From 4fd5a84493c5533172b52381765f5e5fad6a76e1 Mon Sep 17 00:00:00 2001 From: skillfactor-pipeline Date: Fri, 14 Aug 2026 16:56:37 +0200 Subject: [PATCH] feat: research-engineer skill package v0.1.0 --- PROVENANCE.md | 31 +++ SKILL.md | 64 ++++++ manifest.json | 280 ++++++++++++++++++++++++++ references/ai-skills.md | 378 ++++++++++++++++++++++++++++++++++++ references/berufsbild-de.md | 66 +++++++ references/market.md | 133 +++++++++++++ references/profile.md | 26 +++ references/skills.md | 59 ++++++ references/tasks.md | 53 +++++ references/tools.md | 28 +++ 10 files changed, 1118 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/berufsbild-de.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..9246a9e --- /dev/null +++ b/PROVENANCE.md @@ -0,0 +1,31 @@ +# Data provenance — research-engineer + +Where the content of this skill package comes from, counted by +content items (tasks, competences, tools, evidence entries, curated +knowledge). Rendered live by Gitea: + +```mermaid +%%{init: {'theme':'base','themeVariables':{'pie1':'#f9a825','pie2':'#1e88e5','pie3':'#ff355e','pie4':'#d97757','pie5':'#8e24aa','pieOuterStrokeWidth':'0px','pieSectionTextColor':'#fff'}}}%% +pie showData + title Content sources — research-engineer + "ESCO (occupation & competences)" : 38 + "O*NET (tasks & tools)" : 55 + "Job boards (market evidence)" : 80 + "Anthropic official Claude skills" : 5 + "External AI skill packs (mapped)" : 180 +``` + +| Source | Items | Share | Files | +|---|---|---|---| +| ESCO (occupation & competences) | 38 | 10.6 % | references/profile.md, references/skills.md | +| O*NET (tasks & tools) | 55 | 15.4 % | references/tasks.md, references/tools.md | +| Job boards (market evidence) | 80 | 22.3 % | references/market.md (full report) + "Market evidence" headline sections | +| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ | +| Anthropic official Claude skills | 5 | 1.4 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) | +| External AI skill packs (mapped) | 180 | 50.3 % | 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..7392af5 --- /dev/null +++ b/SKILL.md @@ -0,0 +1,64 @@ +--- +name: research-engineer +description: "Occupational skill for the role 'research engineer' (also: engineering scientist, agricultural research engineer, engineering analyst, engineer researcher, bionic engineer, engineering researcher). Use when the user asks for typical research engineer work such as: typical research engineer responsibilities" +--- + +# Research Engineer + +Research engineers combine research skills and knowledge of engineering principles to assist in the development or design of new products and technology. They also improve existing technical processes, machines and systems and create new, innovative technologies. The duties of research engineers depend on the branch of engineering and the industry in which they work. Research engineers generally work in an office or laboratory, analysing processes and conducting experiments. + +## 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) + +- collect samples for analysis +- define technical requirements +- engineering principles +- engineering processes +- execute feasibility study +- gather experimental data +- industrial research and development +- interpret technical requirements +- manage engineering project +- perform scientific research +- project management +- scientific research methodology +- technical drawings +- use technical drawing software + +## Hot technologies + +- Microsoft Access +- Microsoft Excel +- Microsoft Office software +- Microsoft PowerPoint +- Microsoft Windows +- Microsoft Word + + + + +## Hot technologies + +Top tools from 45 gated job ads (see references/market.md, as of 2026-07-19): + +- Python — 33 % +- PyTorch — 11 % +- C++ — 9 % +- Java — 7 % +- Kubernetes — 7 % +- Tensorflow — 7 % + + + +--- +*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/3dab5c3f-84d0-4d52-901d-dd262eaea509), O*NET 30.3 (17-3026.01, manual nearest match). See manifest.json for licensing/attribution.* diff --git a/manifest.json b/manifest.json new file mode 100644 index 0000000..a83d1fa --- /dev/null +++ b/manifest.json @@ -0,0 +1,280 @@ +{ + "name": "research-engineer", + "title": "research engineer", + "version": "0.1.0", + "layer": "core", + "language": "en", + "generated": "2026-07-07", + "ids": { + "esco_uri": "http://data.europa.eu/esco/occupation/3dab5c3f-84d0-4d52-901d-dd262eaea509", + "esco_code": "2149.2.8", + "isco_group": "2149", + "onet_soc": "17-3026.01", + "crosswalk_match": "manual nearest via ISCO 2149 (Nanotechnology Engineering Technologists and Technicians)" + }, + "sources": [ + { + "name": "ESCO", + "version": "1.2.1", + "url": "https://esco.ec.europa.eu/" + }, + { + "name": "O*NET", + "version": "30.3", + "url": "https://www.onetcenter.org/", + "license": "CC BY 4.0" + } + ], + "attribution": "This package includes information from the O*NET Database (v30.3) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), CC BY 4.0. skillfactor is not endorsed by USDOL/ETA. ESCO data (v1.2.1) (c) European Union, used per the ESCO download conditions: https://esco.ec.europa.eu/en/use-esco/download", + "counts": { + "tasks": 0, + "dwas": 0, + "skills_essential": 14, + "skills_optional": 23, + "software": 0 + }, + "enrichment_ai_skills": { + "generated": "2026-07-14", + "method": "deterministic mapping (ISCO prefix + title/competence keywords)", + "sources": { + "anthropics/skills": { + "repo": "https://github.com/anthropics/skills", + "commit": "f6656c1", + "license": "Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available \u2014 see the LICENSE.txt in the upstream skill folder", + "skills": 2 + }, + "ConardLi/garden-skills": { + "repo": "https://github.com/ConardLi/garden-skills", + "commit": "fbd6453", + "license": "MIT", + "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": 12 + }, + "FlorianBruniaux/claude-code-ultimate-guide": { + "repo": "https://github.com/FlorianBruniaux/claude-code-ultimate-guide", + "commit": "5395214", + "license": "custom (see upstream LICENSE)", + "skills": 1 + }, + "sanjay3290/ai-skills": { + "repo": "https://github.com/sanjay3290/ai-skills", + "commit": "3619692", + "license": "Apache-2.0", + "skills": 1 + }, + "davila7/claude-code-templates": { + "repo": "https://github.com/davila7/claude-code-templates", + "commit": "fa79251", + "license": "MIT", + "skills": 11 + }, + "mikeyobrien/ralph-orchestrator": { + "repo": "https://github.com/mikeyobrien/ralph-orchestrator", + "commit": "407cb96", + "license": "MIT", + "skills": 1 + }, + "tzachbon/smart-ralph": { + "repo": "https://github.com/tzachbon/smart-ralph", + "commit": "b26bb23", + "license": "MIT", + "skills": 2 + }, + "affaan-m/everything-claude-code": { + "repo": "https://github.com/affaan-m/everything-claude-code", + "commit": "ed38744", + "license": "MIT", + "skills": 1 + }, + "nWave-ai/nWave": { + "repo": "https://github.com/nWave-ai/nWave", + "commit": "1d0f13c", + "license": "MIT", + "skills": 1 + }, + "nowork-studio/NotFair": { + "repo": "https://github.com/nowork-studio/NotFair", + "commit": "99bda4b", + "license": "MIT", + "skills": 2 + }, + "infrasity-labs/dev-gtm-claude-skills": { + "repo": "https://github.com/infrasity-labs/dev-gtm-claude-skills", + "commit": "02cfefb", + "license": "MIT", + "skills": 2 + }, + "jezweb/claude-skills": { + "repo": "https://github.com/jezweb/claude-skills", + "commit": "e875a6b", + "license": "MIT", + "skills": 1 + }, + "K-Dense-AI/claude-scientific-skills": { + "repo": "https://github.com/K-Dense-AI/claude-scientific-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 5 + }, + "K-Dense-AI/scientific-agent-skills": { + "repo": "https://github.com/K-Dense-AI/scientific-agent-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 5 + }, + "foryourhealth111-pixel/Vibe-Skills": { + "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills", + "commit": "34429a8", + "license": "Apache-2.0", + "skills": 7 + }, + "pedrohcgs/claude-code-my-workflow": { + "repo": "https://github.com/pedrohcgs/claude-code-my-workflow", + "commit": "be53c12", + "license": "MIT", + "skills": 1 + }, + "ferdinandobons/startup-skill": { + "repo": "https://github.com/ferdinandobons/startup-skill", + "commit": "a5f97c3", + "license": "MIT", + "skills": 1 + }, + "rohitg00/skillkit": { + "repo": "https://github.com/rohitg00/skillkit", + "commit": "d2e5c34", + "license": "Apache-2.0", + "skills": 1 + }, + "elementalsouls/Claude-BugHunter": { + "repo": "https://github.com/elementalsouls/Claude-BugHunter", + "commit": "05098fc", + "license": "MIT", + "skills": 2 + }, + "staruhub/ClaudeSkills": { + "repo": "https://github.com/staruhub/ClaudeSkills", + "commit": "3d4045d", + "license": "MIT", + "skills": 1 + }, + "Devin-AXIS/iPolloWork": { + "repo": "https://github.com/Devin-AXIS/iPolloWork", + "commit": "5107542", + "license": "custom (see upstream LICENSE)", + "skills": 2 + }, + "jeremylongshore/claude-code-plugins-plus-skills": { + "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills", + "commit": "e112938a", + "license": "MIT", + "skills": 1 + }, + "muratcankoylan/Agent-Skills-for-Context-Engineering": { + "repo": "https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering", + "commit": "c578e85", + "license": "MIT", + "skills": 1 + }, + "avifenesh/agentsys": { + "repo": "https://github.com/avifenesh/agentsys", + "commit": "8d569c4", + "license": "MIT", + "skills": 1 + }, + "a5c-ai/babysitter": { + "repo": "https://github.com/a5c-ai/babysitter", + "commit": "44a5d58b", + "license": "MIT", + "skills": 4 + }, + "alirezarezvani/claude-code-skill-factory": { + "repo": "https://github.com/alirezarezvani/claude-code-skill-factory", + "commit": "ba18b31", + "license": "MIT", + "skills": 1 + }, + "ruvnet/claude-code-flow": { + "repo": "https://github.com/ruvnet/claude-code-flow", + "commit": "73914bd", + "license": "MIT", + "skills": 1 + }, + "ruvnet/ruflo": { + "repo": "https://github.com/ruvnet/ruflo", + "commit": "73914bd", + "license": "MIT", + "skills": 1 + }, + "AgriciDaniel/claude-blog": { + "repo": "https://github.com/AgriciDaniel/claude-blog", + "commit": "49842ea", + "license": "MIT", + "skills": 1 + }, + "claude-world/director-mode-lite": { + "repo": "https://github.com/claude-world/director-mode-lite", + "commit": "9d0c333", + "license": "MIT", + "skills": 1 + }, + "davepoon/buildwithclaude": { + "repo": "https://github.com/davepoon/buildwithclaude", + "commit": "3c94e0c", + "license": "MIT", + "skills": 2 + }, + "hanhuark/mechanical-engineering-research-skill": { + "repo": "https://github.com/hanhuark/mechanical-engineering-research-skill", + "commit": "07accf8", + "license": "MIT", + "skills": 1 + }, + "secondsky/claude-skills": { + "repo": "https://github.com/secondsky/claude-skills", + "commit": "c4889f6", + "license": "MIT", + "skills": 1 + }, + "Orchestra-Research/AI-research-SKILLs": { + "repo": "https://github.com/Orchestra-Research/AI-research-SKILLs", + "commit": "773a529", + "license": "MIT", + "skills": 1 + } + }, + "total_skills": 80, + "tiers": { + "core": 77, + "adjacent": 3 + } + }, + "provenance": { + "items": { + "esco": 38, + "onet": 55, + "jobads": 80, + "wiki_ai": 0, + "anthropic": 5, + "ai_skills": 180, + "stackx": 0 + }, + "share_percent": { + "esco": 10.6, + "onet": 15.4, + "jobads": 22.3, + "wiki_ai": 0.0, + "anthropic": 1.4, + "ai_skills": 50.3, + "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..c06db7d --- /dev/null +++ b/references/ai-skills.md @@ -0,0 +1,378 @@ +# External AI agent skills — research-engineer + +Proven, publicly available AI agent skills mapped to this occupation. +Nothing is copied from the sources: every entry is a name, a one-line +summary and a link to the upstream skill package. Each section names +its source repository, commit, license and retrieval date. + +**Tiers:** `core` = the skill directly exercises a top market hard +skill, tool or method (from gated job-ad evidence) or an essential +ESCO competence of this occupation; `adjacent` = +plausibly useful, secondary. Entries are capped at 12 per source +and 80 in total per occupation (core first, +strongest matches survive); everything beyond the caps is excluded +and logged in the pipeline audit trail, not in this package. + +_Matched deterministically (ISCO group + title/competence keywords, +tiered against market evidence + ESCO essentials) by +`pipeline/p5_enrich_ai_skills.py` on 2026-07-14._ + +## Source: anthropics/skills + +- Repository: [https://github.com/anthropics/skills](https://github.com/anthropics/skills) (commit `f6656c1`, retrieved 2026-07-14) +- License: Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available — see the LICENSE.txt in the upstream skill folder + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `docx` | adjacent | Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files) or Word templates (.dotx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', '.dotx', or requests to … | [source](https://github.com/anthropics/skills/tree/main/skills/docx) | +| `pdf` | adjacent | Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating … | [source](https://github.com/anthropics/skills/tree/main/skills/pdf) | + +## Source: 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 | +|---|---|---|---| +| `kb-retriever` | adjacent | 面向本地知识库目录的检索和问答助手。核心流程：(1)分层索引导航 (2)遇到PDF/Excel时必须先读取references学习处理方法 (3)处理文件后再检索。按文件类型组合使用 grep、Read、pdfplumber、pandas 进行渐进式检索，避免整文件加载。