen Wetterbedingungen, menschlichen Fehlbedienungen oder Systemausfällen sicher fliegbar bleiben. Zudem leiten sie Testflüge wobei sie sowohl im Flugzeug als auch auf dem Boden Messungen durchführen. Diese werten sie aus und erstellen Versuchsberichte.
+Ingenieure und Ingenieurinnen der Luft- und Raumfahrttechnik prüfen auch Bauteile wie Kamerasysteme oder Sensorerfassungssysteme, bevor z.B. ein Satellit in die Umlaufbahn geschossen wird. Zudem führen sie Berechnungen zu thermischen Beanspruchungen durch und wählen die Isolationsmaterialien aus, die die empfindliche Technik vor extremer Kälte oder anderen Einflüssen schützen. In der Entwicklungsabteilung eines Betriebes arbeiten sie im Team mit anderen Spezialisten aus technischen Nachbardisziplinen, aber auch mit wirtschaftlich orientierten Experten. Wenn sie Aufgaben in der Validierung übernehmen, bewerten sie Testergebnisse, Messdaten und Teststrategien für die Erprobung z.B. von neuen Triebwerken und anderen Bauteilen. Sie zeigen Auswirkungen von Termin-, Standard- und Qualitätsabweichungen auf und leiten ggf. entsprechende Gegenmaßnahmen ein. 
+Fertigung und WartungIn der Pr
+
+## Aufgaben und Tätigkeiten im Einzelnen
+
+Entwicklung und Fertigungin IT-gestützten Flugsimulatoren Flugverfahren analysieren; Testflüge leiten und auswerten
+
+Flugeigenschaften sowie Materialbelastungen von Fluggeräten während des Fluges ermitteln und berechnen
+
+statische Festigkeit und Steifigkeit von Flugzeugteilen unter Einsatz von 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 und CAD berechnen
+
+Arbeiten bei Struktur-, Ausrüstungs- und Ausstattungsmontage sowie Endmontage überwachen
+
+Wartung, Testläufe und QualitätssicherungVersuchsanlagen entwickeln, Versuchsreihen konzipieren, durchführen und auswerten
+
+Fluggeräte erproben und Betriebsparameter messen, Flugkörper in Windkanälen testen
+
+vorschriftsmäßige Instandhaltungsarbeiten an Fluggeräten durchführen und überwachen
+
+Qualitätssicherung und ggf. Zertifizierung von Komponenten und Systemen durchführen
+
+Organisation, Koordination und VertriebFertigungsabläufe unter Berücksichtigung terminlicher Vorgaben und vorhandener Maschinen- und Personalkapazitäten wirtschaftlich planen
+
+termingerechte Beschaffung der Roh-, Hilfs- und Betriebsstoffe, Halberzeugnisse, Maschinen, Ausrüstungen, Zubehör- und Ersatzteile
+
+beim Vertrieb von Flugzeugen mitwirken
+
+Gutachten und SicherheitGutachten erstellen, als Sachverständige/r bei der Erteilung von Prüferlaubnissen mitwirken
+
+im Aufgabengebiet Luftverkehrssicherheit des Luftfahrt-Bundesamtes mitarbeiten
+
+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 +1,114 @@
+# Market evidence report — aerospace-engineer
+
+Source: **65 real job ads** (JSearch API, countries: us 65), extracted into the MSSQL evidence store; as of 2026-07-08.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 38 | 58 % |
+| junior | 12 | 18 % |
+| senior | 10 | 15 % |
+| lead | 4 | 6 % |
+| n/a | 1 | 2 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | SolidWorks | 12 | 18 % |
+| 2 | Python | 9 | 14 % |
+| 3 | MATLAB | 8 | 12 % |
+| 4 | CATIA | 6 | 9 % |
+| 5 | NX | 5 | 8 % |
+| 6 | AutoCAD | 4 | 6 % |
+| 7 | Microsoft Excel | 4 | 6 % |
+| 8 | NASTRAN | 4 | 6 % |
+| 9 | 3DX | 3 | 5 % |
+| 10 | Abaqus | 3 | 5 % |
+| 11 | ANSYS | 3 | 5 % |
+| 12 | Catia V5 | 3 | 5 % |
+| 13 | CREO | 3 | 5 % |
+| 14 | Microsoft Word | 3 | 5 % |
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | structural analysis | 11 | 17 % |
+| 2 | aerospace engineering | 9 | 14 % |
+| 3 | systems engineering | 9 | 14 % |
+| 4 | data analysis | 7 | 11 % |
+| 5 | mechanical design | 7 | 11 % |
+| 6 | mechanical engineering | 6 | 9 % |
+| 7 | root cause analysis | 5 | 8 % |
+| 8 | system integration | 5 | 8 % |
+| 9 | thermodynamics | 5 | 8 % |
