feat: application-engineer skill package v0.1.0

2026-08-14 16:58:08 +02:00
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
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+# Data provenance — application-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 — application-engineer
+    "ESCO (occupation & competences)" : 90
+    "O*NET (tasks & tools)" : 55
+    "Job boards (market evidence)" : 87
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 165
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 90 | 22.4 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 55 | 13.7 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 87 | 21.6 % | 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) | 165 | 41.0 % | references/ai-skills.md (per-source attribution inside) |
+| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) |
+
+Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) ·
+job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content
+paraphrased with source URLs — never copied · external AI skills are
+linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md).
--- a/SKILL.md
+++ b/SKILL.md
@@ -0,0 +1,49 @@
+---
+name: application-engineer
+description: "Occupational skill for the role 'application engineer' (also: application technology engineering specialist, application engineering consultant, application technology engineer, electric vehicles application engineer, applied research engineer, application engineering specialist). Use when the user asks for typical application engineer work such as: typical application engineer responsibilities"
+---
+
+# Application Engineer
+
+Application engineers deal with the technical requirements, management, and design for the development of various engineering applications, such as systems, new product designs, or the improvements of processes. They are responsible for the implementation of a design or process improvement, they offer technical support for products, answer questions about the technical functionality and assist the sales team.
+
+## 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)
+
+- advanced materials
+- algorithms
+- analyse software specifications
+- analyse test data
+- collect customer feedback on applications
+- computer engineering
+- computer programming
+- computer science
+- conduct ICT code review
+- conduct research on trends in design
+- define quality standards
+- define technical requirements
+- determine suitability of materials
+- engineering principles
+- engineering processes
+
+## Hot technologies
+
+- Microsoft Access
+- Microsoft Excel
+- Microsoft Office software
+- Microsoft PowerPoint
+- Microsoft Windows
+- Microsoft Word
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/fde4372d-8293-42de-afbb-8b5a9b274fe7), O*NET 30.3 (17-3026.01, manual nearest match). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,250 @@
+{
+  "name": "application-engineer",
+  "title": "application engineer",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/fde4372d-8293-42de-afbb-8b5a9b274fe7",
+    "esco_code": "2149.2",
+    "isco_group": "2149",
+    "onet_soc": "17-3026.01",
+    "crosswalk_match": "manual nearest via ISCO 2149 (Nanotechnology Engineering Technologists and Technicians)"
+  },
+  "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": 33,
+    "skills_optional": 56,
+    "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": 5
+      },
+      "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
+      },
+      "rohitg00/skillkit": {
+        "repo": "https://github.com/rohitg00/skillkit",
+        "commit": "d2e5c34",
+        "license": "Apache-2.0",
+        "skills": 4
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 2
+      },
+      "rampstackco/claude-skills": {
+        "repo": "https://github.com/rampstackco/claude-skills",
+        "commit": "bc6d961",
+        "license": "MIT",
+        "skills": 3
+      },
+      "nWave-ai/nWave": {
+        "repo": "https://github.com/nWave-ai/nWave",
+        "commit": "1d0f13c",
+        "license": "MIT",
+        "skills": 2
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 8
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "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": 3
+      },
+      "vibeeval/vibecosystem": {
+        "repo": "https://github.com/vibeeval/vibecosystem",
+        "commit": "cea9462",
+        "license": "MIT",
+        "skills": 2
+      },
+      "HeshamFS/materials-simulation-skills": {
+        "repo": "https://github.com/HeshamFS/materials-simulation-skills",
+        "commit": "fa1ce8d",
+        "license": "Apache-2.0",
+        "skills": 2
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 4
+      },
+      "ferdinandobons/startup-skill": {
+        "repo": "https://github.com/ferdinandobons/startup-skill",
+        "commit": "a5f97c3",
+        "license": "MIT",
+        "skills": 1
+      },
+      "affaan-m/everything-claude-code": {
+        "repo": "https://github.com/affaan-m/everything-claude-code",
+        "commit": "ed38744",
+        "license": "MIT",
+        "skills": 1
+      },
+      "jabrena/plinth": {
+        "repo": "https://github.com/jabrena/plinth",
+        "commit": "065eae8",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "ruvnet/claude-code-flow": {
+        "repo": "https://github.com/ruvnet/claude-code-flow",
+        "commit": "73914bd",
+        "license": "MIT",
+        "skills": 2
+      },
+      "ruvnet/ruflo": {
