feat: container-equipment-design-engineer skill package v0.1.0
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PROVENANCE.md
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PROVENANCE.md
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# Data provenance — container-equipment-design-engineer
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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':'#d97757','pie4':'#8e24aa','pieOuterStrokeWidth':'0px','pieSectionTextColor':'#fff'}}}%%
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pie showData
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title Content sources — container-equipment-design-engineer
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"ESCO (occupation & competences)" : 39
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"O*NET (tasks & tools)" : 102
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"Anthropic official Claude skills" : 5
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"External AI skill packs (mapped)" : 144
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```
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| Source | Items | Share | Files |
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|---|---|---|---|
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| ESCO (occupation & competences) | 39 | 13.4 % | references/profile.md, references/skills.md |
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| O*NET (tasks & tools) | 102 | 35.2 % | references/tasks.md, references/tools.md |
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| Job boards (market evidence) | 0 | 0.0 % | 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 | 1.7 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
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| External AI skill packs (mapped) | 144 | 49.7 % | 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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SKILL.md
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---
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name: container-equipment-design-engineer
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description: "Occupational skill for the role 'container equipment design engineer' (also: container equipment sub engineer, container equipment mechanical engineer, container equipment engineering expert, container equipment assembly machinist, container equipment engineering specialist, container equipment engineer). Use when the user asks for typical container equipment design engineer work such as: typical container equipment design engineer responsibilities"
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---
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# Container Equipment Design Engineer
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Container equipment design engineers design equipment to contain products or liquids, according to set specifications, such as boilers or pressure vessels. They test the designs, look for solutions to any problems and oversee production.
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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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- adjust engineering designs
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- approve engineering design
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- CAD software
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- create solutions to problems
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- engineering principles
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- engineering processes
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- execute feasibility study
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- industrial engineering
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- manufacturing processes
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- mathematics
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- mechanical engineering
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- mechanics
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- perform scientific research
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- production processes
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- read engineering drawings
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## Hot technologies
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- Autodesk AutoCAD
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- Autodesk Revit
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- Bentley MicroStation
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- C++
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- Dassault Systemes SolidWorks
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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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---
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*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/93b11f0f-69af-4ece-b9da-f29aab7d38d3), O*NET 30.3 (17-3027.00, manual nearest match). See manifest.json for licensing/attribution.*
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manifest.json
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manifest.json
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{
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"name": "container-equipment-design-engineer",
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"title": "container equipment design engineer",
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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/93b11f0f-69af-4ece-b9da-f29aab7d38d3",
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"esco_code": "2144.1.4",
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"isco_group": "2144",
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"onet_soc": "17-3027.00",
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"crosswalk_match": "manual nearest via ISCO 2144 (Mechanical Engineering Technologists and Technicians)"
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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": 21,
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"skills_optional": 17,
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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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"code-yeongyu/oh-my-openagent": {
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"repo": "https://github.com/code-yeongyu/oh-my-openagent",
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"commit": "b19f652",
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"license": "custom (see upstream LICENSE)",
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"skills": 1
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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": 5
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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": 11
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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": 11
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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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"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": 8
