feat: precision-engineer skill package v0.1.0

2026-08-14 16:52:55 +02:00
commit 9cf8097758
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
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+# Data provenance — precision-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 — precision-engineer
+    "ESCO (occupation & competences)" : 38
+    "O*NET (tasks & tools)" : 153
+    "Job boards (market evidence)" : 46
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 159
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 38 | 9.5 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 153 | 38.2 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 46 | 11.5 % | 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 | 1.2 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 159 | 39.7 % | 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: precision-engineer
+description: "Occupational skill for the role 'precision engineer' (also: precision engineering expert, precision engineering specialist, precision engineering adviser, precision engineers, precision engineering consultant). Use when the user asks for typical precision engineer work such as: typical precision engineer responsibilities"
+---
+
+# Precision Engineer
+
+Precision engineers design processes, machines, fixtures and other equipment that have exceptionally low engineering tolerances, are repeatable and stable over time. They ensure prototypes are built and tested and make sure the designs meet system specifications and operational requirements.
+
+## 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)
+
+- calibrate precision instrument
+- define part requirements
+- define technical requirements
+- design microelectromechanical systems
+- design scientific equipment
+- engineering principles
+- engineering processes
+- interpret technical requirements
+- manage engineering project
+- perform scientific research
+- precision engineering
+- precision mechanics
+- project management
+- technical drawings
+- use technical drawing software
+
+## Hot technologies
+
+- Adobe Illustrator
+- Autodesk AutoCAD
+- Autodesk AutoCAD Civil 3D
+- Autodesk Revit
+- Bentley MicroStation
+- C
+- C++
+- Chef
+- Dassault Systemes SolidWorks
+- ESRI ArcGIS software
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/994fe880-dc26-4f0f-a3cd-500709b6a665), O*NET 30.3 (17-2141.00, manual nearest match). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,238 @@
+{
+  "name": "precision-engineer",
+  "title": "precision engineer",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/994fe880-dc26-4f0f-a3cd-500709b6a665",
+    "esco_code": "2144.1.18",
+    "isco_group": "2144",
+    "onet_soc": "17-2141.00",
+    "crosswalk_match": "manual nearest via ISCO 2144 (Mechanical 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": 15,
+    "skills_optional": 22,
+    "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
+      },
+      "K-Dense-AI/claude-scientific-skills": {
+        "repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 9
+      },
+      "K-Dense-AI/scientific-agent-skills": {
+        "repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 8
+      },
+      "rohitg00/skillkit": {
+        "repo": "https://github.com/rohitg00/skillkit",
+        "commit": "d2e5c34",
+        "license": "Apache-2.0",
+        "skills": 2
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 10
+      },
+      "AgriciDaniel/claude-ads": {
+        "repo": "https://github.com/AgriciDaniel/claude-ads",
+        "commit": "669c760",
+        "license": "MIT",
+        "skills": 1
+      },
+      "rampstackco/claude-skills": {
+        "repo": "https://github.com/rampstackco/claude-skills",
+        "commit": "bc6d961",
+        "license": "MIT",
+        "skills": 2
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 7
+      },
+      "brycewang-stanford/Auto-Empirical-Research-Skills": {
+        "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
+        "commit": "85bf545",
+        "license": "CC-BY-4.0",
+        "skills": 12
+      },
+      "nWave-ai/nWave": {
+        "repo": "https://github.com/nWave-ai/nWave",
+        "commit": "1d0f13c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "ferdinandobons/startup-skill": {
+        "repo": "https://github.com/ferdinandobons/startup-skill",
+        "commit": "a5f97c3",
+        "license": "MIT",
+        "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": 1
+      },
+      "infrasity-labs/dev-gtm-claude-skills": {
+        "repo": "https://github.com/infrasity-labs/dev-gtm-claude-skills",
+        "commit": "02cfefb",
+        "license": "MIT",
+        "skills": 2
+      },
+      "HeshamFS/materials-simulation-skills": {
+        "repo": "https://github.com/HeshamFS/materials-simulation-skills",
+        "commit": "fa1ce8d",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "nexu-io/open-design": {
+        "repo": "https://github.com/nexu-io/open-design",
+        "commit": "4b66023",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "indranilbanerjee/digital-marketing-pro": {
+        "repo": "https://github.com/indranilbanerjee/digital-marketing-pro",
+        "commit": "a3d119c",
+        "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
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 1
+      },
+      "alirezarezvani/claude-skills": {
+        "repo": "https://github.com/alirezarezvani/claude-skills",
+        "commit": "0241f43",
+        "license": "MIT",
+        "skills": 1
+      },
+      "hypnguyen1209/offensive-claude": {
+        "repo": "https://github.com/hypnguyen1209/offensive-claude",
+        "commit": "4d62be7",
+        "license": "MIT",
+        "skills": 1
+      },
+      "code-yeongyu/oh-my-openagent": {
+        "repo": "https://github.com/code-yeongyu/oh-my-openagent",
+        "commit": "b19f652",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "sanjay3290/ai-skills": {
+        "repo": "https://github.com/sanjay3290/ai-skills",
+        "commit": "3619692",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "wanshuiyin/Auto-claude-code-research-in-sleep": {
+        "repo": "https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep",
+        "commit": "eb5c9d7",
+        "license": "MIT",
+        "skills": 1
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 2
+      },
+      "ahacker-1/cre-agent-skills": {
