feat: textile-leather-and-footwear-researcher skill package v0.1.0

2026-08-14 16:55:25 +02:00
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
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+# Data provenance — textile-leather-and-footwear-researcher
+
+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':'#d97757','pie4':'#8e24aa','pieOuterStrokeWidth':'0px','pieSectionTextColor':'#fff'}}}%%
+pie showData
+    title Content sources — textile-leather-and-footwear-researcher
+    "ESCO (occupation & competences)" : 31
+    "O*NET (tasks & tools)" : 150
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 183
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 31 | 8.4 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 150 | 40.7 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 0 | 0.0 % | 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) | 183 | 49.6 % | references/ai-skills.md (per-source attribution inside) |
+| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) |
+
+Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) ·
+job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content
+paraphrased with source URLs — never copied · external AI skills are
+linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md).
--- a/SKILL.md
+++ b/SKILL.md
@@ -0,0 +1,53 @@
+---
+name: textile-leather-and-footwear-researcher
+description: "Occupational skill for the role 'textile, leather and footwear researcher' (also: textile and leather researcher, textile, leather and footwear research worker, textile, leather and footwear research analyst, clothing and apparel researcher, textile and clothing researcher). Use when the user asks for typical textile, leather and footwear researcher work such as: typical textile, leather and footwear researcher responsibilities"
+---
+
+# Textile, Leather And Footwear Researcher
+
+Textile, leather and footwear researchers combine knowledge of material sciences, chemistry, physics, process technologies, management, and engineering to contribute to future innovations within the fields of textile, wearing apparel, leather, and footwear. They collaborate in multidisciplinary projects in order to combine findings from a diverse array of science fields for product development.
+
+## 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)
+
+- analyse experimental laboratory data
+- challenging issues in the textile industry
+- chemistry
+- conduct research on trends in design
+- distinguish accessories
+- distinguish fabrics
+- evaluate textile characteristics
+- health and safety in the textile industry
+- maintain work standards
+- manage scale-up experiments for manufacturing of products
+- measure yarn count
+- monitor textile manufacturing developments
+- perform chemical experiments
+- physics
+- properties of textile materials
+
+## Hot technologies
+
+- Amazon Redshift
+- Apache Hadoop
+- Apache Hive
+- Apple macOS
+- Bash
+- C
+- C++
+- ESRI ArcGIS software
+- Extensible markup language XML
+- GitHub
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/70182f44-e444-4bf3-940f-0c054c1d5917), O*NET 30.3 (15-2031.00, manual nearest match). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,286 @@
+{
+  "name": "textile-leather-and-footwear-researcher",
+  "title": "textile, leather and footwear researcher",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/70182f44-e444-4bf3-940f-0c054c1d5917",
+    "esco_code": "2149.17",
+    "isco_group": "2149",
+    "onet_soc": "15-2031.00",
+    "crosswalk_match": "manual nearest via ISCO 2149 (Operations Research Analysts)"
+  },
+  "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": 20,
+    "skills_optional": 10,
+    "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
+      },
+      "alirezarezvani/claude-skills": {
+        "repo": "https://github.com/alirezarezvani/claude-skills",
+        "commit": "0241f43",
+        "license": "MIT",
+        "skills": 2
+      },
+      "K-Dense-AI/claude-scientific-skills": {
+        "repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 4
+      },
+      "K-Dense-AI/scientific-agent-skills": {
+        "repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 4
+      },
+      "affaan-m/everything-claude-code": {
+        "repo": "https://github.com/affaan-m/everything-claude-code",
+        "commit": "ed38744",
+        "license": "MIT",
+        "skills": 2
+      },
+      "davepoon/buildwithclaude": {
+        "repo": "https://github.com/davepoon/buildwithclaude",
+        "commit": "3c94e0c",
+        "license": "MIT",
+        "skills": 4
+      },
+      "AlpacaLabsLLC/skills-for-architects": {
+        "repo": "https://github.com/AlpacaLabsLLC/skills-for-architects",
+        "commit": "4476576",
+        "license": "MIT",
+        "skills": 1
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 7
+      },
+      "ferdinandobons/startup-skill": {
+        "repo": "https://github.com/ferdinandobons/startup-skill",
+        "commit": "a5f97c3",
+        "license": "MIT",
+        "skills": 1
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 7
+      },
+      "robertguss/claude-skills": {
+        "repo": "https://github.com/robertguss/claude-skills",
+        "commit": "c31f3be",
+        "license": "MIT",
+        "skills": 1
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 5
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 3
+      },
+      "BrianRWagner/ai-marketing-skills": {
+        "repo": "https://github.com/BrianRWagner/ai-marketing-skills",
+        "commit": "f36b34f",
+        "license": "no explicit license \u2014 referenced by link only",
+        "skills": 1
+      },
+      "BrianRWagner/ai-marketing-claude-code-skills": {
