feat: model-maker skill package v0.1.0

2026-08-14 17:01:16 +02:00
commit 570b26b644
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
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+# Data provenance — model-maker
+
+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 — model-maker
+    "ESCO (occupation & competences)" : 43
+    "O*NET (tasks & tools)" : 43
+    "Job boards (market evidence)" : 112
+    "Anthropic official Claude skills" : 9
+    "External AI skill packs (mapped)" : 194
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 43 | 10.7 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 43 | 10.7 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 112 | 27.9 % | 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 | 9 | 2.2 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 194 | 48.4 % | 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 +1,66 @@
+---
+name: model-maker
+description: "Occupational skill for the role 'model maker' (also: model designer, maker, model builder, model fabricator, model expert, modeller). Use when the user asks for typical model maker work such as: typical model maker responsibilities"
+---
+
+# Model Maker
+
+Model makers create three-dimensional scale models or various designs or concepts and for various purposes, such as models of human skeletons or organs. They also mount the models on display stands so that they can be used for their final purpose such as inclusion in education activities.
+
+## 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)
+
+- align components
+- build a product's physical model
+- create a product's virtual model
+- design principles
+- design scale models
+- develop product design
+- fasten components
+- follow a brief
+- operate precision measuring equipment
+- quality standards
+- read engineering drawings
+- read standard blueprints
+- use CAD software
+- use digital illustration techniques
+- use traditional illustration techniques
+
+## Hot technologies
+
+- Microsoft Excel
+- Microsoft Office software
+- Microsoft Word
+
+
+<!-- hot-tech -->
+
+## Hot technologies
+
+Top tools from 45 gated job ads (see references/market.md, as of 2026-07-18):
+
+- cnc lathes — 16 %
+- CNC mills — 13 %
+- EDM machines — 13 %
+- Mastercam — 13 %
+- hand tools — 11 %
+- Microsoft Office — 11 %
+- 3D Printers — 9 %
+- AutoCAD — 9 %
+- lathe — 9 %
+- 3D printing — 7 %
+
+<!-- hot-tech -->
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/3cbbdb83-7c36-4ae5-8c45-6c284186f477), O*NET 30.3 (51-4061.00, manual nearest match). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,316 @@
+{
+  "name": "model-maker",
+  "title": "model maker",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/3cbbdb83-7c36-4ae5-8c45-6c284186f477",
+    "esco_code": "2163.1.6",
+    "isco_group": "2163",
+    "onet_soc": "51-4061.00",
+    "crosswalk_match": "manual nearest via ISCO 2163 (Model Makers, Metal and Plastic)"
+  },
+  "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": 27,
+    "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": 6
+      },
+      "veniceai/skills": {
+        "repo": "https://github.com/veniceai/skills",
+        "commit": "de089fa",
+        "license": "MIT",
+        "skills": 1
+      },
+      "ConardLi/garden-skills": {
+        "repo": "https://github.com/ConardLi/garden-skills",
+        "commit": "fbd6453",
+        "license": "MIT",
+        "skills": 2
+      },
+      "vladikk/modularity": {
+        "repo": "https://github.com/vladikk/modularity",
+        "commit": "bcdca9a",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 2
+      },
+      "worldwonderer/novel-to-game": {
+        "repo": "https://github.com/worldwonderer/novel-to-game",
+        "commit": "3c18abd",
+        "license": "MIT",
+        "skills": 2
+      },
+      "alirezarezvani/claude-skills": {
+        "repo": "https://github.com/alirezarezvani/claude-skills",
+        "commit": "0241f43",
+        "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": 2
+      },
+      "wondelai/skills": {
+        "repo": "https://github.com/wondelai/skills",
+        "commit": "326b380",
+        "license": "MIT",
+        "skills": 4
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 9
+      },
+      "mohitagw15856/pm-claude-skills": {
+        "repo": "https://github.com/mohitagw15856/pm-claude-skills",
+        "commit": "876fa30",
+        "license": "MIT",
+        "skills": 6
+      },
+      "gooseworks-ai/goose-skills": {
+        "repo": "https://github.com/gooseworks-ai/goose-skills",
+        "commit": "94ec916",
+        "license": "no explicit license \u2014 referenced by link only",
+        "skills": 1
+      },
+      "pcliangx/AppGenesisForge": {
+        "repo": "https://github.com/pcliangx/AppGenesisForge",
+        "commit": "81ea032",
+        "license": "MIT",
+        "skills": 1
+      },
+      "antfu/skills": {
+        "repo": "https://github.com/antfu/skills",
+        "commit": "a74f281",
+        "license": "MIT",
+        "skills": 1
+      },
+      "fcakyon/claude-codex-settings": {
+        "repo": "https://github.com/fcakyon/claude-codex-settings",
+        "commit": "44b7c00",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "secondsky/claude-skills": {
+        "repo": "https://github.com/secondsky/claude-skills",
+        "commit": "c4889f6",
+        "license": "MIT",
+        "skills": 2
+      },
+      "anbeime/skill": {
+        "repo": "https://github.com/anbeime/skill",
+        "commit": "ddad607",
+        "license": "no explicit license \u2014 referenced by link only",
+        "skills": 1
+      },
+      "brycewang-stanford/Auto-Empirical-Research-Skills": {
+        "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
+        "commit": "85bf545",
+        "license": "CC-BY-4.0",
+        "skills": 2
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 6
+      },
+      "harperreed/dotfiles": {
+        "repo": "https://github.com/harperreed/dotfiles",
+        "commit": "6b5ced1",
+        "license": "MIT",
+        "skills": 1
+      },
+      "LukeRenton/explore-claude-code": {
+        "repo": "https://github.com/LukeRenton/explore-claude-code",
+        "commit": "68ac333",
+        "license": "MIT",
+        "skills": 1
+      },
+      "snyk/agent-scan": {
+        "repo": "https://github.com/snyk/agent-scan",
+        "commit": "f3a4621",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "ThinkInAIXYZ/deepchat": {
+        "repo": "https://github.com/ThinkInAIXYZ/deepchat",
+        "commit": "f275c92",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "ViryaZheng/recomby-geo": {
+        "repo": "https://github.com/ViryaZheng/recomby-geo",
+        "commit": "530d5e2",
+        "license": "MIT",
+        "skills": 1
+      },
