feat: mechatronics-engineering-technician skill package v0.1.0

2026-08-14 17:52:02 +02:00
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
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+# Data provenance — mechatronics-engineering-technician
+
+Where the content of this skill package comes from, counted by
+content items (tasks, competences, tools, evidence entries, curated
+knowledge). Rendered live by Gitea:
+
+```mermaid
+%%{init: {'theme':'base','themeVariables':{'pie1':'#f9a825','pie2':'#1e88e5','pie3':'#ff355e','pie4':'#d97757','pie5':'#8e24aa','pieOuterStrokeWidth':'0px','pieSectionTextColor':'#fff'}}}%%
+pie showData
+    title Content sources — mechatronics-engineering-technician
+    "ESCO (occupation & competences)" : 64
+    "O*NET (tasks & tools)" : 102
+    "Job boards (market evidence)" : 139
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 165
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 64 | 13.5 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 102 | 21.5 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 139 | 29.3 % | references/market.md (full report) + "Market evidence" headline sections |
+| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ |
+| Anthropic official Claude skills | 5 | 1.1 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 165 | 34.7 % | references/ai-skills.md (per-source attribution inside) |
+| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) |
+
+Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) ·
+job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content
+paraphrased with source URLs — never copied · external AI skills are
+linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md).
--- a/SKILL.md
+++ b/SKILL.md
@@ -0,0 +1,80 @@
+---
+name: mechatronics-engineering-technician
+description: "Occupational skill for the role 'mechatronics engineering technician' (also: mechatronic device technologist, mechatronic device technician, technician in mechatronics, mechatronics technician, technologist in mechatronics, technologist in mechatronic devices). Use when the user asks for typical mechatronics engineering technician work such as: Publish engineering reports documenting design details or qualification test results.; Provide consultation or training on topics such as mechatronics or automated control.; Oversee the work of contractors in accordance with project requirements."
+---
+
+# Mechatronics Engineering Technician
+
+Mechatronics engineering technicians collaborate with engineers in the development of mechatronic devices and applications through a combination of mechanical engineering, electronic engineering, and computer engineering. They build, test, install, and calibrate mechatronics and solve technical problems.
+
+## Core workflow
+
+1. Publish engineering reports documenting design details or qualification test results.
+2. Provide consultation or training on topics such as mechatronics or automated control.
+3. Oversee the work of contractors in accordance with project requirements.
+4. Create mechanical design documents for parts, assemblies, or finished products.
+5. Maintain technical project files.
+6. Analyze existing development or manufacturing procedures and suggest improvements.
+7. Implement or test design solutions.
+8. Research, select, or apply sensors, communication technologies, or control devices for motion control, position sensing, pressure sensing, or electronic communication.
+
+## How to use this skill
+
+- Read [references/profile.md](references/profile.md) for the occupation profile and scope.
+- Consult [references/tasks.md](references/tasks.md) for the full task and activity inventory.
+- Check [references/skills.md](references/skills.md) for essential vs. optional competences.
+- Check [references/tools.md](references/tools.md) for the software commonly used in this role.
+- See [references/ai-skills.md](references/ai-skills.md) — matched external AI agent skills (per-source attribution).