+        "repo": "https://github.com/ruvnet/ruflo",
+        "commit": "73914bd",
+        "license": "MIT",
+        "skills": 2
+      },
+      "sanjay3290/ai-skills": {
+        "repo": "https://github.com/sanjay3290/ai-skills",
+        "commit": "3619692",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "alirezarezvani/claude-skills": {
+        "repo": "https://github.com/alirezarezvani/claude-skills",
+        "commit": "0241f43",
+        "license": "MIT",
+        "skills": 2
+      },
+      "rsmdt/the-startup": {
+        "repo": "https://github.com/rsmdt/the-startup",
+        "commit": "ff6a0be",
+        "license": "MIT",
+        "skills": 1
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 5
+      },
+      "microsoft/skills": {
+        "repo": "https://github.com/microsoft/skills",
+        "commit": "dc543aa",
+        "license": "MIT",
+        "skills": 1
+      },
+      "indranilbanerjee/digital-marketing-pro": {
+        "repo": "https://github.com/indranilbanerjee/digital-marketing-pro",
+        "commit": "a3d119c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "AgriciDaniel/claude-ads": {
+        "repo": "https://github.com/AgriciDaniel/claude-ads",
+        "commit": "669c760",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nexu-io/open-design": {
+        "repo": "https://github.com/nexu-io/open-design",
+        "commit": "4b66023",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "basicmachines-co/basic-memory": {
+        "repo": "https://github.com/basicmachines-co/basic-memory",
+        "commit": "53da71c",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "aaron-he-zhu/aaron-marketing-skills": {
+        "repo": "https://github.com/aaron-he-zhu/aaron-marketing-skills",
+        "commit": "b7b0b9f",
+        "license": "Apache-2.0",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 78,
+      "adjacent": 2
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 90,
+      "onet": 55,
+      "jobads": 87,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 165,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 22.4,
+      "onet": 13.7,
+      "jobads": 21.6,
+      "wiki_ai": 0.0,
+      "anthropic": 1.2,
+      "ai_skills": 41.0,
+      "stackx": 0.0
+    },
+    "method": "content items per source category"
+  },
+  "collar": "white",
+  "computer_work": true
+}
--- a/references/ai-skills.md
+++ b/references/ai-skills.md
@@ -0,0 +1,338 @@
+# External AI agent skills — application-engineer
+
+Proven, publicly available AI agent skills mapped to this occupation.
+Nothing is copied from the sources: every entry is a name, a one-line
+summary and a link to the upstream skill package. Each section names
+its source repository, commit, license and retrieval date.
+
+**Tiers:** `core` = the skill directly exercises a top market hard
+skill, tool or method (from gated job-ad evidence) or an essential
+ESCO competence of this occupation; `adjacent` =
+plausibly useful, secondary. Entries are capped at 12 per source
+and 80 in total per occupation (core first,
+strongest matches survive); everything beyond the caps is excluded
+and logged in the pipeline audit trail, not in this package.
+
+_Matched deterministically (ISCO group + title/competence keywords,
+tiered against market evidence + ESCO essentials) by
+`pipeline/p5_enrich_ai_skills.py` on 2026-07-14._
+
+## Source: anthropics/skills
+
+- Repository: [https://github.com/anthropics/skills](https://github.com/anthropics/skills) (commit `f6656c1`, retrieved 2026-07-14)
+- License: Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available — see the LICENSE.txt in the upstream skill folder
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `docx` | adjacent | Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files) or Word templates (.dotx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', '.dotx', or requests to … | [source](https://github.com/anthropics/skills/tree/main/skills/docx) |
+| `pdf` | adjacent | Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating … | [source](https://github.com/anthropics/skills/tree/main/skills/pdf) |
+
+## Source: a5c-ai/babysitter
+
+- Repository: [https://github.com/a5c-ai/babysitter](https://github.com/a5c-ai/babysitter) (commit `44a5d58b`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `quantitative-methods` | core | Design and execute statistical analyses including regression modeling, hypothesis testing, power analysis, and robustness checks using R, Stata, SPSS, or Python | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/social-sciences/skills/quantitative-methods) |
+| `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) |
+| `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) |
+| `git-integration` | core | Git commit patterns, formats, and conventions for GSD methodology. Provides atomic commits per task, structured commit messages, planning file commits, branch management, and milestone tag operations. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/gsd/skills/git-integration) |
+
+## Source: aaron-he-zhu/aaron-marketing-skills
+
+- Repository: [https://github.com/aaron-he-zhu/aaron-marketing-skills](https://github.com/aaron-he-zhu/aaron-marketing-skills) (commit `b7b0b9f`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory-management` | core | Use when the user asks to "remember project context", review saved findings, initialize runtime memory, archive stale work, reconcile notes, or erase a subject; manages authorized HOT/WARM/COLD working memory across all disciplines while … | [source](https://github.com/aaron-he-zhu/aaron-marketing-skills/tree/b7b0b9f/protocol/memory-management) |
