feat: oenologist skill package v0.1.0
This commit is contained in:
skillfactor-pipeline
31
PROVENANCE.md
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PROVENANCE.md
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# Data provenance — oenologist
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Where the content of this skill package comes from, counted by
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content items (tasks, competences, tools, evidence entries, curated
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knowledge). Rendered live by Gitea:
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```mermaid
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%%{init: {'theme':'base','themeVariables':{'pie1':'#f9a825','pie2':'#1e88e5','pie3':'#ff355e','pie4':'#d97757','pie5':'#8e24aa','pieOuterStrokeWidth':'0px','pieSectionTextColor':'#fff'}}}%%
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pie showData
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title Content sources — oenologist
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"ESCO (occupation & competences)" : 60
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"O*NET (tasks & tools)" : 46
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"Job boards (market evidence)" : 44
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"Anthropic official Claude skills" : 5
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"External AI skill packs (mapped)" : 171
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```
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| Source | Items | Share | Files |
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|---|---|---|---|
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| ESCO (occupation & competences) | 60 | 18.4 % | references/profile.md, references/skills.md |
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| O*NET (tasks & tools) | 46 | 14.1 % | references/tasks.md, references/tools.md |
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| Job boards (market evidence) | 44 | 13.5 % | references/market.md (full report) + "Market evidence" headline sections |
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| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ |
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| Anthropic official Claude skills | 5 | 1.5 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
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| External AI skill packs (mapped) | 171 | 52.5 % | references/ai-skills.md (per-source attribution inside) |
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| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) |
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Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) ·
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job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content
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paraphrased with source URLs — never copied · external AI skills are
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linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md).
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53
SKILL.md
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53
SKILL.md
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---
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name: oenologist
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description: "Occupational skill for the role 'oenologist' (also: wine advisor, wine maker, wine production specialist, wine producer, wine production expert, winery cellar master). Use when the user asks for typical oenologist work such as: typical oenologist responsibilities"
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---
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# Oenologist
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Oenologists track the wine manufacturing process in its entirety and supervise the workers in wineries. They supervise and coordinate production to ensure the quality of the wine and also give advice by determining the value and classification of wines being produced.
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## Core workflow
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## How to use this skill
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- Read [references/profile.md](references/profile.md) for the occupation profile and scope.
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- Consult [references/tasks.md](references/tasks.md) for the full task and activity inventory.
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- Check [references/skills.md](references/skills.md) for essential vs. optional competences.
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- Check [references/tools.md](references/tools.md) for the software commonly used in this role.
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- See [references/ai-skills.md](references/ai-skills.md) — matched external AI agent skills (per-source attribution).
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## Key competences (essential)
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- analyse samples of food and beverages
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- apply GMP
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- apply HACCP
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- apply requirements concerning manufacturing of food and beverages
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- assist bottling
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- beverages filtration processes
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- biotechnology
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- blend beverages
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- check bottles for packaging
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- exert quality control to processing food
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- fermentation processes of beverages
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- filter wine
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- financial capability
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- food and beverage industry
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- handle wine sales
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## Hot technologies
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- HubSpot software
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- Hypertext markup language HTML
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- Marketo Marketing Automation
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- Microsoft Access
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- Microsoft Excel
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- Microsoft Office software
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- Microsoft Outlook
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- Microsoft PowerPoint
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- Microsoft Word
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- R
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---
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*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/497a65bf-04e5-48ed-939e-2a68419f8144), O*NET 30.3 (19-1012.00, manual nearest match). See manifest.json for licensing/attribution.*
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262
manifest.json
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manifest.json
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{
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"name": "oenologist",
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"title": "oenologist",
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"version": "0.1.0",
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"layer": "core",
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"language": "en",
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"generated": "2026-07-07",
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"ids": {
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"esco_uri": "http://data.europa.eu/esco/occupation/497a65bf-04e5-48ed-939e-2a68419f8144",
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"esco_code": "2145.1.7",
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"isco_group": "2145",
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"onet_soc": "19-1012.00",
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"crosswalk_match": "manual nearest via ISCO 2145 (Food Scientists and Technologists)"
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},
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"sources": [
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{
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"name": "ESCO",
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"version": "1.2.1",
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"url": "https://esco.ec.europa.eu/"
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},
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{
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"name": "O*NET",
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"version": "30.3",
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"url": "https://www.onetcenter.org/",
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"license": "CC BY 4.0"
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}
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],
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"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",
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"counts": {
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"tasks": 0,
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"dwas": 0,
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"skills_essential": 35,
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"skills_optional": 24,
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"software": 0
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},
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"enrichment_ai_skills": {
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"generated": "2026-07-14",
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"method": "deterministic mapping (ISCO prefix + title/competence keywords)",
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"sources": {
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"anthropics/skills": {
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"repo": "https://github.com/anthropics/skills",
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"commit": "f6656c1",
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"license": "Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available \u2014 see the LICENSE.txt in the upstream skill folder",
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"skills": 2
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},
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"davila7/claude-code-templates": {
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"repo": "https://github.com/davila7/claude-code-templates",
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"commit": "fa79251",
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"license": "MIT",
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"skills": 12
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},
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"bitwize-music-studio/claude-ai-music-skills": {
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"repo": "https://github.com/bitwize-music-studio/claude-ai-music-skills",
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"commit": "96446de",
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"license": "custom (see upstream LICENSE)",
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"skills": 1
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},
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"jeremylongshore/claude-code-plugins-plus-skills": {
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"repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
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"commit": "e112938a",
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"license": "MIT",
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"skills": 4
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},
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"K-Dense-AI/claude-scientific-skills": {
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"repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
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"commit": "4d97e29",
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"license": "MIT",
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"skills": 7
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},
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"foryourhealth111-pixel/Vibe-Skills": {
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"repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
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"commit": "34429a8",
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"license": "Apache-2.0",
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"skills": 9
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},
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"K-Dense-AI/scientific-agent-skills": {
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"repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
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"commit": "4d97e29",
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"license": "MIT",
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"skills": 6
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},
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"a5c-ai/babysitter": {
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"repo": "https://github.com/a5c-ai/babysitter",
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"commit": "44a5d58b",
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"license": "MIT",
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"skills": 3
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},
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"mukul975/Anthropic-Cybersecurity-Skills": {