+
+## Key competences (essential)
+
+- adjust engineering designs
+- align components
+- assemble mechatronic units
+- assist scientific research
+- automation technology
+- computer engineering
+- control engineering
+- design drawings
+- electrical engineering
+- electronics
+- fasten components
+- follow standards for machinery safety
+- inspect quality of products
+- install mechatronic equipment
+- interpret circuit diagrams
+
+## Hot technologies
+
+- The MathWorks MATLAB
+- Autodesk AutoCAD
+- Dassault Systemes SolidWorks
+- Structured query language SQL
+- C
+- Microsoft Visual Basic
+- SAP software
+- C#
+- C++
+- Oracle Java
+
+
+<!-- hot-tech -->
+
+## Hot technologies
+
+Top tools from 51 gated job ads (see references/market.md, as of 2026-07-17):
+
+- computerized maintenance management system (cmms) — 29 %
+- microsoft excel — 25 %
+- microsoft word — 25 %
+- microsoft powerpoint — 24 %
+- Microsoft Project — 22 %
+- Microsoft Office — 16 %
+- AutoCAD — 10 %
+- Fanuc robots — 6 %
+- programmable logic controls (plc) — 6 %
+
+<!-- hot-tech -->
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/edf2e989-d7c5-496e-b365-81fc5cb9eb39), O*NET 30.3 (17-2199.05). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,250 @@
+{
+  "name": "mechatronics-engineering-technician",
+  "title": "mechatronics engineering technician",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/edf2e989-d7c5-496e-b365-81fc5cb9eb39",
+    "esco_code": "3115.1.11",
+    "isco_group": "3115",
+    "onet_soc": "17-2199.05",
+    "crosswalk_match": "closeMatch"
+  },
+  "sources": [
+    {
+      "name": "ESCO",
+      "version": "1.2.1",
+      "url": "https://esco.ec.europa.eu/"
+    },
+    {
+      "name": "O*NET",
+      "version": "30.3",
+      "url": "https://www.onetcenter.org/",
+      "license": "CC BY 4.0"
+    }
+  ],
+  "attribution": "This package includes information from the O*NET Database (v30.3) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), CC BY 4.0. skillfactor is not endorsed by USDOL/ETA. ESCO data (v1.2.1) (c) European Union, used per the ESCO download conditions: https://esco.ec.europa.eu/en/use-esco/download",
+  "counts": {
+    "tasks": 23,
+    "dwas": 24,
+    "skills_essential": 28,
+    "skills_optional": 35,
+    "software": 54
+  },
+  "enrichment_ai_skills": {
+    "generated": "2026-07-14",
+    "method": "deterministic mapping (ISCO prefix + title/competence keywords)",
+    "sources": {
+      "anthropics/skills": {
+        "repo": "https://github.com/anthropics/skills",
+        "commit": "f6656c1",
+        "license": "Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available \u2014 see the LICENSE.txt in the upstream skill folder",
+        "skills": 2
+      },
+      "NVIDIA/skills": {
+        "repo": "https://github.com/NVIDIA/skills",
+        "commit": "153b14b",
+        "license": "CC-BY-4.0 (skills/docs), Apache-2.0 (code)",
+        "skills": 7
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 12
+      },
+      "rampstackco/claude-skills": {
+        "repo": "https://github.com/rampstackco/claude-skills",
+        "commit": "bc6d961",
+        "license": "MIT",
+        "skills": 1
+      },
+      "brycewang-stanford/Auto-Empirical-Research-Skills": {
+        "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
+        "commit": "85bf545",
+        "license": "CC-BY-4.0",
+        "skills": 8
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 4
+      },
+      "affaan-m/everything-claude-code": {
+        "repo": "https://github.com/affaan-m/everything-claude-code",
+        "commit": "ed38744",
+        "license": "MIT",
+        "skills": 1
+      },
+      "ruvnet/claude-code-flow": {
+        "repo": "https://github.com/ruvnet/claude-code-flow",
+        "commit": "73914bd",
+        "license": "MIT",
+        "skills": 2
+      },
+      "ruvnet/ruflo": {
+        "repo": "https://github.com/ruvnet/ruflo",
+        "commit": "73914bd",
+        "license": "MIT",
+        "skills": 2
+      },
+      "aaron-he-zhu/aaron-marketing-skills": {
+        "repo": "https://github.com/aaron-he-zhu/aaron-marketing-skills",
+        "commit": "b7b0b9f",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 6
+      },
+      "aklofas/kicad-happy": {
+        "repo": "https://github.com/aklofas/kicad-happy",
+        "commit": "fc94a3d",
+        "license": "MIT",
+        "skills": 2
+      },
+      "basicmachines-co/basic-memory": {