+
+## Source: affaan-m/everything-claude-code
+
+- Repository: [https://github.com/affaan-m/everything-claude-code](https://github.com/affaan-m/everything-claude-code) (commit `ed38744`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ml-adoption-playbook` | core | End-to-end methodology for AI agents and software engineers to add machine learning algorithms to existing non-ML codebases. Covers problem framing, data readiness, architectural decoupling, and baseline model integration. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/ml-adoption-playbook) |
+
+## Source: AgriciDaniel/claude-ads
+
+- Repository: [https://github.com/AgriciDaniel/claude-ads](https://github.com/AgriciDaniel/claude-ads) (commit `669c760`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ads-test` | core | Design and evaluate paid-ad experiments with hypotheses, randomization units, sample-size and duration assumptions, guardrails, platform experiment tools, analysis, and decision rules. Use for A/B test, split test, experiment design, … | [source](https://github.com/AgriciDaniel/claude-ads/tree/669c760/skills/ads-test) |
+
+## Source: AgriciDaniel/claude-blog
+
+- Repository: [https://github.com/AgriciDaniel/claude-blog](https://github.com/AgriciDaniel/claude-blog) (commit `49842ea`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `blog-strategy` | core | Blog strategy development including topic cluster architecture with hub-and-spoke design, audience mapping, competitive landscape analysis, AI citation surface strategy across ChatGPT/Perplexity/AI Overviews, distribution channel planning … | [source](https://github.com/AgriciDaniel/claude-blog/tree/49842ea/skills/blog-strategy) |
+| `blog-analyze` | core | Audit and score blog posts on a 5-category 100-point scoring system covering content quality, SEO optimization, E-E-A-T signals, technical elements, and AI citation readiness. Includes AI content detection (burstiness, phrase flagging, … | [source](https://github.com/AgriciDaniel/claude-blog/tree/49842ea/skills/blog-analyze) |
+
+## Source: 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 |
+|---|---|---|---|
+| `product-skills` | core | Use when coordinating product work across the 12 bundled product sub-skills (RICE, OKRs, UX research, design tokens, competitive teardown, analytics, experiments, discovery, roadmaps, spec-to-repo, landing pages, SaaS scaffolding) or the 4 … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/product-team/skills/product-skills) |
+| `senior-data-scientist` | core | World-class senior data scientist skill specialising in statistical modeling, experiment design, causal inference, and predictive analytics. Covers A/B testing (sample sizing, two-proportion z-tests, Bonferroni correction), … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/engineering-team/skills/senior-data-scientist) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+| `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) |
+| `identify` | core | Design or review identification strategy for the sewage-house-prices project. Produces strategy memos with estimand, assumptions, pseudo-code, robustness plan, falsification tests, and referee objection anticipation. This skill should be … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/41-sticerd-eee-sewage-econometrics-check/skills/identify) |
+| `hud` | core | Diverga HUD (Heads-Up Display) management skill. Configure and manage the research project statusline display. Supports multiple presets: research, checkpoint, memory, minimal. Triggers: "hud", "statusline", "display settings | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/hud) |
+| `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) |
+| `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) |
+| `action-research-guide` | core | Design and conduct action research and participatory studies | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/methodology/action-research-guide) |
+| `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) |
+| `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) |
+| `qualitative-research-guide` | core | Design and conduct qualitative research using grounded theory and case studies | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/methodology/qualitative-research-guide) |
+| `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) |
+
+## Source: davila7/claude-code-templates
+
+- Repository: [https://github.com/davila7/claude-code-templates](https://github.com/davila7/claude-code-templates) (commit `fa79251`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `pymoo` | core | Multi-objective optimization framework. NSGA-II, NSGA-III, MOEA/D, Pareto fronts, constraint handling, benchmarks (ZDT, DTLZ), for engineering design and optimization problems. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/pymoo) |
+| `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) |
+| `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) |
+| `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) |
+| `dnanexus-integration` | core | DNAnexus cloud genomics platform. Build apps/applets, manage data (upload/download), dxpy Python SDK, run workflows, FASTQ/BAM/VCF, for genomics pipeline development and execution. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/dnanexus-integration) |