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"repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
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"commit": "673da1f",
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"license": "Apache-2.0",
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"skills": 6
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},
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"brycewang-stanford/Auto-Empirical-Research-Skills": {
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"repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
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"commit": "85bf545",
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"license": "CC-BY-4.0",
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"skills": 4
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},
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"AgriciDaniel/claude-ads": {
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"repo": "https://github.com/AgriciDaniel/claude-ads",
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"commit": "669c760",
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"license": "MIT",
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"skills": 1
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},
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"affaan-m/everything-claude-code": {
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"repo": "https://github.com/affaan-m/everything-claude-code",
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"commit": "ed38744",
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"license": "MIT",
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"skills": 2
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},
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"alirezarezvani/claude-skills": {
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"repo": "https://github.com/alirezarezvani/claude-skills",
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"commit": "0241f43",
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"license": "MIT",
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"skills": 2
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},
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"googleworkspace/cli": {
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"repo": "https://github.com/googleworkspace/cli",
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"commit": "a3768d0",
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"license": "Apache-2.0",
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"skills": 1
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},
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"mohitagw15856/pm-claude-skills": {
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"repo": "https://github.com/mohitagw15856/pm-claude-skills",
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"commit": "876fa30",
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"license": "MIT",
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"skills": 1
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},
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"nowork-studio/NotFair": {
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"repo": "https://github.com/nowork-studio/NotFair",
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"commit": "99bda4b",
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"license": "MIT",
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"skills": 1
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},
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"davepoon/buildwithclaude": {
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"repo": "https://github.com/davepoon/buildwithclaude",
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"commit": "3c94e0c",
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"license": "MIT",
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"skills": 3
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},
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"nWave-ai/nWave": {
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"repo": "https://github.com/nWave-ai/nWave",
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"commit": "1d0f13c",
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"license": "MIT",
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"skills": 1
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},
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"anbeime/skill": {
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"repo": "https://github.com/anbeime/skill",
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"commit": "ddad607",
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"license": "no explicit license \u2014 referenced by link only",
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"skills": 1
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},
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"nexu-io/open-design": {
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"repo": "https://github.com/nexu-io/open-design",
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"commit": "4b66023",
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"license": "Apache-2.0",
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"skills": 1
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},
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"samber/cc-skills-golang": {
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"repo": "https://github.com/samber/cc-skills-golang",
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"commit": "4881c01",
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"license": "MIT",
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"skills": 1
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},
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"giuseppe-trisciuoglio/developer-kit": {
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"repo": "https://github.com/giuseppe-trisciuoglio/developer-kit",
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"commit": "306f428",
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"license": "MIT",
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"skills": 1
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},
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"infrasity-labs/dev-gtm-claude-skills": {
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"repo": "https://github.com/infrasity-labs/dev-gtm-claude-skills",
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"commit": "02cfefb",
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"license": "MIT",
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"skills": 1
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},
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"AgriciDaniel/claude-seo": {
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"repo": "https://github.com/AgriciDaniel/claude-seo",
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"commit": "6cf1ea9",
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"license": "MIT",
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"skills": 1
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},
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"harperreed/dotfiles": {
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"repo": "https://github.com/harperreed/dotfiles",
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"commit": "6b5ced1",
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"license": "MIT",
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"skills": 1
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},
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"ruvnet/claude-code-flow": {
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"repo": "https://github.com/ruvnet/claude-code-flow",
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"commit": "73914bd",
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"license": "MIT",
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"skills": 1
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},
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"ruvnet/ruflo": {
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"repo": "https://github.com/ruvnet/ruflo",
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"commit": "73914bd",
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"license": "MIT",
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"skills": 1
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},
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"Orchestra-Research/AI-research-SKILLs": {
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"repo": "https://github.com/Orchestra-Research/AI-research-SKILLs",
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"commit": "773a529",
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"license": "MIT",
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"skills": 1
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},
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"zechenzhangAGI/AI-research-SKILLs": {
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"repo": "https://github.com/zechenzhangAGI/AI-research-SKILLs",
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"commit": "773a529",
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"license": "MIT",
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"skills": 1
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},
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"secondsky/claude-skills": {
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"repo": "https://github.com/secondsky/claude-skills",
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"commit": "c4889f6",
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"license": "MIT",
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"skills": 1
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},
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"wanshuiyin/Auto-claude-code-research-in-sleep": {
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"repo": "https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep",
|
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"commit": "eb5c9d7",
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"license": "MIT",
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"skills": 1
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},
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"dotnet/skills": {
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"repo": "https://github.com/dotnet/skills",
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"commit": "79a2ada",
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"license": "MIT",
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"skills": 1
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}
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},
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"total_skills": 80,
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"tiers": {
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"core": 27,
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"adjacent": 53
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}
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},
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"provenance": {
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"items": {
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"esco": 60,
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"onet": 46,
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"jobads": 44,
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"wiki_ai": 0,
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"anthropic": 5,
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"ai_skills": 171,
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"stackx": 0
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},
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"share_percent": {
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"esco": 18.4,
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"onet": 14.1,
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"jobads": 13.5,
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"wiki_ai": 0.0,
|
||||
"anthropic": 1.5,
|
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"ai_skills": 52.5,
|
||||
"stackx": 0.0
|
||||
},
|
||||
"method": "content items per source category"
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||||
},
|
||||
"collar": "white",
|
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"computer_work": true
|
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}
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354
references/ai-skills.md
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354
references/ai-skills.md
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@@ -0,0 +1,354 @@
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# External AI agent skills — oenologist
|
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|
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Proven, publicly available AI agent skills mapped to this occupation.
|
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Nothing is copied from the sources: every entry is a name, a one-line
|
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summary and a link to the upstream skill package. Each section names
|
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its source repository, commit, license and retrieval date.
|
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|
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**Tiers:** `core` = the skill directly exercises a top market hard
|
||||
skill, tool or method (from gated job-ad evidence) or an essential
|
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ESCO competence of this occupation; `adjacent` =
|
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plausibly useful, secondary. Entries are capped at 12 per source
|
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and 80 in total per occupation (core first,
|
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strongest matches survive); everything beyond the caps is excluded
|
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and logged in the pipeline audit trail, not in this package.