+        "repo": "https://github.com/ahacker-1/cre-agent-skills",
+        "commit": "618734e",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "secondsky/claude-skills": {
+        "repo": "https://github.com/secondsky/claude-skills",
+        "commit": "c4889f6",
+        "license": "MIT",
+        "skills": 1
+      },
+      "rsmdt/the-startup": {
+        "repo": "https://github.com/rsmdt/the-startup",
+        "commit": "ff6a0be",
+        "license": "MIT",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 78,
+      "adjacent": 2
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 38,
+      "onet": 153,
+      "jobads": 46,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 159,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 9.5,
+      "onet": 38.2,
+      "jobads": 11.5,
+      "wiki_ai": 0.0,
+      "anthropic": 1.2,
+      "ai_skills": 39.7,
+      "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 +1,322 @@
+# External AI agent skills — precision-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 |
+|---|---|---|---|
+| `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) |
+| `quantitative-methods` | core | Design and execute statistical analyses including regression modeling, hypothesis testing, power analysis, and robustness checks using R, Stata, SPSS, or Python | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/social-sciences/skills/quantitative-methods) |
+| `doe-designer` | core | Design of Experiments planning and analysis skill for factorial and response surface experiments. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/industrial-engineering/skills/doe-designer) |
+| `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) |
+| `growing-outside-in-systems` | core | Drive feature development using Outside-In TDD with Hexagonal Architecture. Design emerges through inline code, in-memory fakes, interface extraction, and deferred I/O. Use when building features, writing tests, or structuring backend … | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/backend-development/skills/growing-outside-in-systems) |
+| `benchmark-suite-manager` | core | Manage benchmarks for algorithm engineering experiments and evaluations | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/computer-science/skills/benchmark-suite-manager) |
+| `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) |
+
+## Source: ahacker-1/cre-agent-skills
+
+- Repository: [https://github.com/ahacker-1/cre-agent-skills](https://github.com/ahacker-1/cre-agent-skills) (commit `618734e`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `cre-office` | core | CRE Office analysis suite - 8 specialist skills for U.S. office acquisitions, refinancings, lease-up, tenant credit, TI/LC underwriting, financing fit, and investment committee memo writing. | [source](https://github.com/ahacker-1/cre-agent-skills/tree/618734e/claude-code-plugins/cre-office) |
+
+## Source: alirezarezvani/claude-skills
+
+- Repository: [https://github.com/alirezarezvani/claude-skills](https://github.com/alirezarezvani/claude-skills) (commit `0241f43`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ab-test-setup` | core | When the user wants to plan, design, or implement an A/B test or experiment. Also use when the user mentions "A/B test," "split test," "experiment," "test this change," "variant copy," "multivariate test," "hypothesis," "conversion … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/marketing-skill/skills/ab-test-setup) |
+
+## 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) |
+| `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) |
+| `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) |
+| `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) |
+| `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) |
+| `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) |
+| `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) |
+| `ai-ml-skills` | core | 27 ai & machine learning skills. Trigger: ML experiments, model training, deep learning, NLP, computer vision. Design: covers frameworks, benchmarks, paper reproduction, and AI research workflows. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/ai-ml) |
+| `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) |
+| `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) |
+| `new-project` | core | Full research pipeline from idea to paper. Orchestrates all phases — discovery, strategy, analysis, writing, peer review, and submission. Use when starting a new research project from scratch. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/16-hsantanna88-clo-author/dot-claude/skills/new-project) |
+
+## Source: code-yeongyu/oh-my-openagent
+
+- Repository: [https://github.com/code-yeongyu/oh-my-openagent](https://github.com/code-yeongyu/oh-my-openagent) (commit `b19f652`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `debugging` | core | MUST USE for any real runtime debugging across ANY language or binary — crashes, silent failures, wrong responses, stuck processes, memory leaks, async misbehavior, unexplained timing, reverse engineering. Runs a hypothesis-driven loop: … | [source](https://github.com/code-yeongyu/oh-my-openagent/tree/b19f652/packages/shared-skills/skills/debugging) |
+
+## Source: davila7/claude-code-templates
+
+- Repository: [https://github.com/davila7/claude-code-templates](https://github.com/davila7/claude-code-templates) (commit `fa79251`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `scientific-critical-thinking` | core | Evaluate research rigor. Assess methodology, experimental design, statistical validity, biases, confounding, evidence quality (GRADE, Cochrane ROB), for critical analysis of scientific claims. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-critical-thinking) |
+| `latex-posters` | core | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/latex-posters) |
+| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-slides) |
+| `ab-test-setup` | core | When the user wants to plan, design, or implement an A/B test or experiment. Also use when the user mentions "A/B test," "split test," "experiment," "test this change," "variant copy," "multivariate test," or "hypothesis." For tracking … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/business-marketing/ab-test-setup) |
+| `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) |