+      "syahiidkamil/Software-Engineer-AI-Agent-Atlas": {
+        "repo": "https://github.com/syahiidkamil/Software-Engineer-AI-Agent-Atlas",
+        "commit": "fc0bf11",
+        "license": "no explicit license \u2014 referenced by link only",
+        "skills": 1
+      },
+      "microsoft/skills": {
+        "repo": "https://github.com/microsoft/skills",
+        "commit": "dc543aa",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nexu-io/open-design": {
+        "repo": "https://github.com/nexu-io/open-design",
+        "commit": "4b66023",
+        "license": "Apache-2.0",
+        "skills": 5
+      },
+      "infrasity-labs/dev-gtm-claude-skills": {
+        "repo": "https://github.com/infrasity-labs/dev-gtm-claude-skills",
+        "commit": "02cfefb",
+        "license": "MIT",
+        "skills": 2
+      },
+      "AIScientists-Dev/Flowtrace": {
+        "repo": "https://github.com/AIScientists-Dev/Flowtrace",
+        "commit": "1571c76",
+        "license": "MIT",
+        "skills": 1
+      },
+      "Ryan-yang125/motion-lexicon": {
+        "repo": "https://github.com/Ryan-yang125/motion-lexicon",
+        "commit": "9339f16",
+        "license": "MIT",
+        "skills": 1
+      },
+      "mattpocock/skills": {
+        "repo": "https://github.com/mattpocock/skills",
+        "commit": "66898f6",
+        "license": "MIT",
+        "skills": 1
+      },
+      "mxyhi/ok-skills": {
+        "repo": "https://github.com/mxyhi/ok-skills",
+        "commit": "94707b6",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "nimbalyst/nimbalyst": {
+        "repo": "https://github.com/nimbalyst/nimbalyst",
+        "commit": "7f15256",
+        "license": "MIT",
+        "skills": 1
+      },
+      "rampstackco/claude-skills": {
+        "repo": "https://github.com/rampstackco/claude-skills",
+        "commit": "bc6d961",
+        "license": "MIT",
+        "skills": 3
+      },
+      "cathrynlavery/diagram-design": {
+        "repo": "https://github.com/cathrynlavery/diagram-design",
+        "commit": "a5e3978",
+        "license": "MIT",
+        "skills": 1
+      },
+      "Devin-AXIS/iPolloWork": {
+        "repo": "https://github.com/Devin-AXIS/iPolloWork",
+        "commit": "5107542",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "garrytan/gstack": {
+        "repo": "https://github.com/garrytan/gstack",
+        "commit": "7c9df1c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "softaworks/agent-toolkit": {
+        "repo": "https://github.com/softaworks/agent-toolkit",
+        "commit": "3027f20",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nWave-ai/nWave": {
+        "repo": "https://github.com/nWave-ai/nWave",
+        "commit": "1d0f13c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 74,
+      "adjacent": 6
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 43,
+      "onet": 43,
+      "jobads": 112,
+      "wiki_ai": 0,
+      "anthropic": 9,
+      "ai_skills": 194,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 10.7,
+      "onet": 10.7,
+      "jobads": 27.9,
+      "wiki_ai": 0.0,
+      "anthropic": 2.2,
+      "ai_skills": 48.4,
+      "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 +1,426 @@
+# External AI agent skills — model-maker
+
+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 |
+|---|---|---|---|
+| `brand-guidelines` | core | Applies Anthropic's official brand colors and typography to any sort of artifact that may benefit from having Anthropic's look-and-feel. Use it when brand colors or style guidelines, visual formatting, or company design standards apply. | [source](https://github.com/anthropics/skills/tree/main/skills/brand-guidelines) |
+| `canvas-design` | core | Create beautiful visual art in .png and .pdf documents using design philosophy. You should use this skill when the user asks to create a poster, piece of art, design, or other static piece. Create original visual designs, never copying … | [source](https://github.com/anthropics/skills/tree/main/skills/canvas-design) |
+| `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) |
+| `algorithmic-art` | adjacent | Creating algorithmic art using p5.js with seeded randomness and interactive parameter exploration. Use this when users request creating art using code, generative art, algorithmic art, flow fields, or particle systems. Create original … | [source](https://github.com/anthropics/skills/tree/main/skills/algorithmic-art) |
+| `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) |
+| `theme-factory` | adjacent | Toolkit for styling artifacts with a theme. These artifacts can be slides, docs, reportings, HTML landing pages, etc. There are 10 pre-set themes with colors/fonts that you can apply to any artifact that has been creating, or can generate … | [source](https://github.com/anthropics/skills/tree/main/skills/theme-factory) |
+
+## Source: ConardLi/garden-skills
+
+- Repository: [https://github.com/ConardLi/garden-skills](https://github.com/ConardLi/garden-skills) (commit `fbd6453`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `web-design-engineer` | core | Build polished visual web artifacts with HTML/CSS/JavaScript/React: pages, dashboards, prototypes, slide decks, animations, UI mockups, and data visualizations. Use when the user wants a browser-rendered, interactive, or presentational … | [source](https://github.com/ConardLi/garden-skills/tree/fbd6453/skills/web-design-engineer) |
+| `gpt-image-2` | adjacent | 面向 GPT Image 2 的图像生成 / 编辑技能。可在 3 种环境下使用：(A) Garden 本地模式，通过 OpenAI 兼容接口直接出图并落盘；(B) Host-Native 模式，把本 Skill 当作提示词工程指引，把渲染好的 prompt 交给宿主 Agent 自带的图像工具出图；(C) Advisor 模式，宿主无任何图像工具时退化为高质量 prompt 顾问。涵盖 18 大类、80+ 个结构化模板，覆盖海报 / UI / 产品 / 信息图 / 学术图 … | [source](https://github.com/ConardLi/garden-skills/tree/fbd6453/skills/gpt-image-2) |
+
+## 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 |
+|---|---|---|---|
+| `cad-modeling` | core | Expert skill for parametric 3D CAD model development with design intent and configuration management | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/mechanical-engineering/skills/cad-modeling) |
+| `hvac-design` | core | Skill for HVAC system design and analysis per ASHRAE standards including load calculations, equipment selection, and energy efficiency analysis | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/mechanical-engineering/skills/hvac-design) |
+
+## Source: AIScientists-Dev/Flowtrace
+
+- Repository: [https://github.com/AIScientists-Dev/Flowtrace](https://github.com/AIScientists-Dev/Flowtrace) (commit `1571c76`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `mira-tan-perspective` | core | The design-judgment lens of Mira Tan (a FICTIONAL product-design mentor), distilled from an invented corpus into 4 mental models, 5 decision heuristics, and a full expression DNA. Use as a design-crit advisor: paste a flow, get Mira's read … | [source](https://github.com/AIScientists-Dev/Flowtrace/tree/1571c76/scripts/examples/distill-mind/fixtures/persona_skill) |