|
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|
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_Matched deterministically (ISCO group + title/competence keywords,
|
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tiered against market evidence + ESCO essentials) by
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`pipeline/p5_enrich_ai_skills.py` on 2026-07-14._
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## Source: anthropics/skills
|
||||
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- Repository: [https://github.com/anthropics/skills](https://github.com/anthropics/skills) (commit `f6656c1`, retrieved 2026-07-14)
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- License: Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available — see the LICENSE.txt in the upstream skill folder
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||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
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| `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) |
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| `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) |
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||||
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||||
## 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 |
|
||||
|---|---|---|---|
|
||||
| `accreditation-tracer-simulation` | core | Simulate Joint Commission tracer methodology to assess compliance with accreditation standards across patient care processes and support systems | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/healthcare/skills/accreditation-tracer-simulation) |
|
||||
| `time-series-analyzer` | core | Skill for time series analysis and forecasting | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/scientific-discovery/skills/time-series-analyzer) |
|
||||
| `statistical-testing` | adjacent | Apply statistical hypothesis testing, significance analysis, A/B test evaluation, and distribution comparisons for data science workflows. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/data-science-ml/skills/statistical-testing) |
|
||||
|
||||
## 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 |
|
||||
|---|---|---|---|
|
||||
| `google-workspace-ops` | core | Operate across Google Drive, Docs, Sheets, and Slides as one workflow surface for plans, trackers, decks, and shared documents. Use when the user needs to find, summarize, edit, migrate, or clean up Google Workspace assets without dropping … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/google-workspace-ops) |
|
||||
| `agentic-os` | adjacent | Build persistent multi-agent operating systems on Claude Code. Covers kernel architecture, specialist agents, slash commands, file-based memory, scheduled automation, and state management without external databases. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/agentic-os) |
|
||||
|
||||
## Source: AgriciDaniel/claude-ads
|
||||
|
||||
- Repository: [https://github.com/AgriciDaniel/claude-ads](https://github.com/AgriciDaniel/claude-ads) (commit `669c760`, retrieved 2026-07-14)
|
||||
- License: MIT
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `ads-optimize` | core | Diagnose and draft or explicitly apply paid-ad optimizations using evidence, financial constraints, experiments, and capability-gated adapters. Use for campaign optimization, budget reallocation, bid changes, pausing or archiving ads, … | [source](https://github.com/AgriciDaniel/claude-ads/tree/669c760/skills/ads-optimize) |
|
||||
|
||||
## Source: AgriciDaniel/claude-seo
|
||||
|
||||
- Repository: [https://github.com/AgriciDaniel/claude-seo](https://github.com/AgriciDaniel/claude-seo) (commit `6cf1ea9`, retrieved 2026-07-14)
|
||||
- License: MIT
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `seo-local` | adjacent | Local SEO analysis covering Google Business Profile optimization, NAP consistency, citation health, review signals, local schema markup, location page quality, multi-location SEO, and industry-specific recommendations. Detects business … | [source](https://github.com/AgriciDaniel/claude-seo/tree/6cf1ea9/skills/seo-local) |
|
||||
|
||||
## 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 |
|
||||
|---|---|---|---|
|
||||
| `google-workspace-cli` | core | Google Workspace administration via the gws CLI (github.com/googleworkspace/cli). Install, authenticate, and automate Gmail, Drive, Sheets, Calendar, Docs, Chat, and Tasks. Run security audits and use local recipe templates and persona … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/engineering-team/google-workspace-cli/skills/google-workspace-cli) |
|
||||
| `compliance-readiness` | core | /cs:compliance-readiness <program> — Multi-framework compliance officer 6-question forcing interrogation of any compliance program. Use before starting a new framework, planning the annual audit calendar, or preparing for certification … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/compliance-os/skills/compliance-readiness) |
|
||||
|
||||
## Source: anbeime/skill
|
||||
|
||||
- Repository: [https://github.com/anbeime/skill](https://github.com/anbeime/skill) (commit `ddad607`, retrieved 2026-07-14)
|
||||
- License: no explicit license — referenced by link only
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `content-research-writer` | adjacent | Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section. Transforms your writing process from solo effort to collaborative … | [source](https://github.com/anbeime/skill/tree/ddad607/skills/content-research-writer) |
|
||||
|
||||
## Source: bitwize-music-studio/claude-ai-music-skills
|
||||
|
||||
- Repository: [https://github.com/bitwize-music-studio/claude-ai-music-skills](https://github.com/bitwize-music-studio/claude-ai-music-skills) (commit `96446de`, retrieved 2026-07-14)
|
||||
- License: custom (see upstream LICENSE)
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `researchers-verifier` | core | Performs quality control, citation validation, and fact-checking before human review. Use after research is complete to verify all sources and claims before production. | [source](https://github.com/bitwize-music-studio/claude-ai-music-skills/tree/96446de/skills/researchers-verifier) |
|
||||
|
||||
## 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 |
|
||||
|---|---|---|---|
|
||||
| `f5` | core | Humanization Quality Verifier - Ensures transformation integrity and quality Validates that humanization preserves meaning, citations, and academic standards Use when: after G6 transformation, before final export, for quality assurance … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/f5) |
|
||||
| `g2` | core | Publication Specialist - Writing, Review, Pre-registration & Quality Assurance Light VS applied: Avoids template-based writing + audience-specific message design Absorbed G3 (Peer Review Strategist), G4 (Pre-registration Composer), F1-F3 … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/g2) |
|
||||
| `b1` | adjacent | VS-Enhanced Literature Review Strategist - Comprehensive support for multiple review methodologies Full VS 5-Phase process: Prevents Mode Collapse and presents creative search strategies Supports: Systematic Review (PRISMA 2020), Scoping … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/b1) |
|
||||
| `c1` | adjacent | VS-Enhanced Quantitative Design Consultant with Materials & Sampling Enhanced VS 3-Phase process: Avoids obvious experimental designs, proposes context-optimal quantitative strategies Absorbed C4 (Experimental Materials Developer) and D1 … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/c1) |