+| `hypothesis-generation` | core | Generate testable hypotheses. Formulate from observations, design experiments, explore competing explanations, develop predictions, propose mechanisms, for scientific inquiry across domains. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/hypothesis-generation) |
+| `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) |
+| `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) |
+| `scientific-brainstorming` | core | Research ideation partner. Generate hypotheses, explore interdisciplinary connections, challenge assumptions, develop methodologies, identify research gaps, for creative scientific problem-solving. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-brainstorming) |
+
+## Source: ferdinandobons/startup-skill
+
+- Repository: [https://github.com/ferdinandobons/startup-skill](https://github.com/ferdinandobons/startup-skill) (commit `a5f97c3`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `startup-design` | core | Design, validate, and plan a startup from scratch. Covers market research, competitive analysis, business model, brand identity, product definition, financial projections, and validation experiments. Trigger when the user has a startup … | [source](https://github.com/ferdinandobons/startup-skill/tree/a5f97c3/startup-design) |
+
+## Source: foryourhealth111-pixel/Vibe-Skills
+
+- Repository: [https://github.com/foryourhealth111-pixel/Vibe-Skills](https://github.com/foryourhealth111-pixel/Vibe-Skills) (commit `34429a8`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `designing-experiments` | core | Design experiments and quasi-experiments before analysis. Use when choosing study design, treatment/control structure, outcomes, assumptions, validation plans after scientific experiment failure, or which of DiD, ITS, synthetic control, or … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/designing-experiments) |
+| `scientific-critical-thinking` | core | Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-critical-thinking) |
+| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-slides) |
+| `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) |
+| `scientific-reporting` | core | Write research/technical reports with strong structure + figure standards. Supports Markdown/HTML/PDF outputs (Quarto optional), executive summary, methods, results, discussion, and reproducibility appendix. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-reporting) |
+| `exploratory-data-analysis` | core | Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/exploratory-data-analysis) |
+| `matlab` | core | MATLAB and GNU Octave numerical computing for matrix operations, data analysis, visualization, and scientific computing. Use when writing MATLAB/Octave scripts for linear algebra, signal processing, image processing, differential … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/matlab) |
+
+## 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: indranilbanerjee/digital-marketing-pro
+
+- Repository: [https://github.com/indranilbanerjee/digital-marketing-pro](https://github.com/indranilbanerjee/digital-marketing-pro) (commit `a3d119c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ab-test-plan` | core | Design A/B and multivariate tests. Use when: sample size calculation, testing hypothesis, CRO experimentation. | [source](https://github.com/indranilbanerjee/digital-marketing-pro/tree/a3d119c/skills/ab-test-plan) |
+
+## 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) |
+| `ab-testing` | core | When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B test," "split test," "experiment," "test this change," "variant copy," … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/ab-testing) |
+
+## 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 |
+|---|---|---|---|
+| `running-chaos-tests` | core | Execute chaos engineering experiments to test system resilience. Use when performing specialized testing. Trigger with phrases like "run chaos tests", "test resilience", or "inject failures".  | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/testing/chaos-engineering-toolkit/skills/running-chaos-tests) |
+
+## 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) |
+| `latex-posters` | core | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/latex-posters) |
+| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-slides) |
+| `exa-search` | core | Web toolkit powered by Exa, tuned for scientific and technical content. Use this skill when the user needs to search the web or fetch/extract URL content. Covers: web search (semantic lookups, research, current info — with optional … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/exa-search) |
+| `exploratory-data-analysis` | core | Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/exploratory-data-analysis) |
+| `matlab` | core | MATLAB and GNU Octave numerical computing for matrix operations, data analysis, visualization, and scientific computing. Use when writing MATLAB/Octave scripts for linear algebra, signal processing, image processing, differential … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/matlab) |
+| `statistical-analysis` | core | Guided statistical analysis for research data - test selection, assumption checking, effect sizes, power analysis, Bayesian alternatives, and APA-formatted reporting. Use whenever a user wants to compare groups, test a hypothesis, analyze … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/statistical-analysis) |
+| `venue-templates` | core | Access comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific publication venues (Nature, Science, PLOS, IEEE, ACM), academic conferences (NeurIPS, ICML, CVPR, CHI), research posters, and … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/venue-templates) |
+
+## 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) |
+| `latex-posters` | core | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/latex-posters) |
+| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-slides) |
+| `exa-search` | core | Web toolkit powered by Exa, tuned for scientific and technical content. Use this skill when the user needs to search the web or fetch/extract URL content. Covers: web search (semantic lookups, research, current info — with optional … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/exa-search) |