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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": 2
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},
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"fcakyon/claude-codex-settings": {
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"repo": "https://github.com/fcakyon/claude-codex-settings",
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"commit": "44b7c00",
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"license": "Apache-2.0",
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"skills": 1
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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": 7
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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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"DheerG/swarms": {
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"repo": "https://github.com/DheerG/swarms",
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"commit": "617900e",
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"license": "MIT",
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"skills": 1
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},
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"basicmachines-co/basic-memory": {
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"repo": "https://github.com/basicmachines-co/basic-memory",
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"commit": "53da71c",
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"license": "custom (see upstream LICENSE)",
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"skills": 1
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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": 1
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},
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"vibeeval/vibecosystem": {
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"repo": "https://github.com/vibeeval/vibecosystem",
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"commit": "cea9462",
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"license": "MIT",
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"skills": 2
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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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"hypnguyen1209/offensive-claude": {
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"repo": "https://github.com/hypnguyen1209/offensive-claude",
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"commit": "4d62be7",
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"license": "MIT",
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"skills": 1
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},
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"NeoLabHQ/context-engineering-kit": {
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"repo": "https://github.com/NeoLabHQ/context-engineering-kit",
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"commit": "e61511b",
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"license": "GPL",
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"skills": 1
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},
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"shanraisshan/claude-code-best-practice": {
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"repo": "https://github.com/shanraisshan/claude-code-best-practice",
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"commit": "67c2696",
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"license": "MIT",
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"skills": 1
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},
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"rohitg00/skillkit": {
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"repo": "https://github.com/rohitg00/skillkit",
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"commit": "d2e5c34",
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"license": "Apache-2.0",
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"skills": 2
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},
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"sanjay3290/ai-skills": {
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"repo": "https://github.com/sanjay3290/ai-skills",
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"commit": "3619692",
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"license": "Apache-2.0",
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"skills": 1
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},
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"staruhub/ClaudeSkills": {
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"repo": "https://github.com/staruhub/ClaudeSkills",
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"commit": "3d4045d",
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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": 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": 49,
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"adjacent": 31
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}
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},
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"provenance": {
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"items": {
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"esco": 39,
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"onet": 102,
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"jobads": 0,
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"wiki_ai": 0,
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"anthropic": 5,
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"ai_skills": 144,
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"stackx": 0
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},
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"share_percent": {
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"esco": 13.4,
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"onet": 35.2,
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"jobads": 0.0,
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"wiki_ai": 0.0,
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"anthropic": 1.7,
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"ai_skills": 49.7,
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"stackx": 0.0
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},
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"method": "content items per source category"
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},
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"collar": "white",
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"computer_work": true
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}
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282
references/ai-skills.md
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references/ai-skills.md
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# External AI agent skills — container-equipment-design-engineer
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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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**Tiers:** `core` = the skill directly exercises a top market hard