|
||||
|
||||
## 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 |
|
||||
|---|---|---|---|
|
||||
| `googlesheets-automation` | adjacent | Automate Google Sheets operations (read, write, format, filter, manage spreadsheets) via Rube MCP (Composio). Read/write data, manage tabs, apply formatting, and search rows programmatically. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/googlesheets-automation) |
|
||||
| `content-research-writer` | adjacent | Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section. Transforms your writing process from solo effort to collaborative … | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/content-research-writer) |
|
||||
| `google-calendar-automation` | adjacent | Automate Google Calendar events, scheduling, availability checks, and attendee management via Rube MCP (Composio). Create events, find free slots, manage attendees, and list calendars programmatically. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/google-calendar-automation) |
|
||||
|
||||
## 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 |
|
||||
|---|---|---|---|
|
||||
| `simpy` | core | Process-based discrete-event simulation framework in Python. Use this skill when building simulations of systems with processes, queues, resources, and time-based events such as manufacturing systems, service operations, network traffic, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/simpy) |
|
||||
| `benchling-integration` | core | Benchling R&D platform integration. Access registry (DNA, proteins), inventory, ELN entries, workflows via API, build Benchling Apps, query Data Warehouse, for lab data management automation. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/benchling-integration) |
|
||||
| `vaex` | core | Use this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM. Vaex excels at out-of-core DataFrame operations, lazy evaluation, fast aggregations, efficient visualization of big data, and … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/vaex) |
|
||||
| `aeon` | core | This skill should be used for time series machine learning tasks including classification, regression, clustering, forecasting, anomaly detection, segmentation, and similarity search. Use when working with temporal data, sequential … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/aeon) |
|
||||
| `matchms` | adjacent | Mass spectrometry analysis. Process mzML/MGF/MSP, spectral similarity (cosine, modified cosine), metadata harmonization, compound ID, for metabolomics and MS data processing. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/matchms) |
|
||||
| `content-research-writer` | adjacent | Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section. Transforms your writing process from solo effort to collaborative … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/business-marketing/content-research-writer) |
|
||||
| `exploratory-data-analysis` | adjacent | Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/exploratory-data-analysis) |
|
||||
| `omero-integration` | adjacent | Microscopy data management platform. Access images via Python, retrieve datasets, analyze pixels, manage ROIs/annotations, batch processing, for high-content screening and microscopy workflows. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/omero-integration) |
|
||||
| `pubmed-database` | adjacent | Direct REST API access to PubMed. Advanced Boolean/MeSH queries, E-utilities API, batch processing, citation management. For Python workflows, prefer biopython (Bio.Entrez). Use this for direct HTTP/REST work or custom API implementations. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/pubmed-database) |
|
||||
| `langchain` | adjacent | Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integrations, ReAct agents, tool calling, memory management, and vector store retrieval. Use for … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/agents-langchain) |
|
||||
| `opentrons-integration` | adjacent | Lab automation platform for Flex/OT-2 robots. Write Protocol API v2 protocols, liquid handling, hardware modules (heater-shaker, thermocycler), labware management, for automated pipetting workflows. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/opentrons-integration) |
|
||||
| `citation-management` | adjacent | Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries. This skill should be used when you need to … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/citation-management) |
|
||||
|
||||
## Source: dotnet/skills
|
||||
|
||||
- Repository: [https://github.com/dotnet/skills](https://github.com/dotnet/skills) (commit `79a2ada`, retrieved 2026-07-14)
|
||||
- License: MIT
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `exp-mock-usage-analysis` | adjacent | Audits .NET test mock usage by tracing each mock setup through the production code's execution path to find dead, unreachable, redundant, or replaceable mocks. Use when the user asks to audit mock usage, find unused or unnecessary mock … | [source](https://github.com/dotnet/skills/tree/79a2ada/plugins/dotnet-experimental/skills/exp-mock-usage-analysis) |
|
||||
|
||||
## 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 |
|
||||
|---|---|---|---|
|
||||
| `matlab` | core | MATLAB and GNU Octave numerical computing for matrix operations, data analysis, visualization, and scientific computing. Use when writing MATLAB/Octave scripts for linear algebra, signal processing, image processing, differential … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/matlab) |
|
||||
| `vaex` | core | Use this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM. Vaex excels at out-of-core DataFrame operations, lazy evaluation, fast aggregations, efficient visualization of big data, and … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/vaex) |
|
||||
| `peer-review` | core | Structured manuscript/grant review with checklist-based evaluation. Use when writing formal peer reviews with specific criteria methodology assessment, statistical validity, reporting standards compliance (CONSORT/STROBE), and constructive … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/peer-review) |
|
||||
| `timesfm-forecasting` | core | Zero-shot time series forecasting with Google's TimesFM foundation model. Use this skill when forecasting ANY univariate time series — sales, sensor readings, stock prices, energy demand, patient vitals, weather, or scientific measurements … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/timesfm-forecasting) |
|
||||
| `content-research-writer` | adjacent | Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section. Transforms your writing process from solo effort to collaborative … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/content-research-writer) |
|
||||
| `exploratory-data-analysis` | adjacent | Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/exploratory-data-analysis) |
|
||||
| `pubmed-database` | adjacent | Direct REST API access to PubMed. Advanced Boolean/MeSH queries, E-utilities API, batch processing, citation management. For Python workflows, prefer biopython (Bio.Entrez). Use this for direct HTTP/REST work or custom API implementations. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/pubmed-database) |
|
||||
| `scholar-evaluation` | adjacent | 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) |
|
||||