+| `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) |
+| `omero-integration` | core | Microscopy data management platform. Access images via Python, retrieve datasets, analyze pixels, manage ROIs/annotations, batch processing, for high-content screening and microscopy workflows. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/omero-integration) |
+| `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) |
+
+## Source: ferdinandobons/startup-skill
+
+- Repository: [https://github.com/ferdinandobons/startup-skill](https://github.com/ferdinandobons/startup-skill) (commit `a5f97c3`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `startup-design` | core | Design, validate, and plan a startup from scratch. Covers market research, competitive analysis, business model, brand identity, product definition, financial projections, and validation experiments. Trigger when the user has a startup … | [source](https://github.com/ferdinandobons/startup-skill/tree/a5f97c3/startup-design) |
+
+## Source: foryourhealth111-pixel/Vibe-Skills
+
+- Repository: [https://github.com/foryourhealth111-pixel/Vibe-Skills](https://github.com/foryourhealth111-pixel/Vibe-Skills) (commit `34429a8`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `scientific-critical-thinking` | core | Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-critical-thinking) |
+| `scientific-reporting` | core | Write research/technical reports with strong structure + figure standards. Supports Markdown/HTML/PDF outputs (Quarto optional), executive summary, methods, results, discussion, and reproducibility appendix. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-reporting) |
+| `denario` | core | Multiagent AI system for scientific research assistance that automates research workflows from data analysis to publication. This skill should be used when generating research ideas from datasets, developing research methodologies, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/denario) |
+| `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-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) |
+
+## 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 |
+|---|---|---|---|
+| `performance-profiling` | core | Identify computational bottlenecks, analyze parallel scaling, estimate memory requirements, and generate optimization recommendations for materials simulations — parse timing logs to find dominant phases (solver, assembly, I/O), evaluate … | [source](https://github.com/HeshamFS/materials-simulation-skills/tree/fa1ce8d/skills/simulation-workflow/performance-profiling) |
+| `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: 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) |
+| `blog-analyze` | core | Audit and score blog posts on a 5-category 100-point scoring system covering content quality, SEO optimization, E-E-A-T signals, technical elements, and AI citation readiness. Includes AI content detection (burstiness, phrase flagging, … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/blog-analyze) |
+| `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: jabrena/plinth
+
+- Repository: [https://github.com/jabrena/plinth](https://github.com/jabrena/plinth) (commit `065eae8`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `057-design-feature-toggles` | core | Use when designing, implementing, reviewing, testing, or cleaning up feature toggles, feature flags, kill switches, runtime configuration gates, canary controls, staged rollouts, experiments, or temporary compatibility switches in Java … | [source](https://github.com/jabrena/plinth/tree/065eae8/skills/057-design-feature-toggles) |
+
+## 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 |
+|---|---|---|---|
+| `windsurf-cascade-context` | core | Manage Cascade context window and memory for complex projects. Activate when users mention "cascade context", "ai memory", "context management", "large codebase navigation", or "multi-session development". Handles context optimization and … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/skill-databases/windsurf/skills/windsurf-cascade-context) |
+| `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) |
+| `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) |
+| `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) |
+
+## 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) |
+| `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) |
+| `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) |
+
+## Source: microsoft/skills
+
+- Repository: [https://github.com/microsoft/skills](https://github.com/microsoft/skills) (commit `dc543aa`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `wiki-page-writer` | core | Generates rich technical documentation pages with dark-mode Mermaid diagrams, source code citations, and first-principles depth. Use when writing documentation, generating wiki pages, creating technical deep-dives, or documenting specific … | [source](https://github.com/microsoft/skills/tree/dc543aa/.github/plugins/deep-wiki/skills/wiki-page-writer) |
+
+## 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 |
+|---|---|---|---|
+| `performing-web-application-penetration-test` | core | Performs systematic security testing of web applications following the OWASP Web Security Testing Guide (WSTG) methodology to identify vulnerabilities in authentication, authorization, input validation, session management, and business … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/performing-web-application-penetration-test) |