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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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_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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|---|---|---|---|
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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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## Source: a5c-ai/babysitter
|
||||||
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|
||||||
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- Repository: [https://github.com/a5c-ai/babysitter](https://github.com/a5c-ai/babysitter) (commit `44a5d58b`, retrieved 2026-07-14)
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- License: MIT
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| Skill | Tier | What it adds | Upstream |
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|---|---|---|---|
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| `replication-feasibility-assessor` | core | Skill for assessing feasibility of study replication | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/scientific-discovery/skills/replication-feasibility-assessor) |
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||||||
|
| `autonomous-research-engineering` | adjacent | Autonomous research engineering — web search orchestration, source synthesis, hypothesis formation, and structured research report generation. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/ai-agents-conversational/skills/autonomous-research-engineering) |
|
||||||
|
| `benchmark-suite-manager` | adjacent | 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) |
|
||||||
|
| `chaos-runner` | adjacent | Run chaos engineering experiments using Chaos Monkey, Litmus, or Gremlin | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/software-architecture/skills/chaos-runner) |
|
||||||
|
| `context-engineering` | adjacent | Context window monitoring and budget management. Keeps orchestrator at 15-30% context usage while subagents get full 200k tokens. Provides warnings at thresholds, context-aware summarization triggers, and wave-level budget planning. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/gsd/skills/context-engineering) |
|
||||||
|
| `accreditation-tracer-simulation` | adjacent | 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) |
|
||||||
|
| `hr-investigation` | adjacent | Support workplace investigation processes with documentation and methodology guidance | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/human-resources/skills/hr-investigation) |
|
||||||
|
|
||||||
|
## Source: affaan-m/everything-claude-code
|
||||||
|
|
||||||
|
- Repository: [https://github.com/affaan-m/everything-claude-code](https://github.com/affaan-m/everything-claude-code) (commit `ed38744`, retrieved 2026-07-14)
|
||||||
|
- License: MIT
|
||||||
|
|
||||||
|
| Skill | Tier | What it adds | Upstream |
|
||||||
|
|---|---|---|---|
|
||||||
|
| `ml-adoption-playbook` | adjacent | End-to-end methodology for AI agents and software engineers to add machine learning algorithms to existing non-ML codebases. Covers problem framing, data readiness, architectural decoupling, and baseline model integration. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/ml-adoption-playbook) |
|
||||||
|
|
||||||
|
## Source: 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 |
|
||||||
|
|---|---|---|---|
|
||||||
|
| `chaos-engineering` | adjacent | Use when planning, running, or learning from chaos engineering experiments. Triggers on "chaos experiment", "fault injection", "gameday", "resilience test", "blast radius", "steady state", "abort criteria", "Chaos Toolkit", "Chaos Mesh", … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/engineering/chaos-engineering/skills/chaos-engineering) |
|
||||||
|
|
||||||
|
## Source: basicmachines-co/basic-memory
|
||||||
|
|
||||||
|
- Repository: [https://github.com/basicmachines-co/basic-memory](https://github.com/basicmachines-co/basic-memory) (commit `53da71c`, retrieved 2026-07-14)
|
||||||
|
- License: custom (see upstream LICENSE)
|
||||||
|
|
||||||
|
| Skill | Tier | What it adds | Upstream |
|
||||||
|
|---|---|---|---|
|
||||||
|
| `bm-decide` | adjacent | Capture a durable engineering decision in Basic Memory with rationale, alternatives, consequences, and affected work. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/plugins/codex/skills/bm-decide) |
|
||||||
|
|
||||||
|
## 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 |
|
||||||
|
|---|---|---|---|
|
||||||
|
| `claude-scientific-guide` | core | Ready-to-use agent skills for scientific research and engineering | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/methodology/claude-scientific-guide) |
|
||||||
|
| `methodology-skills` | core | 13 research methodology skills. Trigger: study design, methodology selection, scientific reasoning, mentoring. Design: rigorous methods frameworks covering qualitative, quantitative, and mixed approaches. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/methodology) |
|
||||||
|
| `mle-agent-guide` | adjacent | Intelligent companion for ML engineering with arXiv integration | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/automation/mle-agent-guide) |
|
||||||
|
| `ai-ml-skills` | adjacent | 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) |
|
||||||
|
| `daily-paper-generator` | adjacent | Use when the user asks to "generate daily paper", "search arXiv for EEG papers", "find EEG decoding papers", "review brain-computer interface papers", or wants to create paper summaries for EEG/brain decoding/speech decoding research. This … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/33-Galaxy-Dawn-claude-scholar/skills/daily-paper-generator) |
|
||||||
|
|
||||||
|
## Source: code-yeongyu/oh-my-openagent
|
||||||
|
|
||||||
|
- Repository: [https://github.com/code-yeongyu/oh-my-openagent](https://github.com/code-yeongyu/oh-my-openagent) (commit `b19f652`, retrieved 2026-07-14)
|
||||||
|
- License: custom (see upstream LICENSE)
|
||||||
|
|
||||||
|
| Skill | Tier | What it adds | Upstream |
|
||||||
|
|---|---|---|---|
|
||||||
|
| `debugging` | core | MUST USE for any real runtime debugging across ANY language or binary — crashes, silent failures, wrong responses, stuck processes, memory leaks, async misbehavior, unexplained timing, reverse engineering. Runs a hypothesis-driven loop: … | [source](https://github.com/code-yeongyu/oh-my-openagent/tree/b19f652/packages/shared-skills/skills/debugging) |
|
||||||
|
|
||||||
|
## 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 |
|
||||||
|
|---|---|---|---|
|
||||||
|
| `pymoo` | core | Multi-objective optimization framework. NSGA-II, NSGA-III, MOEA/D, Pareto fronts, constraint handling, benchmarks (ZDT, DTLZ), for engineering design and optimization problems. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/pymoo) |
|
||||||
|
| `cobrapy` | core | Constraint-based metabolic modeling (COBRA). FBA, FVA, gene knockouts, flux sampling, SBML models, for systems biology and metabolic engineering analysis. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/cobrapy) |
|
||||||
|
| `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) |
|