| `visualization-best-practices` | adjacent | Review chart choice, labeling, accessibility, and storytelling quality for existing visualizations. Use as an explicit/manual helper for critique and cleanup, not as the main owner for scientific figure production or general chart … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/visualization-best-practices) |
|
||||
|
||||
## Source: giuseppe-trisciuoglio/developer-kit
|
||||
|
||||
- Repository: [https://github.com/giuseppe-trisciuoglio/developer-kit](https://github.com/giuseppe-trisciuoglio/developer-kit) (commit `306f428`, retrieved 2026-07-14)
|
||||
- License: MIT
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `memory-md-management` | adjacent | Provides comprehensive memory file management capabilities including auditing, quality assessment, and targeted improvements for files such as CLAUDE.md. Use when user asks to check, audit, update, improve, fix, maintain, or validate … | [source](https://github.com/giuseppe-trisciuoglio/developer-kit/tree/306f428/plugins/developer-kit-core/skills/memory-md-management) |
|
||||
|
||||
## Source: googleworkspace/cli
|
||||
|
||||
- Repository: [https://github.com/googleworkspace/cli](https://github.com/googleworkspace/cli) (commit `a3768d0`, retrieved 2026-07-14)
|
||||
- License: Apache-2.0
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `recipe-share-event-materials` | core | Share Google Drive files with all attendees of a Google Calendar event. | [source](https://github.com/googleworkspace/cli/tree/a3768d0/skills/recipe-share-event-materials) |
|
||||
|
||||
## Source: harperreed/dotfiles
|
||||
|
||||
- Repository: [https://github.com/harperreed/dotfiles](https://github.com/harperreed/dotfiles) (commit `6b5ced1`, retrieved 2026-07-14)
|
||||
- License: MIT
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `summarize-meetings` | adjacent | Use when processing, summarizing, or extracting insights from meeting notes in the Obsidian vault. Triggers on "summarize meetings", "process meetings", "meeting summaries", "extract from meetings", "meeting insights". | [source](https://github.com/harperreed/dotfiles/tree/6b5ced1/.claude/skills-archive/summarize-meetings) |
|
||||
|
||||
## 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 |
|
||||
|---|---|---|---|
|
||||
| `seo-local` | adjacent | Local SEO analysis covering Google Business Profile optimization, NAP consistency, citation health, review signals, local schema markup, location page quality, multi-location SEO, and industry-specific recommendations. Detects business … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/seo-local) |
|
||||
|
||||
## 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 |
|
||||
|---|---|---|---|
|
||||
| `perplexity-observability` | core | Set up monitoring for Perplexity Sonar API with latency, cost, citation quality, and error tracking. Use when implementing monitoring dashboards, setting up alerts, or tracking Perplexity API health in production. Trigger with phrases like … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/perplexity-pack/skills/perplexity-observability) |
|
||||
| `twinmind-data-handling` | adjacent | Handle TwinMind meeting data with GDPR compliance: transcript storage, memory vault management, data export, and deletion policies. Use when implementing data handling, or managing TwinMind meeting AI operations. Trigger with phrases like … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/twinmind-pack/skills/twinmind-data-handling) |
|
||||
| `twinmind-observability` | adjacent | Monitor TwinMind transcription quality, meeting coverage, action item extraction rates, and memory vault health. Use when implementing observability, or managing TwinMind meeting AI operations. Trigger with phrases like "twinmind … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/twinmind-pack/skills/twinmind-observability) |
|
||||
| `exa-data-handling` | adjacent | Implement Exa search result processing, content extraction, caching, and RAG context management. Use when handling search results, implementing caching, building citation pipelines, or managing content payloads for LLM context windows. … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/exa-pack/skills/exa-data-handling) |
|
||||
|
||||
## 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 |
|
||||
|---|---|---|---|
|
||||
| `matlab` | core | MATLAB and GNU Octave numerical computing for matrix operations, data analysis, visualization, and scientific computing. Use when writing MATLAB/Octave scripts for linear algebra, signal processing, image processing, differential … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/matlab) |
|
||||
| `vaex` | core | Use this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM. Vaex excels at out-of-core DataFrame operations, lazy evaluation, fast aggregations, efficient visualization of big data, and … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/vaex) |
|
||||
| `peer-review` | core | Structured manuscript/grant review with checklist-based evaluation. Use when writing formal peer reviews with specific criteria methodology assessment, statistical validity, reporting standards compliance (CONSORT/STROBE), and constructive … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/peer-review) |
|
||||
| `exploratory-data-analysis` | adjacent | Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/exploratory-data-analysis) |
|
||||
| `scholar-evaluation` | adjacent | 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) |
|
||||
| `citation-management` | adjacent | Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries. This skill should be used when you need to … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/citation-management) |
|
||||
| `geomaster` | adjacent | 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) |
|
||||
|
||||
## 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 |
|
||||
|---|---|---|---|
|
||||
| `matlab` | core | MATLAB and GNU Octave numerical computing for matrix operations, data analysis, visualization, and scientific computing. Use when writing MATLAB/Octave scripts for linear algebra, signal processing, image processing, differential … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/matlab) |
|
||||
| `vaex` | core | Use this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM. Vaex excels at out-of-core DataFrame operations, lazy evaluation, fast aggregations, efficient visualization of big data, and … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/vaex) |
|
||||
| `peer-review` | core | Structured manuscript/grant review with checklist-based evaluation. Use when writing formal peer reviews with specific criteria methodology assessment, statistical validity, reporting standards compliance (CONSORT/STROBE), and constructive … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/peer-review) |
|
||||
| `exploratory-data-analysis` | adjacent | Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/exploratory-data-analysis) |
|
||||
| `scholar-evaluation` | adjacent | 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) |
|
||||
| `citation-management` | adjacent | Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries. This skill should be used when you need to … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/citation-management) |
|
||||
|
||||
## Source: mohitagw15856/pm-claude-skills
|
||||
|
||||
- Repository: [https://github.com/mohitagw15856/pm-claude-skills](https://github.com/mohitagw15856/pm-claude-skills) (commit `876fa30`, retrieved 2026-07-14)
|
||||