+| `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 |
+|---|---|---|---|
+| `kami-deck` | core | A lab-meeting deck on gut-microbiome links to sleep quality — the design, the results, the caveats, and the next experiment. Built as a decision-grade academic research deck for lab group, PI. | [source](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/kami-deck) |
+
+## 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-bdd-methodology` | core | BDD patterns for acceptance test design - Given-When-Then structure, scenario writing rules, pytest-bdd implementation, anti-patterns, and living documentation | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-bdd-methodology) |
+
+## 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) |
+| `ads-creative-development` | core | How to produce ad creative that converts at performance scale. Hook patterns, format selection, video pacing, variation systems, sequential testing methodology, fatigue detection, brand-voice alignment without conversion dilution, and … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/ads-creative-development) |
+| `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) |
+| `structured-code-review` | core | Performs a structured five-stage code review covering requirements compliance, correctness, code quality, testing, and security/performance. Each stage uses targeted checklists and categorized feedback (Blocker/Major/Minor/Nit) with … | [source](https://github.com/rohitg00/skillkit/tree/d2e5c34/packages/core/src/methodology/packs/collaboration/structured-review) |
+| `testing-anti-patterns` | core | Reviews test code to identify and fix common testing anti-patterns including flaky tests, over-mocking, brittle assertions, test interdependency, and hidden test logic. Flags bad patterns, explains the specific defect, and provides … | [source](https://github.com/rohitg00/skillkit/tree/d2e5c34/packages/core/src/methodology/packs/testing/anti-patterns) |
+
+## 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: ruvnet/claude-code-flow
+
+- Repository: [https://github.com/ruvnet/claude-code-flow](https://github.com/ruvnet/claude-code-flow) (commit `73914bd`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `Hooks Automation` | core | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/hooks-automation) |
+| `sparc-spec` | core | Run the SPARC Specification phase — gather requirements, define acceptance criteria, identify constraints, and store the spec in memory | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/plugins/ruflo-sparc/skills/sparc-spec) |
+
+## Source: ruvnet/ruflo
+
+- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `Hooks Automation` | core | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/hooks-automation) |
+| `sparc-spec` | core | Run the SPARC Specification phase — gather requirements, define acceptance criteria, identify constraints, and store the spec in memory | [source](https://github.com/ruvnet/ruflo/tree/73914bd/plugins/ruflo-sparc/skills/sparc-spec) |
+
+## 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: vibeeval/vibecosystem
+
+- Repository: [https://github.com/vibeeval/vibecosystem](https://github.com/vibeeval/vibecosystem) (commit `cea9462`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `experiment-loop` | core | Autonomous experiment loop: hypothesize > modify > test > evaluate > keep/discard > repeat. Run N experiments automatically with measurable metrics. Works for performance optimization, A/B testing, prompt engineering, and any measurable … | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/experiment-loop) |
+| `chaos-engineering` | core | Failure injection patterns, blast radius control, steady state hypothesis, and gameday planning for resilience testing. | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/chaos-engineering) |
--- a/references/berufsbild-de.md
+++ b/references/berufsbild-de.md
@@ -0,0 +1,74 @@
+# Berufsbild (Deutschland) — Application-Engineer/-Manager/in
+
+> **Quelle:** BERUFENET, Bundesagentur für Arbeit — Beruf-ID 14991,
+> KldB 2010: B 61124 · via öffentliche BERUFENET-API,
+> abgerufen 2026-07-12. Automatisches Label-Matching
+> (Score 0.67); Inhalte paraphrasiert/gekürzt, Volltext beim
+> Original: https://web.arbeitsagentur.de/berufenet/beruf/14991
+
+## Aufgaben und Tätigkeiten kompakt
+
+Application-Engineers bzw. Application-Manager und -Managerinnen begleiten die Entwicklung von technischen Anwendungen von der Planung bis zur Umsetzung. Dabei nehmen sie eine Schnittstellenfunktion zwischen Vertrieb und Produktentwicklung ein und stehen den Kunden und Kundinnen als Ansprechperson zur Verfügung. Sie analysieren Kundenanforderungen und übersetzen diese in technische Lösungen. Auf dieser Basis konzipieren sie Produkte, erstellen Angebote und präsentieren die erarbeiteten Lösungsvorschläge. Darüber hinaus verfassen sie Handbücher und technische Dokumentationen. Die Tätigkeitsbereiche sind u.a. im Maschinen- und Anlagenbau, der Softwareentwicklung, der Automatisierungstechnik, in der Elektronik und Fahrzeugtechnik.
+
+## Tätigkeitsbezeichnungen
+
+Application-Engineer/-Manager/in
+
+Auch übliche Berufsbezeichnungen/SynonymeApplikationsentwickler/in
+
+Applikationsingenieur/in
+
+## Die Tätigkeit im Überblick
+
+Application-Engineers bzw. Application-Manager und -Managerinnen entwickeln technische Produkte und Lösungen entsprechend der Anforderungen von Kunden und Kundinnen.
