From 917874f2f728f53b351439be7dbd9e8790c90c37 Mon Sep 17 00:00:00 2001 From: skillfactor-pipeline Date: Fri, 14 Aug 2026 16:59:20 +0200 Subject: [PATCH] feat: microelectronics-designer skill package v0.1.0 --- PROVENANCE.md | 31 ++++ SKILL.md | 53 ++++++ manifest.json | 274 +++++++++++++++++++++++++++++ references/ai-skills.md | 370 ++++++++++++++++++++++++++++++++++++++++ references/market.md | 95 +++++++++++ references/profile.md | 30 ++++ references/skills.md | 111 ++++++++++++ references/tasks.md | 44 +++++ references/tools.md | 118 +++++++++++++ 9 files changed, 1126 insertions(+) create mode 100644 PROVENANCE.md create mode 100644 SKILL.md create mode 100644 manifest.json create mode 100644 references/ai-skills.md create mode 100644 references/market.md create mode 100644 references/profile.md create mode 100644 references/skills.md create mode 100644 references/tasks.md create mode 100644 references/tools.md diff --git a/PROVENANCE.md b/PROVENANCE.md new file mode 100644 index 0000000..d66c982 --- /dev/null +++ b/PROVENANCE.md @@ -0,0 +1,31 @@ +# Data provenance — microelectronics-designer + +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 — microelectronics-designer + "ESCO (occupation & competences)" : 87 + "O*NET (tasks & tools)" : 148 + "Job boards (market evidence)" : 49 + "Anthropic official Claude skills" : 9 + "External AI skill packs (mapped)" : 173 +``` + +| Source | Items | Share | Files | +|---|---|---|---| +| ESCO (occupation & competences) | 87 | 18.7 % | references/profile.md, references/skills.md | +| O*NET (tasks & tools) | 148 | 31.8 % | references/tasks.md, references/tools.md | +| Job boards (market evidence) | 49 | 10.5 % | references/market.md (full report) + "Market evidence" headline sections | +| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ | +| Anthropic official Claude skills | 9 | 1.9 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) | +| External AI skill packs (mapped) | 173 | 37.1 % | 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). diff --git a/SKILL.md b/SKILL.md new file mode 100644 index 0000000..c1691c5 --- /dev/null +++ b/SKILL.md @@ -0,0 +1,53 @@ +--- +name: microelectronics-designer +description: "Occupational skill for the role 'microelectronics designer' (also: microelectronics hardware engineer, microelectronics circuit system engineer, microelectronics manufacturing design engineer, microelectronics hardware designer, microelectronics circuit design engineer, microelectronics circuit designer). Use when the user asks for typical microelectronics designer work such as: typical microelectronics designer responsibilities" +--- + +# Microelectronics Designer + +Microelectronics designers focus on developing and designing microelectronic systems, from the top packaging level down to the integrated circuit level. Their knowledge incorporates system-level understanding with analogue and digital circuit knowledge, with integrating the technology processes and an overall outlook in microelectronic sensor basics. They work with other engineers, material science specialists and researchers, to enable innovations and continuous development of already existing devices. + +## 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) + +- abide by regulations on banned materials +- adjust engineering designs +- apply technical communication skills +- approve engineering design +- artificial neural networks +- CAD software +- CAE software +- coordinate engineering teams +- create a product's virtual model +- customise drafts +- design circuits using CAD +- design drawings +- design electronic systems +- design integrated circuits +- design prototypes + +## Hot technologies + +- Apache Subversion SVN +- Autodesk AutoCAD +- C +- C++ +- Git +- Linux +- Microsoft Access +- Microsoft Excel +- Microsoft Office software +- Microsoft PowerPoint + +--- +*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/7b4744a8-a4e3-4104-9b74-4ec54108af7b), O*NET 30.3 (17-2061.00, manual nearest match). See manifest.json for licensing/attribution.* diff --git a/manifest.json b/manifest.json new file mode 100644 index 0000000..ab32615 --- /dev/null +++ b/manifest.json @@ -0,0 +1,274 @@ +{ + "name": "microelectronics-designer", + "title": "microelectronics designer", + "version": "0.1.0", + "layer": "core", + "language": "en", + "generated": "2026-07-07", + "ids": { + "esco_uri": "http://data.europa.eu/esco/occupation/7b4744a8-a4e3-4104-9b74-4ec54108af7b", + "esco_code": "2152.1.6", + "isco_group": "2152", + "onet_soc": "17-2061.00", + "crosswalk_match": "manual nearest via ISCO 2152 (Computer Hardware Engineers)" + }, + "sources": [ + { + "name": "ESCO", + "version": "1.2.1", + "url": "https://esco.ec.europa.eu/" + }, + { + "name": "O*NET", + "version": "30.3", + "url": "https://www.onetcenter.org/", + "license": "CC BY 4.0" + } + ], + "attribution": "This package includes information from the O*NET Database (v30.3) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), CC BY 4.0. skillfactor is not endorsed by USDOL/ETA. ESCO data (v1.2.1) (c) European Union, used per the ESCO download conditions: https://esco.ec.europa.eu/en/use-esco/download", + "counts": { + "tasks": 0, + "dwas": 0, + "skills_essential": 57, + "skills_optional": 29, + "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 + }, + "brycewang-stanford/Auto-Empirical-Research-Skills": { + "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills", + "commit": "85bf545", + "license": "CC-BY-4.0", + "skills": 8 + }, + "mohitagw15856/pm-claude-skills": { + "repo": "https://github.com/mohitagw15856/pm-claude-skills", + "commit": "876fa30", + "license": "MIT", + "skills": 3 + }, + "secondsky/claude-skills": { + "repo": "https://github.com/secondsky/claude-skills", + "commit": "c4889f6", + "license": "MIT", + "skills": 2 + }, + "foryourhealth111-pixel/Vibe-Skills": { + "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills", + "commit": "34429a8", + "license": "Apache-2.0", + "skills": 2 + }, + "davila7/claude-code-templates": { + "repo": "https://github.com/davila7/claude-code-templates", + "commit": "fa79251", + "license": "MIT", + "skills": 8 + }, + "ferdinandobons/startup-skill": { + "repo": "https://github.com/ferdinandobons/startup-skill", + "commit": "a5f97c3", + "license": "MIT", + "skills": 1 + }, + "nexu-io/open-design": { + "repo": "https://github.com/nexu-io/open-design", + "commit": "4b66023", + "license": "Apache-2.0", + "skills": 5 + }, + "FlorianBruniaux/claude-code-ultimate-guide": { + "repo": "https://github.com/FlorianBruniaux/claude-code-ultimate-guide", + "commit": "5395214", + "license": "custom (see upstream LICENSE)", + "skills": 1 + }, + "vibeeval/vibecosystem": { + "repo": "https://github.com/vibeeval/vibecosystem", + "commit": "cea9462", + "license": "MIT", + "skills": 1 + }, + "jabrena/plinth": { + "repo": "https://github.com/jabrena/plinth", + "commit": "065eae8", + "license": "Apache-2.0", + "skills": 1 + }, + "jeremylongshore/claude-code-plugins-plus-skills": { + "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills", + "commit": "e112938a", + "license": "MIT", + "skills": 5 + }, + "K-Dense-AI/claude-scientific-skills": { + "repo": "https://github.com/K-Dense-AI/claude-scientific-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 3 + }, + "K-Dense-AI/scientific-agent-skills": { + "repo": "https://github.com/K-Dense-AI/scientific-agent-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 3 + }, + "a5c-ai/babysitter": { + "repo": "https://github.com/a5c-ai/babysitter", + "commit": "44a5d58b", + "license": "MIT", + "skills": 6 + }, + "giuseppe-trisciuoglio/developer-kit": { + "repo": "https://github.com/giuseppe-trisciuoglio/developer-kit", + "commit": "306f428", + "license": "MIT", + "skills": 1 + }, + "alirezarezvani/claude-skills": { + "repo": "https://github.com/alirezarezvani/claude-skills", + "commit": "0241f43", + "license": "MIT", + "skills": 4 + }, + "rsmdt/the-startup": { + "repo": "https://github.com/rsmdt/the-startup", + "commit": "ff6a0be", + "license": "MIT", + "skills": 3 + }, + "davepoon/buildwithclaude": { + "repo": "https://github.com/davepoon/buildwithclaude", + "commit": "3c94e0c", + "license": "MIT", + "skills": 1 + }, + "tzachbon/smart-ralph": { + "repo": "https://github.com/tzachbon/smart-ralph", + "commit": "b26bb23", + "license": "MIT", + "skills": 1 + }, + "AgriciDaniel/claude-blog": { + "repo": "https://github.com/AgriciDaniel/claude-blog", + "commit": "49842ea", + "license": "MIT", + "skills": 1 + }, + "infrasity-labs/dev-gtm-claude-skills": { + "repo": "https://github.com/infrasity-labs/dev-gtm-claude-skills", + "commit": "02cfefb", + "license": "MIT", + "skills": 1 + }, + "vladikk/modularity": { + "repo": "https://github.com/vladikk/modularity", + "commit": "bcdca9a", + "license": "custom (see upstream LICENSE)", + "skills": 1 + }, + "rampstackco/claude-skills": { + "repo": "https://github.com/rampstackco/claude-skills", + "commit": "bc6d961", + "license": "MIT", + "skills": 1 + }, + "affaan-m/everything-claude-code": { + "repo": "https://github.com/affaan-m/everything-claude-code", + "commit": "ed38744", + "license": "MIT", + "skills": 1 + }, + "mikeyobrien/ralph-orchestrator": { + "repo": "https://github.com/mikeyobrien/ralph-orchestrator", + "commit": "407cb96", + "license": "MIT", + "skills": 1 + }, + "pedrohcgs/claude-code-my-workflow": { + "repo": "https://github.com/pedrohcgs/claude-code-my-workflow", + "commit": "be53c12", + "license": "MIT", + "skills": 1 + }, + "mukul975/Anthropic-Cybersecurity-Skills": { + "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills", + "commit": "673da1f", + "license": "Apache-2.0", + "skills": 1 + }, + "sgcarstrends/backend": { + "repo": "https://github.com/sgcarstrends/backend", + "commit": "7231cbc", + "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 + }, + "HeshamFS/materials-simulation-skills": { + "repo": "https://github.com/HeshamFS/materials-simulation-skills", + "commit": "fa1ce8d", + "license": "Apache-2.0", + "skills": 1 + } + }, + "total_skills": 80, + "tiers": { + "core": 72, + "adjacent": 8 + } + }, + "provenance": { + "items": { + "esco": 87, + "onet": 148, + "jobads": 49, + "wiki_ai": 0, + "anthropic": 9, + "ai_skills": 173, + "stackx": 0 + }, + "share_percent": { + "esco": 18.7, + "onet": 31.8, + "jobads": 10.5, + "wiki_ai": 0.0, + "anthropic": 1.9, + "ai_skills": 37.1, + "stackx": 0.0 + }, + "method": "content items per source category" + }, + "collar": "white", + "computer_work": true +} \ No newline at end of file diff --git a/references/ai-skills.md b/references/ai-skills.md new file mode 100644 index 0000000..5f67766 --- /dev/null +++ b/references/ai-skills.md @@ -0,0 +1,370 @@ +# External AI agent skills — microelectronics-designer + +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` | adjacent | 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` | adjacent | 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) | +| `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) | +| `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: 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) | +| `planning-design` | core | Design technical architecture, select technology stack, and define implementation strategy from specifications and constitution constraints. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/spec-kit/skills/planning-design) | +| `scaffold-design-optimizer` | core | Tissue engineering scaffold design optimization skill for pore size, porosity, and mechanical properties | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/scaffold-design-optimizer) | +| `membrane-system-design` | core | Expert skill for membrane filtration and separation system design including process selection, flux calculations, fouling analysis, and concentrate management. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/environmental-engineering/skills/membrane-system-design) | +| `thermal-analysis` | core | Skill for thermal management design and heat transfer analysis across conduction, convection, and radiation including heat sink sizing and electronic cooling | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/mechanical-engineering/skills/thermal-analysis) | +| `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: 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 | +|---|---|---|---| +| `make-interfaces-feel-better` | core | Apply concrete design-engineering details that make interfaces feel polished. Use when reviewing or improving UI spacing, typography, borders, shadows, motion, hit areas, icons, text wrapping, and interaction states. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/make-interfaces-feel-better) | + +## Source: AgriciDaniel/claude-blog + +- Repository: [https://github.com/AgriciDaniel/claude-blog](https://github.com/AgriciDaniel/claude-blog) (commit `49842ea`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `blog-strategy` | core | Blog strategy development including topic cluster architecture with hub-and-spoke design, audience mapping, competitive landscape analysis, AI citation surface strategy across ChatGPT/Perplexity/AI Overviews, distribution channel planning … | [source](https://github.com/AgriciDaniel/claude-blog/tree/49842ea/skills/blog-strategy) | + +## Source: 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 | +|---|---|---|---| +| `research-ops-skills` | core | Use when planning, funding, scoping, or synthesizing enterprise research across workstreams — clinical study design, R&D program finance, market sizing/surveys, or product/user research. Triggers on "design this clinical study", "what … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/research-ops/skills/research-ops-skills) | +| `quality-manager-qms-iso13485` | core | ISO 13485 Quality Management System implementation and maintenance for medical device organizations. Provides QMS design, documentation control, internal auditing, CAPA management, and certification support. Use when working with medical … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/ra-qm-team/skills/quality-manager-qms-iso13485) | +| `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) | +| `engineering-advanced-skills` | core | Index of 37 advanced engineering agent skills for Claude Code, Codex, Gemini CLI, Cursor, OpenClaw. Use when browsing or choosing among the POWERFUL-tier engineering skills: agent design, RAG, MCP servers, CI/CD, database design, … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/engineering/skills/engineering-advanced-skills) | + +## 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 | +|---|---|---|---| +| `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) | +| `business-skills` | core | 5 business research skills. Trigger: business strategy, market analysis, competitive intelligence. Design: analytical frameworks and methods for management and innovation research. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/business) | +| `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) | +| `law-skills` | core | 9 legal research skills. Trigger: legal research, case law analysis, regulatory compliance. Design: legal databases, citation networks, and judicial analytics tools. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/law) | +| `automation-skills` | core | 10 research automation skills. Trigger: automating experiments, tracking results, reproducible pipelines. Design: ML experiment management, workflow orchestration, and lab automation tools. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/automation) | +| `distributed-systems-guide` | core | Distributed systems design patterns and analysis for CS research | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/cs/distributed-systems-guide) | +| `education-skills` | core | 7 education research skills. Trigger: pedagogical research, course design, learning analytics, assessment. Design: evidence-based teaching methods and educational measurement tools. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/education) | +| `humanities-skills` | core | 5 humanities skills. Trigger: textual analysis, archival research, digital humanities, philosophy. Design: digital tools and qualitative methods for humanities scholarship. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/humanities) | + +## Source: davepoon/buildwithclaude + +- Repository: [https://github.com/davepoon/buildwithclaude](https://github.com/davepoon/buildwithclaude) (commit `3c94e0c`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `moodboard-creator` | core | Create visual moodboards from collected inspiration with iterative refinement. Use after trend research or website analysis to synthesize design direction before implementation. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/frontend-design-pro/skills/moodboard-creator) | + +## 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 | +|---|---|---|---| +| `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) | +| `quality-manager-qms-iso13485` | core | ISO 13485 Quality Management System specialist for medical device companies. Provides QMS implementation, maintenance, process optimization, and compliance expertise. Use for QMS design, documentation control, management review, internal … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/quality-manager-qms-iso13485) | +| `code-review` | core | Perform code reviews following Sentry engineering practices. Use when reviewing pull requests, examining code changes, or providing feedback on code quality. Covers security, performance, testing, and design review. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/sentry/code-review) | +| `architecture` | core | Architectural decision-making framework. Requirements analysis, trade-off evaluation, ADR documentation. Use when making architecture decisions or analyzing system design. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/architecture) | +| `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) | +| `quality-documentation-manager` | core | Senior Quality Documentation Manager for comprehensive documentation control and regulatory document review. Provides document management system design, change control, configuration management, and regulatory documentation oversight. Use … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/quality-documentation-manager) | +| `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) | +| `design-system-starter` | core | Create and evolve design systems with design tokens, component architecture, accessibility guidelines, and documentation templates. Ensures consistent, scalable, and accessible UI across products. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/design-system-starter) | + +## 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: FlorianBruniaux/claude-code-ultimate-guide + +- Repository: [https://github.com/FlorianBruniaux/claude-code-ultimate-guide](https://github.com/FlorianBruniaux/claude-code-ultimate-guide) (commit `5395214`, retrieved 2026-07-14) +- License: custom (see upstream LICENSE) + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `plan-pipeline-start` | core | 5-phase planning: PRD analysis, design review, technical decisions, dynamic research team, metrics. Produces a complete implementation plan + ADRs before any code is written. | [source](https://github.com/FlorianBruniaux/claude-code-ultimate-guide/tree/5395214/examples/skills/plan-pipeline/start) | + +## 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) | +| `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/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/pymoo) | + +## Source: giuseppe-trisciuoglio/developer-kit + +- Repository: [https://github.com/giuseppe-trisciuoglio/developer-kit](https://github.com/giuseppe-trisciuoglio/developer-kit) (commit `306f428`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `prompt-engineering` | core | Provides workflows to write, debug, and optimize prompts for LLMs, including few-shot example selection, chain-of-thought structuring, system prompt design, and template composition. Use when the user asks to write or improve a