- License: MIT
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `sales-forecasting-model` | core | Build a structured sales forecast framework for any business or team. Use when asked to build a sales forecast, create a revenue model, project pipeline, or build a bottom-up forecast. Produces a forecast methodology, pipeline model, … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-sales/skills/sales-forecasting-model) |
|
||||
|
||||
## Source: mukul975/Anthropic-Cybersecurity-Skills
|
||||
|
||||
- Repository: [https://github.com/mukul975/Anthropic-Cybersecurity-Skills](https://github.com/mukul975/Anthropic-Cybersecurity-Skills) (commit `673da1f`, retrieved 2026-07-14)
|
||||
- License: Apache-2.0
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `analyzing-macro-malware-in-office-documents` | core | Analyzes malicious VBA macros embedded in Microsoft Office documents (Word, Excel, PowerPoint) to identify download cradles, payload execution, persistence mechanisms, and anti-analysis techniques. Uses olevba, oledump, and VBA … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-macro-malware-in-office-documents) |
|
||||
| `extracting-memory-artifacts-with-rekall` | adjacent | Uses Rekall memory forensics framework to analyze memory dumps for process hollowing, injected code via VAD anomalies, hidden processes, and rootkit detection. Applies plugins like pslist, psscan, vadinfo, malfind, and dlllist to extract … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/extracting-memory-artifacts-with-rekall) |
|
||||
| `analyzing-memory-forensics-with-lime-and-volatility` | adjacent | Performs Linux memory acquisition using LiME (Linux Memory Extractor) kernel module and analysis with Volatility 3 framework. Extracts process lists, network connections, bash history, loaded kernel modules, and injected code from Linux … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-memory-forensics-with-lime-and-volatility) |
|
||||
| `conducting-memory-forensics-with-volatility` | adjacent | Performs memory forensics analysis using Volatility 3 to extract evidence of malware execution, process injection, network connections, and credential theft from RAM dumps captured during incident response. Covers memory acquisition, … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/conducting-memory-forensics-with-volatility) |
|
||||
| `detecting-process-injection-techniques` | adjacent | Detects and analyzes process injection techniques used by malware including classic DLL injection, process hollowing, APC injection, thread hijacking, and reflective loading. Uses memory forensics, API monitoring, and behavioral analysis … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/detecting-process-injection-techniques) |
|
||||
| `detecting-t1055-process-injection-with-sysmon` | adjacent | Detect process injection techniques (T1055) including classic DLL injection, process hollowing, and APC injection by analyzing Sysmon events for cross-process memory operations, remote thread creation, and anomalous DLL loading patterns. | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/detecting-t1055-process-injection-with-sysmon) |
|
||||
|
||||
## 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 |
|
||||
|---|---|---|---|
|
||||
| `creative-director` | adjacent | AI creative director with recursive self-assessment: 20+ methodologies (SIT, TRIZ, Bisociation, SCAMPER, Synectics), 3-axis evaluation calibrated against Cannes/D&AD/HumanKind, 5-phase process from brief to presentation. | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/creative-director) |
|
||||
|
||||
## 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` | adjacent | 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-production-readiness` | adjacent | Monitoring, observability, operational procedures, CI/CD lessons learned, and quality gate definitions. Load when assessing production readiness or validating operational excellence. | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-production-readiness) |
|
||||
|
||||
## 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 |
|
||||
|---|---|---|---|
|
||||
| `langchain` | adjacent | Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integrations, ReAct agents, tool calling, memory management, and vector store retrieval. Use for … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/14-agents/langchain) |
|
||||
|
||||
## Source: ruvnet/claude-code-flow
|
||||
|
||||
- Repository: [https://github.com/ruvnet/claude-code-flow](https://github.com/ruvnet/claude-code-flow) (commit `73914bd`, retrieved 2026-07-14)
|
||||
- License: MIT
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `Hooks Automation` | adjacent | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/hooks-automation) |
|
||||
|
||||
## Source: ruvnet/ruflo
|
||||
|
||||
- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14)
|
||||
- License: MIT
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `Hooks Automation` | adjacent | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/hooks-automation) |
|
||||
|
||||
## Source: samber/cc-skills-golang
|
||||
|
||||
- Repository: [https://github.com/samber/cc-skills-golang](https://github.com/samber/cc-skills-golang) (commit `4881c01`, retrieved 2026-07-14)
|
||||
- License: MIT
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `golang-security` | adjacent | Security best practices and vulnerability prevention for Golang. Covers injection (SQL, command, XSS), cryptography, filesystem safety, network security, cookies, secrets management, memory safety, and logging. Apply when writing, … | [source](https://github.com/samber/cc-skills-golang/tree/4881c01/skills/golang-security) |
|
||||
|
||||
## 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 |
|
||||
|---|---|---|---|
|
||||
| `recommendation-system` | adjacent | Deploy production recommendation systems with feature stores, caching, A/B testing. Use for personalization APIs, low latency serving, or encountering cache invalidation, experiment tracking, quality monitoring issues. | [source](https://github.com/secondsky/claude-skills/tree/c4889f6/plugins/recommendation-system/skills/recommendation-system) |
|
||||
|
||||
## Source: wanshuiyin/Auto-claude-code-research-in-sleep
|
||||
|
||||
- Repository: [https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep) (commit `eb5c9d7`, retrieved 2026-07-14)
|
||||
- License: MIT
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `system-profile` | adjacent | Profile a target (script, process, GPU, memory, interconnect) for performance analysis. Use when user says \"profile\", \"benchmark\", \"bottleneck\", or wants performance analysis. | [source](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/eb5c9d7/skills/skills-codex/system-profile) |
|
||||
|
||||
## 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 |
|
||||
|---|---|---|---|
|
||||
| `langchain` | adjacent | Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integrations, ReAct agents, tool calling, memory management, and vector store retrieval. Use for … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/14-agents/langchain) |
|
||||
72
references/market.md
Normal file
72
references/market.md
Normal file
@@ -0,0 +1,72 @@
|
||||
# Market evidence report — oenologist
|
||||
|
||||
Source: **11 real job ads** (JSearch API, countries: us 11), extracted into the MSSQL evidence store; as of 2026-07-18.
|
||||
This report contains extracted, aggregated facts only — no ad text is
|
||||
reproduced (copyright / platform terms).
