feat: textile-technologist skill package v0.1.0

2026-08-14 16:49:52 +02:00
commit 0172c650ac
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
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+# Data provenance — textile-technologist
+
+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 — textile-technologist
+    "ESCO (occupation & competences)" : 49
+    "O*NET (tasks & tools)" : 87
+    "Job boards (market evidence)" : 40
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 162
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 49 | 14.3 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 87 | 25.4 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 40 | 11.7 % | 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 | 1.5 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 162 | 47.2 % | 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 +1,53 @@
+---
+name: textile-technologist
+description: "Occupational skill for the role 'textile technologist' (also: textile manufacturing department manager, analytical textile technologist, textile engineer, fabric technologist, textile technology officer). Use when the user asks for typical textile technologist work such as: typical textile technologist responsibilities"
+---
+
+# Textile Technologist
+
+Textile technologists are in charge of the optimisation of the textile manufacturing system management, both traditional and innovative. They develop and supervise the textile production system according to the quality system: processes of spinning, weaving, knitting, finishing namely dyeing, finishes, printing with appropriate methodologies of organisation, management and control and using emerging textile technologies.
+
+## 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)
+
+- braiding technology
+- check quality of products in textile production line
+- conduct quality control analysis
+- conduct textile testing operations
+- control systems
+- control textile process
+- convert textile fibres into sliver
+- develop specifications of technical textiles
+- distinguish accessories
+- dyeing technology
+- fabric types
+- health and safety in the textile industry
+- knitting machine technology
+- manufacture braided products
+- metrology
+
+## Hot technologies
+
+- Autodesk AutoCAD
+- C
+- Dassault Systemes SolidWorks
+- Microsoft Access
+- Microsoft Excel
+- Microsoft Office software
+- Microsoft Outlook
+- Microsoft PowerPoint
+- Microsoft Project
+- Microsoft SharePoint
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/85acc7e9-1fac-4e91-962b-8b8031f39487), O*NET 30.3 (17-2112.03, manual nearest match). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,244 @@
+{
+  "name": "textile-technologist",
+  "title": "textile technologist",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/85acc7e9-1fac-4e91-962b-8b8031f39487",
+    "esco_code": "2141.11",
+    "isco_group": "2141",
+    "onet_soc": "17-2112.03",
+    "crosswalk_match": "manual nearest via ISCO 2141 (Manufacturing Engineers)"
+  },
+  "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": 30,
+    "skills_optional": 18,
+    "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
+      },
+      "AgriciDaniel/claude-blog": {
+        "repo": "https://github.com/AgriciDaniel/claude-blog",
+        "commit": "49842ea",
+        "license": "MIT",
+        "skills": 2
+      },
+      "infrasity-labs/dev-gtm-claude-skills": {
+        "repo": "https://github.com/infrasity-labs/dev-gtm-claude-skills",
+        "commit": "02cfefb",
+        "license": "MIT",
+        "skills": 4
+      },
+      "secondsky/claude-skills": {
+        "repo": "https://github.com/secondsky/claude-skills",
+        "commit": "c4889f6",
+        "license": "MIT",
+        "skills": 1
+      },
+      "bitwize-music-studio/claude-ai-music-skills": {
+        "repo": "https://github.com/bitwize-music-studio/claude-ai-music-skills",
+        "commit": "96446de",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "K-Dense-AI/claude-scientific-skills": {
+        "repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 5
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 6
+      },
+      "K-Dense-AI/scientific-agent-skills": {
+        "repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 5
+      },
+      "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
+      },
+      "nWave-ai/nWave": {
+        "repo": "https://github.com/nWave-ai/nWave",
+        "commit": "1d0f13c",
+        "license": "MIT",
+        "skills": 4
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 10
+      },
+      "AgriciDaniel/claude-seo": {
+        "repo": "https://github.com/AgriciDaniel/claude-seo",
+        "commit": "6cf1ea9",
+        "license": "MIT",
+        "skills": 2
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 2
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 8
+      },
+      "nexscope-ai/eCommerce-Skills": {
+        "repo": "https://github.com/nexscope-ai/eCommerce-Skills",
+        "commit": "56f3288",
+        "license": "MIT",
+        "skills": 1
+      },
+      "pedrohcgs/claude-code-my-workflow": {
+        "repo": "https://github.com/pedrohcgs/claude-code-my-workflow",
+        "commit": "be53c12",
+        "license": "MIT",
+        "skills": 1
+      },
+      "rampstackco/claude-skills": {
+        "repo": "https://github.com/rampstackco/claude-skills",
+        "commit": "bc6d961",
+        "license": "MIT",
+        "skills": 1
+      },
+      "zebbern/claude-code-guide": {
+        "repo": "https://github.com/zebbern/claude-code-guide",
+        "commit": "d2c5280",
+        "license": "MIT",
+        "skills": 2
+      },
+      "glittercowboy/taches-cc-resources": {
+        "repo": "https://github.com/glittercowboy/taches-cc-resources",
+        "commit": "1757615",
+        "license": "MIT",
+        "skills": 1
+      },
+      "giuseppe-trisciuoglio/developer-kit": {
+        "repo": "https://github.com/giuseppe-trisciuoglio/developer-kit",
+        "commit": "306f428",
+        "license": "MIT",
+        "skills": 1
+      },
+      "SnailSploit/Claude-Red": {
+        "repo": "https://github.com/SnailSploit/Claude-Red",
+        "commit": "aeb41ec",
+        "license": "MIT",
+        "skills": 1
+      },
+      "0xwilliamortiz/claude-red": {
+        "repo": "https://github.com/0xwilliamortiz/claude-red",
+        "commit": "ad8436b",
+        "license": "MIT",
+        "skills": 1
+      },
+      "ferdinandobons/startup-skill": {
+        "repo": "https://github.com/ferdinandobons/startup-skill",
+        "commit": "a5f97c3",
+        "license": "MIT",
+        "skills": 1
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "sanjay3290/ai-skills": {
+        "repo": "https://github.com/sanjay3290/ai-skills",
+        "commit": "3619692",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "dotnet/skills": {
+        "repo": "https://github.com/dotnet/skills",
+        "commit": "79a2ada",
+        "license": "MIT",
+        "skills": 1
+      },