+| `exploratory-data-analysis` | core | Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/exploratory-data-analysis) |
+| `matlab` | core | MATLAB and GNU Octave numerical computing for matrix operations, data analysis, visualization, and scientific computing. Use when writing MATLAB/Octave scripts for linear algebra, signal processing, image processing, differential … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/matlab) |
+| `statistical-analysis` | core | Guided statistical analysis for research data - test selection, assumption checking, effect sizes, power analysis, Bayesian alternatives, and APA-formatted reporting. Use whenever a user wants to compare groups, test a hypothesis, analyze … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/statistical-analysis) |
+
+## 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-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) |
+| `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: nexu-io/open-design
+
+- Repository: [https://github.com/nexu-io/open-design](https://github.com/nexu-io/open-design) (commit `4b66023`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `slides` | core | Create and edit .pptx presentation decks with PptxGenJS. Useful for sales decks, kickoff briefs, and design-system showcases. | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/slides) |
+
+## Source: nWave-ai/nWave
+
+- Repository: [https://github.com/nWave-ai/nWave](https://github.com/nWave-ai/nWave) (commit `1d0f13c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `nw-interviewing-techniques` | core | Mom Test questioning toolkit, JTBD analysis, interview conduct, assumption testing framework, and hypothesis design | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-interviewing-techniques) |
+
+## Source: rampstackco/claude-skills
+
+- Repository: [https://github.com/rampstackco/claude-skills](https://github.com/rampstackco/claude-skills) (commit `bc6d961`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `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) |
+
+## Source: rohitg00/skillkit
+
+- Repository: [https://github.com/rohitg00/skillkit](https://github.com/rohitg00/skillkit) (commit `d2e5c34`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `design-first` | core | Guides the creation of technical design documents before writing code, producing architecture diagrams, data models, API interface definitions, implementation plans, and multi-option trade-off analyses. Use when the user asks to plan a … | [source](https://github.com/rohitg00/skillkit/tree/d2e5c34/packages/core/src/methodology/packs/planning/design-first) |
+| `hypothesis-testing` | core | Applies the scientific method to debugging by helping users form specific, testable hypotheses, design targeted experiments, and systematically confirm or reject theories to find root causes. Use when a user says their code isn't working, … | [source](https://github.com/rohitg00/skillkit/tree/d2e5c34/packages/core/src/methodology/packs/debugging/hypothesis-testing) |
+
+## Source: rsmdt/the-startup
+
+- Repository: [https://github.com/rsmdt/the-startup](https://github.com/rsmdt/the-startup) (commit `ff6a0be`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `requirements-elicitation` | core | Requirement gathering techniques, stakeholder analysis, user story patterns, and specification validation. Use when clarifying vague requirements, resolving conflicting needs, documenting specifications, or validating requirements with … | [source](https://github.com/rsmdt/the-startup/tree/ff6a0be/plugins/team/skills/cross-cutting/requirements-elicitation) |
+
+## 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 +1,87 @@
+# Berufsbild (Deutschland) — Ingenieur/in - Feinwerktechnik
+
+> **Quelle:** BERUFENET, Bundesagentur für Arbeit — Beruf-ID 58718,
+> KldB 2010: B 24514 · 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/58718
+
+## Aufgaben und Tätigkeiten kompakt
+
+Ingenieure und Ingenieurinnen für Feinwerktechnik entwickeln, konstruieren und fertigen sehr kleine, präzise Geräte und Systeme, etwa in Medizintechnik, Messtechnik oder Mikroelektronik. Sie überwachen jeden Fertigungsschritt und sichern die Produktqualität. Bei der Entwicklung und Optimierung berücksichtigen sie wirtschaftliche, gesetzliche und sicherheitstechnische Vorgaben. Ihre Arbeit umfasst spezifische Werkstoffe, Fertigungsmethoden und besonders geringe Abmessungen der Bauteile. Auch in Marketing, Vertrieb und Kundenservice präsentieren sie Produkte, beraten Kunden und betreuen diese.
+
+## Tätigkeitsbezeichnungen
+
+Ingenieur/in - Feinwerktechnik
+
+Abweichende Berufsbezeichnung der ehemaligen DDRDiplom Ingenieur (Uni)/ Diplom Ingenieurin (Uni) - Fachrichtung Gerätetechnik
+
+Berufsbezeichnung in englischer SpracheMechanical engineer (m/f)
+
+Berufsbezeichnung in französischer SpracheIngénieur mécanicien/Ingénieure mécanicienne (mécanique de précision)
+
+## Die Tätigkeit im Überblick
+
+Ingenieure und Ingenieurinnen für Feinwerktechnik entwickeln, konstruieren und fertigen Geräte und Systeme, die mechanische, optische und elektronische Funktionen miteinander verbinden. Auch in Marketing, Vertrieb und Kundenservice können sie tätig sein.
+
+## Trends
+
+Künstliche Intelligenz (KI) in der NanotechnologieIn der Forschung werden mithilfe der Interdisziplinäre Wissenschaft, die sich grundlegend mit der Nutzung neuer Funktionen von belebter und unbelebter Materie beschäftigt; basiert auf der geometrischen Größe sowie auf den materialspezifischen Eigenheiten von Nanostrukturen; mittels Nanotechnologie können z.B. Atome und Moleküle manipuliert werden
+" name="Nanotechnologie">Nanotechnologie Materialeigenschaften von Stoffen auf molekularer Ebene verändert. englisch: Artificial Intelligence (AI)
+ Teilgebiet der Informatik, das Strukturen menschlicher Intelligenz untersucht, auf Computer überträgt und Programme für intelligente Problemlösungen entwickelt, z. B. Spracherkennung
+" name="Künstliche Intelligenz (KI)">Künstliche Intelligenz (KI) erweitert zunehmend die Anwendungsmöglichkeiten: In der Medizin überwachen KI-Nanobots Körperzustände, in der Oberflächenbearbeitung beeinflussen KI-gesteuerte Mikroskope Moleküle gezielt auf kleinster Ebene. Führungskräfte in der Nanotechnologie erforschen aktiv, wie sie KI einsetzen, um bestehende Verfahren zu verbessern und neue Anwendungen zu entwickeln.
+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.