+| 10 | problem solving | 4 | 6 % |
+| 11 | requirements analysis | 4 | 6 % |
+| 12 | risk assessment | 4 | 6 % |
+| 13 | risk management | 4 | 6 % |
+| 14 | simulation | 4 | 6 % |
+| 15 | technical leadership | 4 | 6 % |
+| 16 | thermal analysis | 4 | 6 % |
+| 17 | aircraft design | 3 | 5 % |
+| 18 | fluid system design | 3 | 5 % |
+| 19 | requirements management | 3 | 5 % |
+| 20 | structural design | 3 | 5 % |
+| 21 | structural engineering | 3 | 5 % |
+| 22 | system analysis | 3 | 5 % |
+| 23 | technical documentation | 3 | 5 % |
+| 24 | testing | 3 | 5 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | continuous improvement | 5 | 8 % |
+| 2 | lean manufacturing | 3 | 5 % |
+| 3 | trade studies | 3 | 5 % |
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | process improvement | 4 | 6 % |
+| 2 | testing | 4 | 6 % |
+| 3 | data analysis | 3 | 5 % |
+| 4 | design | 3 | 5 % |
+| 5 | system integration | 3 | 5 % |
+| 6 | technical documentation | 3 | 5 % |
+
+## Job title variants in the market
+
+| Title | Ads |
+|---|---|
+| Aerospace Engineer | 4 |
+| Senior Aerospace Design Engineer | 2 |
+| Aeronautical Engineer (Wind Tunnel Operations) - Level 4 | 1 |
+| Aeronautical Engineer Sr - Level 3 | 1 |
+| Aeronautical Engineer Stf, Conceptual Design - Level 4 | 1 |
+| Aerospace Design Engineer | 1 |
+| Aerospace Design Engineer - Onsite or Remote | 1 |
+| Aerospace Design Engineer I/II - 081QE | 1 |
+| Aerospace Design Engineer: Test Systems & Fixtures (Hiring Immediately) | 1 |
+| Aerospace Engineer (AST, Flight Systems) | 1 |
+| Aerospace Engineer (Engineer I) | 1 |
+| AEROSPACE ENGINEER- DIRECT HIRE AUTHORITY | 1 |
+| Aerospace Engineer III | 1 |
+| Aerospace Engineer Intern - Summer 2026 | 1 |
+| Aerospace Engineer, AST, Safety & Mission Assurance | 1 |
+| Aerospace Mechanical Systems Design Engineer | 1 |
+| Aerospace Process Engineer | 1 |
+| Aerospace Quality Engineer | 1 |
+| Aerospace Structural Engineer | 1 |
+| Aerospace Systems Engineer I - Early Career (2026 Starts) | 1 |
+| Aerospace Systems Engineer III (Structures & Mechanisms) - Lunar Permanence | 1 |
+| Aerospace Systems Safety Engineer (Experienced, Senior, or Lead) | 1 |
+| Aerospace/Aeronautical Engineers | 1 |
+| Aerospace/Mechanical Engineer, F-15 Systems | 1 |
+| Aerostructures Design 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 +1,37 @@
+# Occupation profile — aerospace engineer
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/d7e663b2-f042-47d8-9fda-b5b8ba30ca04
+- **ESCO code:** 2144.1.1
+- **ISCO-08 group:** 2144 — Mechanical engineers
+- **O*NET-SOC:** 17-3021.00 — Aerospace Engineering and Operations Technologists and Technicians (match: closeMatch)
+
+## Description (ESCO)
+
+Aerospace engineers develop, test and oversee the manufacture of flight vehicles such as aircrafts, missiles, and spacecrafts. The field of engineering they are active in, can be divided into two branches: aeronautical engineering and astronautical engineering.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- aerospace design engineer
+- aerostructures engineer
+- missile designer
+- missile design specialist
+- aerospace engineering expert
+- aeronautical engineer
+- aerospace engineers
+- aerospace engineering specialist
+- aerospace test engineer
+- aerostructure engineer
+- vehicle system engineer
+- aerospace engineering adviser
+- avionics engineer
+- aerospace development engineer
+- aerospace weapons engineer
+- aerospace engineering consultant
+- aerospace project engineer
+- astronautical engineer
+- spacecraft engineer
+- missile design expert
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,56 @@
+# Competences — aerospace engineer
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/d7e663b2-f042-47d8-9fda-b5b8ba30ca04).