+
+## Aufgaben und Tätigkeiten im Einzelnen
+
+technische Verfahren optimieren oder neu entwickeln, z.B. in den Bereichen Maschinen- und Anlagenbau, Softwareentwicklung, Automatisierungstechnik, Elektronik und Fahrzeugtechnik
+
+Kundenanforderungen ermitteln und in technische Lösungen übersetzen
+
+Preise und Termine kalkulieren
+
+Angebote erstellen und präsentieren
+
+Handbücher, Dokumentationen, Schulungsunterlagen, technische Unterlagen, Betriebsanleitungen oder Installationspläne ausarbeiten
+
+Wartungs- und Serviceprotokolle führen
+
+Maschinen und Anlagen programmieren, in Betrieb nehmen und überwachen; Fehler beheben und ggf. Bedienpersonal einweisen
+
+Kunden/Kundinnen beraten, bei technischen Problemen unterstützen, Anfragen und Verbesserungsvorschläge entgegennehmen
+
+Mitarbeitende führen
+
+## Arbeitsbereiche/Branchen
+
+Application-Engineers bzw. Application-Manager und -Managerinnen finden Beschäftigung
+in Maschinen- und Anlagenbau
+
+bei Softwareanbietern
+
+im Bereich Automatisierungstechnik
+
+in Elektroindustrieunternehmen
+
+in Unternehmen des Fahrzeugbaus
+
+in Energieversorgungsunternehmen
+
+## Arbeitsorte
+
+Application-Engineers bzw. Application-Manager und -Managerinnen arbeiten meist
+in Büroräumen
+
+in Entwicklungslabors
+
+in Messstationen
+
+in Produktionshallen
+
+Sie arbeiten ggf. auch
+bei Kunden/Kundinnen
+
+im Homeoffice bzw. mobil
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,118 @@
+# Market evidence report — application-engineer
+
+Source: **69 real job ads** (JSearch API, countries: us 69), extracted into the MSSQL evidence store; as of 2026-07-08.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 44 | 64 % |
+| senior | 14 | 20 % |
+| junior | 7 | 10 % |
+| lead | 3 | 4 % |
+| n/a | 1 | 1 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | AWS | 9 | 13 % |
+| 2 | JIRA | 8 | 12 % |
+| 3 | Microsoft Excel | 8 | 12 % |
+| 4 | Angular | 6 | 9 % |
+| 5 | Docker | 6 | 9 % |
+| 6 | Microsoft Office | 6 | 9 % |
+| 7 | Python | 6 | 9 % |
+| 8 | AutoCAD | 5 | 7 % |
+| 9 | Kubernetes | 5 | 7 % |
+| 10 | SQL | 5 | 7 % |
+| 11 | Confluence | 4 | 6 % |
+| 12 | Java | 4 | 6 % |
+| 13 | GIT | 3 | 4 % |
+| 14 | Javascript | 3 | 4 % |
+| 15 | React | 3 | 4 % |
+| 16 | TypeScript | 3 | 4 % |
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | troubleshooting | 12 | 17 % |
+| 2 | software development | 9 | 13 % |
+| 3 | data analysis | 7 | 10 % |
+| 4 | debugging | 7 | 10 % |
+| 5 | software design | 5 | 7 % |
+| 6 | api design | 4 | 6 % |
+| 7 | application development | 4 | 6 % |
+| 8 | cost estimation | 4 | 6 % |
+| 9 | equipment selection | 4 | 6 % |
+| 10 | project management | 4 | 6 % |
+| 11 | requirements analysis | 4 | 6 % |
+| 12 | system integration | 4 | 6 % |
+| 13 | technical documentation | 4 | 6 % |
+| 14 | testing | 4 | 6 % |
+| 15 | application design | 3 | 4 % |
+| 16 | data modeling | 3 | 4 % |
+| 17 | data visualization | 3 | 4 % |
+| 18 | engineering drawing interpretation | 3 | 4 % |
+| 19 | optimization | 3 | 4 % |
+| 20 | performance optimization | 3 | 4 % |
+| 21 | problem solving | 3 | 4 % |
+| 22 | system architecture | 3 | 4 % |
+| 23 | system configuration | 3 | 4 % |
+| 24 | system testing | 3 | 4 % |
+| 25 | web application development | 3 | 4 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | agile development | 7 | 10 % |
+| 2 | scrum | 5 | 7 % |
+| 3 | agile methodologies | 3 | 4 % |
+| 4 | devops | 3 | 4 % |
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | application development | 5 | 7 % |
+| 2 | customer communication | 4 | 6 % |
+| 3 | system integration | 4 | 6 % |
+| 4 | documentation | 3 | 4 % |
+| 5 | team leadership | 3 | 4 % |
+| 6 | technical issue resolution | 3 | 4 % |
+
+## Job title variants in the market
+
+| Title | Ads |
+|---|---|
+| Implementation Engineer | 2 |
+| 3rd Shift Test Technician | 1 |
+| Angular/NodeJS Developer - II | 1 |
+| Application Development Engineer (Junior) | 1 |
+| Application Engineer | 1 |
+| Application Engineer - II | 1 |
+| Application Engineer - MV Drives | 1 |
+| Application Engineer IV | 1 |
+| Application Modernization Engineer (C++/Java) | 1 |
+| Applications Engineer | 1 |
+| Applications Engineer - Data Center-Electrical Power Solutions | 1 |
+| Applications Engineer – Java Software Engineer | 1 |
+| Applications Engineer (UI) | 1 |
+| Applications Engineer II (REMOTE) | 1 |
+| Cloud Application Engineer | 1 |
+| Configuration Manager / Tools Engineer with Security Clearance | 1 |
+| Controls & Integration Engineer II, Electrical | 1 |
+| Data Center Controls Tech, Data Center Capacity Delivery - Controls | 1 |
+| Data Engineer Senior Analyst | 1 |
+| DSP Application Engineer | 1 |
+| Engineering Specialist - CRO | 1 |
+| Engineering Specialist - Customer Application Engineer | 1 |
+| Engineering Specialist (Flex Staff) | 1 |
+| ENGINEERING TECHNICIAN | 1 |
+| Engineering Technician 3/4 | 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 +1,29 @@
+# Occupation profile — application engineer
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/fde4372d-8293-42de-afbb-8b5a9b274fe7
+- **ESCO code:** 2149.2
+- **ISCO-08 group:** 2149 — Engineering professionals not elsewhere classified
+
+## Description (ESCO)
+
+Application engineers deal with the technical requirements, management, and design for the development of various engineering applications, such as systems, new product designs, or the improvements of processes. They are responsible for the implementation of a design or process improvement, they offer technical support for products, answer questions about the technical functionality and assist the sales team.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- application technology engineering specialist
+- application engineering consultant
+- application technology engineer
+- electric vehicles application engineer
+- applied research engineer
+- application engineering specialist
+- application technology engineering adviser
+- BESS application engineer
+- application engineering adviser
+- application technology engineering expert
+- applied engineer
+- application technology engineering consultant
+- application engineering expert
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,98 @@
+# Competences — application engineer
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/fde4372d-8293-42de-afbb-8b5a9b274fe7).