+3-D-Druck im Maschinen- und WerkzeugbauIn den nächsten Jahren wird die Additive Fertigung (3-D-Druck) auch im Maschinen- und Werkzeugbau vermehrt eingesetzt. 3-D-Druck ermöglicht die Herstellung von Objekten durch das schichtweise Auftragen von Materialien auf Basis digitaler Informationen. Eingesetzt wird diese Methode bei der Herstellung z.B. von Prototypen, von Ersatz- oder Sonderteilen und von verschiedenen Werkzeugen, z.B. Spritz- und Druckgusswerkzeugen. Fachkräf
+
+## Aufgaben und Tätigkeiten (Beschreibung)
+
+Worum geht es?Ingenieure und Ingenieurinnen für Feinwerktechnik entwickeln, konstruieren und fertigen Geräte und Systeme, die mechanische, optische und elektronische Funktionen miteinander verbinden. Auch in Marketing, Vertrieb und Kundenservice können sie tätig sein. 
+PräzisionsarbeitDie Produkte der Feinwerk- und Mikrotechnik unterscheiden sich von denen des Maschinenbaus und der Elektrotechnik im Wesentlichen durch geringere Abmessungen, kleinere Leistungen, spezifische Werkstoffe sowie höhere Anforderungen an Genauigkeit. Vom Geld- und Fahrscheinautomaten über das Rücknahmegerät für Pfandflaschen bis hin zu medizintechnischen Produkten wie Herzschrittmachern oder Hörgeräten: Ingenieure und Ingenieurinnen für Feinwerktechnik entwickeln, berechnen, konstruieren und erproben neue Geräte und Systeme der Feinwerk- und Mikrotechnik oder Verfahren zu ihrer Herstellung. Das sind etwa spezifische Fertigungsmethoden wie zum Beispiel Druckguss- und Spritztechniken, fotochemische Verfahren, Ultraschallschweißen (Verbindung verschiedenartiger Werkstoffe) und Laserbearbeitung. 
+Hierbei setzen sie sich mit der Informationsverarbeitung mittels Signalen unterschiedlicher physikalischer Art (elektrisch, magnetisch, optisch, mechanisch, pneumatisch, hydraulisch) auseinander. Sie konstruieren auch Kleinantriebe, bei denen es auf die miniaturisierte Energieanwendung ankommt. Zu einem mikrotechnischen Massenprodukt ist z.B. der Beschleunigungssensor geworden, der den Airbag in Kraftfahrzeugen auslöst. 
+Die Ingenieure und Ingenieurinnen planen, organisieren und optimieren Arbeitsabläufe, planen den Mitarbeiter- und Maschineneinsatz, überwachen die Herstellung und Qualität, Inbetriebnahme und den Betrieb dieser Systeme. Sie bewerten Testergebnisse, Messdaten und Teststrategien für die Erprobung von neuen Bauteilen, zeigen Auswirkungen von Termin-, Standard- und Qualitätsabweichungen auf und leiten ggf. entsprechende Gegenmaßnahmen ein.
+Weitere EinsatzmöglichkeitenIngenieure und Ingenieurinnen für Feinwerktechnik können auch in Marketing und Vertrieb feinwerktechnischer Erzeugnisse und dazugehöriger Dienstleistungen, in der anwendungstechnischen Kundenberatung und im Service, im Einkauf oder in der Aus- und Weiterbildung tätig sein.
+
+## Aufgaben und Tätigkeiten im Einzelnen
+
+Entwicklung, Fertigung und Wartung Gerätesysteme und Funktionsabläufe simulieren
+
+Produktion von Erzeugnissen der Feinwerk- und Mikrotechnik planen, optimieren und überwachen 
+
+Qualitätsnormen in Zusammenarbeit mit Qualitätsmanagement und Arbeitsvorbereitung überwachen, wirksame Maßnahmen zur Sicherung und Steigerung der Qualität planen und entwickeln
+
+Fertigungs- und Montageeinrichtungen und -abläufe für Erzeugnisse der Mikro- und Feinwerktechnik überwachen und instand halten
+
+Werkstoffeigenschaften und -verhalten untersuchen und prüfen
+
+Schwachstellenanalysen im Fertigungs- bzw. Montagegeschehen durchführen
+
+Testergebnisse, Messdaten und Teststrategien für die Erprobung neuer Bauteile bewerten, Erprobungsaktivitäten koordinieren und steuern
+
+Instandhaltungs- und Instandsetzungsmaßnahmen zur Sicherung der Betriebsbereitschaft und zur Erhöhung der Verfügbarkeit der Produktionsanlagen planen, organisieren und veranlassen
+
+Forschungsaufträge bzw. -projekte der Grundlagen- oder anwendungsorientierten Forschung durchführen oder mitbetreuen, z.B. neue Werkstoffe erproben und die zugehörigen Fertigungsverfahren konzipieren
+
+Organisation und KoordinationProduktionsablauf unter Berücksichtigung terminlicher Vorgaben und der vorhandenen Maschinen- und Personalkapazität planen, Mitarbeitereinsatz planen 
+
+Fertigungs- und Montageeinrichtungen und -abläufe einsetzen, disponieren und steuern
+
+Fertigungs- bzw. Montageanlagen und -verfahren (z.B. Nestfertigung, Einsatz von Robotern und Handhabungstechnik, Automatisierungstechnik) planen und einsetzen
+
+SchulungMitarbeiterschulungen durchführen
+
+Mitarbeiter/innen des Fachhandels schulen
+
+Marketing, Vertrieb und KundenserviceMarktbeobachtungen, Markteinführung neuer Produkte, Präsentationen auf Messen durchführen
+
+Kunden und Unternehmen bei der Anschaffung von Produkten der Feinwerk- und Mikrotechnik und bei der Einführung neuer Systeme beraten und betreuen, Ergänzungs- und Änderungswünsche erfassen und prüfen
+
+Großkunden im In- und Ausland gewinnen und betreuen 
+
+bei der Produktinformation und Öffentlichkeitsarbeit, der Herausgabe firmeneigener Schriften, der Erarbeitung von Informationsmaterial sowie Vortragsprogrammen mitwirken 
+
+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 +1,85 @@
+# Market evidence report — precision-engineer
+
+Source: **19 real job ads** (JSearch API, countries: us 10, gb 9), extracted into the MSSQL evidence store; as of 2026-07-18.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 11 | 58 % |
+| senior | 6 | 32 % |