prompt, … | [source](https://github.com/giuseppe-trisciuoglio/developer-kit/tree/306f428/plugins/developer-kit-ai/skills/prompt-engineering) | + +## Source: HeshamFS/materials-simulation-skills + +- Repository: [https://github.com/HeshamFS/materials-simulation-skills](https://github.com/HeshamFS/materials-simulation-skills) (commit `fa1ce8d`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `parameter-optimization` | core | Explore and optimize simulation parameters via design of experiments (DOE), sensitivity analysis, and optimizer selection — generate Latin Hypercube, quasi-random, or factorial sample plans, rank parameter influence with sensitivity … | [source](https://github.com/HeshamFS/materials-simulation-skills/tree/fa1ce8d/skills/simulation-workflow/parameter-optimization) | + +## Source: 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) | + +## 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 | +|---|---|---|---| +| `803-regulations-gdpr` | core | Use when reviewing, designing, or modifying Java enterprise systems that process personal data and need GDPR-aware engineering controls. This should trigger for requests such as Review a Java service for GDPR privacy controls; Design … | [source](https://github.com/jabrena/plinth/tree/065eae8/skills/803-regulations-gdpr) | + +## 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 | +|---|---|---|---| +| `find-service-providers` | core | Use whenever the user wants to find, shortlist, vet, enrich, or research US professional-services firms — law, marketing, consulting, accounting, IT services, architecture, engineering, HR, PR, design, and similar B2B service providers. … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/mcp/servicegraph/skills/find-service-providers) | +| `surge-activation` | core | Use when asked to improve activation, map the growth funnel, identify growth levers, design a referral program, build a retention playbook, develop a PLG strategy, or find where to invest in growth. Examples: "how do we grow faster", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/bundle/revenue-team/skills/surge-activation) | +| `engineer-design-diagram` | core | Generate production-grade engineering design diagrams (architecture,\ \ sequence, delta, drift) as\nself-contained dark-themed HTML files with accessible\ \ inline SVG. Grounds every diagram in real\nrepo topology via DCI \u2014 package\ \ … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/devops/engineer-design-diagram/skills/engineer-design-diagram) | +| `cortex-integrate` | core | Design and implement an AI feature integration — model selection, architecture pattern, system prompt, data flow, error handling, cost estimate. Use when asked to "add AI to this", "LLM integration", "add Claude/GPT", or "AI-powered … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/cortex-integrate) | +| `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) | + +## 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) | +| `cirq` | core | Google quantum computing framework. Use when targeting Google Quantum AI hardware, designing noise-aware circuits, or running quantum characterization experiments. Best for Google hardware, noise modeling, and low-level circuit design. For … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/cirq) | +| `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/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/pymoo) | + +## 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) | +| `cirq` | core | Google quantum computing framework. Use when targeting Google Quantum AI hardware, designing noise-aware circuits, or running quantum characterization experiments. Best for Google hardware, noise modeling, and low-level circuit design. For … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/cirq) | +| `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/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/pymoo) | + +## Source: mikeyobrien/ralph-orchestrator + +- Repository: [https://github.com/mikeyobrien/ralph-orchestrator](https://github.com/mikeyobrien/ralph-orchestrator) (commit `407cb96`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `pdd` | core | Transforms a rough idea into a detailed design document with implementation plan. Follows Prompt-Driven Development — iterative requirements clarification, research, design, and planning. | [source](https://github.com/mikeyobrien/ralph-orchestrator/tree/407cb96/.claude/skills/pdd) | + +## 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 | +|---|---|---|---| +| `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) | +| `rfc-writer` | core | Write an engineering RFC (Request for Comments) for a technical decision, architectural change, or significant implementation approach. Use when asked to write an RFC, document a technical proposal, create a design doc, write an … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-engineering/skills/rfc-writer) | +| `figma-design-qa` | core | Runs a pre-handoff QA checklist on a Figma design before it goes to engineering. Use when asked to QA a Figma design, do a pre-handoff check, or validate a Figma file is ready to build. Produces a structured QA report covering file … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-figma/skills/figma-design-qa) | + +## 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 | +|---|---|---|---| +| `conducting-social-engineering-penetration-test` | core | Design and execute a social engineering penetration test including phishing, vishing, smishing, and physical pretexting campaigns to measure human security resilience and identify training gaps. | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/conducting-social-engineering-penetration-test) | + +## 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) | +| `web-design-guidelines` | core | Review UI code for Web Interface Guidelines compliance by the Vercel engineering team. Covers layout, typography, color, motion, and accessibility for product UI. | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/web-design-guidelines) | +| `review-animations` | core | Reviews animation and motion code against a high craft bar derived from Emil Kowalski's design engineering philosophy. Default to flagging; approval is earned. | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/review-animations) | +| `html-ppt-tech-sharing` | core | Open Design internals: how the agent stream, sandbox, and artifacts work — an engineering deep-dive talk. Built as a decision-grade AI literacy deck for engineers, dev community. | [source](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/html-ppt-tech-sharing) | + +## 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-diverge` | core | Generates 3-5 