+      "claude-world/director-mode-lite": {
+        "repo": "https://github.com/claude-world/director-mode-lite",
+        "commit": "9d0c333",
+        "license": "MIT",
+        "skills": 1
+      },
+      "basicmachines-co/basic-memory": {
+        "repo": "https://github.com/basicmachines-co/basic-memory",
+        "commit": "53da71c",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "elementalsouls/Claude-BugHunter": {
+        "repo": "https://github.com/elementalsouls/Claude-BugHunter",
+        "commit": "05098fc",
+        "license": "MIT",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 78,
+      "adjacent": 2
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 49,
+      "onet": 87,
+      "jobads": 40,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 162,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 14.3,
+      "onet": 25.4,
+      "jobads": 11.7,
+      "wiki_ai": 0.0,
+      "anthropic": 1.5,
+      "ai_skills": 47.2,
+      "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 +1,330 @@
+# External AI agent skills — textile-technologist
+
+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 |
+|---|---|---|---|
+| `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) |
+| `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) |
+
+## Source: 0xwilliamortiz/claude-red
+
+- Repository: [https://github.com/0xwilliamortiz/claude-red](https://github.com/0xwilliamortiz/claude-red) (commit `ad8436b`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `offensive-mobile` | core | Mobile (Android + iOS) application penetration testing methodology. Covers static analysis (apktool/jadx for Android, class-dump/Hopper/IDA for iOS), dynamic instrumentation with Frida and Objection, SSL pinning bypass strategies, … | [source](https://github.com/0xwilliamortiz/claude-red/tree/ad8436b/Skills/mobile/offensive-mobile) |
+
+## 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) |
+| `root-cause-analyzer` | core | Systematic root cause identification skill with 5 Whys, fishbone diagrams, fault tree analysis, and hypothesis testing | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/operations/skills/root-cause-analyzer) |
+| `research-first-dev` | core | Research-first development methodology that investigates existing solutions, brainstorms alternatives, and evaluates trade-offs before any implementation begins. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/everything-claude-code/skills/research-first-dev) |
+| `A/B Test Statistical Analyzer` | core | Performs statistical analysis for A/B testing experiments | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/data-engineering-analytics/skills/ab-test-statistical-analyzer) |
+| `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) |
+| `statistical-testing` | core | Apply statistical hypothesis testing, significance analysis, A/B test evaluation, and distribution comparisons for data science workflows. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/data-science-ml/skills/statistical-testing) |
+| `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) |
+
+## 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) |
+
+## 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) |
+| `seo-local` | core | Local SEO analysis covering Google Business Profile optimization, NAP consistency, citation health, review signals, local schema markup, location page quality, multi-location SEO, and industry-specific recommendations. Detects business … | [source](https://github.com/AgriciDaniel/claude-seo/tree/6cf1ea9/skills/seo-local) |
+
+## 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: bitwize-music-studio/claude-ai-music-skills
+
+- Repository: [https://github.com/bitwize-music-studio/claude-ai-music-skills](https://github.com/bitwize-music-studio/claude-ai-music-skills) (commit `96446de`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `researchers-verifier` | core | Performs quality control, citation validation, and fact-checking before human review. Use after research is complete to verify all sources and claims before production. | [source](https://github.com/bitwize-music-studio/claude-ai-music-skills/tree/96446de/skills/researchers-verifier) |
+
+## Source: brycewang-stanford/Auto-Empirical-Research-Skills
+
+- Repository: [https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills) (commit `85bf545`, retrieved 2026-07-14)
+- License: CC-BY-4.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `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) |
+| `review-julia` | core | Run the Julia code review protocol on Julia scripts. Checks code quality, type stability, parallel computing patterns, and scientific computing standards. Produces a report without editing files. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/14-luischanci-claude-code-research-starter/dot-claude/skills/review-julia) |
+| `automated-review-guide` | core | AI-assisted peer review tools, workflows, and quality standards | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/paper-review/automated-review-guide) |
+| `code-review-excellence` | core | This skill should be used when the user asks to review a diff or pull request, write review comments, audit code quality, establish review standards, or improve how a team performs code review. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/33-Galaxy-Dawn-claude-scholar/skills/code-review-excellence) |
+| `f5` | core | Humanization Quality Verifier - Ensures transformation integrity and quality Validates that humanization preserves meaning, citations, and academic standards Use when: after G6 transformation, before final export, for quality assurance … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/f5) |
+| `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) |
+| `hypothesis-testing-guide` | core | Statistical hypothesis testing, power analysis, and significance reporting | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/analysis/statistics/hypothesis-testing-guide) |
+| `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) |
+| `academic-paper` | core | Academic paper writing skill with 12-agent pipeline. v2.5: Style Calibration (learn author's writing voice from past papers) + Writing Quality Check (writing quality checklist for natural prose). Supports IMRaD, literature review, … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/24-Imbad0202-academic-research-skills/academic-paper) |
+| `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) |
+| `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) |
+| `review` | core | All quality reviews — routes to appropriate critics based on target file type and flags. Replaces /paper-excellence, /proofread, /econometrics-check, /review-r, /review-paper. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/16-hsantanna88-clo-author/dot-claude/skills/review) |
+
+## 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: davila7/claude-code-templates
+