||||||
|
| `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) |
|
||||||
|
| `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) |
|
||||||
|
| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-slides) |
|
||||||
|
| `scientific-writing` | core | Core skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points). Use two-stage process: (1) create section outlines with key points using research-lookup, (2) convert to flowing … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-writing) |
|
||||||
|
| `denario` | core | Multiagent AI system for scientific research assistance that automates research workflows from data analysis to publication. This skill should be used when generating research ideas from datasets, developing research methodologies, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/denario) |
|
||||||
|
| `exploratory-data-analysis` | core | 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) |
|
||||||
|
| `market-research-reports` | core | Generate comprehensive market research reports (50+ pages) in the style of top consulting firms (McKinsey, BCG, Gartner). Features professional LaTeX formatting, extensive visual generation with scientific-schematics and generate-image, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/market-research-reports) |
|
||||||
|
| `perplexity-search` | core | Perform AI-powered web searches with real-time information using Perplexity models via LiteLLM and OpenRouter. This skill should be used when conducting web searches for current information, finding recent scientific literature, getting … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/perplexity-search) |
|
||||||
|
| `qutip` | core | Quantum mechanics simulations and analysis using QuTiP (Quantum Toolbox in Python). Use when working with quantum systems including: (1) quantum states (kets, bras, density matrices), (2) quantum operators and gates, (3) time evolution and … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/qutip) |
|
||||||
|
|
||||||
|
## Source: DheerG/swarms
|
||||||
|
|
||||||
|
- Repository: [https://github.com/DheerG/swarms](https://github.com/DheerG/swarms) (commit `617900e`, retrieved 2026-07-14)
|
||||||
|
- License: MIT
|
||||||
|
|
||||||
|
| Skill | Tier | What it adds | Upstream |
|
||||||
|
|---|---|---|---|
|
||||||
|
| `workflow-rules` | core | Returns the universal governance spec for swarm team runs — hard rules, briefing templates, gate presentation contract, launch mechanics, and pulse setup. The canonical source: invoked by launch.md at Step 1 and by user-authored shortcut … | [source](https://github.com/DheerG/swarms/tree/617900e/skills/workflow-rules) |
|
||||||
|
|
||||||
|
## Source: fcakyon/claude-codex-settings
|
||||||
|
|
||||||
|
- Repository: [https://github.com/fcakyon/claude-codex-settings](https://github.com/fcakyon/claude-codex-settings) (commit `44b7c00`, retrieved 2026-07-14)
|
||||||
|
- License: Apache-2.0
|
||||||
|
|
||||||
|
| Skill | Tier | What it adds | Upstream |
|
||||||
|
|---|---|---|---|
|
||||||
|
| `paper-search-usage` | core | This skill should be used when user asks to "search for papers", "find research papers", "search arXiv", "search PubMed", "find academic papers", "search IEEE", "search Scopus", or "look up scientific literature". | [source](https://github.com/fcakyon/claude-codex-settings/tree/44b7c00/plugins/paper-search-tools/skills/paper-search-usage) |
|
||||||
|
|
||||||
|
## 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 |
|
||||||
|
|---|---|---|---|
|
||||||
|
| `scientific-reporting` | core | Write research/technical reports with strong structure + figure standards. Supports Markdown/HTML/PDF outputs (Quarto optional), executive summary, methods, results, discussion, and reproducibility appendix. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-reporting) |
|
||||||
|
| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-slides) |
|
||||||
|
| `denario` | core | Multiagent AI system for scientific research assistance that automates research workflows from data analysis to publication. This skill should be used when generating research ideas from datasets, developing research methodologies, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/denario) |
|
||||||
|
| `exploratory-data-analysis` | core | 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) |
|
||||||
|
| `perplexity-search` | core | Perform AI-powered web searches with real-time information using Perplexity models via LiteLLM and OpenRouter. This skill should be used when conducting web searches for current information, finding recent scientific literature, getting … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/perplexity-search) |
|
||||||
|
| `scientific-brainstorming` | core | Open-ended scientific ideation partner. Use for research gaps, mechanism exploration, interdisciplinary connections, assumptions, possible research directions, and lightweight literature matrix or A+B paper-combination idea mapping. For … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-brainstorming) |
|
||||||
|
| `slides-as-code` | core | Build research slides with text-first source (Slidev/Marp/Reveal/Quarto) and reproducible export (PDF). Includes structure, figure reuse rules, and quality checklist for top-tier scientific presentations. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/slides-as-code) |
|
||||||
|
| `designing-experiments` | adjacent | Design experiments and quasi-experiments before analysis. Use when choosing study design, treatment/control structure, outcomes, assumptions, validation plans after scientific experiment failure, or which of DiD, ITS, synthetic control, or … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/designing-experiments) |
|
||||||
|
|
||||||
|
## Source: hypnguyen1209/offensive-claude
|
||||||
|
|
||||||
|
- Repository: [https://github.com/hypnguyen1209/offensive-claude](https://github.com/hypnguyen1209/offensive-claude) (commit `4d62be7`, retrieved 2026-07-14)
|
||||||
|
- License: MIT
|
||||||
|
|
||||||
|
| Skill | Tier | What it adds | Upstream |
|
||||||
|
|---|---|---|---|
|
||||||
|
| `malware-analysis` | adjacent | Use when reverse-engineering or detecting malware — static triage + capa/YARA-X, emulation/DBI/.NET unpacking, dynamic/fileless/Volatility 3 memory analysis, C2 config extraction (Cobalt Strike/CAPE), C2 traffic detection (JA4+, beaconing) | [source](https://github.com/hypnguyen1209/offensive-claude/tree/4d62be7/skills/malware-analysis) |
|
||||||
|
|
||||||
|
## 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 |
|
||||||
|
|---|---|---|---|
|
||||||
|
| `granola-common-errors` | core | Troubleshoot common Granola errors \u2014 audio capture failures, transcription\ \ issues,\ncalendar sync problems, and integration errors. Platform-specific fixes\ \ for macOS and Windows.\nTrigger: \"granola error\", \"granola not … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/granola-pack/skills/granola-common-errors) |
|
||||||
|
| `running-chaos-tests` | adjacent | Execute chaos engineering experiments to test system resilience. Use when performing specialized testing. Trigger with phrases like "run chaos tests", "test resilience", or "inject failures". | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/testing/chaos-engineering-toolkit/skills/running-chaos-tests) |
|
||||||
|
|
||||||