|
||||
|
||||
## Seniority distribution
|
||||
|
||||
| Seniority | Ads | Share |
|
||||
|---|---|---|
|
||||
| mid | 5 | 45 % |
|
||||
| junior | 4 | 36 % |
|
||||
| lead | 1 | 9 % |
|
||||
| n/a | 1 | 9 % |
|
||||
|
||||
## Tools — full market ranking
|
||||
|
||||
| # | Item | Ads | Share |
|
||||
|---|---|---|---|
|
||||
| 1 | forklift | 4 | 36 % |
|
||||
|
||||
## Hard skills — full market ranking
|
||||
|
||||
| # | Item | Ads | Share |
|
||||
|---|---|---|---|
|
||||
| 1 | winemaking | 6 | 55 % |
|
||||
| 2 | fermentation management | 4 | 36 % |
|
||||
| 3 | quality control | 4 | 36 % |
|
||||
|
||||
## Methods — full market ranking
|
||||
|
||||
| # | Item | Ads | Share |
|
||||
|---|---|---|---|
|
||||
|
||||
## Responsibilities — full market ranking
|
||||
|
||||
| # | Item | Ads | Share |
|
||||
|---|---|---|---|
|
||||
|
||||
## Regional breakdown
|
||||
|
||||
> **Corpus note:** 11 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
|
||||
|
||||
### US (us)
|
||||
|
||||
**Insufficient evidence** — 11 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
|
||||
|
||||
### 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 |
|
||||
|---|---|
|
||||
| Winemaker | 2 |
|
||||
| Assistant Winemaker | 1 |
|
||||
| Assistant Winemaker - Cellar Rat at The Grape Escape Winery, Inc Monroeville, NJ | 1 |
|
||||
| Assistant Winemaker at Common Wealth Crush Common Wealth Crush Waynesboro, VA | 1 |
|
||||
| Assistant Winemaker at Keswick Vineyards LLC. Keswick Vineyards Llc. Keswick, VA | 1 |
|
||||
| Assistant Winemaker/ Vineyard Manager at CrossKeys Vineyards and winery Crosskeys Vineyards and Winer... Mount Crawford, VA | 1 |
|
||||
| Harvest Head Winemaker at William Heritage Winery William Heritage Winery Mullica Hill, NJ | 1 |
|
||||
| Winemaker at Barnstormer Winery Barnstormer Winery Rock Stream, NY | 1 |
|
||||
| Winemaker at Hazy Mountain Vineyards & Brewery Hazy Mountain Vineyards & ... Afton, VA | 1 |
|
||||
| Winemaker at Sand Castle Winery Sand Castle Winery Erwinna, PA | 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.
|
||||
22
references/profile.md
Normal file
22
references/profile.md
Normal file
@@ -0,0 +1,22 @@
|
||||
# Occupation profile — oenologist
|
||||
|
||||
- **ESCO URI:** http://data.europa.eu/esco/occupation/497a65bf-04e5-48ed-939e-2a68419f8144
|
||||
- **ESCO code:** 2145.1.7
|
||||
- **ISCO-08 group:** 2145 — Chemical engineers
|
||||
|
||||
## Description (ESCO)
|
||||
|
||||
Oenologists track the wine manufacturing process in its entirety and supervise the workers in wineries. They supervise and coordinate production to ensure the quality of the wine and also give advice by determining the value and classification of wines being produced.
|
||||
|
||||
## Definition
|
||||
|
||||
nan
|
||||
|
||||
## Alternative labels
|
||||
|
||||
- wine advisor
|
||||
- wine maker
|
||||
- wine production specialist
|
||||
- wine producer
|
||||
- wine production expert
|
||||
- winery cellar master
|
||||
103
references/skills.md
Normal file
103
references/skills.md
Normal file
@@ -0,0 +1,103 @@
|
||||
# Competences — oenologist
|
||||
|
||||
Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/497a65bf-04e5-48ed-939e-2a68419f8144).
|
||||
|
||||
## Essential
|
||||
|
||||
- **analyse samples of food and beverages** (skill/competence)
|
||||
- **apply GMP** (skill/competence)
|
||||
- **apply HACCP** (skill/competence)
|
||||
- **apply requirements concerning manufacturing of food and beverages** (skill/competence)
|
||||
- **assist bottling** (skill/competence)
|
||||
- **beverages filtration processes** (knowledge)
|
||||
- **biotechnology** (knowledge)
|
||||
- **blend beverages** (skill/competence)
|
||||
- **check bottles for packaging** (skill/competence)
|
||||
- **exert quality control to processing food** (skill/competence)
|
||||
- **fermentation processes of beverages** (knowledge)
|
||||
- **filter wine** (skill/competence)
|
||||
- **financial capability** (knowledge)
|
||||
- **food and beverage industry** (knowledge)
|
||||
- **handle wine sales** (skill/competence)
|
||||
- **manage wine cellar inventory** (skill/competence)
|
||||
- **mark differences in colours** (skill/competence)
|
||||
- **monitor temperature in manufacturing process of food and beverages** (skill/competence)
|
||||
- **monitor the process of wine production** (skill/competence)
|
||||
- **monitor winemaking process** (skill/competence)
|
||||
- **operate pasteurisation processes** (skill/competence)
|
||||
- **pathogenic microorganisms in food** (knowledge)
|
||||
- **perform detailed food processing operations** (skill/competence)
|
||||
- **perform sensory evaluation of food products** (skill/competence)
|
||||
- **prepare containers for beverage fermentation** (skill/competence)
|
||||
- **quality assurance methodologies** (knowledge)
|
||||
- **set production facilities standards** (skill/competence)
|
||||
- **store wine** (skill/competence)
|
||||
- **tend wine manufacturing machines** (skill/competence)
|
||||
- **types of wine** (knowledge)
|
||||
- **variety of grapes** (knowledge)
|
||||
- **wine blending** (knowledge)
|
||||
- **wine characteristics** (knowledge)
|
||||
- **wine fermentation process** (knowledge)
|
||||
- **winery production process** (knowledge)
|
||||
|
||||
## Optional
|
||||
|
||||
- age alcoholic beverages in vats (skill/competence)
|
||||
- analyse production processes for improvement (skill/competence)
|
||||
- analyse trends in the food and beverage industries (skill/competence)
|
||||
- apply control process statistical methods (skill/competence)
|
||||
- attend to detail in preparation for audits (skill/competence)
|
||||
- chemical constitution of grapes (knowledge)
|
||||
- control grape quality (skill/competence)
|
||||
- control of expenses (skill/competence)
|
||||
- control wine quality (skill/competence)
|
||||
- describe flavour of different wines (skill/competence)
|
||||
- handle chemical cleaning agents (skill/competence)
|
||||
- have computer literacy (skill/competence)
|
||||
- identify market niches (skill/competence)
|
||||
- implement marketing strategies (skill/competence)
|
||||
- implement sales strategies (skill/competence)
|
||||
- liaise with colleagues (skill/competence)
|
||||
- liaise with managers (skill/competence)
|