+
+## 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 |
+|---|---|---|---|
+| `rag-architect` | core | Use when the user asks to design a RAG pipeline, choose a chunking strategy or embedding model, pick a vector database, or evaluate retrieval quality (precision@k, recall@k, NDCG). Examples: 'design a RAG system for our docs', 'what chunk … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/engineering/skills/rag-architect) |
+
+## Source: anbeime/skill
+
+- Repository: [https://github.com/anbeime/skill](https://github.com/anbeime/skill) (commit `ddad607`, retrieved 2026-07-14)
+- License: no explicit license — referenced by link only
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `frontend-design` | core | Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, or applications. Generates creative, polished code that avoids generic AI aesthetics. | [source](https://github.com/anbeime/skill/tree/ddad607/skills/frontend-design/frontend-design) |
+
+## Source: antfu/skills
+
+- Repository: [https://github.com/antfu/skills](https://github.com/antfu/skills) (commit `a74f281`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `antfu-design` | core | antfu-style design conventions, broadened. UnoCSS-first, class-based semantic tokens with dual light/dark for tooling and devtools UIs, plus design-read, anti-slop, and micro-interaction polish for landing pages and product surfaces. Use … | [source](https://github.com/antfu/skills/tree/a74f281/skills/antfu-design) |
+
+## 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 |
+|---|---|---|---|
+| `frontend-design` | core | Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, artifacts, posters, or applications (examples include websites, landing pages, dashboards, … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/33-Galaxy-Dawn-claude-scholar/skills/frontend-design) |
+| `cs-skills` | core | 10 computer science skills. Trigger: algorithms, systems research, software engineering, security papers. Design: theory, complexity analysis, code-centric research, and security methods. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/cs) |
+
+## Source: cathrynlavery/diagram-design
+
+- Repository: [https://github.com/cathrynlavery/diagram-design](https://github.com/cathrynlavery/diagram-design) (commit `a5e3978`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `diagram-design` | core | Create branded architecture, IT current-state, flowchart, sequence, state machine, ER/data model, timeline, swimlane, quadrant, radar/spider, loop/flywheel, nested, tree, org chart, layer stack, Venn, pyramid/funnel, bar, line, Gantt and … | [source](https://github.com/cathrynlavery/diagram-design/tree/a5e3978/skills/diagram-design) |
+
+## 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 |
+|---|---|---|---|
+| `frontend-design` | core | Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, artifacts, posters, or applications (examples include websites, landing pages, dashboards, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/creative-design/frontend-design) |
+| `notion-template-business` | core | Expert in building and selling Notion templates as a business - not just making templates, but building a sustainable digital product business. Covers template design, pricing, marketplaces, marketing, and scaling to real revenue. Use … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/productivity/notion-template-business) |
+| `software-architecture` | core | Guide for quality focused software architecture. This skill should be used when users want to write code, design architecture, analyze code, in any case that relates to software development. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/software-architecture) |
+| `mermaid-diagrams` | core | Comprehensive guide for creating software diagrams using Mermaid syntax. Use when users need to create, visualize, or document software through diagrams including class diagrams (domain modeling, object-oriented design), sequence diagrams … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/creative-design/mermaid-diagrams) |
+| `premium-web-design` | core | Create premium, Awwwards-quality website designs as React (.jsx) components that look like they were built by a top-tier agency charging $50k+ per project. Use this skill whenever the user asks for a website, landing page, portfolio, or … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/creative-design/premium-web-design) |
+| `senior-prompt-engineer` | core | World-class prompt engineering skill for LLM optimization, prompt patterns, structured outputs, and AI product development. Expertise in Claude, GPT-4, prompt design patterns, few-shot learning, chain-of-thought, and AI evaluation. … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/senior-prompt-engineer) |
+
+## Source: Devin-AXIS/iPolloWork
+
+- Repository: [https://github.com/Devin-AXIS/iPolloWork](https://github.com/Devin-AXIS/iPolloWork) (commit `5107542`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `figma-generate-library` | core | Build or update a professional-grade design system in Figma from a codebase. Use when the user wants to create variables/tokens, build component libraries, create individual components with proper variant sets and variable bindings, set up … | [source](https://github.com/Devin-AXIS/iPolloWork/tree/5107542/examples/plugin-packages/figma/.opencode/skills/figma-generate-library) |
+
+## Source: fcakyon/claude-codex-settings
+
+- Repository: [https://github.com/fcakyon/claude-codex-settings](https://github.com/fcakyon/claude-codex-settings) (commit `44b7c00`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `anthropic-frontend-design` | core | Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, or applications. Generates creative, polished code that avoids generic AI aesthetics. | [source](https://github.com/fcakyon/claude-codex-settings/tree/44b7c00/plugins/frontend-design-skills/skills/anthropic-frontend-design) |
+
+## 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 |
+|---|---|---|---|
+| `senior-prompt-engineer` | core | World-class prompt engineering skill for LLM optimization, prompt patterns, structured outputs, and AI product development. Expertise in Claude, GPT-4, prompt design patterns, few-shot learning, chain-of-thought, and AI evaluation. … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/senior-prompt-engineer) |
+
+## Source: garrytan/gstack
+