+        "repo": "https://github.com/BrianRWagner/ai-marketing-claude-code-skills",
+        "commit": "f36b34f",
+        "license": "no explicit license \u2014 referenced by link only",
+        "skills": 1
+      },
+      "nWave-ai/nWave": {
+        "repo": "https://github.com/nWave-ai/nWave",
+        "commit": "1d0f13c",
+        "license": "MIT",
+        "skills": 3
+      },
+      "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
+      },
+      "jeffallan/claude-skills": {
+        "repo": "https://github.com/jeffallan/claude-skills",
+        "commit": "e8be415",
+        "license": "MIT",
+        "skills": 1
+      },
+      "alirezarezvani/claude-code-skill-factory": {
+        "repo": "https://github.com/alirezarezvani/claude-code-skill-factory",
+        "commit": "ba18b31",
+        "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
+      },
+      "billy-enrizky/openbrowser-ai": {
+        "repo": "https://github.com/billy-enrizky/openbrowser-ai",
+        "commit": "168d43e",
+        "license": "MIT",
+        "skills": 1
+      },
+      "Devin-AXIS/iPolloWork": {
+        "repo": "https://github.com/Devin-AXIS/iPolloWork",
+        "commit": "5107542",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "nexscope-ai/eCommerce-Skills": {
+        "repo": "https://github.com/nexscope-ai/eCommerce-Skills",
+        "commit": "56f3288",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nowork-studio/NotFair": {
+        "repo": "https://github.com/nowork-studio/NotFair",
+        "commit": "99bda4b",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nexu-io/open-design": {
+        "repo": "https://github.com/nexu-io/open-design",
+        "commit": "4b66023",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "gooseworks-ai/goose-skills": {
+        "repo": "https://github.com/gooseworks-ai/goose-skills",
+        "commit": "94ec916",
+        "license": "no explicit license \u2014 referenced by link only",
+        "skills": 1
+      },
+      "Orchestra-Research/AI-research-SKILLs": {
+        "repo": "https://github.com/Orchestra-Research/AI-research-SKILLs",
+        "commit": "773a529",
+        "license": "MIT",
+        "skills": 1
+      },
+      "zechenzhangAGI/AI-research-SKILLs": {
+        "repo": "https://github.com/zechenzhangAGI/AI-research-SKILLs",
+        "commit": "773a529",
+        "license": "MIT",
+        "skills": 1
+      },
+      "HeshamFS/materials-simulation-skills": {
+        "repo": "https://github.com/HeshamFS/materials-simulation-skills",
+        "commit": "fa1ce8d",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "FlorianBruniaux/claude-code-ultimate-guide": {
+        "repo": "https://github.com/FlorianBruniaux/claude-code-ultimate-guide",
+        "commit": "5395214",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "pedrohcgs/claude-code-my-workflow": {
+        "repo": "https://github.com/pedrohcgs/claude-code-my-workflow",
+        "commit": "be53c12",
+        "license": "MIT",
+        "skills": 1
+      },
+      "Weizhena/Deep-Research-skills": {
+        "repo": "https://github.com/Weizhena/Deep-Research-skills",
+        "commit": "e5479f8",
+        "license": "MIT",
+        "skills": 1
+      },
+      "inkline/inkline": {
+        "repo": "https://github.com/inkline/inkline",
+        "commit": "fcc2bf4",
+        "license": "no explicit license \u2014 referenced by link only",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 77,
+      "adjacent": 3
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 31,
+      "onet": 150,
+      "jobads": 0,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 183,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 8.4,
+      "onet": 40.7,
+      "jobads": 0.0,
+      "wiki_ai": 0.0,
+      "anthropic": 1.4,
+      "ai_skills": 49.6,
+      "stackx": 0.0
+    },
+    "method": "content items per source category"
+  },
+  "collar": "white",
+  "computer_work": true
+}
--- a/references/ai-skills.md
+++ b/references/ai-skills.md
@@ -0,0 +1,386 @@
+# External AI agent skills — textile-leather-and-footwear-researcher
+
+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 |
+|---|---|---|---|
+| `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) |
+| `Survey Design` | core | Design and analyze surveys for product validation and user research | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/product-management/skills/survey-design) |
+| `benchmark-suite-manager` | core | Manage benchmarks for algorithm engineering experiments and evaluations | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/computer-science/skills/benchmark-suite-manager) |
+| `curatorial-research` | core | Conduct art historical research, provenance investigation, and scholarly analysis to inform exhibitions, acquisitions, and publications using primary and secondary sources | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/arts-culture/skills/curatorial-research) |
+| `ethnographic-research` | core | Conduct participant observation, fieldwork, immersion, and thick description documentation in diverse cultural settings | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/social-sciences/skills/ethnographic-research) |
+| `mixed-methods-integration` | core | Design and execute convergent, explanatory sequential, and exploratory sequential mixed methods research designs | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/social-sciences/skills/mixed-methods-integration) |
+| `mlflow-experiment-tracker` | core | MLflow integration skill for experiment tracking, model registry, and artifact management. Enables LLMs to log experiments, compare runs, manage model lifecycle, and retrieve artifacts through the MLflow API. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/data-science-ml/skills/mlflow-experiment-tracker) |