||||
- measure the strength of distillation (skill/competence)
|
||||
- mitigate waste of resources (skill/competence)
|
||||
- monitor centrifugal separators (skill/competence)
|
||||
- processes of foods and beverages manufacturing (knowledge)
|
||||
- rack wines (skill/competence)
|
||||
- supervise grape pressing (skill/competence)
|
||||
- work in a food processing team (skill/competence)
|
||||
|
||||
<!-- market-evidence -->
|
||||
|
||||
## Market evidence (job-ad analysis, 11 ads, as of 2026-07-18)
|
||||
|
||||
Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
|
||||
|
||||
### Hard skills
|
||||
|
||||
- winemaking — **55 %**
|
||||
- quality control — **36 %**
|
||||
- fermentation management — **36 %**
|
||||
- bottling — **18 %**
|
||||
- chemical analysis — **18 %**
|
||||
- equipment maintenance — **18 %**
|
||||
- fruit processing — **18 %**
|
||||
- harvest coordination — **18 %**
|
||||
- inventory management — **18 %**
|
||||
- lab analysis — **18 %**
|
||||
- sensory evaluation — **18 %**
|
||||
- wine racking — **18 %**
|
||||
- vineyard management — **18 %**
|
||||
- wine blending — **18 %**
|
||||
|
||||
### Methods
|
||||
|
||||
- safety protocols — **18 %**
|
||||
|
||||
### Responsibilities
|
||||
|
||||
- staff training — **18 %**
|
||||
- team leadership — **18 %**
|
||||
- wine production — **18 %**
|
||||
|
||||
<!-- market-evidence -->
|
||||
32
references/tasks.md
Normal file
32
references/tasks.md
Normal file
@@ -0,0 +1,32 @@
|
||||
# Tasks & work activities — oenologist
|
||||
|
||||
Source: O*NET 30.3, occupation 19-1012.00 (Food Scientists and Technologists) — manual nearest-occupation mapping via ISCO group 2145; the official ESCO crosswalk has no entry for this ESCO occupation.
|
||||
|
||||
## Task statements
|
||||
|
||||
- **[Core]** Develop new food items for production, based on consumer feedback.
|
||||
- **[Core]** Stay up to date on new regulations and current events regarding food science by reviewing scientific literature.
|
||||
- **[Core]** Test new products for flavor, texture, color, nutritional content, and adherence to government and industry standards.
|
||||
- **[Core]** Check raw ingredients for maturity or stability for processing, and finished products for safety, quality, and nutritional value.
|
||||
- **[Core]** Confer with process engineers, plant operators, flavor experts, and packaging and marketing specialists to resolve problems in product development.
|
||||
- **[Core]** Evaluate food processing and storage operations and assist in the development of quality assurance programs for such operations.
|
||||
- **[Core]** Study methods to improve aspects of foods, such as chemical composition, flavor, color, texture, nutritional value, and convenience.
|
||||
- **[Core]** Study the structure and composition of food or the changes foods undergo in storage and processing.
|
||||
- **[Core]** Develop new or improved ways of preserving, processing, packaging, storing, and delivering foods, using knowledge of chemistry, microbiology, and other sciences.
|
||||
- **[Core]** Develop food standards and production specifications, safety and sanitary regulations, and waste management and water supply specifications.
|
||||
- **[Core]** Demonstrate products to clients.
|
||||
- **[Core]** Inspect food processing areas to ensure compliance with government regulations and standards for sanitation, safety, quality, and waste management.
|
||||
- **[Core]** Seek substitutes for harmful or undesirable additives, such as nitrites.
|
||||
|
||||
## Detailed work activities
|
||||
|
||||
- Collaborate with technical specialists to resolve design or development problems.
|
||||
- Confer with clients to exchange information.
|
||||
- Develop specifications for new products or processes.
|
||||
- Establish standards for products, processes, or procedures.
|
||||
- Evaluate new technologies or methods.
|
||||
- Evaluate quality of materials or products.
|
||||
- Inspect areas for compliance with sanitation standards.
|
||||
- Research methods to improve food products.
|
||||
- Review professional literature to maintain professional knowledge.
|
||||
- Test quality of materials or finished products.
|
||||
41
references/tools.md
Normal file
41
references/tools.md
Normal file
@@ -0,0 +1,41 @@
|
||||
# Tools & technology — oenologist
|
||||
|
||||
Source: O*NET 30.3, occupation 19-1012.00 (Food Scientists and Technologists) — manual nearest-occupation mapping via ISCO group 2145; the official ESCO crosswalk has no entry for this ESCO occupation.
|
||||
|
||||
| Software | Category | Hot technology |
|
||||
|---|---|---|
|
||||
| HubSpot software | Sales and marketing software | yes |
|
||||
| Hypertext markup language HTML | Web platform development 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 PowerPoint | Presentation software | yes |
|
||||
| Microsoft Word | Word processing software | yes |
|
||||
| R | Object or component oriented development software | yes |
|
||||
| SAP software | Enterprise resource planning ERP software | yes |
|
||||
| Structured query language SQL | Data base user interface and query software | yes |
|
||||
| Tableau | Business intelligence and data analysis software | yes |
|
||||
| BioDiscovery ImaGene | Analytical or scientific software | |
|
||||
| Image analysis software | Analytical or scientific software | |
|
||||
| Insightful S-PLUS | Analytical or scientific software | |
|
||||
| MDS Analytical Technologies GenePix Pro | Analytical or scientific software | |
|
||||
| Oracle Eloqua | Customer relationship management CRM software | |
|
||||
| PathogenTracker | Data base user interface and query software | |
|
||||
| Sensory Computer Systems SIMS | Analytical or scientific software | |
|
||||
| STATISTICA | Analytical or scientific software | |
|
||||
| U.S. Department of Agriculture USDA National Nutrient Database | Data base user interface and query software | |
|
||||
|
||||
<!-- market-evidence -->
|
||||
|
||||
## Market evidence (job-ad analysis, 11 ads, as of 2026-07-18)
|
||||
|
||||
Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
|
||||
|
||||
### Tools
|
||||
|
||||
- forklift — **36 %**
|
||||
- Microsoft Excel — **18 %**
|
||||
|
||||
<!-- market-evidence -->
|
||||
Reference in New Issue
Block a user