+- Repository: [https://github.com/garrytan/gstack](https://github.com/garrytan/gstack) (commit `7c9df1c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `gstack-openclaw-office-hours` | core | Use when asked to brainstorm, evaluate whether an idea is worth building, run office hours, or think through a new product idea or design direction before any code is written. | [source](https://github.com/garrytan/gstack/tree/7c9df1c/openclaw/skills/gstack-openclaw-office-hours) |
+
+## Source: gooseworks-ai/goose-skills
+
+- Repository: [https://github.com/gooseworks-ai/goose-skills](https://github.com/gooseworks-ai/goose-skills) (commit `94ec916`, retrieved 2026-07-14)
+- License: no explicit license — referenced by link only
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `programmatic-seo-planner` | core | Identify programmatic SEO page patterns worth building for your product — vs/ pages, integrations/, for-{industry}/, alternatives-to/, use-cases/ — and design the template structure, data model, and priority order. Outputs a complete pSEO … | [source](https://github.com/gooseworks-ai/goose-skills/tree/94ec916/skills/seo/composites/programmatic-seo-planner) |
+
+## Source: harperreed/dotfiles
+
+- Repository: [https://github.com/harperreed/dotfiles](https://github.com/harperreed/dotfiles) (commit `6b5ced1`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `frontend-design` | core | Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, or applications. Generates creative, polished code that avoids generic AI aesthetics. | [source](https://github.com/harperreed/dotfiles/tree/6b5ced1/.claude/skills/frontend-design) |
+
+## 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 |
+|---|---|---|---|
+| `information-architecture` | core | Design the structure, hierarchy, and navigation model for a product's content and features. | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/information-architecture) |
+| `interface-design` | core | Craft-first interface design for dashboards, admin panels, SaaS apps, tools, settings pages, data interfaces, and interactive products. Use when designing, building, reviewing, auditing, or refining product UI where visual craft, layout … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/interface-design) |
+
+## 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 |
+|---|---|---|---|
+| `design-sprint` | core | Run a structured 5-day process to prototype, test, and validate product ideas with real users. Use when the user mentions "design sprint", "validate before we build", "rapid prototype", "test with users", or "should we build this". Also … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/productivity/wondelai-design-sprint) |
+| `form-brand` | core | Use when asked to create a brand identity, define visual design direction, generate a color palette or type system, build a style guide, or establish the look and feel for a product. Examples: "create a brand for X", "define the visual … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/form-brand) |
+| `hooked-ux` | core | Design habit-forming product loops using the Hook Model (Trigger, Action, Variable Reward, Investment). Use when the user mentions "users arent coming back", "habit formation", "engagement loops", "habit zone", or "the manipulation … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/design/wondelai-hooked-ux) |
+| `surge-plg` | core | PLG motion design — free tier definition, activation sequence, expansion trigger points, viral mechanic assessment. Given a product, output the PLG architecture and make the calls. Use when asked to "PLG strategy", "freemium model", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/bundle/revenue-team/skills/surge-plg) |
+| `anima-core-workflow-a` | core | Build automated Figma-to-React pipeline with the Anima SDK. Use when automating design handoff, building CI/CD design-to-code workflows, or creating a design system code generator from Figma components. Trigger: "anima design pipeline", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/anima-pack/skills/anima-core-workflow-a) |
+| `draft-flow` | core | Use when asked to design a user flow, map how a user moves through a feature, create a wireframe or flow diagram, or document interaction design for a product brief. Examples: "design the flow for X", "map out the user journey", "create a … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/draft-flow) |
+| `find-design-agency` | core | Use whenever the user wants to find, shortlist, vet, or enrich US design and creative agencies — graphic design, UX/UI, product design, brand identity, packaging, illustration, motion design, and creative direction. Triggers on "find me a … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/mcp/servicegraph/skills/find-design-agency) |
+| `lumen` | core | Product analyst — metrics architecture, funnel analysis, A/B test design, retention, and growth measurement. | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/lumen) |
+| `modeling-nosql-data` | core | Build use when you need to work with NoSQL data modeling. This skill provides NoSQL database design with comprehensive guidance and automation. Trigger with phrases like "model NoSQL data", "design document structure", or "optimize NoSQL … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/database/nosql-data-modeler/skills/modeling-nosql-data) |
+
+## Source: LukeRenton/explore-claude-code
+
+- Repository: [https://github.com/LukeRenton/explore-claude-code](https://github.com/LukeRenton/explore-claude-code) (commit `68ac333`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `frontend-design` | core | Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, or applications. Generates creative, polished code that avoids generic AI aesthetics. | [source](https://github.com/LukeRenton/explore-claude-code/tree/68ac333/.claude/skills/frontend-design) |
+
+## Source: mattpocock/skills
+
+- Repository: [https://github.com/mattpocock/skills](https://github.com/mattpocock/skills) (commit `66898f6`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `prototype` | core | Build a throwaway prototype to answer a design question. Use when the user wants to sanity-check whether a state model or logic feels right, or explore what a UI should look like. | [source](https://github.com/mattpocock/skills/tree/66898f6/skills/engineering/prototype) |
+
+## 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 |
+|---|---|---|---|
+| `frontend-design-review` | core | Review and create distinctive, production-grade frontend interfaces with high design quality and design system compliance. Evaluates using three pillars: frictionless insight-to-action, quality craft, and trustworthy building. USE FOR: PR … | [source](https://github.com/microsoft/skills/tree/dc543aa/.github/skills/frontend-design-review) |
+
+## Source: mohitagw15856/pm-claude-skills
+