+        "repo": "https://github.com/basicmachines-co/basic-memory",
+        "commit": "53da71c",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "eduardo-sl/go-agent-skills": {
+        "repo": "https://github.com/eduardo-sl/go-agent-skills",
+        "commit": "3c45d7f",
+        "license": "MIT",
+        "skills": 1
+      },
+      "K-Dense-AI/claude-scientific-skills": {
+        "repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 4
+      },
+      "K-Dense-AI/scientific-agent-skills": {
+        "repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 4
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 2
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 6
+      },
+      "HeshamFS/materials-simulation-skills": {
+        "repo": "https://github.com/HeshamFS/materials-simulation-skills",
+        "commit": "fa1ce8d",
+        "license": "Apache-2.0",
+        "skills": 3
+      },
+      "fcakyon/claude-codex-settings": {
+        "repo": "https://github.com/fcakyon/claude-codex-settings",
+        "commit": "44b7c00",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "alirezarezvani/claude-skills": {
+        "repo": "https://github.com/alirezarezvani/claude-skills",
+        "commit": "0241f43",
+        "license": "MIT",
+        "skills": 1
+      },
+      "wanshuiyin/Auto-claude-code-research-in-sleep": {
+        "repo": "https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep",
+        "commit": "eb5c9d7",
+        "license": "MIT",
+        "skills": 1
+      },
+      "inkline/inkline": {
+        "repo": "https://github.com/inkline/inkline",
+        "commit": "fcc2bf4",
+        "license": "no explicit license \u2014 referenced by link only",
+        "skills": 1
+      },
+      "samber/cc-skills-golang": {
+        "repo": "https://github.com/samber/cc-skills-golang",
+        "commit": "4881c01",
+        "license": "MIT",
+        "skills": 1
+      },
+      "jabrena/plinth": {
+        "repo": "https://github.com/jabrena/plinth",
+        "commit": "065eae8",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "OpenRaiser/NanoResearch": {
+        "repo": "https://github.com/OpenRaiser/NanoResearch",
+        "commit": "7144364",
+        "license": "MIT",
+        "skills": 1
+      },
+      "Orchestra-Research/AI-research-SKILLs": {
+        "repo": "https://github.com/Orchestra-Research/AI-research-SKILLs",
+        "commit": "773a529",
+        "license": "MIT",
+        "skills": 1
+      },
+      "zechenzhangAGI/AI-research-SKILLs": {
+        "repo": "https://github.com/zechenzhangAGI/AI-research-SKILLs",
+        "commit": "773a529",
+        "license": "MIT",
+        "skills": 1
+      },
+      "indranilbanerjee/digital-marketing-pro": {
+        "repo": "https://github.com/indranilbanerjee/digital-marketing-pro",
+        "commit": "a3d119c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "giuseppe-trisciuoglio/developer-kit": {
+        "repo": "https://github.com/giuseppe-trisciuoglio/developer-kit",
+        "commit": "306f428",
+        "license": "MIT",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 64,
+      "adjacent": 16
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 64,
+      "onet": 102,
+      "jobads": 139,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 165,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 13.5,
+      "onet": 21.5,
+      "jobads": 29.3,
+      "wiki_ai": 0.0,
+      "anthropic": 1.1,
+      "ai_skills": 34.7,
+      "stackx": 0.0
+    },
+    "method": "content items per source category"
+  },
+  "collar": "white",
+  "computer_work": true
+}
--- a/references/ai-skills.md
+++ b/references/ai-skills.md
@@ -0,0 +1,338 @@
+# External AI agent skills — mechatronics-engineering-technician
+
+Proven, publicly available AI agent skills mapped to this occupation.
+Nothing is copied from the sources: every entry is a name, a one-line
+summary and a link to the upstream skill package. Each section names
+its source repository, commit, license and retrieval date.
+
+**Tiers:** `core` = the skill directly exercises a top market hard
+skill, tool or method (from gated job-ad evidence) or an essential
+ESCO competence of this occupation; `adjacent` =
+plausibly useful, secondary. Entries are capped at 12 per source
+and 80 in total per occupation (core first,
+strongest matches survive); everything beyond the caps is excluded
+and logged in the pipeline audit trail, not in this package.