+| junior | 1 | 5 % |
+| lead | 1 | 5 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | SolidWorks | 4 | 21 % |
+| 2 | CAD software | 3 | 16 % |
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | mechanical design | 5 | 26 % |
+| 2 | precision engineering | 5 | 26 % |
+| 3 | manufacturing process development | 3 | 16 % |
+| 4 | material selection | 3 | 16 % |
+| 5 | mechanical engineering | 3 | 16 % |
+| 6 | mechanical system design | 3 | 16 % |
+| 7 | system integration | 3 | 16 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Regional breakdown
+
+> **Corpus note:** 19 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** — 10 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+### UK (gb)
+
+**Insufficient evidence** — 9 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 |
+|---|---|
+| Precision Engineer | 2 |
+| Aerospace Mechanical Design Engineer - High-Precision CAD/FEA | 1 |
+| Aerospace Precision Manufacturing Engineer (Onsite) | 1 |
+| Junior Design Engineer, (0-3 years of experience), Optical & Precision Mechanical Systems | 1 |
+| Lead Mechanical Engineer, Precision Systems (TS/SCI) | 1 |
+| Manufacturing Engineer Precision Engineering | 1 |
+| Metrology/Precision Research Engineer Jobs | 1 |
+| Precision Opto-Mechanical Engineer – Metrology | 1 |
+| Principal Hardware Engineer, Precision Instrumentation | 1 |
+| Process Engineer, Precision Electromechanical Production | 1 |
+| Product Development Engineer (Precision Engineering Focus) | 1 |
+| Product Development Engineer; Precision Engineering Focus | 1 |
+| Senior Manufacturing Engineer, Aerospace Precision Machining | 1 |
+| Senior Process Engineer: Precision Machining & Surfaces | 1 |
+| Senior Staff Mechanical Engineer | 1 |
+| Senior Staff Mechanical Engineer: Precision Motion Systems | 1 |
+| Space Mechanisms Engineer – Precision Aerospace Hardware | 1 |
+| Sr. Staff Engineer, Precision Engineering | 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 — precision engineer
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/994fe880-dc26-4f0f-a3cd-500709b6a665
+- **ESCO code:** 2144.1.18
+- **ISCO-08 group:** 2144 — Mechanical engineers
+
+## Description (ESCO)
+
+Precision engineers design processes, machines, fixtures and other equipment that have exceptionally low engineering tolerances, are repeatable and stable over time. They ensure prototypes are built and tested and make sure the designs meet system specifications and operational requirements.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- precision engineering expert
+- precision engineering specialist
+- precision engineering adviser
+- precision engineers
+- precision engineering consultant
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,64 @@
+# Competences — precision engineer
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/994fe880-dc26-4f0f-a3cd-500709b6a665).
+
+## Essential
+
+- **calibrate precision instrument** (skill/competence)
+- **define part requirements** (skill/competence)
+- **define technical requirements** (skill/competence)
+- **design microelectromechanical systems** (skill/competence)
+- **design scientific equipment** (skill/competence)
+- **engineering principles** (knowledge)
+- **engineering processes** (knowledge)
+- **interpret technical requirements** (skill/competence)
+- **manage engineering project** (skill/competence)
+- **perform scientific research** (skill/competence)
+- **precision engineering** (knowledge)
+- **precision mechanics** (knowledge)
+- **project management** (knowledge)
+- **technical drawings** (knowledge)
+- **use technical drawing software** (skill/competence)
+
+## Optional
+
+- analyse stress resistance of products (skill/competence)
+- analyse test data (skill/competence)
+- apply advanced manufacturing (skill/competence)
+- conduct performance tests (skill/competence)
+- design principles (knowledge)
+- design prototypes (skill/competence)
+- develop test procedures (skill/competence)
+- draft design specifications (skill/competence)
+- electrical engineering (knowledge)
+- electronics (knowledge)
+- industrial engineering (knowledge)
+- maintain test equipment (skill/competence)
+- manage product testing (skill/competence)
+- mechanical engineering (knowledge)
+- mechatronics (knowledge)
+- operate precision machinery (skill/competence)
+- operate precision measuring equipment (skill/competence)
+- perform test run (skill/competence)
+- product data management (knowledge)
+- record test data (skill/competence)
+- use CAD software (skill/competence)
+- use testing equipment (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 19 ads, as of 2026-07-18)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- mechanical design — **26 %**
+- precision engineering — **26 %**
+- system integration — **16 %**
+- mechanical engineering — **16 %**
+- mechanical system design — **16 %**
+- manufacturing process development — **16 %**
+- material selection — **16 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,69 @@
+# Tasks & work activities — precision engineer
+
+Source: O*NET 30.3, occupation 17-2141.00 (Mechanical Engineers) — manual nearest-occupation mapping via ISCO group 2144; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+## Task statements
+
+- **[Core]** Read and interpret blueprints, technical drawings, schematics, or computer-generated reports.