+- Repository: [https://github.com/mohitagw15856/pm-claude-skills](https://github.com/mohitagw15856/pm-claude-skills) (commit `876fa30`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `mcp-server-spec` | core | Design an MCP server for a product — the tool surface, auth model, and safety boundaries that make it genuinely usable by AI agents. Use when asked to spec an MCP server, expose a product to agents, design tools for Claude or other MCP … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-agentnative/skills/mcp-server-spec) |
+| `ai-eval-plan` | core | Design an evaluation plan for an LLM or AI feature before shipping it. Use when asked how to evaluate a prompt/model/agent, set up an eval harness, define quality metrics for an AI feature, or build a regression gate. Produces an eval plan … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-agentops/skills/ai-eval-plan) |
+| `engineering-hiring-rubric` | core | Build an engineering hiring rubric and technical interview scorecard for evaluating software engineers at a specific level. Use when asked to create an interview rubric, design a hiring process, build a technical scorecard, or standardize … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-engineering/skills/engineering-hiring-rubric) |
+| `customer-journey-map` | core | Build a customer journey map for a product, service, or experience. Use when asked to map a customer journey, create a user journey, document touchpoints and pain points, or design an experience map. Produces a complete journey map with … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-discovery/skills/customer-journey-map) |
+| `figma-design-brief` | core | Write a structured design brief for a Figma design task from a product requirement or feature request. Use when asked to write a design brief, create a design spec for Figma, turn a PRD into design requirements, or brief a designer on what … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-figma/skills/figma-design-brief) |
+| `threat-model` | core | Threat-model a system or feature to find where it could be attacked, before you build it. Use when asked to threat-model, do a security design review, identify attack surface, or apply STRIDE to a design. Produces a structured threat … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-security/skills/threat-model) |
+
+## 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-threat-modeling-with-owasp-threat-dragon` | core | Use OWASP Threat Dragon to create data flow diagrams, identify threats using STRIDE and LINDDUN methodologies, and generate threat model reports for secure design review. | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/performing-threat-modeling-with-owasp-threat-dragon) |
+
+## Source: mxyhi/ok-skills
+
+- Repository: [https://github.com/mxyhi/ok-skills](https://github.com/mxyhi/ok-skills) (commit `94707b6`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `prototype` | core | Build a throwaway prototype to answer a design question. Use when the user wants to sanity-check whether a state model or logic feels right, or explore what a UI should look like. | [source](https://github.com/mxyhi/ok-skills/tree/94707b6/prototype) |
+
+## 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 |
+|---|---|---|---|
+| `hps-true-blueprint` | core | Open Design's engineering blueprint: how the sandbox, sidecar, and daemon fit — the system diagram and the invariants. Built as a decision-grade product management deck for engineering org. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/hps-true-blueprint) |
+| `html-ppt-knowledge-arch-blueprint` | core | Open Design's incident retro: the daemon-restart data bug, the root cause, the fix, and the systemic follow-ups. Built as a decision-grade product management deck for engineering, SRE, leadership. | [source](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/html-ppt-knowledge-arch-blueprint) |
+| `design-consultation` | core | Build a complete design system from scratch with creative risks and realistic product mockups. Useful for kickoff workshops and brand-from-zero work. | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/design-consultation) |
+| `html-ppt-hermes-cyber-terminal` | core | Open Design + BYOK: choosing and wiring your own model, hands-on — cost, quality, and the routing decision. Built as a decision-grade AI literacy deck for engineers, IT, applied-AI teams. | [source](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/html-ppt-hermes-cyber-terminal) |
+| `pm-spec` | core | Product spec / PRD as a single page — problem, success metrics, scope, user stories, design notes, rollout plan, open questions. Use when the brief mentions "PRD", "spec", "product spec", "feature brief", or "需求文档". | [source](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/pm-spec) |
+
+## Source: nimbalyst/nimbalyst
+
+- Repository: [https://github.com/nimbalyst/nimbalyst](https://github.com/nimbalyst/nimbalyst) (commit `7f15256`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `datamodellm` | core | Create visual data models for database schemas using Nimbalyst's DataModelLM editor. Use when the user wants to design a data model, database schema, entity relationship diagram, or Prisma schema. | [source](https://github.com/nimbalyst/nimbalyst/tree/7f15256/packages/extensions/datamodellm/claude-plugin/skills/datamodellm) |
+
+## 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-ux-emotional-design` | core | Emotional design and delight patterns for product owners. Load when designing onboarding flows, empty states, first-run experiences, or evaluating the emotional quality of an interface. | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-ux-emotional-design) |
+
+## Source: pcliangx/AppGenesisForge
+
+- Repository: [https://github.com/pcliangx/AppGenesisForge](https://github.com/pcliangx/AppGenesisForge) (commit `81ea032`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `agf-design-discipline` | core | Use when uiux-designer is about to produce a design spec (spec.md) or static HTML prototype, or frontend-dev is about to build UI from a design. Provides the anti-AI-slop design discipline layer — Brief Inference (Design Read), three … | [source](https://github.com/pcliangx/AppGenesisForge/tree/81ea032/.claude/skills/agf-design-discipline) |
+
+## 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 |
+|---|---|---|---|
+| `design-standards` | core | Apply production-grade design standards when building or reviewing pages, components, or UI. Use this skill whenever the user asks to build a page, design a component, lay out a section, review the UI, fix the layout, or check design … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/design-standards) |
+| `design-system` | core | Build or audit a design system including component library, design tokens, naming conventions, contribution model, and documentation. Use this skill whenever the user wants to build a design system, audit an existing system, define design … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/design-system) |