|
## 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) |
|
||||||
|
| `exa-search` | core | Web toolkit powered by Exa, tuned for scientific and technical content. Use this skill when the user needs to search the web or fetch/extract URL content. Covers: web search (semantic lookups, research, current info — with optional … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/exa-search) |
|
||||||
|
| `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) |
|
||||||
|
| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-slides) |
|
||||||
|
| `autoskill` | core | Observe the user's screen via screenpipe, detect repeated research workflows, match them against existing scientific-agent-skills, and draft new skills (or composition recipes that chain existing ones) for the patterns not yet covered. Use … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/autoskill) |
|
||||||
|
| `exploratory-data-analysis` | core | 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) |
|
||||||
|
| `market-research-reports` | core | Generate comprehensive market research reports (50+ pages) in the style of top consulting firms (McKinsey, BCG, Gartner). Features professional LaTeX formatting, extensive visual generation with scientific-schematics and generate-image, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/market-research-reports) |
|
||||||
|
| `research-lookup` | core | Look up current research and scientific information across three backends: fast web search via parallel-cli (default), the Parallel Chat API for deep multi-source synthesis, and Perplexity sonar-pro-search for scholarly paper searches. … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/research-lookup) |
|
||||||
|
| `scientific-brainstorming` | core | Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying research gaps. Best for early-stage research planning when you do not … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-brainstorming) |
|
||||||
|
| `scientific-writing` | core | Core skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points). Use two-stage process with (1) section outlines with key points using research-lookup then (2) convert to flowing … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-writing) |
|
||||||
|
| `venue-templates` | core | Access comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific publication venues (Nature, Science, PLOS, IEEE, ACM), academic conferences (NeurIPS, ICML, CVPR, CHI), research posters, and … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/venue-templates) |
|
||||||
|
|
||||||
|
## 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) |
|
||||||
|
| `exa-search` | core | Web toolkit powered by Exa, tuned for scientific and technical content. Use this skill when the user needs to search the web or fetch/extract URL content. Covers: web search (semantic lookups, research, current info — with optional … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/exa-search) |
|
||||||
|
| `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) |
|
||||||
|
| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-slides) |
|
||||||
|
| `autoskill` | core | Observe the user's screen via screenpipe, detect repeated research workflows, match them against existing scientific-agent-skills, and draft new skills (or composition recipes that chain existing ones) for the patterns not yet covered. Use … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/autoskill) |
|
||||||
|
| `exploratory-data-analysis` | core | 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) |
|
||||||
|
| `market-research-reports` | core | Generate comprehensive market research reports (50+ pages) in the style of top consulting firms (McKinsey, BCG, Gartner). Features professional LaTeX formatting, extensive visual generation with scientific-schematics and generate-image, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/market-research-reports) |
|
||||||
|
| `research-lookup` | core | Look up current research and scientific information across three backends: fast web search via parallel-cli (default), the Parallel Chat API for deep multi-source synthesis, and Perplexity sonar-pro-search for scholarly paper searches. … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/research-lookup) |
|
||||||
|
| `scientific-brainstorming` | core | Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying research gaps. Best for early-stage research planning when you do not … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-brainstorming) |
|
||||||
|
| `scientific-writing` | core | Core skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points). Use two-stage process with (1) section outlines with key points using research-lookup then (2) convert to flowing … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-writing) |
|
||||||
|
| `venue-templates` | core | Access comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific publication venues (Nature, Science, PLOS, IEEE, ACM), academic conferences (NeurIPS, ICML, CVPR, CHI), research posters, and … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/venue-templates) |
|
||||||
|
|
||||||
|
## 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 |
|
||||||
|
|---|---|---|---|
|
||||||
|
| `implementing-security-chaos-engineering` | adjacent | Implements security chaos engineering experiments that deliberately disable or degrade security controls to verify detection and response capabilities. Tests WAF bypass, firewall rule removal, log pipeline disruption, and EDR disablement … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/implementing-security-chaos-engineering) |
|
||||||
|
| `analyzing-memory-dumps-with-volatility` | adjacent | Analyzes RAM memory dumps from compromised systems using the Volatility framework to identify malicious processes, injected code, network connections, loaded modules, and extracted credentials. Supports Windows, Linux, and macOS memory … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-memory-dumps-with-volatility) |
|
||||||
|
| `detecting-rootkit-activity` | adjacent | Detects rootkit presence on compromised systems by identifying hidden processes, hooked system calls, modified kernel structures, hidden files, and covert network connections using memory forensics, cross-view detection, and integrity … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/detecting-rootkit-activity) |
|
||||||
|
| `collecting-volatile-evidence-from-compromised-host` | adjacent | Collect volatile forensic evidence from a compromised system following order of volatility, preserving memory, network connections, processes, and system state before they are lost. | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/collecting-volatile-evidence-from-compromised-host) |
|
||||||
|
| `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) |
|
||||||
|
| `performing-memory-forensics-with-volatility3` | adjacent | Analyze volatile memory dumps using Volatility 3 to extract running processes, network connections, loaded modules, and evidence of malicious activity. | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/performing-memory-forensics-with-volatility3) |
|
||||||
|
|
||||||
|
## Source: NeoLabHQ/context-engineering-kit
|
||||||
|
|
||||||
|
- Repository: [https://github.com/NeoLabHQ/context-engineering-kit](https://github.com/NeoLabHQ/context-engineering-kit) (commit `e61511b`, retrieved 2026-07-14)