+- Repository: [https://github.com/davila7/claude-code-templates](https://github.com/davila7/claude-code-templates) (commit `fa79251`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `scientific-critical-thinking` | core | Evaluate research rigor. Assess methodology, experimental design, statistical validity, biases, confounding, evidence quality (GRADE, Cochrane ROB), for critical analysis of scientific claims. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-critical-thinking) |
+| `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) |
+| `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) |
+| `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) |
+| `geniml` | core | This skill should be used when working with genomic interval data (BED files) for machine learning tasks. Use for training region embeddings (Region2Vec, BEDspace), single-cell ATAC-seq analysis (scEmbed), building consensus peaks … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/geniml) |
+| `Ethical Hacking Methodology` | core | This skill should be used when the user asks to "learn ethical hacking", "understand penetration testing lifecycle", "perform reconnaissance", "conduct security scanning", "exploit vulnerabilities", or "write penetration test reports". It … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/security/ethical-hacking-methodology) |
+| `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) |
+| `fda-database` | core | Query openFDA API for drugs, devices, adverse events, recalls, regulatory submissions (510k, PMA), substance identification (UNII), for FDA regulatory data analysis and safety research. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/fda-database) |
+| `qutip` | core | Quantum mechanics simulations and analysis using QuTiP (Quantum Toolbox in Python). Use when working with quantum systems including: (1) quantum states (kets, bras, density matrices), (2) quantum operators and gates, (3) time evolution and … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/qutip) |
+| `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) |
+
+## Source: dotnet/skills
+
+- Repository: [https://github.com/dotnet/skills](https://github.com/dotnet/skills) (commit `79a2ada`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `exp-mock-usage-analysis` | core | Audits .NET test mock usage by tracing each mock setup through the production code's execution path to find dead, unreachable, redundant, or replaceable mocks. Use when the user asks to audit mock usage, find unused or unnecessary mock … | [source](https://github.com/dotnet/skills/tree/79a2ada/plugins/dotnet-experimental/skills/exp-mock-usage-analysis) |
+
+## Source: elementalsouls/Claude-BugHunter
+
+- Repository: [https://github.com/elementalsouls/Claude-BugHunter](https://github.com/elementalsouls/Claude-BugHunter) (commit `05098fc`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `osint-methodology` | core | Comprehensive OSINT methodology for external red-team operations and authorized attack-surface assessments. Covers the 5-stage recon pipeline (seed discovery, asset expansion, enrichment, exposure analysis, reporting), asset-graph … | [source](https://github.com/elementalsouls/Claude-BugHunter/tree/05098fc/skills/osint-methodology) |
+
+## Source: ferdinandobons/startup-skill
+
+- Repository: [https://github.com/ferdinandobons/startup-skill](https://github.com/ferdinandobons/startup-skill) (commit `a5f97c3`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `startup-design` | core | Design, validate, and plan a startup from scratch. Covers market research, competitive analysis, business model, brand identity, product definition, financial projections, and validation experiments. Trigger when the user has a startup … | [source](https://github.com/ferdinandobons/startup-skill/tree/a5f97c3/startup-design) |
+
+## Source: foryourhealth111-pixel/Vibe-Skills
+
+- Repository: [https://github.com/foryourhealth111-pixel/Vibe-Skills](https://github.com/foryourhealth111-pixel/Vibe-Skills) (commit `34429a8`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `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-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) |
+| `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) |
+| `visualization-best-practices` | core | Review chart choice, labeling, accessibility, and storytelling quality for existing visualizations. Use as an explicit/manual helper for critique and cleanup, not as the main owner for scientific figure production or general chart … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/visualization-best-practices) |
+| `geomaster` | core | Comprehensive geospatial science skill covering remote sensing, GIS, spatial analysis, machine learning for earth observation, and 30+ scientific domains. Supports satellite imagery processing (Sentinel, Landsat, MODIS, SAR, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/geomaster) |
+
+## Source: giuseppe-trisciuoglio/developer-kit
+
+- Repository: [https://github.com/giuseppe-trisciuoglio/developer-kit](https://github.com/giuseppe-trisciuoglio/developer-kit) (commit `306f428`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory-md-management` | core | Provides comprehensive memory file management capabilities including auditing, quality assessment, and targeted improvements for files such as CLAUDE.md. Use when user asks to check, audit, update, improve, fix, maintain, or validate … | [source](https://github.com/giuseppe-trisciuoglio/developer-kit/tree/306f428/plugins/developer-kit-core/skills/memory-md-management) |
+
+## Source: glittercowboy/taches-cc-resources
+
+- Repository: [https://github.com/glittercowboy/taches-cc-resources](https://github.com/glittercowboy/taches-cc-resources) (commit `1757615`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `debug-like-expert` | core | Deep analysis debugging mode for complex issues. Activates methodical investigation protocol with evidence gathering, hypothesis testing, and rigorous verification. Use when standard troubleshooting fails or when issues require systematic … | [source](https://github.com/glittercowboy/taches-cc-resources/tree/1757615/skills/debug-like-expert) |
+
+## Source: 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) |
+| `seo-local` | core | Local SEO analysis covering Google Business Profile optimization, NAP consistency, citation health, review signals, local schema markup, location page quality, multi-location SEO, and industry-specific recommendations. Detects business … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/seo-local) |
+
+## 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 |
+|---|---|---|---|
+| `perplexity-observability` | core | Set up monitoring for Perplexity Sonar API with latency, cost, citation quality, and error tracking. Use when implementing monitoring dashboards, setting up alerts, or tracking Perplexity API health in production. Trigger with phrases like … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/perplexity-pack/skills/perplexity-observability) |