+
+_Matched deterministically (ISCO group + title/competence keywords,
+tiered against market evidence + ESCO essentials) by
+`pipeline/p5_enrich_ai_skills.py` on 2026-07-14._
+
+## Source: anthropics/skills
+
+- Repository: [https://github.com/anthropics/skills](https://github.com/anthropics/skills) (commit `f6656c1`, retrieved 2026-07-14)
+- License: Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available — see the LICENSE.txt in the upstream skill folder
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `docx` | adjacent | Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files) or Word templates (.dotx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', '.dotx', or requests to … | [source](https://github.com/anthropics/skills/tree/main/skills/docx) |
+| `pdf` | adjacent | Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating … | [source](https://github.com/anthropics/skills/tree/main/skills/pdf) |
+
+## Source: 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 |
+|---|---|---|---|
+| `vector-memory` | core | HNSW vector search for pattern similarity retrieval and knowledge graph maintenance with PageRank scoring, community detection, and 3-tier memory management. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/ruflo/skills/vector-memory) |
+| `embedded-docs` | core | Embedded firmware documentation generation and maintenance using Doxygen and related tools. Expert skill for API documentation, hardware interface documentation, memory maps, and integration with documentation systems. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/embedded-systems/skills/embedded-docs) |
+| `translation-management` | core | Integration with translation management systems and i18n workflows. Connect with Crowdin, Transifex, Weblate, manage translation memory, synchronize glossaries, and automate localization pipelines. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/technical-documentation/skills/translation-management) |
+| `lammps-md-executor` | core | LAMMPS molecular dynamics skill for nanoscale system simulation with force field management | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/nanotechnology/skills/lammps-md-executor) |
+| `unity-addressables` | core | Unity Addressables asset management skill for remote catalogs, content updates, asset bundles, and memory-efficient asset loading. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/game-development/skills/unity-addressables) |
+| `cloth-simulation` | core | Cloth physics skill for softbody dynamics and constraint systems. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/game-development/skills/cloth-simulation) |
+| `fluid-simulation` | core | Water physics skill for fluid dynamics and buoyancy systems. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/game-development/skills/fluid-simulation) |
+| `gazebo-simulation` | core | Expert skill for Gazebo Classic and Ignition/Gazebo Sim world creation and plugin development. Create SDF worlds with terrain, lighting, physics configuration, sensor models, and custom plugins. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/robotics-simulation/skills/gazebo-simulation) |
+| `Calibration Tools Skill` | core | Sensor and robot calibration using specialized robotics calibration tools | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/robotics-simulation/skills/calibration-tools) |
+| `Object Detection/Segmentation Skill` | core | Deep learning based object detection and segmentation for robotics applications | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/robotics-simulation/skills/object-detection) |
+| `geant4-detector-simulator` | core | Geant4 detector simulation skill for particle transport, detector geometry, and physics process modeling | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/physics/skills/geant4-detector-simulator) |
+| `monte-carlo-physics-simulator` | core | Monte Carlo simulation skill for statistical physics, particle transport, and stochastic processes | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/physics/skills/monte-carlo-physics-simulator) |
+
+## Source: aaron-he-zhu/aaron-marketing-skills
+
+- Repository: [https://github.com/aaron-he-zhu/aaron-marketing-skills](https://github.com/aaron-he-zhu/aaron-marketing-skills) (commit `b7b0b9f`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory-management` | core | Use when the user asks to "remember project context", review saved findings, initialize runtime memory, archive stale work, reconcile notes, or erase a subject; manages authorized HOT/WARM/COLD working memory across all disciplines while … | [source](https://github.com/aaron-he-zhu/aaron-marketing-skills/tree/b7b0b9f/protocol/memory-management) |
+
+## 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 |
+|---|---|---|---|
+| `agentic-os` | core | 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: aklofas/kicad-happy
+
+- Repository: [https://github.com/aklofas/kicad-happy](https://github.com/aklofas/kicad-happy) (commit `fc94a3d`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `bom` | core | BOM (Bill of Materials) management for electronics projects — the workflow skill that coordinates DigiKey, Mouser, LCSC, element14, JLCPCB, PCBWay, and KiCad skills around a unified BOM lifecycle. Create, update, and maintain BOMs with … | [source](https://github.com/aklofas/kicad-happy/tree/fc94a3d/skills/bom) |