+| `product-configurator-design` | core | Designing build-your-own product configurators (Tesla-style, custom-pricing, plan-builders) with constraint logic, real-time pricing, validation, and save-and-share mechanics. Honest about infinite-options (decision paralysis), … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/product-configurator-design) |
+
+## Source: Ryan-yang125/motion-lexicon
+
+- Repository: [https://github.com/Ryan-yang125/motion-lexicon](https://github.com/Ryan-yang125/motion-lexicon) (commit `9339f16`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `motion-lexicon` | core | Design, build, compose, implement, review, and contribute polished product interfaces with Motion Lexicon components and motion primitives. Use this skill when a user asks for a complete React page, landing page, dashboard, settings … | [source](https://github.com/Ryan-yang125/motion-lexicon/tree/9339f16/skills/motion-lexicon) |
+
+## 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 |
+|---|---|---|---|
+| `design-system-creation` | core | \| Creates comprehensive design systems with typography, colors, components, and documentation for consistent UI development. Use when establishing design standards, building component libraries, or ensuring cross-team consistency. | [source](https://github.com/secondsky/claude-skills/tree/c4889f6/plugins/design-system-creation/skills/design-system-creation) |
+| `frontend-design` | core | Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, or applications. Generates creative, polished code that avoids generic AI aesthetics. | [source](https://github.com/secondsky/claude-skills/tree/c4889f6/plugins/frontend-design/skills/frontend-design) |
+
+## Source: snyk/agent-scan
+
+- Repository: [https://github.com/snyk/agent-scan](https://github.com/snyk/agent-scan) (commit `f3a4621`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `frontend-design` | core | Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, artifacts, posters, or applications (examples include websites, landing pages, dashboards, … | [source](https://github.com/snyk/agent-scan/tree/f3a4621/tests/skills/frontend-design) |
+
+## Source: softaworks/agent-toolkit
+
+- Repository: [https://github.com/softaworks/agent-toolkit](https://github.com/softaworks/agent-toolkit) (commit `3027f20`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `mermaid-diagrams` | core | Comprehensive guide for creating software diagrams using Mermaid syntax. Use when users need to create, visualize, or document software through diagrams including class diagrams (domain modeling, object-oriented design), sequence diagrams … | [source](https://github.com/softaworks/agent-toolkit/tree/3027f20/skills/mermaid-diagrams) |
+
+## Source: syahiidkamil/Software-Engineer-AI-Agent-Atlas
+
+- Repository: [https://github.com/syahiidkamil/Software-Engineer-AI-Agent-Atlas](https://github.com/syahiidkamil/Software-Engineer-AI-Agent-Atlas) (commit `fc0bf11`, retrieved 2026-07-14)
+- License: no explicit license — referenced by link only
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `frontend-design` | core | Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, artifacts, posters, or applications (examples include websites, landing pages, dashboards, … | [source](https://github.com/syahiidkamil/Software-Engineer-AI-Agent-Atlas/tree/fc0bf11/.claude/skills/frontend-design) |
+
+## Source: ThinkInAIXYZ/deepchat
+
+- Repository: [https://github.com/ThinkInAIXYZ/deepchat](https://github.com/ThinkInAIXYZ/deepchat) (commit `f275c92`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `frontend-design` | core | Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, artifacts, posters, or applications (examples include websites, landing pages, dashboards, … | [source](https://github.com/ThinkInAIXYZ/deepchat/tree/f275c92/resources/skills/frontend-design) |
+
+## Source: ViryaZheng/recomby-geo
+
+- Repository: [https://github.com/ViryaZheng/recomby-geo](https://github.com/ViryaZheng/recomby-geo) (commit `530d5e2`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `frontend-design` | core | Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, artifacts, posters, or applications (examples include websites, landing pages, dashboards, … | [source](https://github.com/ViryaZheng/recomby-geo/tree/530d5e2/plugins/recomby-geo/skills/frontend-design) |
+
+## Source: vladikk/modularity
+
+- Repository: [https://github.com/vladikk/modularity](https://github.com/vladikk/modularity) (commit `bcdca9a`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `balanced-coupling` | core | The Balanced Coupling model for software design. Use when: designing modular architectures, evaluating coupling between components, reviewing code modularity, deciding whether to split or merge modules/services, assessing integration … | [source](https://github.com/vladikk/modularity/tree/bcdca9a/skills/balanced-coupling) |
+| `review` | core | Analyzes a codebase's modularity imbalances using the Balanced Coupling model and produces a review of design issues. Use when reviewing existing code for coupling problems, assessing architecture quality, identifying distributed monolith … | [source](https://github.com/vladikk/modularity/tree/bcdca9a/skills/review) |
+
+## Source: wondelai/skills
+
+- Repository: [https://github.com/wondelai/skills](https://github.com/wondelai/skills) (commit `326b380`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `design-sprint` | core | Run a structured 5-day process to prototype, test, and validate product ideas with real users. Use when the user mentions "design sprint", "validate before we build", "rapid prototype", "test with users", or "should we build this". Also … | [source](https://github.com/wondelai/skills/tree/326b380/design-sprint) |
+| `domain-driven-design` | core | Model software around the business domain using bounded contexts, aggregates, and ubiquitous language. Use when the user mentions "domain modeling", "bounded context", "aggregate root", "ubiquitous language", "anti-corruption layer", … | [source](https://github.com/wondelai/skills/tree/326b380/domain-driven-design) |
+| `hooked-ux` | core | Design habit-forming product loops using the Hook Model (Trigger, Action, Variable Reward, Investment). Use when the user mentions "users arent coming back", "habit formation", "engagement loops", "habit zone", or "the manipulation … | [source](https://github.com/wondelai/skills/tree/326b380/hooked-ux) |
+| `pragmatic-programmer` | core | Apply meta-principles of software craftsmanship: DRY, orthogonality, tracer bullets, and design by contract. Use when the user mentions "best practices", "pragmatic approach", "broken windows", "tracer bullet", "software craftsmanship", … | [source](https://github.com/wondelai/skills/tree/326b380/pragmatic-programmer) |