divergent design directions through JTBD analysis, competitive research, structured brainstorming, and taste evaluation before convergence. Use when the team has a validated problem but hasn't chosen a solution approach. | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-diverge) | + +## Source: pedrohcgs/claude-code-my-workflow + +- Repository: [https://github.com/pedrohcgs/claude-code-my-workflow](https://github.com/pedrohcgs/claude-code-my-workflow) (commit `be53c12`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `preregister` | core | Draft a structured preregistration document (OSF, AsPredicted, or AEA RCT Registry style) from a research spec or free-form study description. Output is a Markdown file with hypotheses, design, sampling plan, analysis plan, exclusions, and … | [source](https://github.com/pedrohcgs/claude-code-my-workflow/tree/be53c12/.claude/skills/preregister) | + +## 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 | +|---|---|---|---| +| `documentation-strategy` | core | Design and run a documentation system for a team or product. Use this skill when planning what to document, choosing a documentation tool, organizing existing docs, fixing stale documentation, designing a maintenance cadence, or scoping … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/documentation-strategy) | + +## 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 | +|---|---|---|---| +| `specify-solution` | core | Create and validate solution design documents (SDD). Use when designing architecture, defining interfaces, documenting technical decisions, analyzing system components, or working on solution.md files in .start/specs/. | [source](https://github.com/rsmdt/the-startup/tree/ff6a0be/plugins/start/skills/specify-solution) | +| `technical-writing` | core | Create architectural decision records (ADRs), system documentation, API documentation, and operational runbooks. Use when capturing design decisions, documenting system architecture, creating API references, or writing operational … | [source](https://github.com/rsmdt/the-startup/tree/ff6a0be/plugins/team/skills/development/technical-writing) | +| `code-quality-review` | core | Unified code review skill for correctness, design, readability, security, performance, testability, accessibility, and error-handling conventions. Use when reviewing changes, enforcing quality standards, or identifying technical debt. | [source](https://github.com/rsmdt/the-startup/tree/ff6a0be/plugins/team/skills/quality/code-quality-review) | + +## 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 | +|---|---|---|---| +| `technical-specification` | core | Creates detailed technical specifications for software projects covering requirements, architecture, APIs, and testing strategies. Use when planning features, documenting system design, or creating architecture decision records. | [source](https://github.com/secondsky/claude-skills/tree/c4889f6/plugins/technical-specification/skills/technical-specification) | +| `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) | + +## Source: sgcarstrends/backend + +- Repository: [https://github.com/sgcarstrends/backend](https://github.com/sgcarstrends/backend) (commit `7231cbc`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `design-language-system` | core | Apply the professional Navy Blue colour scheme and design tokens. Use when styling components, charts, or ensuring colour consistency across the application. | [source](https://github.com/sgcarstrends/backend/tree/7231cbc/.agents/skills/design-language-system) | + +## 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 | +|---|---|---|---| +| `design-system-starter` | core | Create and evolve design systems with design tokens, component architecture, accessibility guidelines, and documentation templates. Ensures consistent, scalable, and accessible UI across products. | [source](https://github.com/softaworks/agent-toolkit/tree/3027f20/skills/design-system-starter) | + +## Source: tzachbon/smart-ralph + +- Repository: [https://github.com/tzachbon/smart-ralph](https://github.com/tzachbon/smart-ralph) (commit `b26bb23`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `spec-workflow` | core | This skill should be used when the user asks to "build a feature", "create a spec", "start spec-driven development", "run research phase", "generate requirements", "create design", "plan tasks", "implement spec", "check spec status", … | [source](https://github.com/tzachbon/smart-ralph/tree/b26bb23/plugins/ralph-specum/skills/spec-workflow) | + +## 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 | +|---|---|---|---| +| `vp-engineering` | core | VP Engineering perspective - org design (team topologies), process improvement, cross-team dependencies, engineering culture, OKRs, incident management maturity, platform strategy, DX optimization, release management at scale | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/vp-engineering) | + +## 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 | +|---|---|---|---| +| `design` | core | Designs modular high-level architectures from functional requirements and produces design documents for each module. Use when designing a new system, creating architecture documentation, or producing module-level design specs with … | [source](https://github.com/vladikk/modularity/tree/bcdca9a/skills/design) | + +## 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) | diff --git a/references/market.md b/references/market.md new file mode 100644 index 0000000..eb4b91f --- /dev/null +++ b/references/market.md @@ -0,0 +1,95 @@ +# Market evidence report — microelectronics-designer + +Source: **20 real job ads** (JSearch API, countries: us 13, gb 7), extracted into the MSSQL evidence store; as of 2026-07-17. +This report contains extracted, aggregated facts only — no ad text is +reproduced (copyright / platform terms). + +## Seniority distribution + +| Seniority | Ads | Share | +|---|---|---| +| senior | 9 | 45 % | +| mid | 8 | 40 % | +| lead | 2 | 10 % | +| junior | 1 | 5 % | + +## Tools — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | atomic force microscopy (AFM) | 3 | 15 % | +| 2 | molecular beam epitaxy (MBE) | 3 | 15 % | +| 3 | photoluminescence (PL) | 3 | 15 % | +| 4 | x-ray diffraction (XRD) | 3 | 15 % | + +## Hard skills — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | data analysis | 5 | 25 % | +| 2 | business development | 3 | 15 % | +| 3 | epitaxial growth | 3 | 15 % | +| 4 | materials characterization | 3 | 15 % | +| 5 | semiconductor fabrication | 3 | 15 % | +| 6 | semiconductor manufacturing | 3 | 15 % | +| 7 | technical assessment | 3 | 15 % | +| 8 | technology trend analysis | 3 | 15 % | +| 9 | vacuum