+| `mouser` | core | Search Mouser Electronics for electronic components — secondary source for prototype orders. Find parts, check pricing/stock, download datasheets, analyze specifications. Use with KiCad for BOM creation and part selection. Also supports … | [source](https://github.com/aklofas/kicad-happy/tree/fc94a3d/skills/mouser) |
+
+## 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 |
+|---|---|---|---|
+| `scenario-war-room` | core | Cross-functional what-if modeling for cascading multi-variable scenarios. Unlike single-assumption stress testing, this models compound adversity across all business functions simultaneously. Use when facing complex risk scenarios, … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/c-level-advisor/skills/scenario-war-room) |
+
+## 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 |
+|---|---|---|---|
+| `memory-tasks` | core | Task management via Basic Memory schemas: create, track, and resume structured tasks that survive context compaction. Uses BM's schema system for uniform notes queryable through the knowledge graph. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-tasks) |
+
+## 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 |
+|---|---|---|---|
+| `industrial-ai-research` | core | Industrial AI literature research with mandatory intake questions, venue-aware source prioritization, structured report outputs, and survey draft generation. Use when the user needs up-to-date research on predictive maintenance, … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/35-bahayonghang-academic-writing-skills/skills/industrial-ai-research) |
+| `hud` | core | Diverga HUD (Heads-Up Display) management skill. Configure and manage the research project statusline display. Supports multiple presets: research, checkpoint, memory, minimal. Triggers: "hud", "statusline", "display settings | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/hud) |
+| `diagram-skills` | core | 9 diagrams & visuals skills. Trigger: creating diagrams, flowcharts, architecture visuals, LaTeX drawings. Design: tool-specific guides (Mermaid, Excalidraw, TikZ) with academic conventions. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/tools/diagram) |
+| `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) |
+| `code-review-excellence` | core | This skill should be used when the user asks to review a diff or pull request, write review comments, audit code quality, establish review standards, or improve how a team performs code review. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/33-Galaxy-Dawn-claude-scholar/skills/code-review-excellence) |
+| `physics-skills` | core | 5 physics & astrophysics skills. Trigger: physics simulations, astronomical data, computational physics. Design: domain databases (NASA ADS, arXiv) and simulation tool guides. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/physics) |
+| `computational-physics-guide` | core | Computational physics methods, simulations, and research tools | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/physics/computational-physics-guide) |
+| `idea-discovery-robot` | core | Workflow 1 adaptation for robotics and embodied AI. Orchestrates robotics-aware literature survey, idea generation, novelty check, and critical review to go from a broad robotics direction to benchmark-grounded, simulation-first ideas. Use … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/42-wanshuiyin-ARIS/skills/idea-discovery-robot) |
+
+## 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 |
+|---|---|---|---|
+| `agent-memory-mcp` | core | A hybrid memory system that provides persistent, searchable knowledge management for AI agents (Architecture, Patterns, Decisions). | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/agent-memory-mcp) |
+| `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) |
+| `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) |
+| `research-engineer` | core | An uncompromising Academic Research Engineer. Operates with absolute scientific rigor, objective criticism, and zero flair. Focuses on theoretical correctness, formal verification, and optimal implementation across any required technology. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/research-engineer) |
+| `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/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/venue-templates) |
+| `context-window-management` | adjacent | Strategies for managing LLM context windows including summarization, trimming, routing, and avoiding context rot Use when: context window, token limit, context management, context engineering, long context. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/context-window-management) |
+
+## Source: eduardo-sl/go-agent-skills
+
+- Repository: [https://github.com/eduardo-sl/go-agent-skills](https://github.com/eduardo-sl/go-agent-skills) (commit `3c45d7f`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `go-troubleshooting` | core | Diagnose runtime problems in Go programs: panics and stack traces, deadlocks, goroutine leaks, memory leaks, OOM kills, race reports, and debugging with delve and pprof. Use when: "debug this panic", "read this stack trace", "deadlock", … | [source](https://github.com/eduardo-sl/go-agent-skills/tree/3c45d7f/skills/(safety)/go-troubleshooting) |
+
+## 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-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) |
+| `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) |
+
+## 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: HeshamFS/materials-simulation-skills
+