+| `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) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+| `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) |
+| `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) |
+| `geomaster` | core | Comprehensive geospatial science skill covering remote sensing, GIS, spatial analysis, machine learning for earth observation, and 30+ scientific domains. Supports satellite imagery processing (Sentinel, Landsat, MODIS, SAR, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/geomaster) |
+| `hypogenic` | core | Automated LLM-driven hypothesis generation and testing on tabular datasets. Use when you want to systematically explore hypotheses about patterns in empirical data (e.g., deception detection, content analysis). Combines literature insights … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/hypogenic) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+| `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) |
+| `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) |
+| `geomaster` | core | Comprehensive geospatial science skill covering remote sensing, GIS, spatial analysis, machine learning for earth observation, and 30+ scientific domains. Supports satellite imagery processing (Sentinel, Landsat, MODIS, SAR, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/geomaster) |
+| `hypogenic` | core | Automated LLM-driven hypothesis generation and testing on tabular datasets. Use when you want to systematically explore hypotheses about patterns in empirical data (e.g., deception detection, content analysis). Combines literature insights … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/hypogenic) |
+
+## 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) |
+
+## Source: nexscope-ai/eCommerce-Skills
+
+- Repository: [https://github.com/nexscope-ai/eCommerce-Skills](https://github.com/nexscope-ai/eCommerce-Skills) (commit `56f3288`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `tiktok-shop-content-strategy` | core | TikTok Shop content creation strategy and planning. Trending formats, viral hooks, product showcasing, hashtag strategy, and content calendar development. Use when the user asks about TikTok content strategy, viral content creation, TikTok … | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/tiktok-shop-content-strategy) |
+
+## 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-research-methodology` | core | Research output templates, distillation workflow, and quality standards for evidence-driven research | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-research-methodology) |
+| `nw-production-readiness` | core | Monitoring, observability, operational procedures, CI/CD lessons learned, and quality gate definitions. Load when assessing production readiness or validating operational excellence. | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-production-readiness) |
+| `nw-stress-analysis` | core | Advanced architecture stress analysis methodology for designing systems that survive unknown stresses. Load when --residuality flag is used or when designing high-uncertainty, mission-critical systems. | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-stress-analysis) |
+
+## Source: pedrohcgs/claude-code-my-workflow
+
+- Repository: [https://github.com/pedrohcgs/claude-code-my-workflow](https://github.com/pedrohcgs/claude-code-my-workflow) (commit `be53c12`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `coauthor-brief` | core | Generate a co-author / collaborator handoff brief for a multi-author, multi-machine project — summarizing what changed since the last brief (git delta), the current state of each artifact (manuscript, analysis, slides), open questions, how … | [source](https://github.com/pedrohcgs/claude-code-my-workflow/tree/be53c12/.claude/skills/coauthor-brief) |
+
+## Source: rampstackco/claude-skills
+
+- Repository: [https://github.com/rampstackco/claude-skills](https://github.com/rampstackco/claude-skills) (commit `bc6d961`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `cro-optimization` | core | Run conversion rate optimization through hypothesis-driven testing including audit, hypothesis generation, test design, statistical analysis, and rollout decisions. Use this skill whenever the user wants to optimize conversion, run A/B … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/cro-optimization) |
+
+## Source: 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: SnailSploit/Claude-Red
+
+- Repository: [https://github.com/SnailSploit/Claude-Red](https://github.com/SnailSploit/Claude-Red) (commit `aeb41ec`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `offensive-mobile` | core | Mobile (Android + iOS) application penetration testing methodology. Covers static analysis (apktool/jadx for Android, class-dump/Hopper/IDA for iOS), dynamic instrumentation with Frida and Objection, SSL pinning bypass strategies, … | [source](https://github.com/SnailSploit/Claude-Red/tree/aeb41ec/Skills/mobile/offensive-mobile) |
+
+## Source: zebbern/claude-code-guide
+
+- Repository: [https://github.com/zebbern/claude-code-guide](https://github.com/zebbern/claude-code-guide) (commit `d2c5280`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `regression-modeler` | core | Run regression analysis (OLS or logistic) on uploaded CSV/Excel data, generating coefficients, R², p-values, VIF, and plain-language interpretation. Triggered by requests for regression modeling, fitting data, testing significance, … | [source](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/regression-modeler) |
+| `ethical-hacking-methodology` | core | This skill should be used when the user asks to "learn ethical hacking", "understand penetration testing lifecycle", "perform reconnaissance", "conduct security scanning", "exploit vulnerabilities", or "write penetration test reports". It … | [source](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/ethical-hacking-methodology) |
--- a/references/berufsbild-de.md
+++ b/references/berufsbild-de.md
@@ -0,0 +1,90 @@
+# Berufsbild (Deutschland) — Ingenieur/in - Textiltechnik
+
+> **Quelle:** BERUFENET, Bundesagentur für Arbeit — Beruf-ID 58739,
+> KldB 2010: B 28104 · 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/58739
+
+## Aufgaben und Tätigkeiten kompakt
+
+Textilingenieure und -ingenieurinnen übernehmen als leitende Instanz technische und organisatorische Aufgaben in Betrieben der Textilindustrie, Textilmaschinenherstellung, Textilchemie oder Lederindustrie. Dabei können sie ihren Schwerpunkt u.a. auf die Fertigung, Qualitätssicherung oder auf den kaufmännischen Bereich legen. Sie erstellen Fertigungsunterlagen, betreuen Produktionsanlagen, planen den Mitarbeitereinsatz, überwachen Fertigungsprozesse und kontrollieren die Qualität. Dafür achten sie auf Umweltschutzbestimmungen, etwa bei der Abwasserentsorgung und dem Umgang mit Chemikalien wie Farben oder Imprägniermitteln. Sie können bei der Entwicklung von z.B. innovativen Materialien mitwirken oder im Marketing- und Kundenvertrieb arbeiten.