system operation | 3 | 15 % | + +## Methods — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | material control | 3 | 15 % | +| 2 | process optimization | 3 | 15 % | + +## Responsibilities — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | technical leadership | 6 | 30 % | +| 2 | financial oversight | 3 | 15 % | +| 3 | manufacturing improvement | 3 | 15 % | +| 4 | research and development | 3 | 15 % | + +## Regional breakdown + +> **Corpus note:** 20 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative. + +### US (us) + +**Insufficient evidence** — 13 ads (minimum for a regional ranking: 30). No ranking is reported for this region. + +### UK (gb) + +**Insufficient evidence** — 7 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 | +|---|---| +| Principal /Senior Principal Microelectronic Semiconductor Engineer | 2 | +| Radiation Hardened Defense Microelectronics Technical Manager | 2 | +| Analog IC Design Engineer - Sheffield | 1 | +| FAST Labs - Microelectronics Chief Technologist | 1 | +| FAST Labs - Microelectronics Chief Technologist Jobs | 1 | +| Hardware Development Engineer- Microelectronics | 1 | +| Materials Microelectronics Engineer | 1 | +| Microelectronics Design Methodology Engineer (Placement) | 1 | +| Microelectronics Engineer (SME) - Data-Driven Packaging | 1 | +| Microelectronics Research & Development Investigator | 1 | +| Principal /Senior Principal Microelectronic Semiconductor Engine Jobs | 1 | +| Radiation Hardened Defense Microelectronics Technical Manager-Arlington,Virginia | 1 | +| Remote Principal Microelectronics Architect (Secret) | 1 | +| Senior Design Engineer - Power modules | 1 | +| Senior Development Engineer - Microelectronics Packaging | 1 | +| Senior Electronic Engineer | 1 | +| Senior Packaging Design Engineer: Next-Gen Microelectronics | 1 | +| Senior Principal Digital Front- End Design Engineer | 1 | + +Methodology: entities extracted per ad ({hard_skills, tools, methods, responsibilities, seniority}), normalized, counted as DISTINCT ads per entity; report threshold ≥ 3 ads. Headline sections in skills.md/tools.md use the stricter ≥ 20 % threshold. diff --git a/references/profile.md b/references/profile.md new file mode 100644 index 0000000..02bd6b1 --- /dev/null +++ b/references/profile.md @@ -0,0 +1,30 @@ +# Occupation profile — microelectronics designer + +- **ESCO URI:** http://data.europa.eu/esco/occupation/7b4744a8-a4e3-4104-9b74-4ec54108af7b +- **ESCO code:** 2152.1.6 +- **ISCO-08 group:** 2152 — Electronics engineers + +## Description (ESCO) + +Microelectronics designers focus on developing and designing microelectronic systems, from the top packaging level down to the integrated circuit level. Their knowledge incorporates system-level understanding with analogue and digital circuit knowledge, with integrating the technology processes and an overall outlook in microelectronic sensor basics. They work with other engineers, material science specialists and researchers, to enable innovations and continuous development of already existing devices. + +## Definition + +nan + +## Alternative labels + +- microelectronics hardware engineer +- microelectronics circuit system engineer +- microelectronics manufacturing design engineer +- microelectronics hardware designer +- microelectronics circuit design engineer +- microelectronics circuit designer +- silicon engineer +- microelectronics system engineer +- microelectronics system designer +- integrated circuit hardware engineer +- microelectronics technology design engineer +- microelectronics circuit engineer +- microelectronics packaging design engineer +- microelectronics packaging designer diff --git a/references/skills.md b/references/skills.md new file mode 100644 index 0000000..c3aa9b6 --- /dev/null +++ b/references/skills.md @@ -0,0 +1,111 @@ +# Competences — microelectronics designer + +Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/7b4744a8-a4e3-4104-9b74-4ec54108af7b). + +## Essential + +- **abide by regulations on banned materials** (skill/competence) +- **adjust engineering designs** (skill/competence) +- **apply technical communication skills** (skill/competence) +- **approve engineering design** (skill/competence) +- **artificial neural networks** (knowledge) +- **CAD software** (knowledge) +- **CAE software** (knowledge) +- **coordinate engineering teams** (skill/competence) +- **create a product's virtual model** (skill/competence) +- **customise drafts** (skill/competence) +- **design circuits using CAD** (skill/competence) +- **design drawings** (knowledge) +- **design electronic systems** (skill/competence) +- **design integrated circuits** (skill/competence) +- **design prototypes** (skill/competence) +- **design sensors** (skill/competence) +- **develop assembly instructions** (skill/competence) +- **develop product design** (skill/competence) +- **draft bill of materials** (skill/competence) +- **electrical engineering** (knowledge) +- **electricity principles** (knowledge) +- **electronic components** (knowledge) +- **electronics** (knowledge) +- **emergent technologies** (knowledge) +- **engineering principles** (knowledge) +- **environmental engineering** (knowledge) +- **environmental legislation** (knowledge) +- **environmental threats** (knowledge) +- **integrate new products in manufacturing** (skill/competence) +- **integrate system components** (skill/competence) +- **integrated circuit types** (knowledge) +- **integrated circuits** (knowledge) +- **interpret circuit diagrams** (skill/competence) +- **interpret electronic design specifications** (skill/competence) +- **machine learning** (knowledge) +- **manufacturing processes** (knowledge) +- **mathematics** (knowledge) +- **microassembly** (knowledge) +- **microelectronics** (knowledge) +- **micromechanics** (knowledge) +- **microsensors** (knowledge) +- **model sensor** (skill/competence) +- **monitor system performance** (skill/competence) +- **physics** (knowledge) +- **prepare assembly drawings** (skill/competence) +- **principles of artificial intelligence** (knowledge) +- **printed circuit boards** (knowledge) +- **program firmware** (skill/competence) +- **quality standards** (knowledge) +- **read assembly drawings** (skill/competence) +- **read engineering drawings** (skill/competence) +- **review drafts** (skill/competence) +- **semiconductors** (knowledge) +- **sensors** (knowledge) +- **use CAD software** (skill/competence) +- **use CAM software** (skill/competence) +- **use technical drawing software** (skill/competence) + +## Optional + +- apply soldering techniques (skill/competence) +- assemble electronic units (skill/competence) +- biomedical engineering (knowledge) +- calibrate electronic