|
||||||
|
- License: GPL
|
||||||
|
|
||||||
|
| Skill | Tier | What it adds | Upstream |
|
||||||
|
|---|---|---|---|
|
||||||
|
| `memorize` | adjacent | Curates insights from reflections and critiques into CLAUDE.md using Agentic Context Engineering | [source](https://github.com/NeoLabHQ/context-engineering-kit/tree/e61511b/plugins/reflexion/skills/memorize) |
|
||||||
|
|
||||||
|
## Source: rohitg00/skillkit
|
||||||
|
|
||||||
|
- Repository: [https://github.com/rohitg00/skillkit](https://github.com/rohitg00/skillkit) (commit `d2e5c34`, retrieved 2026-07-14)
|
||||||
|
- License: Apache-2.0
|
||||||
|
|
||||||
|
| Skill | Tier | What it adds | Upstream |
|
||||||
|
|---|---|---|---|
|
||||||
|
| `task-decomposition` | adjacent | Breaks down complex software, writing, or research tasks into small, atomic, independently completable units with dependency graphs and milestone breakdowns. Use when the user asks to plan a project, decompose a feature, create subtasks, … | [source](https://github.com/rohitg00/skillkit/tree/d2e5c34/packages/core/src/methodology/packs/planning/task-decomposition) |
|
||||||
|
| `design-first` | adjacent | Guides the creation of technical design documents before writing code, producing architecture diagrams, data models, API interface definitions, implementation plans, and multi-option trade-off analyses. Use when the user asks to plan a … | [source](https://github.com/rohitg00/skillkit/tree/d2e5c34/packages/core/src/methodology/packs/planning/design-first) |
|
||||||
|
|
||||||
|
## 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-troubleshooting` | core | Troubleshoot Golang programs systematically - find and fix the root cause. Use when encountering bugs, crashes, deadlocks, or unexpected behavior in Go code. Covers debugging methodology, common Go pitfalls, test-driven debugging, pprof … | [source](https://github.com/samber/cc-skills-golang/tree/4881c01/skills/golang-troubleshooting) |
|
||||||
|
|
||||||
|
## Source: sanjay3290/ai-skills
|
||||||
|
|
||||||
|
- Repository: [https://github.com/sanjay3290/ai-skills](https://github.com/sanjay3290/ai-skills) (commit `3619692`, retrieved 2026-07-14)
|
||||||
|
- License: Apache-2.0
|
||||||
|
|
||||||
|
| Skill | Tier | What it adds | Upstream |
|
||||||
|
|---|---|---|---|
|
||||||
|
| `deep-research` | adjacent | Execute autonomous multi-step research using Google Gemini Deep Research Agent. Use for: market analysis, competitive landscaping, literature reviews, technical research, due diligence. Takes 2-10 minutes but produces detailed, cited … | [source](https://github.com/sanjay3290/ai-skills/tree/3619692/skills/deep-research) |
|
||||||
|
|
||||||
|
## Source: shanraisshan/claude-code-best-practice
|
||||||
|
|
||||||
|
- Repository: [https://github.com/shanraisshan/claude-code-best-practice](https://github.com/shanraisshan/claude-code-best-practice) (commit `67c2696`, retrieved 2026-07-14)
|
||||||
|
- License: MIT
|
||||||
|
|
||||||
|
| Skill | Tier | What it adds | Upstream |
|
||||||
|
|---|---|---|---|
|
||||||
|
| `vibe-to-agentic-framework` | adjacent | The conceptual framework behind the presentation — what "Vibe Coding to Agentic Engineering" means, why the journey is structured the way it is, and how every slide fits the narrative arc | [source](https://github.com/shanraisshan/claude-code-best-practice/tree/67c2696/.claude/skills/presentation/vibe-to-agentic-framework) |
|
||||||
|
|
||||||
|
## Source: staruhub/ClaudeSkills
|
||||||
|
|
||||||
|
- Repository: [https://github.com/staruhub/ClaudeSkills](https://github.com/staruhub/ClaudeSkills) (commit `3d4045d`, retrieved 2026-07-14)
|
||||||
|
- License: MIT
|
||||||
|
|
||||||
|
| Skill | Tier | What it adds | Upstream |
|
||||||
|
|---|---|---|---|
|
||||||
|
| `deep-research` | adjacent | Use this skill when the user wants an evidence-based research memo, literature review, market/policy/technical landscape, or a multi-source decision brief with citations, trade-offs, and a clear conclusion. Best for tasks that need … | [source](https://github.com/staruhub/ClaudeSkills/tree/3d4045d/skills/Geek-skills-deep-research) |
|
||||||
|
|
||||||
|
## Source: vibeeval/vibecosystem
|
||||||
|
|
||||||
|
- Repository: [https://github.com/vibeeval/vibecosystem](https://github.com/vibeeval/vibecosystem) (commit `cea9462`, retrieved 2026-07-14)
|
||||||
|
- License: MIT
|
||||||
|
|
||||||
|
| Skill | Tier | What it adds | Upstream |
|
||||||
|
|---|---|---|---|
|
||||||
|
| `chaos-engineering` | adjacent | Failure injection patterns, blast radius control, steady state hypothesis, and gameday planning for resilience testing. | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/chaos-engineering) |
|
||||||
|
| `experiment-loop` | adjacent | Autonomous experiment loop: hypothesize > modify > test > evaluate > keep/discard > repeat. Run N experiments automatically with measurable metrics. Works for performance optimization, A/B testing, prompt engineering, and any measurable … | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/experiment-loop) |
|
||||||
37
references/profile.md
Normal file
37
references/profile.md
Normal file
@@ -0,0 +1,37 @@
|
|||||||
|
# Occupation profile — container equipment design engineer
|
||||||
|
|
||||||
|
- **ESCO URI:** http://data.europa.eu/esco/occupation/93b11f0f-69af-4ece-b9da-f29aab7d38d3
|
||||||
|
- **ESCO code:** 2144.1.4
|
||||||
|
- **ISCO-08 group:** 2144 — Mechanical engineers
|
||||||
|
|
||||||
|
## Description (ESCO)
|
||||||
|
|
||||||
|
Container equipment design engineers design equipment to contain products or liquids, according to set specifications, such as boilers or pressure vessels. They test the designs, look for solutions to any problems and oversee production.
|
||||||
|
|
||||||
|
## Definition
|
||||||
|
|
||||||
|
nan
|
||||||
|
|
||||||
|
## Alternative labels
|
||||||
|
|
||||||
|
- container equipment sub engineer
|
||||||
|
- container equipment mechanical engineer
|
||||||
|
- container equipment engineering expert
|
||||||
|
- container equipment assembly machinist
|
||||||
|
- container equipment engineering specialist
|
||||||
|
- container equipment engineer
|
||||||
|
- container equipment machine engineering apprentice
|
||||||
|
- container equipment designer
|
||||||
|
- container equipment assembly inspector
|
||||||
|
- container equipment technology engineering expert
|
||||||
|
- container equipment engineering consultant
|
||||||
|
- container equipment electronic engineer
|
||||||
|
- container equipment manufacturing engineer
|
||||||
|
- container equipment technology engineering adviser
|
||||||
|
- container assembly line engineer
|
||||||
|
- container equipment technology engineer
|
||||||
|
- container equipment technology engineering consultant
|
||||||
|
- container equipment assembly line machinist
|
||||||
|
- container equipment technology engineering specialist
|
||||||
|
- container equipment bench precision engineer
|
||||||
|
- container equipment engineering adviser
|
||||||
47
references/skills.md
Normal file
47
references/skills.md
Normal file
@@ -0,0 +1,47 @@
|
|||||||
|
# Competences — container equipment design engineer
|
||||||
|
|
||||||
|
Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/93b11f0f-69af-4ece-b9da-f29aab7d38d3).