+
+## 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 |
+|---|---|---|---|
+| `market-research` | core | Conduct market research, competitive analysis, investor due diligence, and industry intelligence with source attribution and decision-oriented summaries. Use when the user wants market sizing, competitor comparisons, fund research, … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/.agents/skills/market-research) |
+| `ito-data-atlas-agent` | core | Design background Data Atlas style agents for Itô basket research, market discovery, parameter drafting, and human-in-the-loop editing. Use for architecture and workflow planning, not live order execution. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/ito-data-atlas-agent) |
+
+## 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 |
+|---|---|---|---|
+| `content-trend-researcher` | core | Advanced content and topic research skill that analyzes trends across Google Analytics, Google Trends, Substack, Medium, Reddit, LinkedIn, X, blogs, podcasts, and YouTube to generate data-driven article outlines based on user intent … | [source](https://github.com/alirezarezvani/claude-code-skill-factory/tree/ba18b31/generated-skills/content-trend-researcher) |
+
+## Source: alirezarezvani/claude-skills
+
+- Repository: [https://github.com/alirezarezvani/claude-skills](https://github.com/alirezarezvani/claude-skills) (commit `0241f43`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `product-skills` | core | Use when coordinating product work across the 12 bundled product sub-skills (RICE, OKRs, UX research, design tokens, competitive teardown, analytics, experiments, discovery, roadmaps, spec-to-repo, landing pages, SaaS scaffolding) or the 4 … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/product-team/skills/product-skills) |
+| `research` | core | Default entry point for any research request — a hybrid router that classifies the question deterministically and either delegates to a specialist research skill (pulse for trends/sentiment, grants for NIH funding, litreview for academic … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/research/research/skills/research) |
+
+## Source: AlpacaLabsLLC/skills-for-architects
+
+- Repository: [https://github.com/AlpacaLabsLLC/skills-for-architects](https://github.com/AlpacaLabsLLC/skills-for-architects) (commit `4476576`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `product-research` | core | Find and compare current FF&E candidates from a design brief, with sourced purchasing facts and optional CSV-library save. Use to research or source products; not to match from an image or pair coordinating items. | [source](https://github.com/AlpacaLabsLLC/skills-for-architects/tree/4476576/skills/product-research) |
+
+## Source: billy-enrizky/openbrowser-ai
+
+- Repository: [https://github.com/billy-enrizky/openbrowser-ai](https://github.com/billy-enrizky/openbrowser-ai) (commit `168d43e`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `deep-research` | core | Conduct deep web research using the openbrowser-ai agent: decompose a query, investigate sub-questions across multiple sources, and produce a cited markdown report plus structured JSON under local_docs/research/. Trigger when the user asks … | [source](https://github.com/billy-enrizky/openbrowser-ai/tree/168d43e/plugin/skills/deep-research) |
+
+## Source: BrianRWagner/ai-marketing-claude-code-skills
+
+- Repository: [https://github.com/BrianRWagner/ai-marketing-claude-code-skills](https://github.com/BrianRWagner/ai-marketing-claude-code-skills) (commit `f36b34f`, retrieved 2026-07-14)
+- License: no explicit license — referenced by link only
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `last30days` | core | Research any topic across Reddit, X, and web from the last 30 days. Get current trends, real community sentiment, and actionable insights in 7 minutes vs 2 hours manual research. | [source](https://github.com/BrianRWagner/ai-marketing-claude-code-skills/tree/f36b34f/last30days) |
+
+## Source: BrianRWagner/ai-marketing-skills
+
+- Repository: [https://github.com/BrianRWagner/ai-marketing-skills](https://github.com/BrianRWagner/ai-marketing-skills) (commit `f36b34f`, retrieved 2026-07-14)
+- License: no explicit license — referenced by link only
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `last30days` | core | Research any topic across Reddit, X, and web from the last 30 days. Get current trends, real community sentiment, and actionable insights in 7 minutes vs 2 hours manual research. | [source](https://github.com/BrianRWagner/ai-marketing-skills/tree/f36b34f/last30days) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+| `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) |
+| `action-research-guide` | core | Design and conduct action research and participatory studies | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/methodology/action-research-guide) |
+| `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) |
+| `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) |
+| `peer-review-guide` | core | Conduct thorough, constructive peer reviews and evaluate research papers | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/paper-review/peer-review-guide) |
+| `psychology-research-guide` | core | Psychological research methods, experimental design, and analysis | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/social-science/psychology-research-guide) |
+| `qualitative-research-guide` | core | Design and conduct qualitative research using grounded theory and case studies | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/methodology/qualitative-research-guide) |