+
+## Tätigkeitsbezeichnungen
+
+Ingenieur/in - Textiltechnik
+
+Auch übliche Berufsbezeichnung/SynonymTextilingenieur/in
+
+Abweichende Berufsbezeichnungen der ehemaligen DDRDiplom Ingenieur (Uni)/ Diplom Ingenieurin (Uni) - Fachrichtung Chemiefasertechnologie
+
+Diplom Ingenieur (Uni)/Diplom Ingenieurin (Uni) - Fachrichtung Textil- und Konfektionstechnik
+
+Diplom Ingenieur (Uni)/ Diplom Ingenieurin (Uni) - Fachrichtung Textiltechnologie
+
+Berufsbezeichnung in französischer SpracheIngénieur/Ingénieure - textile
+
+## Die Tätigkeit im Überblick
+
+Textilingenieure und -ingenieurinnen planen, leiten und überwachen die Fertigung in der Textilindustrie. Sie konzipieren neue Fertigungsverfahren und wirken bei der Entwicklung neuer Materialien mit.
+
+## Trends
+
+Leasing von kollaborativen Robotern (Cobots)Spezialisierte Roboter, die eng mit Menschen in Industrie und Handwerk zusammenarbeiten. Sie sind mit Sensoren und Steuerungssystemen ausgestattet, wodurch sie menschliche Aktionen erkennen und darauf reagieren können.
+" name="Collaborative Robots (Cobots)">Kollaborative Roboter (Cobots) unterstützen Fachkräfte in der Industrie und verbessern durch Automatisierung sowohl die Produktionsgeschwindigkeit als auch die Qualität. Ihre Anschaffung kann jedoch hohe Kosten verursachen, besonders für kleine und mittlere Unternehmen (KMU). Leasing-Modelle schaffen hier Abhilfe, da sie die Einstiegskosten senken und den Zugang zur Technologie erleichtern. Immer mehr Anbieter reagieren mit entsprechenden Angeboten auf das wachsende Interesse. Führungskräfte in der Industrie prüfen daher zunehmend die Optionen für Cobot-Leasing.
+Fashion on DemandMit Fashion on Demand (Mode auf Anfrage) stimmen Modeunternehmen Angebot und Nachfrage präzise aufeinander ab. Bei Fashion on Demand wird Mode erst nach dem Verkauf produziert. Ein automatisierter Produktionsablauf steuert Design, Materialeingang, Zuschnitt und Näherei auftragsbasiert. Die genau benötigte Stückzahl wird flexibel, zeitlich überschaubar und ressourcenschonend produziert. Neue Maßschneidertechnologien erfassen und visualisieren Körpermaße automatisch und leiten die Daten direkt an die Fertigung. So kann die hohe Retourenquote im Onlinehandel gesenkt werden. Fach- und Führungskräfte aus der Mode- und Textilbranche werden sich mit diesen neuen Produktionsmöglichkeiten auseinandersetzen.
+Nachhaltige Mode, nachhaltige TextilienIn der Bekleidungsbranche steigt die Nachfrage nach Produkten, die umweltfreundlich und nachhaltig produziert werden. Hersteller reagieren darauf mit innovativen Materialien wie recyceltem Kunststoff, regenerativen Textilien oder Naturfasern aus Kaffee, Pilzen oder Algen. Führungskräfte der Textilindustrie setzen auf neue Rohstoffe und effizientere Verfahren wie z.B. Ultraschalltechnologie zur Reduktion von Chemikalien, Wasser und Energie. Im Design und Handel geht es darum, Kollektionen stärker an Kundenwünsche anzupassen.
+3-D-Druck in der TextilerzeugungDer Auch: Additive Fertigung, Rapid Prototyping. Herstellungsverfahren, bei dem durch das schichtweise Ablagern von Material ein Objekt aufgebaut wird. Es kommt vor allem bei der Herstellung von Prototypen und Modellen oder Werkstücken mit geringer Stückzahl zum Einsatz. Die Vorlage wird meist mit CAD-
+
+## Aufgaben und Tätigkeiten (Beschreibung)
+
+Worum geht es?Textilingenieure und Textilingenieurinnen planen, leiten und überwachen die Fertigung in den unterschiedlichen Sparten der Textilindustrie, konzipieren neue Fertigungsverfahren und wirken bei der Entwicklung neuer Materialien mit.