用户问题涉及"从知识库目录回答问题/检索信息/查资料"时使用。 | [source](https://github.com/ConardLi/garden-skills/tree/fbd6453/skills/kb-retriever) | + +## 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 | +|---|---|---|---| +| `research-first-dev` | core | Research-first development methodology that investigates existing solutions, brainstorms alternatives, and evaluates trade-offs before any implementation begins. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/everything-claude-code/skills/research-first-dev) | +| `Persona Development` | core | Create and maintain user personas from research data for product targeting | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/product-management/skills/persona-development) | +| `context-engineering` | core | Dynamic context injection, mode switching (dev/review/research), selective loading, and strategic compaction for token optimization. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/everything-claude-code/skills/context-engineering) | +| `spec-creation` | core | Feature specification creation from codebase research. Produces requirements, acceptance criteria, architecture decisions, implementation plans, and risk analysis. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/claudekit/skills/spec-creation) | + +## Source: affaan-m/everything-claude-code + +- Repository: [https://github.com/affaan-m/everything-claude-code](https://github.com/affaan-m/everything-claude-code) (commit `ed38744`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `ml-adoption-playbook` | core | End-to-end methodology for AI agents and software engineers to add machine learning algorithms to existing non-ML codebases. Covers problem framing, data readiness, architectural decoupling, and baseline model integration. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/ml-adoption-playbook) | + +## Source: AgriciDaniel/claude-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-code-skill-factory + +- Repository: [https://github.com/alirezarezvani/claude-code-skill-factory](https://github.com/alirezarezvani/claude-code-skill-factory) (commit `ba18b31`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `slash-command-factory` | core | Generate custom Claude Code slash commands through intelligent 5-7 question flow. Creates powerful commands for business research, content analysis, healthcare compliance, API integration, documentation automation, and workflow … | [source](https://github.com/alirezarezvani/claude-code-skill-factory/tree/ba18b31/generated-skills/slash-command-factory) | + +## Source: avifenesh/agentsys + +- Repository: [https://github.com/avifenesh/agentsys](https://github.com/avifenesh/agentsys) (commit `8d569c4`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `learn` | core | Research any topic online and create learning guides. Use when user asks to 'learn about', 'research topic', 'create learning guide', 'build knowledge base', or 'study subject'. | [source](https://github.com/avifenesh/agentsys/tree/8d569c4/.kiro/skills/learn) | + +## 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) | +| `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) | +| `software-engineering-research` | core | Guide to software engineering research topics and methodologies | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/cs/software-engineering-research) | +| `claude-scientific-guide` | core | Ready-to-use agent skills for scientific research and engineering | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/methodology/claude-scientific-guide) | +| `d4` | core | Agent D4 - Measurement Instrument Developer - Scale construction and psychometric validation. Covers item development, validity evidence, and reliability testing for social science research. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/d4) | +| `medical-imaging-guide` | core | Medical image analysis with deep learning for research applications | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/biomedical/medical-imaging-guide) | +| `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) | +| `psychology-research-guide` | core | Psychological research methods, experimental design, and analysis | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/social-science/psychology-research-guide) | +| `research-intake` | core | Bidirectional review — THE entry point for every research engagement. Reviews everything the researcher has (data, docs, code, instruments) and produces two outputs: (1) a gap analysis showing what their project needs to meet gold … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/61-phdemotions-research-methods/skills/research-intake) | +| `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) | +| `hud` | core | Diverga HUD (Heads-Up Display) management skill. Configure and manage the research project statusline display. Supports multiple presets: research, checkpoint, memory, minimal. Triggers: "hud", "statusline", "display settings | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/hud) | +| `learning-science-guide` | core | Evidence-based learning science principles for educational research and practice | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/education/learning-science-guide) | + +## Source: claude-world/director-mode-lite + +- Repository: [https://github.com/claude-world/director-mode-lite](https://github.com/claude-world/director-mode-lite) (commit `9d0c333`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `handoff-gemini` | core | Delegate long-context analysis, research, and large-document summarization to Google Gemini CLI (1M-token context) via non-interactive `gemini -p`, preserving Claude context. Use when the user says 'use gemini'/'hand off to gemini' or a … | [source](https://github.com/claude-world/director-mode-lite/tree/9d0c333/skills/handoff-gemini) | + +## Source: 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 | +|---|---|---|---| +| `lead-research-assistant` | core | Identifies high-quality leads for your product or service by analyzing your business, searching for target companies, and providing actionable contact strategies. Perfect for sales, business development, and marketing professionals. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/lead-research-assistant) | +| `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 | +|---|---|---|---| +| `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) | +| `SEO Optimizer` | core | Search Engine Optimization specialist for content strategy, technical SEO, keyword research, and ranking improvements. Use when optimizing website content, improving search rankings, conducting keyword analysis, or implementing SEO best … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/business-marketing/seo-optimizer) | +| `scikit-learn` | core | Machine learning in Python with scikit-learn. Use when working with supervised learning (classification, regression), unsupervised learning (clustering, dimensionality reduction), model evaluation, hyperparameter tuning, preprocessing, or … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scikit-learn) | +| `denario` | core | Multiagent AI system for scientific research assistance that automates research workflows from data analysis to publication. This skill should be used when generating research ideas from datasets, developing research methodologies, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/denario) | +| `research-lookup` | core | Look up current research information using Perplexity's Sonar Pro Search or Sonar Reasoning Pro models through OpenRouter. Automatically selects the best model based on query complexity. Search academic papers, recent studies, technical … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/research-lookup) | +| `data-scientist` | core | Expert data scientist for advanced analytics, machine learning, and statistical modeling. Handles complex data analysis, predictive modeling, and business intelligence. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/data-scientist) | +| `lead-research-assistant` | core | Identifies high-quality leads for your product or service by analyzing your business, searching for target companies, and providing actionable contact strategies. Perfect for sales, business development, and marketing professionals. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/business-marketing/lead-research-assistant) | +| `pennylane` | core | Cross-platform Python library for quantum computing, quantum machine learning, and quantum chemistry. Enables building and training quantum circuits with automatic differentiation, seamless integration with PyTorch/JAX/TensorFlow, and … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/pennylane) | +| `pufferlib` | core | This skill should be used when working with reinforcement learning tasks including high-performance RL training, custom environment development, vectorized parallel simulation, multi-agent systems, or integration with existing RL … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/pufferlib) | +| `scientific-brainstorming` | core | Research ideation partner. Generate hypotheses, explore interdisciplinary connections, challenge assumptions, develop methodologies, identify research gaps, for creative scientific problem-solving. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-brainstorming) | +| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-slides) | + +## Source: 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 | +|---|---|---|---| +| `deepseek-harness` | core | Delegate code review, development, and research tasks to DeepSeek Harness. | [source](https://github.com/Devin-AXIS/iPolloWork/tree/5107542/examples/plugin-packages/deepseek-harness/.opencode/skills/deepseek-harness) | +| `context7-docs-research` | core | Resolve the correct library and retrieve a small, relevant set of version-aware official documentation before answering a technical question. | [source](https://github.com/Devin-AXIS/iPolloWork/tree/5107542/examples/plugin-packages/context7/.opencode/skills/context7-docs-research) | + +## Source: elementalsouls/Claude-BugHunter + +- Repository: [https://github.com/elementalsouls/Claude-BugHunter](https://github.com/elementalsouls/Claude-BugHunter) (commit `05098fc`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `bb-local-toolkit` | core | Complete bug bounty workflow — recon (subdomain enumeration, asset discovery, fingerprinting, HackerOne scope, source code audit), pre-hunt learning (disclosed reports, tech stack research, mind maps, threat modeling), vulnerability … | [source](https://github.com/elementalsouls/Claude-BugHunter/tree/05098fc/skills/bb-local-toolkit) | +| `bug-bounty` | core | Complete bug bounty workflow — recon (subdomain enumeration, asset discovery, fingerprinting, HackerOne scope, source code audit), pre-hunt learning (disclosed reports, tech stack research, mind maps, threat modeling), vulnerability … | [source](https://github.com/elementalsouls/Claude-BugHunter/tree/05098fc/skills/bug-bounty) | + +## 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 | +|---|---|---|---| +| `geomaster` | core | Comprehensive geospatial science skill covering remote sensing, GIS, spatial analysis, machine learning for earth observation, and 30+ scientific domains. Supports satellite imagery processing (Sentinel, Landsat, MODIS, SAR, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/geomaster) | +| `scholar-evaluation` | core | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scholar-evaluation) | +| `scientific-reporting` | core | Write research/technical reports with strong structure + figure standards. Supports Markdown/HTML/PDF outputs (Quarto optional), executive summary, methods, results, discussion, and reproducibility appendix. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-reporting) | +| `denario` | core | Multiagent AI system for scientific research assistance that automates research workflows from data analysis to publication. This skill should be used when generating research ideas from datasets, developing research methodologies, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/denario) | +| `research-lookup` | core | Look up current research information using Perplexity's Sonar Pro Search or Sonar Reasoning Pro models through OpenRouter. Automatically selects the best model based on query complexity. Search academic papers, recent studies, technical … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/research-lookup) | +| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-slides) | +| `transformer-lens-interpretability` | core | Provides guidance for mechanistic interpretability research using TransformerLens to inspect and manipulate transformer internals via HookPoints and activation caching. Use when reverse-engineering model algorithms, studying attention … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/transformer-lens-interpretability) | + +## Source: hanhuark/mechanical-engineering-research-skill + +- Repository: [https://github.com/hanhuark/mechanical-engineering-research-skill](https://github.com/hanhuark/mechanical-engineering-research-skill) (commit `07accf8`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `mechanical-engineering-research` | core | Research, write, code, analyze, present, and develop proposals for thermal-fluid mechanical engineering work with source-aware rigor. Use for heat transfer, fluid mechanics, thermodynamics, HVAC, energy