+| `a5` | core | Agent A5 - Paradigm & Worldview Advisor - Philosophical foundations for research design. Covers ontology, epistemology, axiology, and methodology alignment. Use when: establishing philosophical foundations, justifying methodological … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/a5) |
+| `biomedical-skills` | core | 24 biomedical research skills. Trigger: medical research, clinical trials, genomics, bioinformatics. Design: domain databases, wet-lab/dry-lab methods, and ethical compliance guides. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/biomedical) |
+| `c2` | core | VS-Enhanced Qualitative Design Consultant with Ethnography & Action Research Enhanced VS 3-Phase process: Avoids overused phenomenology, proposes context-optimal qualitative strategies Absorbed H1 (Ethnographic Research Advisor) and H2 … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/c2) |
+| `c3` | core | Agent C3 - Mixed Methods Design Consultant Comprehensive mixed methods research design specialist covering sequential, concurrent, embedded, and multiphase designs with Morse notation. Core Capabilities: - Sequential Explanatory (QUAN → … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/c3) |
+
+## 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 |
+|---|---|---|---|
+| `market-research` | core | Manages the founder's market understanding — running initial market research, updating findings, and answering questions about market size, customer segments, buying behavior, pricing benchmarks, and industry trends. Use when the … | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/startup-superpowers/skills/market-research) |
+| `trend-researcher` | core | Research latest UI/UX trends from Dribbble and design communities. Use when starting a design project to understand current visual trends, color palettes, and layout patterns. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/frontend-design-pro/skills/trend-researcher) |
+| `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) |
+| `chembl-database` | core | Query ChEMBL's bioactive molecules and drug discovery data. Search compounds by structure/properties, retrieve bioactivity data (IC50, Ki), find inhibitors, perform SAR studies, for medicinal chemistry. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/chembl-database) |
+| `latex-posters` | core | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/latex-posters) |
+| `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) |
+| `literature-review` | core | Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-analyses, research … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/literature-review) |
+| `mlflow` | core | Track ML experiments, manage model registry with versioning, deploy models to production, and reproduce experiments with MLflow - framework-agnostic ML lifecycle platform | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/mlops-mlflow) |
+| `openalex-database` | core | Query and analyze scholarly literature using the OpenAlex database. This skill should be used when searching for academic papers, analyzing research trends, finding works by authors or institutions, tracking citations, discovering open … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/openalex-database) |
+
+## 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) |
+
+## 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 |
+|---|---|---|---|
+| `chembl-database` | core | Query ChEMBL bioactive molecules and drug discovery data. Search compounds by structure/properties, retrieve bioactivity data (IC50, Ki), find inhibitors, perform SAR studies, for medicinal chemistry. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/chembl-database) |
+| `hypothesis-testing` | core | Property-based testing with Hypothesis for discovering edge cases and validating invariants. Use when implementing comprehensive test coverage, testing complex logic with many inputs, or validating mathematical properties and invariants … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/hypothesis-testing) |
+| `literature-review` | core | Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-analyses, research … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/literature-review) |
+| `openalex-database` | core | Query and analyze scholarly literature using the OpenAlex database. This skill should be used when searching for academic papers, analyzing research trends, finding works by authors or institutions, tracking citations, discovering open … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/openalex-database) |
+| `property-based-testing` | core | Property-based testing with fast-check (TypeScript/JavaScript) and Hypothesis (Python). Generate test cases automatically, find edge cases, and test mathematical properties. Use when user mentions property-based testing, fast-check, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/property-based-testing) |
+
+## Source: gooseworks-ai/goose-skills
+
+- Repository: [https://github.com/gooseworks-ai/goose-skills](https://github.com/gooseworks-ai/goose-skills) (commit `94ec916`, retrieved 2026-07-14)
+- License: no explicit license — referenced by link only
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `market-research` | core | Research market trends, size, competitors, and growth opportunities | [source](https://github.com/gooseworks-ai/goose-skills/tree/94ec916/skills/research/capabilities/market-research) |
+
+## 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 |
+|---|---|---|---|