|
||||||
|
|
||||||
|
## Essential
|
||||||
|
|
||||||
|
- **adjust engineering designs** (skill/competence)
|
||||||
|
- **approve engineering design** (skill/competence)
|
||||||
|
- **CAD software** (knowledge)
|
||||||
|
- **create solutions to problems** (skill/competence)
|
||||||
|
- **engineering principles** (knowledge)
|
||||||
|
- **engineering processes** (knowledge)
|
||||||
|
- **execute feasibility study** (skill/competence)
|
||||||
|
- **industrial engineering** (knowledge)
|
||||||
|
- **manufacturing processes** (knowledge)
|
||||||
|
- **mathematics** (knowledge)
|
||||||
|
- **mechanical engineering** (knowledge)
|
||||||
|
- **mechanics** (knowledge)
|
||||||
|
- **perform scientific research** (skill/competence)
|
||||||
|
- **production processes** (knowledge)
|
||||||
|
- **read engineering drawings** (skill/competence)
|
||||||
|
- **technical drawings** (knowledge)
|
||||||
|
- **troubleshoot** (skill/competence)
|
||||||
|
- **types of containers** (knowledge)
|
||||||
|
- **use CAD software** (skill/competence)
|
||||||
|
- **use computer-aided engineering systems** (skill/competence)
|
||||||
|
- **use technical drawing software** (skill/competence)
|
||||||
|
|
||||||
|
## Optional
|
||||||
|
|
||||||
|
- 3D modelling (knowledge)
|
||||||
|
- advise on machinery malfunctions (skill/competence)
|
||||||
|
- CAE software (knowledge)
|
||||||
|
- create a product's virtual model (skill/competence)
|
||||||
|
- design prototypes (skill/competence)
|
||||||
|
- determine production capacity (skill/competence)
|
||||||
|
- determine production feasibility (skill/competence)
|
||||||
|
- execute analytical mathematical calculations (skill/competence)
|
||||||
|
- manage supplies (skill/competence)
|
||||||
|
- material mechanics (knowledge)
|
||||||
|
- monitor production developments (skill/competence)
|
||||||
|
- plan manufacturing processes (skill/competence)
|
||||||
|
- provide cost benefit analysis reports (skill/competence)
|
||||||
|
- quality and cycle time optimisation (knowledge)
|
||||||
|
- reverse engineering (knowledge)
|
||||||
|
- set up the controller of a machine (skill/competence)
|
||||||
|
- use CAM software (skill/competence)
|
||||||
66
references/tasks.md
Normal file
66
references/tasks.md
Normal file
@@ -0,0 +1,66 @@
|
|||||||
|
# Tasks & work activities — container equipment design engineer
|
||||||
|
|
||||||
|
Source: O*NET 30.3, occupation 17-3027.00 (Mechanical Engineering Technologists and Technicians) — manual nearest-occupation mapping via ISCO group 2144; the official ESCO crosswalk has no entry for this ESCO occupation.
|
||||||
|
|
||||||
|
## Task statements
|
||||||
|
|
||||||
|
- **[Supplemental]** Prepare parts sketches and write work orders and purchase requests to be furnished by outside contractors.
|
||||||
|
- **[Core]** Draft detail drawing or sketch for drafting room completion or to request parts fabrication by machine, sheet or wood shops.
|
||||||
|
- **[Core]** Review project instructions and blueprints to ascertain test specifications, procedures, and objectives, and test nature of technical problems such as redesign.
|
||||||
|
- **[Core]** Review project instructions and specifications to identify, modify and plan requirements fabrication, assembly and testing.
|
||||||
|
- **[Core]** Set up and conduct tests of complete units and components under operational conditions to investigate proposals for improving equipment performance.
|
||||||
|
- **[Core]** Analyze test results in relation to design or rated specifications and test objectives, and modify or adjust equipment to meet specifications.
|
||||||
|
- **[Supplemental]** Evaluate tool drawing designs by measuring drawing dimensions and comparing with original specifications for form and function using engineering skills.
|
||||||
|
- **[Core]** Calculate required capacities for equipment of proposed system to obtain specified performance and submit data to engineering personnel for approval.
|
||||||
|
- **[Core]** Record test procedures and results, numerical and graphical data, and recommendations for changes in product or test methods.
|
||||||
|
- **[Core]** Read dials and meters to determine amperage, voltage, electrical output and input at specific operating temperature to analyze parts performance.
|
||||||
|
- **[Supplemental]** Estimate cost factors including labor and material for purchased and fabricated parts and costs for assembly, testing, or installing.
|
||||||
|
- **[Supplemental]** Set up prototype and test apparatus and operate test controlling equipment to observe and record prototype test results.
|
||||||
|
- **[Supplemental]** Analyze energy requirements and distribution systems to maximize the use of intermittent or inflexible renewable energy sources, such as wind or nuclear.
|
||||||
|
- **[nan]** Analyze or estimate production costs, such as labor, equipment, and plant space.
|
||||||
|
- **[Core]** Assemble or disassemble complex mechanical systems.
|
||||||
|
- **[Core]** Assist engineers to design, develop, test, or manufacture industrial machinery, consumer products, or other equipment.
|
||||||
|
- **[Supplemental]** Assist mechanical engineers in product testing through activities such as setting up instrumentation for automobile crash tests.
|
||||||
|
- **[Core]** Conduct failure analyses, document results, and recommend corrective actions.
|
||||||
|
- **[Supplemental]** Conduct statistical studies to analyze or compare production costs for sustainable and nonsustainable designs.
|
||||||
|
- **[Core]** Design molds, tools, dies, jigs, or fixtures for use in manufacturing processes.
|
||||||
|
- **[Core]** Design specialized or customized equipment, machines, or structures.
|
||||||
|
- **[nan]** Devise, fabricate, or assemble new or modified mechanical components for products such as industrial machinery or equipment, and measuring instruments.
|
||||||
|
- **[nan]** Discuss changes in design, method of manufacture and assembly, or drafting techniques and procedures with staff and coordinate corrections.
|
||||||
|
- **[Core]** Interpret engineering sketches, specifications, or drawings.
|
||||||
|
- **[Core]** Prepare equipment inspection schedules, reliability schedules, work plans, or other records.
|
||||||
|
- **[Core]** Prepare layouts of machinery, tools, plants, or equipment.
|
||||||
|
- **[Core]** Prepare specifications, designs, or sketches for machines, components, or systems related to the generation, transmission, or use of mechanical or fluid energy.
|
||||||
|
- **[Core]** Provide technical support to other employees regarding mechanical design, fabrication, testing, or documentation.
|
||||||
|
- **[Core]** Test machines, components, materials, or products to determine characteristics such as performance, strength, or response to stress.
|
||||||
|
- **[nan]** Monitor, inspect, or test mechanical equipment.