systems, turbomachinery, pumps, … | [source](https://github.com/hanhuark/mechanical-engineering-research-skill/tree/07accf8/skills/mechanical-engineering-research) | + +## 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 | +|---|---|---|---| +| `tech-resume-optimizer` | core | Optimize resumes for software engineering, PM, and technical roles | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/job-search/tech-resume-optimizer) | +| `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: 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) | + +## Source: jezweb/claude-skills + +- Repository: [https://github.com/jezweb/claude-skills](https://github.com/jezweb/claude-skills) (commit `e875a6b`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `deep-research` | core | Deep research and discovery before building something new. Explores local projects for reusable code, researches competitors, reads forums and reviews, analyses plugin ecosystems, investigates technical options, and produces a … | [source](https://github.com/jezweb/claude-skills/tree/e875a6b/plugins/dev-tools/skills/deep-research) | + +## 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 | +|---|---|---|---| +| `exa-search` | core | Web toolkit powered by Exa, tuned for scientific and technical content. Use this skill when the user needs to search the web or fetch/extract URL content. Covers: web search (semantic lookups, research, current info — with optional … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/exa-search) | +| `geomaster` | core | Comprehensive geospatial science skill covering remote sensing, GIS, spatial analysis, machine learning for earth observation, and 30+ scientific domains. Supports satellite imagery processing (Sentinel, Landsat, MODIS, SAR, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/geomaster) | +| `scholar-evaluation` | core | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scholar-evaluation) | +| `hugging-science` | core | Use when the user is doing AI/ML work in a scientific domain such as biology, chemistry, physics, astronomy, climate, genomics, materials, medicine, ecology, energy, engineering, math, drug discovery, protein design, weather modeling, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/hugging-science) | +| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-slides) | + +## Source: K-Dense-AI/scientific-agent-skills + +- Repository: [https://github.com/K-Dense-AI/scientific-agent-skills](https://github.com/K-Dense-AI/scientific-agent-skills) (commit `4d97e29`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `exa-search` | core | Web toolkit powered by Exa, tuned for scientific and technical content. Use this skill when the user needs to search the web or fetch/extract URL content. Covers: web search (semantic lookups, research, current info — with optional … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/exa-search) | +| `geomaster` | core | Comprehensive geospatial science skill covering remote sensing, GIS, spatial analysis, machine learning for earth observation, and 30+ scientific domains. Supports satellite imagery processing (Sentinel, Landsat, MODIS, SAR, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/geomaster) | +| `scholar-evaluation` | core | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scholar-evaluation) | +| `hugging-science` | core | Use when the user is doing AI/ML work in a scientific domain such as biology, chemistry, physics, astronomy, climate, genomics, materials, medicine, ecology, energy, engineering, math, drug discovery, protein design, weather modeling, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/hugging-science) | +| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-slides) | + +## Source: 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: muratcankoylan/Agent-Skills-for-Context-Engineering + +- Repository: [https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering) (commit `c578e85`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `harness-engineering` | core | This skill should be used when designing autonomous agent harnesses: research loops, evaluation scaffolds, locked and editable surfaces, durable logs, novelty gates, pruning, rollback, PR preparation, and human approval boundaries. | [source](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/c578e85/skills/harness-engineering) | + +## Source: nowork-studio/NotFair + +- Repository: [https://github.com/nowork-studio/NotFair](https://github.com/nowork-studio/NotFair) (commit `99bda4b`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `seo-analysis` | core | Full SEO audit: Google Search Console data + URL Inspection API + PageSpeed Insights API + technical crawl + keyword research + metadata audit + schema markup audit + search intent analysis + Core Web Vitals monitoring. Feeds real GSC data … | [source](https://github.com/nowork-studio/NotFair/tree/99bda4b/seo/seo-analysis) | +| `seo-page` | core | Single-page SEO audit: deep content quality evaluation using Google's E-E-A-T framework, Helpful Content guidelines, on-page SEO factors, search intent alignment, technical signals, and readability analysis. Fetches GSC performance data … | [source](https://github.com/nowork-studio/NotFair/tree/99bda4b/seo/seo-page) | + +## 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: Orchestra-Research/AI-research-SKILLs + +- Repository: [https://github.com/Orchestra-Research/AI-research-SKILLs](https://github.com/Orchestra-Research/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `transformer-lens-interpretability` | core | Provides guidance for mechanistic interpretability research using TransformerLens to inspect and manipulate transformer internals via HookPoints and activation caching. Use when reverse-engineering model algorithms, studying attention … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/04-mechanistic-interpretability/transformer-lens) | + +## 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: rohitg00/skillkit + +- Repository: [https://github.com/rohitg00/skillkit](https://github.com/rohitg00/skillkit) (commit `d2e5c34`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `task-decomposition` | core | Breaks down complex software, writing, or research tasks into small, atomic, independently completable units with dependency graphs and milestone breakdowns. Use when the user asks to plan a project, decompose a feature, create subtasks, … | [source](https://github.com/rohitg00/skillkit/tree/d2e5c34/packages/core/src/methodology/packs/planning/task-decomposition) | + +## Source: ruvnet/claude-code-flow + +- Repository: [https://github.com/ruvnet/claude-code-flow](https://github.com/ruvnet/claude-code-flow) (commit `73914bd`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `swarm-advanced` | core | Advanced swarm orchestration patterns for research, development, testing, and complex distributed workflows | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/swarm-advanced) | + +## Source: ruvnet/ruflo + +- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `swarm-advanced` | core | Advanced swarm orchestration patterns for research, development, testing, and complex distributed workflows | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/swarm-advanced) | + +## Source: sanjay3290/ai-skills + +- Repository: [https://github.com/sanjay3290/ai-skills](https://github.com/sanjay3290/ai-skills) (commit `3619692`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `deep-research` | core | Execute autonomous multi-step research using Google Gemini Deep Research Agent. Use for: market analysis, competitive landscaping, literature reviews, technical research, due diligence. Takes 2-10 minutes but produces detailed, cited … | [source](https://github.com/sanjay3290/ai-skills/tree/3619692/skills/deep-research) | + +## Source: secondsky/claude-skills + +- Repository: [https://github.com/secondsky/claude-skills](https://github.com/secondsky/claude-skills) (commit `c4889f6`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `seo-optimizer` | core | SEO optimization with keyword analysis, readability assessment, technical validation, content quality. Use for search rankings, blog posts, content audits, or encountering keyword density, readability scores, meta tags, schema markup … | [source](https://github.com/secondsky/claude-skills/tree/c4889f6/plugins/seo-optimizer/skills/seo-optimizer) | + +## Source: staruhub/ClaudeSkills + +- Repository: [https://github.com/staruhub/ClaudeSkills](https://github.com/staruhub/ClaudeSkills) (commit `3d4045d`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `deep-research` | core | Use this skill when the user wants an evidence-based research memo, literature review, market/policy/technical landscape, or a multi-source decision brief with citations, trade-offs, and a clear conclusion. Best for tasks that need … | [source](https://github.com/staruhub/ClaudeSkills/tree/3d4045d/skills/Geek-skills-deep-research) | + +## 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) | +| `communication-style` | core | This skill should be used when generating spec artifacts (research.md, requirements.md, design.md, tasks.md), formatting agent output, structuring phase results, or when any Ralph agent needs guidance on concise, scannable output … | [source](https://github.com/tzachbon/smart-ralph/tree/b26bb23/plugins/ralph-specum/skills/communication-style) | diff --git a/references/berufsbild-de.md b/references/berufsbild-de.md new file mode 100644 index 0000000..f5c5adf --- /dev/null +++ b/references/berufsbild-de.md @@ -0,0 +1,66 @@ +# Berufsbild (Deutschland) — Forschungs- und Entwicklungsingenieur/in + +> **Quelle:** BERUFENET, Bundesagentur für Arbeit — Beruf-ID 15890, +> KldB 2010: B 27104 · via öffentliche BERUFENET-API, +> abgerufen 2026-07-12. Automatisches Label-Matching +> (Score 1.00); Inhalte paraphrasiert/gekürzt, Volltext beim +> Original: https://web.arbeitsagentur.de/berufenet/beruf/15890 + +## Aufgaben und Tätigkeiten kompakt + +Forschungs- und Entwicklungsingenieure und -ingenieurinnen konzipieren technische Produkte bzw. Verfahren. Sie steuern den gesamten Entwicklungsprozess bis hin zur Fertigung und Inbetriebnahme. Dafür prüfen sie u.a. ob Lösungsmöglichkeiten technisch und wirtschaftlich realisierbar sind. Forschungs- und Entwicklungsingenieure und -ingenieurinnen wählen die Werkstoffe aus, stellen Komponenten zusammen und fertigen Prototypen an. Zudem testen sie Neuentwicklungen und erstellen Dokumentationen für Konstruktion, Fertigung, Marketing und Vertrieb. + +## Tätigkeitsbezeichnungen + +Forschungs- und Entwicklungsingenieur/in + +Auch übliche Berufsbezeichnung/SynonymVersuchsingenieur/in + +Berufsbezeichnung in englischer SpracheResearch and development engineer (m/f) + +Berufsbezeichnung in französischer SpracheIngénieur/Ingénieure recherche et développement + +## Die Tätigkeit im Überblick + +Forschungs- und Entwicklungsingenieure und -ingenieurinnen erarbeiten neue Produkte bzw. technische Verfahren und entwickeln diese weiter. + +## Trends + +Grüner Stahl - Klimaneutrale StahlproduktionStahlproduzenten arbeiten zunehmend an klimaneutralen Verfahren der Stahlherstellung, um den CO2-Ausstoß zu verringern. Die Produktion von grünem Stahl ist z.B. durch den Einsatz von Wasserstoff anstatt von Kohle und mithilfe elektrischer Lichtbogenöfen möglich. Die Elektrolyse ist ein weiteres Verfahren der klimaneutralen Stahlherstellung. Dabei wird Eisenoxid mittels elektrischer Spannung in Eisen und Sauerstoff getrennt. Fach- und Führungskräfte der Stahlindustrie werden sich zukünftig verstärkt mit grünem Stahl beschäftigen. +Innovation durch WasserstoffWasserstoff, der alternativ zu fossilen Brennstoffen und Energiequellen per Elektrolyse aus Sonnen- oder Windstrom erzeugt wird, dient als Schlüsselelement der deutschen Energiewende. Er hilft dabei, den CO2-Ausstoß in Industrie und Verkehr zu verringern. In Zukunft sollen Lastwägen, Schiffe, Flugzeuge und Züge mit Wasserstoffantrieb Güter und Menschen transportieren. Grüner Wasserstoff soll u.a. auch als Rohstoff in der Chemie- und Kosmetikindustrie dienen oder zum Betreiben von Anlagen im Maschinenbau. Fach- und Führungskräfte in den entsprechenden Bereichen werden sich mit diesen Entwicklungen vertraut machen. + +## Aufgaben und Tätigkeiten im Einzelnen + +in der Grundlagenforschung Problemlösungen theoretisch entwickeln + +in der angewandten Forschung prüfen, ob Lösungsmöglichkeiten realisierbar sind +Produkte und technische Verfahren entwickeln, entwerfen und projektieren + +Zeichnungen anfertigen, z.B. Rohteil-, Werkstattzeichnungen + +Gesamtfunktionen und Funktionsablauf konzipieren und überprüfen + +Versuche, Simulationen und Berechnungen durchführen + + +Lösungen umsetzen +Werkstoffe und Komponenten zusammenstellen, auf konstruktive und wirtschaftliche Kriterien achten + +Prototypen, Muster und Modelle anfertigen und testen + + +Aufgaben in der Fertigung übernehmen +Arbeitsschritte planen, Arbeitsprozesse festlegen + +Fertigung begleiten, Produkte in Betrieb nehmen + +die Einhaltung von Terminen sowie des Etat, Haushaltsplan; Finanzplan für Einnahmen und Ausgaben +" name="Budget">Budgets überwachen + +Mitarbeitende einteilen und anleiten + +Kunden/Kundinnen und Auftraggebende betreuen + +## Arbeitsbereiche/Branchen + +Forschungs- und Entwicklungsingenieure und -ingenieurinnen finden Beschäftigung