+| `ontology-explorer` | core | Parse, navigate, and query materials science ontology structures — browse class hierarchies, inspect individual classes and their properties, look up object and data property definitions with domain/range, search for ontology terms by … | [source](https://github.com/HeshamFS/materials-simulation-skills/tree/fa1ce8d/skills/ontology/ontology-explorer) |
+
+## 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 |
+|---|---|---|---|
+| `customer-research` | core | When the user wants to conduct, analyze, or synthesize customer research. Use when the user mentions "customer research," "ICP research," "talk to customers," "analyze transcripts," "customer interviews," "survey analysis," "support ticket … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/customer-research) |
+
+## Source: inkline/inkline
+
+- Repository: [https://github.com/inkline/inkline](https://github.com/inkline/inkline) (commit `fcc2bf4`, retrieved 2026-07-14)
+- License: no explicit license — referenced by link only
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `research-component` | core | Phase 1 of building an Inkline component — design the API. Survey the WAI-ARIA pattern and prior art, then write a complete component spec (props, slots, events, variants, accessibility, styling plan) to .context/ for sign-off before any … | [source](https://github.com/inkline/inkline/tree/fcc2bf4/.claude/skills/research-component) |
+
+## Source: jeffallan/claude-skills
+
+- Repository: [https://github.com/jeffallan/claude-skills](https://github.com/jeffallan/claude-skills) (commit `e8be415`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `atlassian-mcp` | core | Integrates with Atlassian products to manage project tracking and documentation via MCP protocol. Use when querying Jira issues with JQL filters, creating and updating tickets with custom fields, searching or editing Confluence pages with … | [source](https://github.com/jeffallan/claude-skills/tree/e8be415/skills/atlassian-mcp) |
+
+## 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 |
+|---|---|---|---|
+| `creating-github-issues-from-web-research` | core | Execute this skill enhances AI assistant''s ability to conduct web research and translate findings into actionable github issues. it automates the process of extracting key information from web search results and formatting it into a … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/skill-enhancers/web-to-github-issue/skills/creating-github-issues-from-web-research) |
+| `hermes-tweet` | core | Uses Xquik from Hermes Agent for X research, monitoring, and approval-gated actions. Use when the user requests X data or an approved X action. Trigger with "search X", "monitor X", "post tweet", or "X trends". | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/community/hermes-tweet/hermes_tweet/skills/hermes-tweet) |
+| `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: 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) |
+| `latex-posters` | core | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/latex-posters) |
+| `literature-review` | core | Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-analyses, research … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/literature-review) |
+| `qutip` | core | Quantum physics simulation library for open quantum systems. Use when studying master equations, Lindblad dynamics, decoherence, quantum optics, or cavity QED. Best for physics research, open system dynamics, and educational simulations. … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/qutip) |
+
+## 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) |
+| `latex-posters` | core | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/latex-posters) |
+| `literature-review` | core | Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-analyses, research … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/literature-review) |
+| `qutip` | core | Quantum physics simulation library for open quantum systems. Use when studying master equations, Lindblad dynamics, decoherence, quantum optics, or cavity QED. Best for physics research, open system dynamics, and educational simulations. … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/qutip) |
+
+## 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: nexscope-ai/eCommerce-Skills
+
+- Repository: [https://github.com/nexscope-ai/eCommerce-Skills](https://github.com/nexscope-ai/eCommerce-Skills) (commit `56f3288`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `etsy-keyword-research` | core | Etsy search optimization — long-tail keywords, tag research, competitor analysis, seasonal trends | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/etsy-keyword-research) |
+
+## Source: nexu-io/open-design
+
+- Repository: [https://github.com/nexu-io/open-design](https://github.com/nexu-io/open-design) (commit `4b66023`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `kami-deck` | core | A lab-meeting deck on gut-microbiome links to sleep quality — the design, the results, the caveats, and the next experiment. Built as a decision-grade academic research deck for lab group, PI. | [source](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/kami-deck) |
+
+## Source: 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 |
+|---|---|---|---|
+| `google-ads` | core | Manage Google Ads — performance, keywords, bids, budgets, negatives, campaigns, ads, search terms, QS, location targeting, bulk operations, experiments, asset management, portfolio bidding, offline conversions. Use for any mention of … | [source](https://github.com/nowork-studio/NotFair/tree/99bda4b/google-ads/manage) |
+
+## 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-command-design-patterns` | core | Best practices for command definition files - size targets, declarative template, anti-patterns, and canonical examples based on research evidence | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-command-design-patterns) |