+
+## Essential
+
+- **advanced materials** (knowledge)
+- **algorithms** (knowledge)
+- **analyse software specifications** (skill/competence)
+- **analyse test data** (skill/competence)
+- **collect customer feedback on applications** (skill/competence)
+- **computer engineering** (knowledge)
+- **computer programming** (knowledge)
+- **computer science** (knowledge)
+- **conduct ICT code review** (skill/competence)
+- **conduct research on trends in design** (skill/competence)
+- **define quality standards** (skill/competence)
+- **define technical requirements** (skill/competence)
+- **determine suitability of materials** (skill/competence)
+- **engineering principles** (knowledge)
+- **engineering processes** (knowledge)
+- **identify customer requirements** (skill/competence)
+- **identify customer's needs** (skill/competence)
+- **integrate system components** (skill/competence)
+- **integrated development environment software** (knowledge)
+- **interpret technical requirements** (skill/competence)
+- **manage engineering project** (skill/competence)
+- **manage product testing** (skill/competence)
+- **perform scientific research** (skill/competence)
+- **process customer orders** (skill/competence)
+- **product data management** (knowledge)
+- **project management** (knowledge)
+- **software anomalies** (knowledge)
+- **task algorithmisation** (knowledge)
+- **technical drawings** (knowledge)
+- **use an application-specific interface** (skill/competence)
+- **use software design patterns** (skill/competence)
+- **use software libraries** (skill/competence)
+- **use technical drawing software** (skill/competence)
+
+## Optional
+
+- ABAP (knowledge)
+- adjust engineering designs (skill/competence)
+- analyse supply chain strategies (skill/competence)
+- analyse supply chain trends (skill/competence)
+- archive documentation related to work (skill/competence)
+- Assembly (computer programming) (knowledge)
+- carry out inventory planning (skill/competence)
+- compare contractors' bids (skill/competence)
+- conduct quality control analysis (skill/competence)
+- cost management (knowledge)
+- create a product's virtual model (skill/competence)
+- create technical plans (skill/competence)
+- debug software (skill/competence)
+- design user interface (skill/competence)
+- develop software prototype (skill/competence)
+- develop test procedures (skill/competence)
+- develop translation memory software (skill/competence)
+- estimate duration of work (skill/competence)
+- handle customer complaints (skill/competence)
+- human-robot collaboration (knowledge)
+- ICT debugging tools (knowledge)
+- implement efficiency plans for logistics operations (skill/competence)
+- install machinery (skill/competence)
+- linguistics (knowledge)
+- maintain contract administration (skill/competence)
+- manage budgets (skill/competence)
+- manage distribution channels (skill/competence)
+- manage localisation (skill/competence)
+- manufacturing processes (knowledge)
+- mechatronics (knowledge)
+- meet contract specifications (skill/competence)
+- Microsoft Visual C++ (knowledge)
+- model based system engineering (knowledge)
+- perform project management (skill/competence)
+- perform test run (skill/competence)
+- Perl (knowledge)
+- precision mechanics (knowledge)
+- prepare production prototypes (skill/competence)
+- present artistic design proposals (skill/competence)
+- principles of artificial intelligence (knowledge)
+- production processes (knowledge)
+- quality standards (knowledge)
+- R (knowledge)
+- read engineering drawings (skill/competence)
+- robotic components (knowledge)
+- robotics (knowledge)
+- run laboratory simulations (skill/competence)
+- SAS language (knowledge)
+- supply chain management (knowledge)
+- transportation engineering (knowledge)
+- TypeScript (knowledge)
+- use automatic programming (skill/competence)
+- utilise computer-aided software engineering tools (skill/competence)
+- utilise machine learning (skill/competence)
+- VBScript (knowledge)
+- warehouse operations (knowledge)
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,53 @@
+# Tasks & work activities — application engineer
+
+Source: O*NET 30.3, occupation 17-3026.01 (Nanotechnology Engineering Technologists and Technicians) — manual nearest-occupation mapping via ISCO group 2149; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+## Task statements
+
+- **[Core]** Operate nanotechnology compounding, testing, processing, or production equipment in accordance with appropriate standard operating procedures, good manufacturing practices, hazardous material restrictions, or health and safety requirements.