|
||||||
|
|
||||||
|
## Detailed work activities
|
||||||
|
|
||||||
|
- Analyze costs and benefits of proposed designs or projects.
|
||||||
|
- Analyze green technology design requirements.
|
||||||
|
- Analyze test or validation data.
|
||||||
|
- Assemble equipment or components.
|
||||||
|
- Assemble mechanical components or machine parts.
|
||||||
|
- Assist engineers or scientists with research.
|
||||||
|
- Collaborate with others to develop or refine designs.
|
||||||
|
- Conduct quantitative failure analyses of operational data.
|
||||||
|
- Create graphical representations of industrial production systems.
|
||||||
|
- Create graphical representations of mechanical equipment.
|
||||||
|
- Design industrial equipment.
|
||||||
|
- Document design or operational test results.
|
||||||
|
- Document technical design details.
|
||||||
|
- Estimate operational costs.
|
||||||
|
- Estimate technical or resource requirements for development or production projects.
|
||||||
|
- Evaluate designs or specifications to ensure quality.
|
||||||
|
- Explain engineering drawings, specifications, or other technical information.
|
||||||
|
- Fabricate devices or components.
|
||||||
|
- Monitor the productivity or efficiency of industrial operations.
|
||||||
|
- Prepare contracts, disclosures, or applications.
|
||||||
|
- Provide technical guidance to other personnel.
|
||||||
|
- Recommend technical design or process changes to improve efficiency, quality, or performance.
|
||||||
|
- Review technical documents to plan work.
|
||||||
|
- Schedule operational activities.
|
||||||
|
- Test characteristics of materials or structures.
|
||||||
|
- Test performance of electrical, electronic, mechanical, or integrated systems or equipment.
|
||||||
|
- Test products for functionality or quality.
|
||||||
50
references/tools.md
Normal file
50
references/tools.md
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@@ -0,0 +1,50 @@
|
|||||||
|
# Tools & technology — container equipment design engineer
|
||||||
|
|
||||||
|
Source: O*NET 30.3, occupation 17-3027.00 (Mechanical Engineering Technologists and Technicians) — manual nearest-occupation mapping via ISCO group 2144; the official ESCO crosswalk has no entry for this ESCO occupation.
|
||||||
|
|
||||||
|
| Software | Category | Hot technology |
|
||||||
|
|---|---|---|
|
||||||
|
| Autodesk AutoCAD | Computer aided design CAD software | yes |
|
||||||
|
| Autodesk Revit | Computer aided design CAD software | yes |
|
||||||
|
| Bentley MicroStation | Computer aided design CAD software | yes |
|
||||||
|
| C++ | Object or component oriented development software | yes |
|
||||||
|
| Dassault Systemes SolidWorks | Computer aided design CAD 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 Project | Project management software | yes |
|
||||||
|
| Microsoft SharePoint | Document management software | yes |
|
||||||
|
| Microsoft Visual Basic | Development environment software | yes |
|
||||||
|
| Microsoft Word | Word processing software | yes |
|
||||||
|
| SAP software | Enterprise resource planning ERP software | yes |
|
||||||
|
| The MathWorks MATLAB | Analytical or scientific software | yes |
|
||||||
|
| Ansys Fluent | Analytical or scientific software | |
|
||||||
|
| ANSYS Mechanical | Analytical or scientific software | |
|
||||||
|
| ANSYS simulation software | Analytical or scientific software | |
|
||||||
|
| Autodesk AutoCAD Mechanical | Computer aided design CAD software | |
|
||||||
|
| Autodesk Inventor | Computer aided design CAD software | |
|
||||||
|
| CNC Mastercam | Computer aided manufacturing CAM software | |
|
||||||
|
| Computerized numerical control CNC programming software | Industrial control software | |
|
||||||
|
| Corel WordPerfect Office Suite | Office suite software | |
|
||||||
|
| Dassault Systemes CATIA | Computer aided design CAD software | |
|
||||||
|
| Data acquisition software | Analytical or scientific software | |
|
||||||
|
| Finite element method FEM software | Analytical or scientific software | |
|
||||||
|
| IBM CATIA | Computer aided design CAD software | |
|
||||||
|
| Intellisense Intellisuite | Analytical or scientific software | |
|
||||||
|
| Mathsoft Mathcad | Computer aided design CAD software | |
|
||||||
|
| MSC Software Adams | Analytical or scientific software | |
|
||||||
|
| National Instruments LabVIEW | Development environment software | |
|
||||||
|
| ProModel | Process mapping and design software | |
|
||||||
|
| PTC Creo Parametric | Computer aided design CAD software | |
|
||||||
|
| PTC Pro/ENGINEER Mechanica | Computer aided design CAD software | |
|
||||||
|
| Robotic control software | Industrial control software | |
|
||||||
|
| Soft Servo Systems LadderWorks PLC | Industrial control software | |
|
||||||
|
| Spectral Dynamics Star Acoustics | Analytical or scientific software | |
|
||||||
|
| Spectral Dynamics Star Modal | Analytical or scientific software | |
|
||||||
|
| Stereolithography SLA rapid prototyping systems | Computer aided manufacturing CAM software | |
|
||||||
|
| TekSoft CAMWorks | Computer aided manufacturing CAM software | |
|
||||||
|
| Three-dimensional 3D solid modeling software | Computer aided manufacturing CAM software | |
|
||||||
|
| Web browser software | Internet browser software | |
|
||||||
|
| Wolfram Research Mathematica | Analytical or scientific software | |
|
||||||
Reference in New Issue
Block a user