+Entwicklung und KonstruktionSie wirken mit bei der Entwicklung bzw. Optimierung von Materialien und von Hilfsmitteln für die Verarbeitung oder Ausrüstung von Textilien oder Leder. Auch an der Erschließung neuer Einsatzmöglichkeiten für ihre Erzeugnisse sind sie beteiligt, sei es als Bestandteil von ultraleichten Faserverbundwerkstoffen, als funktionale Textilien wie Medizintextilien und Smart Textiles oder als Komponenten für den Fahrzeugbau, hier z.B. in Kombinationen aus Textilien, Leder und Kunststoffen. Neue Werkstoffe und Produkte erfordern oft neue bzw. optimierte Fertigungsverfahren und -einrichtungen. Textilingenieure und -ingenieurinnen konstruieren die entsprechenden Maschinen und Anlagen bzw. Vorrichtungen entsprechend der geänderten Anforderungen bzw. nach Kundenangaben mithilfe von 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-Anwendungen und planen bzw. leiten die Herstellung von Bauteilen, die Montage und die Inbetriebnahme der Anlagen. Einzel- bzw. Spezialbauteile werden dabei zunehmend auch im additiven Fertigungsverfahren (3-D-Druck) hergestellt. 
+Fertigung und QualitätssicherungIm Bereich Fertigung planen, organisieren, steuern und überwachen Textilingenieure und -ingenieurinnen die Abeitsabläufe. Sie erstellen Fertigungsunterlagen, legen Arbeitsschritte fest, organisieren die termingerechte Materialbereitstellung, planen den Mitarbeitereinsatz und sorgen dafür, dass die Fertigungseinrichtungen einwandfrei funktionieren. Darüber hinaus überwachen sie die Einhaltung der Arbeitssicherheitsbestimmungen und der Umweltschutzvorschriften. Sie sorgen z.B. für den verantwortungsbewussten Umgang mit Chemikalien, für die Reinigung von Abwässern und Abluft, die vorschriftsmäßige Entsorgung von Abfällen, die Eindämmung von Lärm oder die Senkung des Energie- und Rohstoffverbrauchs.
+ Im Bereich Qualitätssicherung wirken sie mit an der Erarbeitung, Festlegung und Umsetzung von Qualitätsstandards und sorgen dafür, dass in allen Stadien der Fertigung Qualitätskontrollen durchgeführt werden. 
+Weitere EinsatzmöglichkeitenText
+
+## Aufgaben und Tätigkeiten im Einzelnen
+
+Entwicklung und Konstruktionan der Entwicklung bzw. Optimierung von Faserstoffen, Hilfsmitteln, Maschinen und Prozessen mitwirken, Ideen für neue Produkte und zur Produktverbesserung entwickeln
+
+neue bzw. verbesserte Eigenschaftsprofile und Funktionen von Textilien und Leder erforschen und entwickeln 
+
+bestehende Fertigungsverfahren unter technischen und wirtschaftlichen Aspekten analysieren, neue Herstellungsverfahren erproben
+
+Maschinen, Anlagen bzw. Maschinenbauteile konstruieren, die Herstellung organisieren und überwachen
+
+die Montage und Inbetriebnahme neuer Fertigungseinrichtungen leiten, ggf. Bedienpersonal einweisen
+
+Fertigung, Qualitätssicherung Fertigungsabläufe bei der Herstellung und Verarbeitung planen, organisieren, steuern, überwachen und leiten
+
+Planungsunterlagen und Arbeitsanweisungen erarbeiten
+
+für Betriebsbereitschaft und rationellen Einsatz der Fertigungseinrichtungen sorgen, Mitarbeitereinsatz planen 
+
+die Einhaltung von Umweltschutzrichtlinien und -vorschriften überwachen, z.B. hinsichtlich der Behandlung von Abwässern und Abfällen sowie beim Umgang mit Chemikalien
+
+bei der Festlegung von Qualitätsstandards mitwirken, Qualitätsvorschriften erstellen
+
+Qualitätskontrollen durchführen bzw. veranlassen
+
+Organisation Produktionsstätten im In- und Ausland betreuen
+
+ bei der Planung neuer Produktionsstätten mitwirken
+
+Kaufmännische Aufgabenneue Lieferquellen erschließen, über Auftragsvergabe entscheiden
+
+bei Vertragsgestaltungen mitwirken, die Einhaltung von Lieferterminen und -bedingungen überwachen
+
+den Markt beobachten: Trendschauen und Messen besuchen, einschlägige Fachzeitschriften auswerten, Verbraucherwünsche und -bedürfnisse ermitteln, Marktlücken erkennen
+
+Verkauf und Kundendienst bei Angeboten und technischen Problemen unterstützen
+
+Kundschaft beraten, Verkaufsverhandlungen führen, Verträge abschließen
+
+Wissenschaftliche 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 +1,67 @@
+# Market evidence report — textile-technologist
+
+Source: **14 real job ads** (JSearch API, countries: gb 13, us 1), extracted into the MSSQL evidence store; as of 2026-07-20.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 12 | 86 % |
+| junior | 2 | 14 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | quality control | 5 | 36 % |
+| 2 | data analysis | 3 | 21 % |
+| 3 | fabric testing | 3 | 21 % |
+| 4 | product development | 3 | 21 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | issue resolution | 4 | 29 % |
+
+## Regional breakdown
+
+> **Corpus note:** 14 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** — 1 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+### UK (gb)
+
+**Insufficient evidence** — 13 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 |
+|---|---|
+| Textile Technologist | 8 |
+| Textile Engineer | 2 |
+| Fabric Technologist | 1 |
+| Global Raw Materials Developer, Yarn Technologist | 1 |
+| Industrial Engineer/Textile Engineer | 1 |
+| Junior Fabric Technologist | 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 +1,21 @@
+# Occupation profile — textile technologist
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/85acc7e9-1fac-4e91-962b-8b8031f39487
+- **ESCO code:** 2141.11
+- **ISCO-08 group:** 2141 — Industrial and production engineers
+
+## Description (ESCO)
+
+Textile technologists are in charge of the optimisation of the textile manufacturing system management, both traditional and innovative. They develop and supervise the textile production system according to the quality system: processes of spinning, weaving, knitting, finishing namely dyeing, finishes, printing with appropriate methodologies of organisation, management and control and using emerging textile technologies.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- textile manufacturing department manager
+- analytical textile technologist
+- textile engineer
+- fabric technologist
+- textile technology officer
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,94 @@
+# Competences — textile technologist
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/85acc7e9-1fac-4e91-962b-8b8031f39487).