+
+## Essential
+
+- **adjust engineering designs** (skill/competence)
+- **aerospace engineering** (knowledge)
+- **aircraft mechanics** (knowledge)
+- **approve engineering design** (skill/competence)
+- **assess financial viability** (skill/competence)
+- **computer simulation** (knowledge)
+- **engineering principles** (knowledge)
+- **engineering processes** (knowledge)
+- **ensure aircraft compliance with regulation** (skill/competence)
+- **execute feasibility study** (skill/competence)
+- **industrial engineering** (knowledge)
+- **manufacturing processes** (knowledge)
+- **perform scientific research** (skill/competence)
+- **production processes** (knowledge)
+- **quality standards** (knowledge)
+- **safety engineering** (knowledge)
+- **technical drawings** (knowledge)
+- **troubleshoot** (skill/competence)
+- **use technical drawing software** (skill/competence)
+
+## Optional
+
+- aerodynamics (knowledge)
+- analyse production processes for improvement (skill/competence)
+- apply advanced manufacturing (skill/competence)
+- build a product's physical model (skill/competence)
+- CAE software (knowledge)
+- conduct performance tests (skill/competence)
+- control production (skill/competence)
+- create a product's virtual model (skill/competence)
+- defense system (knowledge)
+- design principles (knowledge)
+- design prototypes (skill/competence)
+- develop test procedures (skill/competence)
+- draft design specifications (skill/competence)
+- fluid mechanics (knowledge)
+- guidance, navigation and control (knowledge)
+- manage product testing (skill/competence)
+- material mechanics (knowledge)
+- mathematical modelling (knowledge)
+- mechanical engineering (knowledge)
+- oversee assembly operations (skill/competence)
+- plan test flights (skill/competence)
+- record test data (skill/competence)
+- state estimation (knowledge)
+- stealth technology (knowledge)
+- synthetic natural environment (knowledge)
+- unmanned air systems (knowledge)
+- use CAD software (skill/competence)
+- use CAM software (skill/competence)
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,35 @@
+# Tasks & work activities — aerospace engineer
+
+Source: O*NET 30.3, occupation 17-3021.00 (Aerospace Engineering and Operations Technologists and Technicians).
+
+## Task statements
+
+- **[Core]** Inspect, diagnose, maintain, and operate test setups and equipment to detect malfunctions.
+- **[Core]** Record and interpret test data on parts, assemblies, and mechanisms.
+- **[Core]** Confer with engineering personnel regarding details and implications of test procedures and results.
+- **[Core]** Adjust, repair, or replace faulty components of test setups and equipment.
+- **[Core]** Identify required data, data acquisition plans, and test parameters, setting up equipment to conform to these specifications.
+- **[Core]** Operate and calibrate computer systems and devices to comply with test requirements and to perform data acquisition and analysis.
+- **[Core]** Test aircraft systems under simulated operational conditions, performing systems readiness tests and pre- and post-operational checkouts, to establish design or fabrication parameters.
+- **[Core]** Fabricate and install parts and systems to be tested in test equipment, using hand tools, power tools, and test instruments.
+- **[Supplemental]** Construct and maintain test facilities for aircraft parts and systems, according to specifications.
+- **[Supplemental]** Finish vehicle instrumentation and deinstrumentation.
+- **[Supplemental]** Design electrical and mechanical systems for avionic instrumentation applications.
+
+## Detailed work activities
+
+- Assemble equipment or components.
+- Calibrate scientific or technical equipment.
+- Confer with technical personnel to prepare designs or operational plans.
+- Design electrical equipment or systems.
+- Document design or operational test results.
+- Document technical design details.
+- Estimate technical or resource requirements for development or production projects.
+- Fabricate devices or components.
+- Inspect equipment or systems.
+- Install production equipment or systems.
+- Interpret design or operational test results.
+- Maintain test equipment.
+- Operate computer systems.
+- Test performance of electrical, electronic, mechanical, or integrated systems or equipment.
+- Test quality of materials or finished products.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,46 @@
+# Tools & technology — aerospace engineer
+
+Source: O*NET 30.3 'Software Skills' for 17-3021.00.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| Autodesk AutoCAD | Computer aided design CAD software | yes |
+| Dassault Systemes SolidWorks | Computer aided design CAD software | yes |
+| Apache Hadoop | Data base management system software | yes |
+| Microsoft Access | Data base user interface and query software | yes |
+| Microsoft SQL Server | Data base user interface and query software | yes |
+| Oracle Database | Data base user interface and query software | yes |
+| Structured query language SQL | Data base user interface and query software | yes |
+| Microsoft SharePoint | Document management software | yes |
+| Microsoft Outlook | Electronic mail software | yes |
+| Extensible markup language XML | Enterprise application integration software | yes |
+| SAP software | Enterprise resource planning ERP software | yes |
+| C++ | Object or component oriented development software | yes |
+| Oracle Java | Object or component oriented development software | yes |
+| Python | Object or component oriented development software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Linux | Operating system software | yes |
+| Red Hat Enterprise Linux | Operating system software | yes |
+| UNIX | Operating system software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Visio | Process mapping and design software | yes |
+| JUnit | Program testing software | yes |
+| Selenium | Program testing software | yes |
+| Atlassian JIRA | Project management software | yes |
+| Microsoft Project | Project management software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| JavaScript | Web platform development software | yes |
+| Microsoft Word | Word processing software | yes |
+| Data acquisition software | Analytical or scientific software |  |
+| Vibration analysis software | Analytical or scientific software |  |
+| Dassault Systemes CATIA | Computer aided design CAD software |  |
+| National Instruments LabVIEW | Development environment software |  |
+| Graphical user interface GUI design software | Graphical user interface development software |  |
+| Computerized numerical control CNC software | Industrial control software |  |
+| Inventory software | Inventory management software |  |
+| Apache JMeter | Object or component oriented development software |  |
+| Job control language JCL | Operating system software |  |
+| Bugzilla | Program testing software |  |
+| Debugging software | Program testing software |  |
+| Hewlett Packard LoadRunner | Program testing software |  |
+| Customer information control system CICS | Transaction server software |  |