+
+## Source: worldwonderer/novel-to-game
+
+- Repository: [https://github.com/worldwonderer/novel-to-game](https://github.com/worldwonderer/novel-to-game) (commit `3c18abd`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `game-build` | core | Build the game. Compress the approved GAME_DESIGN and ART_DIRECTION into a minimal BUILD_BRIEF, hand it to the current coding agent or another strong model to implement a fully playable web prototype, and iterate against real runs and … | [source](https://github.com/worldwonderer/novel-to-game/tree/3c18abd/skills/game-build) |
+| `game-concept` | core | Design game concepts from a novel. From SOURCE_BIBLE and PRODUCT_BRIEF, generate three genuinely different directions on the dimensions still unlocked, then pick the most worthwhile playable prototype using hard vetoes and explicit … | [source](https://github.com/worldwonderer/novel-to-game/tree/3c18abd/skills/game-concept) |
+
+## Source: veniceai/skills
+
+- Repository: [https://github.com/veniceai/skills](https://github.com/veniceai/skills) (commit `de089fa`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `venice-errors` | adjacent | Handle Venice API errors correctly. Covers the StandardError / DetailedError / ContentViolationError / X402InferencePaymentRequired body shapes, every meaningful status code (400, 401, 402, 403, 415, 422, 429, 500, 503, 504), the 402 … | [source](https://github.com/veniceai/skills/tree/de089fa/skills/venice-errors) |
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,165 @@
+# Market evidence report — model-maker
+
+Source: **45 real job ads** (JSearch API, countries: us 35, gb 10), 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 | 24 | 53 % |
+| junior | 13 | 29 % |
+| senior | 6 | 13 % |
+| n/a | 2 | 4 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | cnc lathes | 7 | 16 % |
+| 2 | CNC mills | 6 | 13 % |
+| 3 | EDM machines | 6 | 13 % |
+| 4 | Mastercam | 6 | 13 % |
+| 5 | hand tools | 5 | 11 % |
+| 6 | Microsoft Office | 5 | 11 % |
+| 7 | 3D Printers | 4 | 9 % |
+| 8 | AutoCAD | 4 | 9 % |
+| 9 | lathe | 4 | 9 % |
+| 10 | 3D printing | 3 | 7 % |
+| 11 | band saws | 3 | 7 % |
+| 12 | CAD software | 3 | 7 % |
+| 13 | calipers | 3 | 7 % |
+| 14 | cnc equipment | 3 | 7 % |
+| 15 | edm | 3 | 7 % |
+| 16 | lathes | 3 | 7 % |
+| 17 | micrometers | 3 | 7 % |
+| 18 | Rhino | 3 | 7 % |
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | machining | 15 | 33 % |
+| 2 | model making | 11 | 24 % |
+| 3 | blueprint reading | 10 | 22 % |
+| 4 | prototype fabrication | 8 | 18 % |
+| 5 | prototyping | 6 | 13 % |
+| 6 | cnc programming | 5 | 11 % |
+| 7 | tooling development | 5 | 11 % |
+| 8 | assembly | 4 | 9 % |
+| 9 | fabrication | 4 | 9 % |
+| 10 | machine operation | 4 | 9 % |
+| 11 | painting | 4 | 9 % |
+| 12 | precision measurement | 4 | 9 % |
+| 13 | problem-solving | 4 | 9 % |
+| 14 | prototype building | 4 | 9 % |
+| 15 | welding | 4 | 9 % |
+| 16 | architectural modeling | 3 | 7 % |
+| 17 | cnc operation | 3 | 7 % |
+| 18 | craftsmanship | 3 | 7 % |
+| 19 | design improvement | 3 | 7 % |
+| 20 | fixture design | 3 | 7 % |
+| 21 | material selection | 3 | 7 % |
+| 22 | sheet metal fabrication | 3 | 7 % |
+| 23 | technical drawing interpretation | 3 | 7 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | manufacturing support | 5 | 11 % |
+| 2 | machine maintenance | 4 | 9 % |
+| 3 | prototype construction | 4 | 9 % |
+| 4 | prototype fabrication | 4 | 9 % |
+| 5 | calibration | 3 | 7 % |
+| 6 | mock-up creation | 3 | 7 % |
+| 7 | model fabrication | 3 | 7 % |
+| 8 | part fabrication | 3 | 7 % |
+| 9 | process development | 3 | 7 % |
+| 10 | prototype development | 3 | 7 % |
+| 11 | safety compliance | 3 | 7 % |
+| 12 | test part creation | 3 | 7 % |
+| 13 | tool path programming | 3 | 7 % |
+
+## Regional breakdown
+
+> **Corpus note:** 45 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
+
+### US (us)
+
+35 ads.
+
+**Top hard skills:**
+
+- machining — 43 % (15 ads)
+- blueprint reading — 29 % (10 ads)
+- model making — 23 % (8 ads)
+- prototype fabrication — 23 % (8 ads)
+- prototyping — 17 % (6 ads)
+- cnc programming — 14 % (5 ads)
+- tooling development — 14 % (5 ads)
+- assembly — 11 % (4 ads)
+- fabrication — 11 % (4 ads)
+- machine operation — 11 % (4 ads)
+
+**Top tools:**
+
+- cnc lathes — 20 % (7 ads)
+- CNC mills — 17 % (6 ads)
+- EDM machines — 17 % (6 ads)
+- Mastercam — 17 % (6 ads)
+- hand tools — 14 % (5 ads)
+- Microsoft Office — 14 % (5 ads)
+- 3D Printers — 11 % (4 ads)
+- lathe — 11 % (4 ads)
+- band saws — 9 % (3 ads)
+- calipers — 9 % (3 ads)
+
+**Seniority:** mid 54 % · junior 26 % · senior 14 % · n/a 6 %
+
+### UK (gb)
+
+**Insufficient evidence** — 10 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 |
+|---|---|
+| Model Maker | 5 |
+| CNC Associate Model Maker, 2nd Shift | 2 |
+| Engineering Model Maker | 2 |
+| Laser Specialist -Model Maker | 2 |
+| Model Maker - Finisher | 2 |
+| Modelmaker | 2 |
+| Sr Model Maker | 2 |
+| CNC Model Maker, 2nd Shift | 1 |
+| Junior Architectural Model Maker - CAD & 3D Printing | 1 |
+| Junior Model Maker – Architectural Models & Prototypes | 1 |
+| Junior Model Maker: Full-Scale Automotive Prototyping | 1 |
+| Junior Modelmaker - Rhino + 3D Printing (Hybrid) | 1 |
+| Lead Model Maker - Prototyping, CAD & Mentorship | 1 |
+| Lead Prototype Model Maker - Design & Development | 1 |
+| Model Maker (Wisconsin Dells) | 1 |
+| Model Maker / Fabricator | 1 |
+| Model Maker 1 | 1 |
+| Model Maker I | 1 |
+| Model Maker II | 1 |
+| Model Maker Jobs | 1 |
+| Model Maker Jr | 1 |
+| Model Maker- Prototypes | 1 |
+| Model Maker Representative (Apprentice) | 1 |
+| Model Maker/Build Technician | 1 |
+| Model Metal Maker (AERO) | 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 +1,22 @@
+# Occupation profile — model maker
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/3cbbdb83-7c36-4ae5-8c45-6c284186f477
+- **ESCO code:** 2163.1.6
+- **ISCO-08 group:** 2163 — Product and garment designers
+
+## Description (ESCO)
+
+Model makers create three-dimensional scale models or various designs or concepts and for various purposes, such as models of human skeletons or organs. They also mount the models on display stands so that they can be used for their final purpose such as inclusion in education activities.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- model designer
+- maker
+- model builder
+- model fabricator
+- model expert
+- modeller
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,65 @@
+# Competences — model maker
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/3cbbdb83-7c36-4ae5-8c45-6c284186f477).