+- **[Core]** Maintain work area according to cleanroom or other processing standards.
+- **[Core]** Produce images or measurements, using tools or techniques such as atomic force microscopy, scanning electron microscopy, optical microscopy, particle size analysis, or zeta potential analysis.
+- **[Core]** Collaborate with scientists or engineers to design or conduct experiments for the development of nanotechnology materials, components, devices, or systems.
+- **[Core]** Repair nanotechnology processing or testing equipment or submit work orders for equipment repair.
+- **[Core]** Measure or mix chemicals or compounds in accordance with detailed instructions or formulas.
+- **[Core]** Monitor equipment during operation to ensure adherence to specifications for characteristics such as pressure, temperature, or flow.
+- **[Core]** Collect or compile nanotechnology research or engineering data.
+- **[Core]** Calibrate nanotechnology equipment, such as weighing, testing, or production equipment.
+- **[Core]** Monitor hazardous waste cleanup procedures to ensure proper application of nanocomposites or accomplishment of objectives.
+- **[Core]** Contribute written material or data for grant or patent applications.
+- **[Core]** Inspect or measure thin films of carbon nanotubes, polymers, or inorganic coatings, using a variety of techniques or analytical tools.
+- **[Supplemental]** Compare the performance or environmental impact of nanomaterials by nanoparticle size, shape, or organization.
+- **[Core]** Develop or modify wet chemical or industrial laboratory experimental techniques for nanoscale use.
+- **[Supplemental]** Process nanoparticles or nanostructures, using technologies such as ultraviolet radiation, microwave energy, or catalysis.
+- **[Core]** Implement new or enhanced methods or processes for the processing, testing, or manufacture of nanotechnology materials or products.
+- **[Core]** Prepare detailed verbal or written presentations for scientists, engineers, project managers, or upper management.
+- **[Supplemental]** Perform functional tests of nano-enhanced assemblies, components, or systems, using equipment such as torque gauges or conductivity meters.
+- **[Core]** Maintain accurate record or batch-record documentation of nanoproduction.
+- **[Supplemental]** Assemble components, using techniques such as interference fitting, solvent bonding, adhesive bonding, heat sealing, or ultrasonic welding.
+- **[Core]** Prepare capability data, training materials, or other documentation for transfer of processes to production.
+- **[Supplemental]** Analyze the life cycle of nanomaterials or nano-enabled products to determine environmental impact.
+- **[Supplemental]** Measure emission of nanodust or nanoparticles during nanocomposite or other nano-scale production processes, using systems such as aerosol detection systems.
+- **[Core]** Assist nanoscientists or engineers in processing or characterizing materials according to physical or chemical properties.
+- **[Core]** Assist nanoscientists or engineers in writing process specifications or documentation.
+
+## Detailed work activities
+
+- Assemble equipment or components.
+- Calibrate scientific or technical equipment.
+- Devise research or testing protocols.
+- Document technical design details.
+- Implement design or process improvements.
+- Investigate the environmental impact of projects.
+- Maintain clean work areas.
+- Maintain operational records or records systems.
+- Maintain test equipment.
+- Measure physical or chemical properties of materials or objects.
+- Monitor activities affecting environmental quality.
+- Monitor processes for compliance with standards.
+- Operate precision equipment to control microscopic or nanoscopic processes.
+- Prepare contracts, disclosures, or applications.
+- Prepare materials for processing.
+- Prepare procedural documents.
+- Prepare technical reports for internal use.
+- Research engineering applications of emerging technologies.
+- Test performance of electrical, electronic, mechanical, or integrated systems or equipment.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,16 @@
+# Tools & technology — application engineer
+
+Source: O*NET 30.3, occupation 17-3026.01 (Nanotechnology Engineering Technologists and Technicians) — manual nearest-occupation mapping via ISCO group 2149; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| Microsoft Access | Data base user interface and query software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Windows | Operating system software | yes |
+| Microsoft Word | Word processing software | yes |
+| Image analysis software | Analytical or scientific software |  |
+| Optical imaging systems | Graphics or photo imaging software |  |
+| Simulation software | Analytical or scientific software |  |
+| SPMLab | Analytical or scientific software |  |