+- Repository: [https://github.com/HeshamFS/materials-simulation-skills](https://github.com/HeshamFS/materials-simulation-skills) (commit `fa1ce8d`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `mesh-generation` | core | Plan and evaluate mesh generation for numerical simulations — estimate grid resolution from physics scales (interface width, boundary layers, wavelengths), check aspect ratios and skewness against quality thresholds, choose between … | [source](https://github.com/HeshamFS/materials-simulation-skills/tree/fa1ce8d/skills/core-numerical/mesh-generation) |
+| `simulation-validator` | core | Validate simulations across three stages — run pre-flight checks on configuration files (parameter ranges, required fields, disk space), monitor runtime logs for residual growth, NaN/Inf, and adaptive dt collapse, and perform post-flight … | [source](https://github.com/HeshamFS/materials-simulation-skills/tree/fa1ce8d/skills/simulation-workflow/simulation-validator) |
+| `time-stepping` | core | Plan and control time-step policies for transient simulations — couple CFL and physics-based stability limits with adaptive stepping, ramp initial transients through sharp gradients or phase changes, schedule output intervals and … | [source](https://github.com/HeshamFS/materials-simulation-skills/tree/fa1ce8d/skills/core-numerical/time-stepping) |
+
+## Source: indranilbanerjee/digital-marketing-pro
+
+- Repository: [https://github.com/indranilbanerjee/digital-marketing-pro](https://github.com/indranilbanerjee/digital-marketing-pro) (commit `a3d119c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `creative-testing-framework` | adjacent | Design structured ad creative tests with A/B test plans, multivariate creative strategies, sample size calculations, and iteration cadences. Use when planning creative testing for ads, optimizing creative performance, or building a testing … | [source](https://github.com/indranilbanerjee/digital-marketing-pro/tree/a3d119c/skills/creative-testing-framework) |
+
+## Source: inkline/inkline
+
+- Repository: [https://github.com/inkline/inkline](https://github.com/inkline/inkline) (commit `fcc2bf4`, retrieved 2026-07-14)
+- License: no explicit license — referenced by link only
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `starter-templates` | adjacent | Anatomy and maintenance of inkline-starter-* repos and examples — the two starter flavors, what every starter must include, per-framework specifics, and the clone-to-rendered-component-under-2-minutes bar. Use when creating or maintaining … | [source](https://github.com/inkline/inkline/tree/fcc2bf4/.claude/skills/starter-templates) |
+
+## Source: jabrena/plinth
+
+- Repository: [https://github.com/jabrena/plinth](https://github.com/jabrena/plinth) (commit `065eae8`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `152-java-performance-gatling` | adjacent | Use when you need to set up Gatling performance testing for a Java Maven project — including adding Gatling dependencies and the Gatling Maven plugin, creating Java simulations, running gatling:test, configuring a simulation class, and … | [source](https://github.com/jabrena/plinth/tree/065eae8/skills/152-java-performance-gatling) |
+
+## 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 |
+|---|---|---|---|
+| `maintainx-migration-deep-dive` | core | Execute complete platform migrations to or from MaintainX. Use when migrating from legacy CMMS systems, performing major re-platforming, or transitioning to MaintainX from spreadsheets or other tools. Trigger with phrases like "migrate to … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/maintainx-pack/skills/maintainx-migration-deep-dive) |
+| `windsurf-incident-runbook` | core | Execute Windsurf incident response when AI features fail or cause production issues. Use when Cascade breaks code, Windsurf service is down, AI-generated code causes production incidents, or team needs emergency Windsurf troubleshooting. … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/windsurf-pack/skills/windsurf-incident-runbook) |
+| `clickhouse-common-errors` | core | Diagnose and fix the top 15 ClickHouse errors \u2014 query failures,\ \ insert problems,\nmemory limits, and merge issues.\nUse when encountering ClickHouse\ \ exceptions, debugging failed queries,\nor troubleshooting server-side … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/clickhouse-pack/skills/clickhouse-common-errors) |
+| `detecting-memory-leaks` | core | Detect potential memory leaks and analyze memory usage patterns in code. Use when troubleshooting performance issues related to memory growth or identifying leak sources. Trigger with phrases like "detect memory leaks", "analyze memory … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/performance/memory-leak-detector/skills/detecting-memory-leaks) |
+| `replit-advanced-troubleshooting` | core | Debug hard Replit issues: container lifecycle, Nix build failures, deployment crashes, and memory leaks. Use when standard troubleshooting fails, investigating intermittent failures, or diagnosing complex Replit platform behavior. Trigger … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/replit-pack/skills/replit-advanced-troubleshooting) |
+| `windsurf-advanced-troubleshooting` | core | Advanced Windsurf debugging for hard-to-diagnose IDE, Cascade, and indexing issues. Use when standard troubleshooting fails, Cascade produces consistently wrong output, or investigating deep configuration problems. Trigger with phrases … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/windsurf-pack/skills/windsurf-advanced-troubleshooting) |