+- **[Core]** Confer with engineers or other personnel to implement operating procedures, resolve system malfunctions, or provide technical information.
+- **[Core]** Research and analyze customer design proposals, specifications, manuals, or other data to evaluate the feasibility, cost, or maintenance requirements of designs or applications.
+- **[Core]** Provide feedback to design engineers on customer problems or needs.
+- **[Core]** Oversee installation, operation, maintenance, or repair to ensure that machines or equipment are installed and functioning according to specifications.
+- **[Core]** Conduct research that tests or analyzes the feasibility, design, operation, or performance of equipment, components, or systems.
+- **[Core]** Recommend design modifications to eliminate machine or system malfunctions.
+- **[Core]** Develop, coordinate, or monitor all aspects of production, including selection of manufacturing methods, fabrication, or operation of product designs.
+- **[Supplemental]** Establish or coordinate the maintenance or safety procedures, service schedule, or supply of materials required to maintain machines or equipment in the prescribed condition.
+- **[Core]** Write performance requirements for product development or engineering projects.
+- **[Supplemental]** Apply engineering principles or practices to emerging fields, such as robotics, waste management, or biomedical engineering.
+- **[Supplemental]** Design test control apparatus or equipment or develop procedures for testing products.
+- **[Supplemental]** Calculate energy losses for buildings, using equipment such as computers, combustion analyzers, or pressure gauges.
+- **[Supplemental]** Design integrated mechanical or alternative systems, such as mechanical cooling systems with natural ventilation systems, to improve energy efficiency.
+- **[Supplemental]** Direct the installation, operation, maintenance, or repair of renewable energy equipment, such as heating, ventilating, and air conditioning (HVAC) or water systems.
+- **[Supplemental]** Evaluate mechanical designs or prototypes for energy performance or environmental impact.
+- **[Supplemental]** Recommend the use of utility or energy services that minimize carbon footprints.
+- **[Supplemental]** Select or install combined heat units, power units, cogeneration equipment, or trigeneration equipment that reduces energy use or pollution.
+- **[Core]** Research, design, evaluate, install, operate, or maintain mechanical products, equipment, systems or processes to meet requirements.
+- **[Core]** Investigate equipment failures or difficulties to diagnose faulty operation and recommend remedial actions.
+- **[Core]** Develop or test models of alternate designs or processing methods to assess feasibility, sustainability, operating condition effects, potential new applications, or necessity of modification.
+- **[Core]** Specify system components or direct modification of products to ensure conformance with engineering design, performance specifications, or environmental regulations.
+- **[Core]** Assist drafters in developing the structural design of products, using drafting tools or computer-assisted drafting equipment or software.
+- **[Core]** Estimate costs or submit bids for engineering, construction, or extraction projects.
+- **[Supplemental]** Perform personnel functions, such as supervision of production workers, technicians, technologists, or other engineers.
+- **[Supplemental]** Solicit new business.
+- **[Core]** Provide technical customer service.
+- **[Supplemental]** Study industrial processes to maximize the efficiency of equipment applications, including equipment placement.
+
+## Detailed work activities
+
+- Advise customers on the use of products or services.
+- Advise others regarding green practices or environmental concerns.
+- Analyze design or requirements information for mechanical equipment or systems.
+- Confer with other personnel to resolve design or operational problems.
+- Confer with technical personnel to prepare designs or operational plans.
+- Coordinate safety or regulatory compliance activities.
+- Create images or other visual displays.
+- Create models of engineering designs or methods.
+- Design electronic or computer equipment or instrumentation.
+- Design industrial equipment.
+- Design industrial processing systems.
+- Design structures or facilities.
+- Determine operational methods.
+- Direct equipment maintenance or repair activities.
+- Direct industrial production activities.
+- Direct installation activities.
+- Document technical design details.
+- Estimate operational costs.
+- Evaluate characteristics of equipment or systems.
+- Evaluate plans or specifications to determine technological or environmental implications.
+- Identify new applications for existing technologies.
+- Implement design or process improvements.
+- Install production equipment or systems.
+- Investigate system, equipment, or product failures.
+- Perform marketing activities.
+- Prepare proposal documents.
+- Recommend technical design or process changes to improve efficiency, quality, or performance.
+- Research industrial processes or operations.
+- Review technical documents to plan work.
+- Select tools, equipment, or technologies for use in operations or projects.
+- Supervise production or support personnel.