+| `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) |
+| `nw-interviewing-techniques` | core | Mom Test questioning toolkit, JTBD analysis, interview conduct, assumption testing framework, and hypothesis design | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-interviewing-techniques) |
+
+## Source: 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 |
+|---|---|---|---|
+| `mlflow` | core | Track ML experiments, manage model registry with versioning, deploy models to production, and reproduce experiments with MLflow - framework-agnostic ML lifecycle platform | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/13-mlops/mlflow) |
+
+## 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: robertguss/claude-skills
+
+- Repository: [https://github.com/robertguss/claude-skills](https://github.com/robertguss/claude-skills) (commit `c31f3be`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `app-store-listing-optimizer` | core | Optimize iOS App Store and Google Play Store listings for maximum discoverability and conversion. Perform competitive keyword research, craft keyword-optimized titles/subtitles/descriptions, design screenshot sequences, and generate A/B … | [source](https://github.com/robertguss/claude-skills/tree/c31f3be/skills/mobile-app-dev/app-store-listing-optimizer) |
+
+## 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) |
+
+## Source: Weizhena/Deep-Research-skills
+
+- Repository: [https://github.com/Weizhena/Deep-Research-skills](https://github.com/Weizhena/Deep-Research-skills) (commit `e5479f8`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `research` | core | Conduct preliminary research on a topic and generate research outline. For academic research, benchmark research, technology selection, etc. | [source](https://github.com/Weizhena/Deep-Research-skills/tree/e5479f8/skills/research-codex-en/research) |
+
+## Source: zechenzhangAGI/AI-research-SKILLs
+
+- Repository: [https://github.com/zechenzhangAGI/AI-research-SKILLs](https://github.com/zechenzhangAGI/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `mlflow` | core | Track ML experiments, manage model registry with versioning, deploy models to production, and reproduce experiments with MLflow - framework-agnostic ML lifecycle platform | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/13-mlops/mlflow) |
--- a/references/profile.md
+++ b/references/profile.md
@@ -0,0 +1,21 @@
+# Occupation profile — textile, leather and footwear researcher
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/70182f44-e444-4bf3-940f-0c054c1d5917
+- **ESCO code:** 2149.17
+- **ISCO-08 group:** 2149 — Engineering professionals not elsewhere classified
+
+## Description (ESCO)
+
+Textile, leather and footwear researchers combine knowledge of material sciences, chemistry, physics, process technologies, management, and engineering to contribute to future innovations within the fields of textile, wearing apparel, leather, and footwear. They collaborate in multidisciplinary projects in order to combine findings from a diverse array of science fields for product development.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- textile and leather researcher
+- textile, leather and footwear research worker
+- textile, leather and footwear research analyst
+- clothing and apparel researcher
+- textile and clothing researcher
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,39 @@
+# Competences — textile, leather and footwear researcher
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/70182f44-e444-4bf3-940f-0c054c1d5917).
+
+## Essential
+
+- **analyse experimental laboratory data** (skill/competence)
+- **challenging issues in the textile industry** (knowledge)
+- **chemistry** (knowledge)
+- **conduct research on trends in design** (skill/competence)
+- **distinguish accessories** (skill/competence)
+- **distinguish fabrics** (skill/competence)
+- **evaluate textile characteristics** (skill/competence)
+- **health and safety in the textile industry** (knowledge)
+- **maintain work standards** (skill/competence)
+- **manage scale-up experiments for manufacturing of products** (skill/competence)
+- **measure yarn count** (skill/competence)
+- **monitor textile manufacturing developments** (skill/competence)
+- **perform chemical experiments** (skill/competence)
+- **physics** (knowledge)
+- **properties of textile materials** (knowledge)
+- **reduce environmental impact of footwear manufacturing** (skill/competence)
+- **research and development in textiles** (knowledge)
+- **seek innovation in current practices** (skill/competence)
+- **test physical properties of textiles** (skill/competence)
+- **use textile finishing machine technologies** (skill/competence)
+
+## Optional
+
+- conduct textile testing operations (skill/competence)
+- control textile process (skill/competence)
+- dyeing technology (knowledge)
+- manufacture nonwoven staple products (skill/competence)
+- nonwoven machine technology (knowledge)
+- portfolio management in textile manufacturing (knowledge)
+- textile chemistry (knowledge)
+- textile finishing technology (knowledge)
+- textile marketing techniques (knowledge)
+- textile technologies (knowledge)
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,44 @@
+# Tasks & work activities — textile, leather and footwear researcher
+
+Source: O*NET 30.3, occupation 15-2031.00 (Operations Research Analysts) — manual nearest-occupation mapping via ISCO group 2149; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+## Task statements
+
+- **[Core]** Present the results of mathematical modeling and data analysis to management or other end users.