instruments (skill/competence) +- chemistry (knowledge) +- composite materials (knowledge) +- conduct literature research (skill/competence) +- conduct quality control analysis (skill/competence) +- consumer electronics (knowledge) +- control engineering (knowledge) +- electronic equipment standards (knowledge) +- LED lighting components (knowledge) +- material mechanics (knowledge) +- mechanical engineering (knowledge) +- medical devices (knowledge) +- microoptics (knowledge) +- nanotechnology (knowledge) +- optoelectronics (knowledge) +- perform project management (skill/competence) +- perform resource planning (skill/competence) +- perform scientific research (skill/competence) +- power electronics (knowledge) +- precision measuring instruments (knowledge) +- precision mechanics (knowledge) +- prepare production prototypes (skill/competence) +- solder components onto electronic board (skill/competence) +- test sensors (skill/competence) +- train employees (skill/competence) +- write technical reports (skill/competence) + + + +## Market evidence (job-ad analysis, 20 ads, as of 2026-07-17) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Hard skills + +- data analysis — **25 %** + +### Responsibilities + +- technical leadership — **30 %** + + diff --git a/references/tasks.md b/references/tasks.md new file mode 100644 index 0000000..d7f8674 --- /dev/null +++ b/references/tasks.md @@ -0,0 +1,44 @@ +# Tasks & work activities — microelectronics designer + +Source: O*NET 30.3, occupation 17-2061.00 (Computer Hardware Engineers) — manual nearest-occupation mapping via ISCO group 2152; the official ESCO crosswalk has no entry for this ESCO occupation. + +## Task statements + +- **[Core]** Update knowledge and skills to keep up with rapid advancements in computer technology. +- **[Core]** Provide technical support to designers, marketing and sales departments, suppliers, engineers and other team members throughout the product development and implementation process. +- **[Core]** Test and verify hardware and support peripherals to ensure that they meet specifications and requirements, by recording and analyzing test data. +- **[Core]** Monitor functioning of equipment and make necessary modifications to ensure system operates in conformance with specifications. +- **[Supplemental]** Analyze information to determine, recommend, and plan layout, including type of computers and peripheral equipment modifications. +- **[Core]** Build, test, and modify product prototypes, using working models or theoretical models constructed with computer simulation. +- **[Core]** Analyze user needs and recommend appropriate hardware. +- **[Core]** Direct technicians, engineering designers or other technical support personnel as needed. +- **[Core]** Confer with engineering staff and consult specifications to evaluate interface between hardware and software and operational and performance requirements of overall system. +- **[Core]** Select hardware and material, assuring compliance with specifications and product requirements. +- **[Core]** Store, retrieve, and manipulate data for analysis of system capabilities and requirements. +- **[Core]** Write detailed functional specifications that document the hardware development process and support hardware introduction. +- **[Core]** Specify power supply requirements and configuration, drawing on system performance expectations and design specifications. +- **[Core]** Provide training and support to system designers and users. +- **[Supplemental]** Assemble and modify existing pieces of equipment to meet special needs. +- **[Core]** Evaluate factors such as reporting formats required, cost constraints, and need for security restrictions to determine hardware configuration. +- **[Core]** Design and develop computer hardware and support peripherals, including central processing units (CPUs), support logic, microprocessors, custom integrated circuits, and printers and disk drives. +- **[Supplemental]** Recommend purchase of equipment to control dust, temperature, and humidity in area of system installation. + +## Detailed work activities + +- Advise customers on the use of products or services. +- Analyze design requirements for computer or electronics systems. +- Assemble equipment or components. +- Conduct validation tests of equipment or processes. +- Confer with technical personnel to prepare designs or operational plans. +- Create physical models or prototypes. +- Design electronic or computer equipment or instrumentation. +- Determine operational criteria or specifications. +- Monitor processes for compliance with standards. +- Prepare procedural documents. +- Provide technical guidance to other personnel. +- Recommend technical design or process changes to improve efficiency, quality, or performance. +- Select project materials. +- Supervise engineering or other technical personnel. +- Test performance of electrical, electronic, mechanical, or integrated systems or equipment. +- Train personnel on proper operational procedures. +- Update technical knowledge. diff --git a/references/tools.md b/references/tools.md new file mode 100644 index 0000000..f47a687 --- /dev/null +++ b/references/tools.md @@ -0,0 +1,118 @@ +# Tools & technology — microelectronics designer + +Source: O*NET 30.3, occupation 17-2061.00 (Computer Hardware Engineers) — manual nearest-occupation mapping via ISCO group 2152; the official ESCO crosswalk has no entry for this ESCO occupation. + +| Software | Category | Hot technology | +|---|---|---| +| Apache Subversion SVN | File versioning software | yes | +| Autodesk AutoCAD | Computer aided design CAD software | yes | +| C | Development environment software | yes | +| C++ | Object or component oriented development software | yes | +| Git | File versioning software | yes | +| Linux | Operating system software | yes | +| Microsoft Access | Data base user interface and query software | yes | +| Microsoft Excel | Spreadsheet software | yes | +| Microsoft Office software | Office suite software | yes | +| Microsoft PowerPoint | Presentation software | yes | +| Microsoft Visio | Process mapping and design software | yes | +| Microsoft Visual Basic | Development environment software | yes | +| Oracle Java | Object or component oriented development software | yes | +| Perl | Object or component oriented development software | yes | +| Python | Object or component oriented development software | yes | +| SAS | Analytical or scientific software | yes | +| Shell script | Operating system software | yes | +| Structured query language SQL | Data base user interface and query software | yes | +| The MathWorks MATLAB | Analytical or scientific software | yes | +| UNIX | Operating