+
+## Essential
+
+- **align components** (skill/competence)
+- **build a product's physical model** (skill/competence)
+- **create a product's virtual model** (skill/competence)
+- **design principles** (knowledge)
+- **design scale models** (skill/competence)
+- **develop product design** (skill/competence)
+- **fasten components** (skill/competence)
+- **follow a brief** (skill/competence)
+- **operate precision measuring equipment** (skill/competence)
+- **quality standards** (knowledge)
+- **read engineering drawings** (skill/competence)
+- **read standard blueprints** (skill/competence)
+- **use CAD software** (skill/competence)
+- **use digital illustration techniques** (skill/competence)
+- **use traditional illustration techniques** (skill/competence)
+
+## Optional
+
+- 3D modelling (knowledge)
+- 3D printing process (knowledge)
+- adjust engineering designs (skill/competence)
+- apply 3D imaging techniques (skill/competence)
+- assemble final product (skill/competence)
+- build miniature sets (skill/competence)
+- casting processes (knowledge)
+- create 2D painting (skill/competence)
+- create set models (skill/competence)
+- create smooth wood surface (skill/competence)
+- design miniature sets (skill/competence)
+- design prototypes (skill/competence)
+- electricity (knowledge)
+- electronics (knowledge)
+- finish plastic products (skill/competence)
+- make architectural mock-ups (skill/competence)
+- manipulate metal (skill/competence)
+- manipulate plaster (skill/competence)
+- manipulate plastic (skill/competence)
+- mechanics (knowledge)
+- mix paint (skill/competence)
+- operate 3D computer graphics software (skill/competence)
+- printing materials (knowledge)
+- smooth burred surfaces (skill/competence)
+- tend CNC laser cutting machine (skill/competence)
+- tend CNC milling machine (skill/competence)
+- use painting equipment (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 45 ads, as of 2026-07-18)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- machining — **33 %**
+- model making — **24 %**
+- blueprint reading — **22 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,46 @@
+# Tasks & work activities — model maker
+
+Source: O*NET 30.3, occupation 51-4061.00 (Model Makers, Metal and Plastic) — manual nearest-occupation mapping via ISCO group 2163; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+## Task statements
+
+- **[Core]** Study blueprints, drawings, and sketches to determine material dimensions, required equipment, and operations sequences.
+- **[Core]** Set up and operate machines, such as lathes, drill presses, punch presses, or bandsaws, to fabricate prototypes or models.
+- **[Core]** Inspect and test products to verify conformance to specifications, using precision measuring instruments or circuit testers.
+- **[Core]** Cut, shape, and form metal parts, using lathes, power saws, snips, power brakes and shears, files, and mallets.
+- **[Core]** Lay out and mark reference points and dimensions on materials, using measuring instruments and drawing or scribing tools.
+- **[Core]** Drill, countersink, and ream holes in parts and assemblies for bolts, screws, and other fasteners, using power tools.
+- **[Core]** Grind, file, and sand parts to finished dimensions.
+- **[Core]** Record specifications, production operations, and final dimensions of models for use in establishing operating standards and procedures.
+- **[Core]** Rework or alter component model or parts as required to ensure that products meet standards.
+- **[Core]** Align, fit, and join parts, using bolts and screws or by welding or gluing.
+- **[Core]** Consult and confer with engineering personnel to discuss developmental problems and to recommend product modifications.
+- **[Supplemental]** Assemble mechanical, electrical, and electronic components into models or prototypes, using hand tools, power tools, and fabricating machines.
+- **[Core]** Devise and construct tools, dies, molds, jigs, and fixtures, or modify existing tools and equipment.
+- **[Supplemental]** Wire and solder electrical and electronic connections and components.
+- **[Core]** Program computer numerical control (CNC) machines to fabricate model parts.
+- **[Supplemental]** Use computer-aided design (CAD) and computer-aided manufacturing (CAM) software or hardware to fabricate model parts.
+
+## Detailed work activities
+
+- Align parts or workpieces to ensure proper assembly.
+- Assemble machine tools, parts, or fixtures.
+- Assemble metal or plastic parts or products.
+- Build production molds.
+- Confer with others to resolve production problems or equipment malfunctions.
+- Cut industrial materials in preparation for fabrication or processing.
+- Design tools, fixtures, or other devices for production equipment.
+- Draw guide lines or markings on materials or workpieces using patterns or other references.
+- Drill holes in parts, equipment, or materials.
+- Inspect metal, plastic, or composite products.
+- Operate cutting equipment.
+- Operate grinding equipment.
+- Operate metal or plastic forming equipment.
+- Program equipment to perform production tasks.
+- Read work orders or other instructions to determine product specifications or materials requirements.
+- Record operational or production data.
+- Repair parts or assemblies.
+- Review blueprints or other instructions to determine operational methods or sequences.
+- Shape metal workpieces with hammers or other small hand tools.
+- Smooth metal surfaces or edges.
+- Solder parts or workpieces.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,11 @@
+# Tools & technology — model maker
+
+Source: O*NET 30.3, occupation 51-4061.00 (Model Makers, Metal and Plastic) — manual nearest-occupation mapping via ISCO group 2163; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| Microsoft Excel | Spreadsheet software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Microsoft Word | Word processing software | yes |
+| CNC Software Mastercam | Computer aided manufacturing CAM software |  |
+| PTC Creo Parametric | Computer aided design CAD software |  |