+
+## 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 |
+|---|---|---|---|
+| `qutip` | core | Quantum physics simulation library for open quantum systems. Use when studying master equations, Lindblad dynamics, decoherence, quantum optics, or cavity QED. Best for physics research, open system dynamics, and educational simulations. … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/qutip) |
+| `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) |
+| `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) |
+| `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 |
+|---|---|---|---|
+| `qutip` | core | Quantum physics simulation library for open quantum systems. Use when studying master equations, Lindblad dynamics, decoherence, quantum optics, or cavity QED. Best for physics research, open system dynamics, and educational simulations. … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/qutip) |
+| `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) |
+| `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) |
+| `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 |
+|---|---|---|---|
+| `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) |
+| `executing-phishing-simulation-campaign` | core | Executes authorized phishing simulation campaigns to assess an organization''s susceptibility to email-based social engineering attacks. The tester designs realistic phishing scenarios, builds credential harvesting infrastructure, sends … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/executing-phishing-simulation-campaign) |
+| `performing-plc-firmware-security-analysis` | core | This skill covers analyzing Programmable Logic Controller (PLC) firmware for security vulnerabilities including hardcoded credentials, insecure update mechanisms, backdoor functions, memory corruption flaws, and undocumented debug … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/performing-plc-firmware-security-analysis) |
+| `implementing-continuous-security-validation-with-bas` | core | Deploy Breach and Attack Simulation tools to continuously validate security control effectiveness by safely emulating real-world attack techniques across the kill chain. | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/implementing-continuous-security-validation-with-bas) |
+
+## Source: OpenRaiser/NanoResearch
+
+- Repository: [https://github.com/OpenRaiser/NanoResearch](https://github.com/OpenRaiser/NanoResearch) (commit `7144364`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `academic-plotting` | adjacent | Generates publication-quality figures for ML papers from research context. Given a paper section or description, extracts system components and relationships to generate architecture diagrams via Gemini. Given experiment results or data, … | [source](https://github.com/OpenRaiser/NanoResearch/tree/7144364/skills/vendor-ai-research/academic-plotting) |
+
+## 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 |
+|---|---|---|---|
+| `academic-plotting` | adjacent | Generates publication-quality figures for ML papers from research context. Given a paper section or description, extracts system components and relationships to generate architecture diagrams via Gemini. Given experiment results or data, … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/20-ml-paper-writing/academic-plotting) |
+
+## Source: rampstackco/claude-skills
+
+- Repository: [https://github.com/rampstackco/claude-skills](https://github.com/rampstackco/claude-skills) (commit `bc6d961`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `documentation-strategy` | core | Design and run a documentation system for a team or product. Use this skill when planning what to document, choosing a documentation tool, organizing existing docs, fixing stale documentation, designing a maintenance cadence, or scoping … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/documentation-strategy) |
+
+## Source: 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 |
+|---|---|---|---|
+| `AgentDB Memory Patterns` | core | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/agentdb-memory-patterns) |
+| `memory-management` | core | AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. Use when: need to store successful patterns, … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/memory-management) |
+
+## 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 |
+|---|---|---|---|
+| `AgentDB Memory Patterns` | core | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/agentdb-memory-patterns) |
+| `memory-management` | core | AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. Use when: need to store successful patterns, … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/memory-management) |
+
+## 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-design-patterns` | adjacent | Idiomatic Golang design patterns — functional options, constructors, error flow and cascading, resource management and lifecycle, graceful shutdown, resilience, architecture, dependency injection, data handling, streaming, and more. Apply … | [source](https://github.com/samber/cc-skills-golang/tree/4881c01/skills/golang-design-patterns) |
+
+## 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 |
+|---|---|---|---|
+| `idea-discovery-robot` | core | Workflow 1 adaptation for robotics and embodied AI. Orchestrates robotics-aware literature survey, idea generation, novelty check, and critical review to go from a broad robotics direction to benchmark-grounded, simulation-first ideas. Use … | [source](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/eb5c9d7/skills/idea-discovery-robot) |