system software | yes | +| Application-specific integrated circuit ASIC logic synthesis software | Analytical or scientific software | | +| ASSET JTAG ScanWorks | Analytical or scientific software | | +| Automatic test program generation ATPG | Analytical or scientific software | | +| Block diagram software | Pattern design software | | +| Boundary scan description language BSDL | Development environment software | | +| Boundary scan insertion software | Analytical or scientific software | | +| Built-in self-test BIST debugging software | Analytical or scientific software | | +| Cadence Allegro PCB Designer | Computer aided design CAD software | | +| Cadence Concept | Computer aided design CAD software | | +| Cadence Dracula | Analytical or scientific software | | +| Cadence Encounter RTL Compiler | Compiler and decompiler software | | +| Cadence Opus | Development environment software | | +| Cadence OrCAD software | Computer aided design CAD software | | +| Cadence PSpice | Analytical or scientific software | | +| Cadence Schematic Composer | Computer aided design CAD software | | +| Cadence Virtuoso Layout Suite | Computer aided design CAD software | | +| Cadence Virtuoso Spectre Circuit Simulator | Analytical or scientific software | | +| Cisco IOS | Operating system software | | +| Complementary-symmetry/metal-oxide semiconductor CMOS layout software | Computer aided design CAD software | | +| Computer diagnostic software | Analytical or scientific software | | +| Computer simulation software | Analytical or scientific software | | +| Dassault Systemes CATIA | Computer aided design CAD software | | +| Data acquisition systems | Analytical or scientific software | | +| Database software | Data base user interface and query software | | +| Design-for-testability DFT insertion software | Analytical or scientific software | | +| Discrete Fourier transform DFT analysis software | Analytical or scientific software | | +| Eko | Desktop communications software | | +| Electronic design automation EDA software | Computer aided design CAD software | | +| Failure analysis software | Analytical or scientific software | | +| Fast Fourier transform FFT analysis software | Analytical or scientific software | | +| Field programmable gate array FPGA design software | Computer aided design CAD software | | +| Field programmable gate array FPGA logic synthesis software | Analytical or scientific software | | +| Freescale CodeWarrior Tools | Development environment software | | +| Hardware description and verification language | Development environment software | | +| Hardware description language HDL | Development environment software | | +| Integrated circuit simulation software | Analytical or scientific software | | +| Internet search engine software | Information retrieval or search software | | +| Logic synthesis software | Analytical or scientific software | | +| LogicVision icBIST | Analytical or scientific software | | +| Magellan Firmware | Operating system software | | +| MAGIC software | Analytical or scientific software | | +| Magma Design Automation Blast Create | Analytical or scientific software | | +| Magma Design Automation Blast FPGA | Analytical or scientific software | | +| Mathsoft Mathcad | Computer aided design CAD software | | +| MathWorks Simulink | Analytical or scientific software | | +| MathWorks Simulink DSP Blockset | Analytical or scientific software | | +| MathWorks Simulink Fixed-Point Blockset | Analytical or scientific software | | +| Mentor Graphics BSDArchitect | Analytical or scientific software | | +| Mentor Graphics Calibre | Analytical or scientific software | | +| Mentor Graphics LeonardoSpectrum | Analytical or scientific software | | +| Mentor Graphics Precision RTL | Analytical or scientific software | | +| Mentor Graphics Xpedition xDX Designer | Computer aided design CAD software | | +| Microarchitecture simulation software | Analytical or scientific software | | +| Microsoft Visual C# .NET | Object or component oriented development software | | +| Monte Carlo simulation software | Analytical or scientific software | | +| M-Sim | Analytical or scientific software | | +| National Instruments LabVIEW | Development environment software | | +| PARTHENON | Computer aided design CAD software | | +| PCI Express PCIe | Data base user interface and query software | | +| Place-and-route software | Computer aided design CAD software | | +| PTC Creo Parametric | Computer aided design CAD software | | +| Register transfer language RTL | Development environment software | | +| Schematic editors | Computer aided design CAD software | | +| Simulation program with integrated circuit emphasis SPICE | Analytical or scientific software | | +| SKILL FMEA software | Object or component oriented development software | | +| SoftICE | Analytical or scientific software | | +| State diagram software | Computer aided design CAD software | | +| Synopsys Design Compiler | Analytical or scientific software | | +| Synopsys Hercules | Analytical or scientific software | | +| Synopsys HSIM | Analytical or scientific software | | +| Synopsys HSPICE | Analytical or scientific software | | +| Synopsys TetraMax ATPG | Analytical or scientific software | | +| Synplicity Synplify | Analytical or scientific software | | +| SystemVerilog | Development environment software | | +| The Mathworks Control System Toolbox | Analytical or scientific software | | +| The Mathworks Data Acquisition Toolbox | Analytical or scientific software | | +| The Mathworks Embedded Coder | Analytical or scientific software | | +| The MathWorks Real-Time Workshop | Analytical or scientific software | | +| The MathWorks Signal Processing Toolbox | Analytical or scientific software | | +| The MathWorks Symbolic Math Toolbox | Analytical or scientific software | | +| The MathWorks Wavelet Toolbox | Analytical or scientific software | | +| Timing analysis software | Analytical or scientific software | | +| Tool command language Tcl | Development environment software | | +| Verification software | Analytical or scientific software | | +| Verilog | Development environment software | | +| Very high speed integrated circuit VHSIC hardware description language VHDL simulation software | Analytical or scientific software | | +| Very high-speed integrated circuit VHSIC hardware description language VHDL | Development environment software | | +| Web browser software | Internet browser software | | +| Windows kernel debuggers | Program testing software | | +| Xilinx ISE Foundation | Computer aided design CAD software | | +| Xilinx ModelSim | Computer aided design CAD software | | +| Xilinx Synthesis Technology XST | Analytical or scientific software | |