+- **[Core]** Educate staff in the use of mathematical models.
+- **[Core]** Review research literature.
+- **[Core]** Formulate mathematical or simulation models of problems, relating constants and variables, restrictions, alternatives, conflicting objectives, and their numerical parameters.
+- **[Core]** Collaborate with others in the organization to ensure successful implementation of chosen problem solutions.
+- **[Core]** Analyze information obtained from management to conceptualize and define operational problems.
+- **[Core]** Perform validation and testing of models to ensure adequacy, and reformulate models, as necessary.
+- **[Core]** Collaborate with senior managers and decision makers to identify and solve a variety of problems and to clarify management objectives.
+- **[Core]** Define data requirements, and gather and validate information, applying judgment and statistical tests.
+- **[Core]** Study and analyze information about alternative courses of action to determine which plan will offer the best outcomes.
+- **[Core]** Prepare management reports defining and evaluating problems and recommending solutions.
+- **[Core]** Break systems into their components, assign numerical values to each component, and examine the mathematical relationships between them.
+- **[Core]** Specify manipulative or computational methods to be applied to models.
+- **[Core]** Observe the current system in operation, and gather and analyze information about each of the component problems, using a variety of sources.
+- **[Core]** Design, conduct, and evaluate experimental operational models in cases where models cannot be developed from existing data.
+- **[Core]** Develop and apply time and cost networks to plan, control, and review large projects.
+- **[Core]** Develop business methods and procedures, including accounting systems, file systems, office systems, logistics systems, and production schedules.
+
+## Detailed work activities
+
+- Analyze data to identify or resolve operational problems.
+- Analyze data to identify trends or relationships among variables.
+- Analyze project data to determine specifications or requirements.
+- Apply information technology to solve business or other applied problems.
+- Apply mathematical principles or statistical approaches to solve problems in scientific or applied fields.
+- Collaborate with others to resolve information technology issues.
+- Conduct research to gain information about products or processes.
+- Design computer modeling or simulation programs.
+- Determine appropriate methods for data analysis.
+- Develop detailed project plans.
+- Develop scientific or mathematical models.
+- Document operational activities.
+- Evaluate data quality.
+- Manage budgets for appropriate resource allocation.
+- Present research results to others.
+- Review professional literature to maintain professional knowledge.
+- Train others on work processes.
+- Troubleshoot issues with computer applications or systems.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,120 @@
+# Tools & technology — textile, leather and footwear researcher
+
+Source: O*NET 30.3, occupation 15-2031.00 (Operations Research Analysts) — manual nearest-occupation mapping via ISCO group 2149; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| Amazon Redshift | Data base user interface and query software | yes |
+| Apache Hadoop | Data base management system software | yes |
+| Apache Hive | Data base management system software | yes |
+| Apple macOS | Operating system software | yes |
+| Bash | Operating system software | yes |
+| C | Development environment software | yes |
+| C++ | Object or component oriented development software | yes |
+| ESRI ArcGIS software | Geographic information system | yes |
+| Extensible markup language XML | Enterprise application integration software | yes |
+| GitHub | Application server software | yes |
+| Google Docs | Word processing software | yes |
+| IBM SPSS Statistics | Analytical or scientific software | yes |
+| Linux | Operating system software | yes |
+| Marketo Marketing Automation | Sales and marketing 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 Outlook | Electronic mail software | yes |
+| Microsoft Power BI | Business intelligence and data analysis software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Project | Project management software | yes |
+| Microsoft SharePoint | Document management software | yes |
+| Microsoft SQL Server | Data base user interface and query software | yes |
+| Microsoft SQL Server Reporting Services SSRS | Data base reporting software | yes |
+| Microsoft Visio | Process mapping and design software | yes |
+| Microsoft Visual Basic | Development environment software | yes |
+| Microsoft Visual Basic for Applications VBA | Development environment software | yes |
+| Microsoft Word | Word processing software | yes |
+| MySQL | Data base user interface and query software | yes |
+| Oracle PeopleSoft | Enterprise resource planning ERP software | yes |
+| Perl | Object or component oriented development software | yes |
+| Python | Object or component oriented development software | yes |
+| R | Object or component oriented development software | yes |
+| Salesforce software | Customer relationship management CRM software | yes |