+
+## Essential
+
+- **braiding technology** (knowledge)
+- **check quality of products in textile production line** (skill/competence)
+- **conduct quality control analysis** (skill/competence)
+- **conduct textile testing operations** (skill/competence)
+- **control systems** (knowledge)
+- **control textile process** (skill/competence)
+- **convert textile fibres into sliver** (skill/competence)
+- **develop specifications of technical textiles** (skill/competence)
+- **distinguish accessories** (skill/competence)
+- **dyeing technology** (knowledge)
+- **fabric types** (knowledge)
+- **health and safety in the textile industry** (knowledge)
+- **knitting machine technology** (knowledge)
+- **manufacture braided products** (skill/competence)
+- **metrology** (knowledge)
+- **oversee yarn characterisation** (skill/competence)
+- **properties of textile materials** (knowledge)
+- **quality standards** (knowledge)
+- **research and development in textiles** (knowledge)
+- **seek innovation in current practices** (skill/competence)
+- **set-up weft knitting machines** (skill/competence)
+- **staple spinning machine technology** (knowledge)
+- **textile finishing technology** (knowledge)
+- **textile printing technology** (knowledge)
+- **textile technologies** (knowledge)
+- **tufting technology** (knowledge)
+- **types of textile fibres** (knowledge)
+- **use sustainable materials and components** (skill/competence)
+- **use textile technique for hand-made products** (skill/competence)
+- **use weaving machine technologies** (skill/competence)
+
+## Optional
+
+- covert slivers into thread (skill/competence)
+- design weft knitted fabrics (skill/competence)
+- draw sketches to develop textile articles (skill/competence)
+- finish processing of man-made fibres (skill/competence)
+- manufacture knitted textiles (skill/competence)
+- manufacture man-made fibres (skill/competence)
+- manufacture non-woven filament products (skill/competence)
+- manufacture nonwoven staple products (skill/competence)
+- manufacture staple yarns (skill/competence)
+- manufacture texturised filament yarns (skill/competence)
+- manufacture woven fabrics (skill/competence)
+- perform data analysis (skill/competence)
+- plan the web forming techniques for non-woven (skill/competence)
+- tend textile dyeing machines (skill/competence)
+- tend textile printing machines (skill/competence)
+- test physical properties of textiles (skill/competence)
+- use textile finishing machine technologies (skill/competence)
+- use warp preparation technologies (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 14 ads, as of 2026-07-20)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- quality control — **36 %**
+- product development — **21 %**
+- data analysis — **21 %**
+- fabric testing — **21 %**
+- contract administration — **14 %**
+- fabric construction — **14 %**
+- risk assessment — **14 %**
+- textile development — **14 %**
+- textile technology — **14 %**
+- weave drafting — **14 %**
+- material sourcing — **14 %**
+- problem solving — **14 %**
+
+### Methods
+
+- continuous improvement — **14 %**
+
+### Responsibilities
+
+- issue resolution — **29 %**
+- compliance assurance — **14 %**
+- data verification — **14 %**
+- product research — **14 %**
+- product testing — **14 %**
+- quality assurance support — **14 %**
+- material sourcing — **14 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,61 @@
+# Tasks & work activities — textile technologist
+
+Source: O*NET 30.3, occupation 17-2112.03 (Manufacturing Engineers) — manual nearest-occupation mapping via ISCO group 2141; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+## Task statements
+
+- **[Core]** Apply continuous improvement methods, such as lean manufacturing, to enhance manufacturing quality, reliability, or cost-effectiveness.
+- **[Core]** Design layout of equipment or workspaces to achieve maximum efficiency.
+- **[Core]** Communicate manufacturing capabilities, production schedules, or other information to facilitate production processes.
+- **[Core]** Design, install, or troubleshoot manufacturing equipment.
+- **[Core]** Estimate costs, production times, or staffing requirements for new designs.
+- **[Core]** Evaluate manufactured products according to specifications and quality standards.