+- Test performance of electrical, electronic, mechanical, or integrated systems or equipment.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,111 @@
+# Tools & technology — precision engineer
+
+Source: O*NET 30.3, occupation 17-2141.00 (Mechanical Engineers) — manual nearest-occupation mapping via ISCO group 2144; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| Adobe Illustrator | Graphics or photo imaging software | yes |
+| Autodesk AutoCAD | Computer aided design CAD software | yes |
+| Autodesk AutoCAD Civil 3D | Computer aided design CAD software | yes |
+| Autodesk Revit | Computer aided design CAD software | yes |
+| Bentley MicroStation | Computer aided design CAD software | yes |
+| C | Development environment software | yes |
+| C++ | Object or component oriented development software | yes |
+| Chef | Configuration management software | yes |
+| Dassault Systemes SolidWorks | Computer aided design CAD software | yes |
+| ESRI ArcGIS software | Geographic information system | 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 SQL Server | Data base user interface and query software | yes |
+| Microsoft Visio | Process mapping and design software | yes |
+| Microsoft Visual Basic | Development environment software | yes |
+| Microsoft Visual Basic for Applications VBA | Development environment software | yes |
+| Microsoft Word | Word processing software | yes |
+| Oracle Primavera Enterprise Project Portfolio Management | Project management software | yes |
+| Perl | Object or component oriented development software | yes |
+| Puppet | Configuration management software | yes |
+| Python | Object or component oriented development software | yes |
+| R | Object or component oriented development software | yes |
+| SAP software | Enterprise resource planning ERP software | yes |
+| Shell script | Operating system software | yes |
+| Teradata Database | Data base management system software | yes |
+| The MathWorks MATLAB | Analytical or scientific software | yes |
+| Trimble SketchUp Pro | Graphics or photo imaging software | yes |
+| 1CadCam Unigraphics | Computer aided manufacturing CAM software |  |
+| Accelerated life testing software | Analytical or scientific software |  |
+| Adobe ActionScript | Development environment software |  |
+| ANSYS simulation software | Analytical or scientific software |  |
+| Bill of materials software | Materials requirements planning logistics and supply chain software |  |
+| Blink | Instant messaging software |  |
+| Blue Ridge Numerics CFDesign | Analytical or scientific software |  |
+| Computational fluid dynamics CFD software | Analytical or scientific software |  |
+| Computer aided design and drafting software CADD | Computer aided design CAD software |  |
+| Computer numerical control CNC software | Industrial control software |  |
+| Cost estimating software | Financial analysis software |  |
+| Dassault Systemes CATIA | Computer aided design CAD software |  |
+| Data acquisition software | Analytical or scientific software |  |
+| Design of experiments DOE software | Analytical or scientific software |  |
+| Failure assessment software | Computer aided design CAD software |  |
+| Failure mode and effects analysis FMEA software | Analytical or scientific software |  |
+| Finite element method FEM software | Analytical or scientific software |  |
+| G-code | Object or component oriented development software |  |
+| Geographic information system GIS software | Geographic information system |  |
+| Grid generation software | Analytical or scientific software |  |
+| Hewlett-Packard HP Graphics Language HPGL | Development environment software |  |
+| Human machine interface HMI software | Industrial control software |  |
+| IBM Notes | Electronic mail software |  |
+| InnovMetric PolyWorks | Computer aided design CAD software |  |
+| Intergraph Plant Design System PDS | Computer aided design CAD software |  |
+| Ladder Logic | Development environment software |  |
+| Lambda Research OSLO | Computer aided design CAD software |  |
+| Life cycle cost software | Analytical or scientific software |  |
+| Mathsoft Mathcad | Computer aided design CAD software |  |
+| MAYA Nastran | Analytical or scientific software |  |
+| Mesh generation software | Analytical or scientific software |  |
+| Metrix Imageware Surfacer | Computer aided design CAD software |  |
+| Microsoft Dynamics | Customer relationship management CRM software |  |
+| Microsoft Exchange | Electronic mail software |  |
+| Minitab | Analytical or scientific software |  |
+| Modal analysis software | Analytical or scientific software |  |
+| Motion analysis software | Analytical or scientific software |  |
+| MUMPS M | Development environment software |  |
+| National Instruments LabVIEW | Development environment software |  |
+| Optical analysis software | Computer aided design CAD software |  |
+| Oracle JD Edwards EnterpriseOne | Enterprise resource planning ERP software |  |
+| Perforce Helix software | Configuration management software |  |
+| PTC Creo Parametric | Computer aided design CAD software |  |
+| Rapid prototyping software | Computer aided manufacturing CAM software |  |
+| Reliability analysis software | Analytical or scientific software |  |
+| ReliaSoft Alta 6 Pro | Analytical or scientific software |  |
+| ReliaSoft BlockSim | Analytical or scientific software |  |
+| ReliaSoft Weibull++ 6 | Analytical or scientific software |  |
+| Reverse engineering software | Computer aided design CAD software |  |
+| Rockwell Automation software | Development environment software |  |
+| Sigmetrix CETOL 6 Sigma | Analytical or scientific software |  |
+| SmugMug Flickr | Graphics or photo imaging software |  |
+| SolidWorks COSMOSWorks | Computer aided design CAD software |  |
+| Statistical energy analysis SEA software | Analytical or scientific software |  |
+| Statistical software | Analytical or scientific software |  |
+| Supervisory control and data acquisition SCADA software | Industrial control software |  |
+| UGS I-DEAS | Computer aided design CAD software |  |
+| Verilog | Development environment software |  |
+| Video analysis software | Analytical or scientific software |  |
+| Zemax | Computer aided design CAD software |  |
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 19 ads, as of 2026-07-18)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Tools
+
+- SolidWorks — **21 %**
+- CAD software — **16 %**
+
+<!-- market-evidence -->