+| SAP software | Enterprise resource planning ERP software | yes |
+| SAS | Analytical or scientific software | yes |
+| Scala | Object or component oriented development software | yes |
+| Shell script | Operating system software | yes |
+| Splunk Enterprise | Cloud-based management software | yes |
+| Structured query language SQL | Data base user interface and query software | yes |
+| Swift | Object or component oriented development software | yes |
+| Tableau | Business intelligence and data analysis software | yes |
+| Teradata Database | Data base management system software | yes |
+| The MathWorks MATLAB | Analytical or scientific software | yes |
+| UNIX | Operating system software | yes |
+| UNIX Shell | Operating system software | yes |
+| A mathematical programming language AMPL | Analytical or scientific software |  |
+| Apache Pig | Data base management system software |  |
+| Blackbaud The Raiser's Edge | Customer relationship management CRM software |  |
+| Business Forecast Systems Forecast Pro | Financial analysis software |  |
+| Cisco IOS | Operating system software |  |
+| Citrix cloud computing software | Access software |  |
+| Claritas PRIZM NE | Analytical or scientific software |  |
+| Dassault Systemes CATIA | Computer aided design CAD software |  |
+| Data entry software | Data base user interface and query software |  |
+| Database software | Data base user interface and query software |  |
+| Eko | Desktop communications software |  |
+| ESRI ArcExplorer | Geographic information system |  |
+| FileMaker Pro | Data base user interface and query software |  |
+| Fund accounting software | Accounting software |  |
+| General algebraic modeling system GAMS | Analytical or scientific software |  |
+| Geographic information system GIS software | Geographic information system |  |
+| Google Drive | Cloud-based data access and sharing software |  |
+| Google Slides | Presentation software |  |
+| Hewlett Packard HP-UX | Operating system software |  |
+| Human resource management software HRMS | Human resources software |  |
+| Hyperion Solutions Hyperion Intelligence | Analytical or scientific software |  |
+| IBM Cognos Impromptu | Business intelligence and data analysis software |  |
+| IBM Domino | Communications server software |  |
+| IBM Notes | Electronic mail software |  |
+| IBM Power Systems software | Enterprise system management software |  |
+| iGrafx | Risk management data and analysis software |  |
+| ILOG OPL-CPLEX Development System | Analytical or scientific software |  |
+| Imagine That Extend OR | Analytical or scientific software |  |
+| Insightful S-PLUS | Analytical or scientific software |  |
+| Job control language JCL | Operating system software |  |
+| Jupyter Notebook | Object or component oriented development software |  |
+| LexisNexis | Information retrieval or search software |  |
+| LINDO Systems LINGO | Analytical or scientific software |  |
+| Mathsoft Mathcad | Computer aided design CAD software |  |
+| MathWorks Simulink | Analytical or scientific software |  |
+| McAfee | Transaction security and virus protection software |  |
+| Mesquite Software CSIM | Analytical or scientific software |  |
+| Microsoft Dynamics | Enterprise resource planning ERP software |  |
+| Microsoft Exchange | Electronic mail software |  |
+| Microsoft MapPoint | Map creation software |  |
+| Microsoft Visual Basic Scripting Edition VBScript | Development environment software |  |
+| MicroStrategy | Business intelligence and data analysis software |  |
+| Minitab | Analytical or scientific software |  |
+| Mixed integer optimizer MINTO | Analytical or scientific software |  |
+| National Instruments LabVIEW | Development environment software |  |
+| NetSuite ERP | Enterprise resource planning ERP software |  |
+| Oracle Business Intelligence Enterprise Edition | Business intelligence and data analysis software |  |
+| Oracle E-Business Suite Financials | Financial analysis software |  |
+| Oracle Eloqua | Customer relationship management CRM software |  |
+| Oracle Hyperion | Enterprise resource planning ERP software |  |
+| Oracle JD Edwards EnterpriseOne | Enterprise resource planning ERP software |  |
+| Oracle Solaris | Operating system software |  |
+| Oracle Taleo | Human resources software |  |
+| ProModel | Process mapping and design software |  |
+| Qlik Tech QlikView | Business intelligence and data analysis software |  |
+| Rockwell Automation Arena | Analytical or scientific software |  |
+| SAP Business Objects | Enterprise resource planning ERP software |  |
+| SAP Crystal Reports | Data base reporting software |  |
+| SAP PowerBuilder | Object or component oriented development software |  |
+| Stanford Business Software MINOS | Analytical or scientific software |  |
+| Stanford Business Software SNOPT | Analytical or scientific software |  |
+| StataCorp Stata | Analytical or scientific software |  |
+| Strategic Reporting Systems ReportSmith | Data base reporting software |  |
+| Sun Microsystems Java | Object or component oriented development software |  |
+| Telelogic System Architect | Analytical or scientific software |  |
+| Veritas NetBackup | Backup or archival software |  |
+| Wireshark | Network monitoring software |  |
+| Wolfram Research Mathematica | Analytical or scientific software |  |