in Unternehmen aller Wirtschaftsbereiche sowie an wissenschaftlichen Instituten und Forschungseinrichtungen. diff --git a/references/market.md b/references/market.md new file mode 100644 index 0000000..e6b3fa9 --- /dev/null +++ b/references/market.md @@ -0,0 +1,133 @@ +# Market evidence report — research-engineer + +Source: **45 real job ads** (JSearch API, countries: us 45), extracted into the MSSQL evidence store; as of 2026-07-19. +This report contains extracted, aggregated facts only — no ad text is +reproduced (copyright / platform terms). + +## Seniority distribution + +| Seniority | Ads | Share | +|---|---|---| +| mid | 26 | 58 % | +| senior | 14 | 31 % | +| junior | 3 | 7 % | +| lead | 1 | 2 % | +| n/a | 1 | 2 % | + +## Tools — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | Python | 15 | 33 % | +| 2 | PyTorch | 5 | 11 % | +| 3 | C++ | 4 | 9 % | +| 4 | Java | 3 | 7 % | +| 5 | Kubernetes | 3 | 7 % | +| 6 | Tensorflow | 3 | 7 % | + +## Hard skills — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | data analysis | 12 | 27 % | +| 2 | machine learning | 11 | 24 % | +| 3 | project management | 5 | 11 % | +| 4 | algorithm development | 4 | 9 % | +| 5 | experimental design | 4 | 9 % | +| 6 | software engineering | 4 | 9 % | +| 7 | data science | 3 | 7 % | +| 8 | mathematical modeling | 3 | 7 % | +| 9 | model evaluation | 3 | 7 % | +| 10 | prototype development | 3 | 7 % | +| 11 | research | 3 | 7 % | +| 12 | software development | 3 | 7 % | +| 13 | technical analysis | 3 | 7 % | + +## Methods — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | reinforcement learning | 4 | 9 % | + +## Responsibilities — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | research support | 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) + +45 ads. + +**Top hard skills:** + +- data analysis — 27 % (12 ads) +- machine learning — 24 % (11 ads) +- project management — 11 % (5 ads) +- algorithm development — 9 % (4 ads) +- experimental design — 9 % (4 ads) +- software engineering — 9 % (4 ads) +- data science — 7 % (3 ads) +- mathematical modeling — 7 % (3 ads) +- model evaluation — 7 % (3 ads) +- prototype development — 7 % (3 ads) + +**Top tools:** + +- Python — 33 % (15 ads) +- PyTorch — 11 % (5 ads) +- C++ — 9 % (4 ads) +- Java — 7 % (3 ads) +- Kubernetes — 7 % (3 ads) +- Tensorflow — 7 % (3 ads) +- Ansible — 4 % (2 ads) +- C programming language — 4 % (2 ads) +- Claude — 4 % (2 ads) +- CUDA — 4 % (2 ads) + +**Seniority:** mid 58 % · senior 31 % · junior 7 % · lead 2 % · n/a 2 % + +### UK (gb) + +**Insufficient evidence** — 0 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 | +|---|---| +| Research Engineer | 2 | +| Senior Scientist/Engineer | 2 | +| 2026 Graduate - Engineer/Scientist - Resilient Military Systems | 1 | +| 2026 Research Engineer I - Arlington, VA / Cambridge, MA - Hybrid | 1 | +| 6G Standards Research Engineer | 1 | +| AeroBallistics Research Engineer - Flight Dynamics | 1 | +| AI Security Research Engineer II (Full-Time) - (United States) | 1 | +| Cyber Research Engineer (Intelligence Center) | 1 | +| Finite Element (FEA) Research Engineer | 1 | +| Frontier AI Research Engineer, Lead | 1 | +| Hydraulic Research Engineer Erosion Testing & CFD | 1 | +| Junior Vulnerability Research Engineer — Onsite | 1 | +| Lead Product/Process Research and Development Engineer | 1 | +| Machine Learning - Research Engineer - Python, Statistic Analysis | 1 | +| Part-Time Senior Engineer/Scientist, TS/SCI | 1 | +| Performance Research Engineer (multiple levels) | 1 | +| Radar Research Engineer | 1 | +| Remote ML Research Engineer: AI & Data Science (Contract) | 1 | +| Remote Open-Source AI Research Engineer | 1 | +| Research Engineer (Senior Staff+), Safeguards Labs | 1 | +| Research Engineer II | 1 | +| Research Engineer II | West Mifflin, PA, USA | 1 | +| Research Engineer Principal (RF/EW) | 1 | +| Research Engineer, AI Safety & Abuse Detection | 1 | +| Research Engineer, Cybersecurity RL (Reinforcement Learning) | 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..5d6c2d5 --- /dev/null +++ b/references/profile.md @@ -0,0 +1,26 @@ +# Occupation profile — research engineer + +- **ESCO URI:** http://data.europa.eu/esco/occupation/3dab5c3f-84d0-4d52-901d-dd262eaea509 +- **ESCO code:** 2149.2.8 +- **ISCO-08 group:** 2149 — Engineering professionals not elsewhere classified + +## Description (ESCO) + +Research engineers combine research skills and knowledge of engineering principles to assist in the development or design of new products and technology. They also improve existing technical processes, machines and systems and create new, innovative technologies. The duties of research engineers depend on the branch of engineering and the industry in which they work. Research engineers generally work in an office or laboratory, analysing processes and conducting experiments. + +## Definition + +nan + +## Alternative labels + +- engineering scientist +- agricultural research engineer +- engineering analyst +- engineer researcher +- bionic engineer +- engineering researcher +- engineering research analyst +- engineering scholar +- engineering science researcher +- engineering research scientist diff --git a/references/skills.md b/references/skills.md new file mode 100644 index 0000000..78d1695 --- /dev/null +++ b/references/skills.md @@ -0,0 +1,59 @@ +# Competences — research engineer + +Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/3dab5c3f-84d0-4d52-901d-dd262eaea509). + +## Essential + +- **collect samples for analysis** (skill/competence) +- **define technical requirements** (skill/competence) +- **engineering principles** (knowledge) +- **engineering processes** (knowledge) +- **execute feasibility study** (skill/competence) +- **gather experimental data** (skill/competence) +- **industrial research and development** (knowledge) +- **interpret technical requirements** (skill/competence) +- **manage engineering project** (skill/competence) +- **perform scientific research** (skill/competence) +- **project management** (knowledge) +- **scientific research methodology** (knowledge) +- **technical drawings** (knowledge) +- **use technical drawing software** (skill/competence) + +## Optional + +- adjust engineering designs (skill/competence) +- apply advanced manufacturing (skill/competence) +- apply safety procedures in laboratory (skill/competence) +- assist scientific research (skill/competence) +- battery design (knowledge) +- bioeconomy (knowledge) +- CAD software (knowledge) +- cognitive computing (knowledge) +- computational mechanics (knowledge) +- conduct experiments on animals (skill/competence) +- develop test procedures (skill/competence) +- industrial engineering (knowledge) +- laboratory techniques (knowledge) +- materials engineering (knowledge) +- perform laboratory tests (skill/competence) +- perform project management (skill/competence) +- physics (knowledge) +- run laboratory simulations (skill/competence) +- scientific literature (knowledge) +- use CAD software (skill/competence) +- use mathematical tools and equipment (skill/competence) +- use non-destructive testing equipment (skill/competence) +- write manuals (skill/competence) + + + +## Market evidence (job-ad analysis, 45 ads, as of 2026-07-19) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Hard skills + +- data analysis — **27 %** +- machine learning — **24 %** + + diff --git a/references/tasks.md b/references/tasks.md new file mode 100644 index 0000000..a3664a5 --- /dev/null +++ b/references/tasks.md @@ -0,0 +1,53 @@ +# Tasks & work activities — research engineer + +Source: O*NET 30.3, occupation 17-3026.01 (Nanotechnology Engineering Technologists and Technicians) — manual nearest-occupation mapping via ISCO group 2149; the official ESCO crosswalk has no entry for this ESCO occupation. + +## Task statements + +- **[Core]** Operate nanotechnology compounding, testing, processing, or production equipment in accordance with appropriate standard operating procedures, good manufacturing practices, hazardous material restrictions, or health and safety requirements. +- **[Core]** Maintain work area according to cleanroom or other processing standards. +- **[Core]** Produce images or measurements, using tools or techniques such as atomic force microscopy, scanning electron microscopy, optical microscopy, particle size analysis, or zeta potential analysis. +- **[Core]** Collaborate with scientists or engineers to design or conduct experiments for the development of nanotechnology materials, components, devices, or systems. +- **[Core]** Repair nanotechnology processing or testing equipment or submit work orders for equipment repair. +- **[Core]** Measure or mix chemicals or compounds in accordance with detailed instructions or formulas. +- **[Core]** Monitor equipment during operation to ensure adherence to specifications for characteristics such as pressure, temperature, or flow. +- **[Core]** Collect or compile nanotechnology research or engineering data. +- **[Core]** Calibrate nanotechnology equipment, such as weighing, testing, or production equipment. +- **[Core]** Monitor hazardous waste cleanup procedures to ensure proper application of nanocomposites or accomplishment of objectives. +- **[Core]** Contribute written material or data for grant or patent applications. +- **[Core]** Inspect or measure thin films of carbon nanotubes, polymers, or inorganic coatings, using a variety of techniques or analytical tools. +- **[Supplemental]** Compare the performance or environmental impact of nanomaterials by nanoparticle size, shape, or organization. +- **[Core]** Develop or modify wet chemical or industrial laboratory experimental techniques for nanoscale use. +- **[Supplemental]** Process nanoparticles or nanostructures, using technologies such as ultraviolet radiation, microwave energy, or catalysis. +- **[Core]** Implement new or enhanced methods or processes for the processing, testing, or manufacture of nanotechnology materials or products. +- **[Core]** Prepare detailed verbal or written presentations for scientists, engineers, project managers, or upper management. +- **[Supplemental]** Perform functional tests of nano-enhanced assemblies, components, or systems, using equipment such as torque gauges or conductivity meters. +- **[Core]** Maintain accurate record or batch-record documentation of nanoproduction. +- **[Supplemental]** Assemble components, using techniques such as interference fitting, solvent bonding, adhesive bonding, heat sealing, or ultrasonic welding. +- **[Core]** Prepare capability data, training materials, or other documentation for transfer of processes to production. +- **[Supplemental]** Analyze the life cycle of nanomaterials or nano-enabled products to determine environmental impact. +- **[Supplemental]** Measure emission of nanodust or nanoparticles during nanocomposite or other nano-scale production processes, using systems such as aerosol detection systems. +- **[Core]** Assist nanoscientists or engineers in processing or characterizing materials according to physical or chemical properties. +- **[Core]** Assist nanoscientists or engineers in writing process specifications or documentation. + +## Detailed work activities + +- Assemble equipment or components. +- Calibrate scientific or technical equipment. +- Devise research or testing protocols. +- Document technical design details. +- Implement design or process improvements. +- Investigate the environmental impact of projects. +- Maintain clean work areas. +- Maintain operational records or records systems. +- Maintain test equipment. +- Measure physical or chemical properties of materials or objects. +- Monitor activities affecting environmental quality. +- Monitor processes for compliance with standards. +- Operate precision equipment to control microscopic or nanoscopic processes. +- Prepare contracts, disclosures, or applications. +- Prepare materials for processing. +- Prepare procedural documents. +- Prepare technical reports for internal use. +- Research engineering applications of emerging technologies. +- Test performance of electrical, electronic, mechanical, or integrated systems or equipment. diff --git a/references/tools.md b/references/tools.md new file mode 100644 index 0000000..f102536 --- /dev/null +++ b/references/tools.md @@ -0,0 +1,28 @@ +# Tools & technology — research engineer + +Source: O*NET 30.3, occupation 17-3026.01 (Nanotechnology Engineering Technologists and Technicians) — manual nearest-occupation mapping via ISCO group 2149; the official ESCO crosswalk has no entry for this ESCO occupation. + +| Software | Category | Hot technology | +|---|---|---| +| Microsoft Access | Data base user interface and query software | yes | +| Microsoft Excel | Spreadsheet software | yes | +| Microsoft Office software | Office suite software | yes | +| Microsoft PowerPoint | Presentation software | yes | +| Microsoft Windows | Operating system software | yes | +| Microsoft Word | Word processing software | yes | +| Image analysis software | Analytical or scientific software | | +| Optical imaging systems | Graphics or photo imaging software | | +| Simulation software | Analytical or scientific software | | +| SPMLab | Analytical or scientific software | | + + + +## Market evidence (job-ad analysis, 45 ads, as of 2026-07-19) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Tools + +- Python — **33 %** + +