+- **[Core]** Investigate or resolve operational problems, such as material use variances or bottlenecks.
+- **[Core]** Prepare documentation for new manufacturing processes or engineering procedures.
+- **[Core]** Purchase equipment, materials, or parts.
+- **[Core]** Review product designs for manufacturability or completeness.
+- **[Core]** Troubleshoot new or existing product problems involving designs, materials, or processes.
+- **[Core]** Prepare reports summarizing information or trends related to manufacturing performance.
+- **[Core]** Provide technical expertise or support related to manufacturing.
+- **[Core]** Read current literature, talk with colleagues, participate in educational programs, attend meetings or workshops, or participate in professional organizations or conferences to keep abreast of developments in the manufacturing field.
+- **[Core]** Supervise technicians, technologists, analysts, administrative staff, or other engineers.
+- **[Core]** Train production personnel in new or existing methods.
+- **[Core]** Analyze the financial impacts of sustainable manufacturing processes or sustainable product manufacturing.
+- **[Core]** Develop sustainable manufacturing technologies to reduce greenhouse gas emissions, minimize raw material use, replace toxic materials with non-toxic materials, replace non-renewable materials with renewable materials, or reduce waste.
+- **[Core]** Evaluate current or proposed manufacturing processes or practices for environmental sustainability, considering factors such as greenhouse gas emissions, air pollution, water pollution, energy use, or waste creation.
+- **[Supplemental]** Redesign packaging for manufactured products to minimize raw material use or waste.
+- **[Core]** Identify opportunities or implement changes to improve manufacturing processes or products or to reduce costs, using knowledge of fabrication processes, tooling and production equipment, assembly methods, quality control standards, or product design, materials and parts.
+- **[Core]** Incorporate new manufacturing methods or processes to improve existing operations.
+- **[Core]** Determine root causes of failures or recommend changes in designs, tolerances, or processing methods, using statistical procedures.
+- **[Core]** Design tests of finished products or process capabilities to establish standards or validate process requirements.
+
+## Detailed work activities
+
+- Analyze costs and benefits of proposed designs or projects.
+- Analyze operational data to evaluate operations, processes or products.
+- Assess product or process usefulness.
+- Confer with technical personnel to prepare designs or operational plans.
+- Create graphical representations of industrial production systems.
+- Design industrial equipment.
+- Design industrial processing systems.
+- Determine causes of operational problems or failures.
+- Determine operational methods.
+- Develop operational methods or processes that use green materials or emphasize sustainability.
+- Develop technical methods or processes.
+- Devise research or testing protocols.
+- Estimate operational costs.
+- Estimate technical or resource requirements for development or production projects.
+- Estimate time requirements for development or production projects.
+- Evaluate designs or specifications to ensure quality.
+- Implement design or process improvements.
+- Install production equipment or systems.
+- Investigate the environmental impact of projects.
+- Prepare operational reports.
+- Prepare procedural documents.
+- Provide technical guidance to other personnel.
+- Purchase materials, equipment, or other resources.
+- Recommend technical design or process changes to improve efficiency, quality, or performance.
+- Resolve operational performance problems.
+- Supervise production or support personnel.
+- Train personnel on proper operational procedures.
+- Update technical knowledge.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,52 @@
+# Tools & technology — textile technologist
+
+Source: O*NET 30.3, occupation 17-2112.03 (Manufacturing Engineers) — manual nearest-occupation mapping via ISCO group 2141; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| Autodesk AutoCAD | Computer aided design CAD software | yes |
+| C | Development environment software | yes |
+| Dassault Systemes SolidWorks | Computer aided design CAD software | yes |
+| Microsoft Access | Data base user interface and query software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Microsoft Outlook | Electronic mail software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Project | Project management software | yes |
+| Microsoft SharePoint | Document management software | yes |
+| Microsoft Visio | Process mapping and design software | yes |
+| Microsoft Visual Basic | Development environment software | yes |
+| Microsoft Word | Word processing software | yes |
+| R | Object or component oriented development software | yes |
+| SAP software | Enterprise resource planning ERP software | yes |
+| The MathWorks MATLAB | Analytical or scientific software | yes |
+| CNC Mastercam | Computer aided manufacturing CAM software |  |
+| Computer numerical control CNC software | Industrial control software |  |
+| Dassault Systemes CATIA | Computer aided design CAD software |  |
+| Eko | Desktop communications software |  |
+| FileMaker Pro | Data base user interface and query software |  |
+| Geometric CAMWorks | Computer aided manufacturing CAM software |  |
+| IBM Notes | Electronic mail software |  |
+| Microsoft Exchange | Electronic mail software |  |
+| Microsoft Internet Explorer | Internet browser software |  |
+| Minitab | Analytical or scientific software |  |
+| National Instruments LabVIEW | Development environment software |  |
+| Product lifecycle management PLM software | Enterprise resource planning ERP software |  |
+| Programmable logic controller PLC software | Industrial control software |  |
+| PTC Creo Parametric | Computer aided design CAD software |  |
+| Siemens NX | Computer aided manufacturing CAM software |  |
+| SolidWorks Enterprise PDM | Project management software |  |
+| Supervisory control and data acquisition SCADA software | Industrial control software |  |
+| Web browser software | Internet browser software |  |
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 14 ads, as of 2026-07-20)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Tools
+
+- Microsoft Excel — **14 %**
+
+<!-- market-evidence -->