+
+## 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 |
+|---|---|---|---|
+| `academic-plotting` | adjacent | Generates publication-quality figures for ML papers from research context. Given a paper section or description, extracts system components and relationships to generate architecture diagrams via Gemini. Given experiment results or data, … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/20-ml-paper-writing/academic-plotting) |
+
+## Source: NVIDIA/skills
+
+- Repository: [https://github.com/NVIDIA/skills](https://github.com/NVIDIA/skills) (commit `153b14b`, retrieved 2026-07-14)
+- License: CC-BY-4.0 (skills/docs), Apache-2.0 (code)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `omniverse-cad-to-simready` | core | Coordinate the end-to-end CAD/source-asset to SimReady workflow. Use for broad requests such as CAD to SimReady, source asset to simulation-ready USD, or prop packaging that require conversion, material/physics assignment, SimReady … | [source](https://github.com/NVIDIA/skills/tree/153b14b/plugins/nvidia-skills/skills/omniverse-cad-to-simready) |
+| `tao-train-pointpillars` | core | PointPillars for 3D object detection from LiDAR point clouds. Encodes point clouds into a pseudo-image via a pillar-based representation, then applies 2D detection — used in autonomous driving and robotics. Use when training, evaluating, … | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/tao-train-pointpillars) |
+| `cudaq-guide` | adjacent | CUDA-Q onboarding guide for installation, test programs, GPU simulation, QPU hardware, and quantum applications. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/cudaq-guide) |
+| `omniverse-usd-performance-tuning` | adjacent | Top-level workflow skill for USD performance diagnosis and optimization. Use for slow loading, high memory, low FPS, or 'optimize my scene' requests; delegates auth/runtime setup to Phase 0 owners. | [source](https://github.com/NVIDIA/skills/tree/153b14b/plugins/nvidia-skills/skills/omniverse-usd-performance-tuning) |
+| `omniverse-realtime-viewer` | adjacent | Use as the top-level router for Omniverse Realtime Viewer USD app requests and focused viewer reference documents. | [source](https://github.com/NVIDIA/skills/tree/153b14b/plugins/nvidia-skills/skills/omniverse-realtime-viewer) |
+| `physical-ai-infrastructure-setup-and-resilient-scaling` | adjacent | Use when the user wants to set up, scale, validate, or harden NVIDIA physical AI infrastructure for synthetic data generation workflows across local MicroK8s or Azure AKS, including Kubernetes clusters, inference endpoint deployment, OSMO … | [source](https://github.com/NVIDIA/skills/tree/153b14b/plugins/nvidia-skills/skills/physical-ai-infrastructure-setup-and-resilient-scaling) |
+| `physical-ai-neural-reconstruction` | adjacent | Router for NVIDIA NuRec/NRE: USDZ rendering, NCore conversion, 3DGS, gRPC sensor sim, PhysicalAI HF datasets. Do NOT use for SimReady or infra setup. | [source](https://github.com/NVIDIA/skills/tree/153b14b/plugins/nvidia-skills/skills/physical-ai-neural-reconstruction) |
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,176 @@
+# Market evidence report — mechatronics-engineering-technician
+
+Source: **51 real job ads** (JSearch API, countries: us 51), extracted into the MSSQL evidence store; as of 2026-07-17.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 28 | 55 % |
+| senior | 15 | 29 % |
+| junior | 6 | 12 % |
+| lead | 1 | 2 % |
+| n/a | 1 | 2 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | computerized maintenance management system (cmms) | 15 | 29 % |
+| 2 | microsoft excel | 13 | 25 % |
+| 3 | microsoft word | 13 | 25 % |
+| 4 | microsoft powerpoint | 12 | 24 % |
+| 5 | Microsoft Project | 11 | 22 % |
+| 6 | Microsoft Office | 8 | 16 % |
+| 7 | AutoCAD | 5 | 10 % |
+| 8 | Fanuc robots | 3 | 6 % |
+| 9 | programmable logic controls (plc) | 3 | 6 % |
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | preventative maintenance | 26 | 51 % |
+| 2 | blueprint reading | 21 | 41 % |
+| 3 | troubleshooting | 21 | 41 % |
+| 4 | electrical troubleshooting | 18 | 35 % |
+| 5 | equipment repair | 14 | 27 % |
+| 6 | mechanical repair | 12 | 24 % |
+| 7 | pneumatic systems maintenance | 12 | 24 % |
+| 8 | plc programming | 11 | 22 % |
+| 9 | mechanical troubleshooting | 10 | 20 % |
+| 10 | schematic interpretation | 10 | 20 % |
+| 11 | predictive maintenance | 9 | 18 % |
+| 12 | schematic reading | 8 | 16 % |
+| 13 | preventive maintenance | 7 | 14 % |
+| 14 | diagnostics | 6 | 12 % |
+| 15 | equipment maintenance | 6 | 12 % |
+| 16 | electrical maintenance | 4 | 8 % |
+| 17 | mechanical maintenance | 4 | 8 % |
+| 18 | project management | 4 | 8 % |
+| 19 | relay logic installation | 4 | 8 % |
+| 20 | vendor management | 4 | 8 % |
+| 21 | data analysis | 3 | 6 % |
+| 22 | electrical repair | 3 | 6 % |
+| 23 | electrical schematics reading | 3 | 6 % |
+| 24 | equipment installation | 3 | 6 % |
+| 25 | plc troubleshooting | 3 | 6 % |
+| 26 | pneumatics | 3 | 6 % |
+| 27 | robotics | 3 | 6 % |
+| 28 | tooling design | 3 | 6 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | continuous improvement | 9 | 18 % |
+| 2 | iso specifications | 5 | 10 % |
+| 3 | preventative maintenance | 5 | 10 % |
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | equipment maintenance | 15 | 29 % |
+| 2 | work order creation | 13 | 25 % |
+| 3 | junior technician mentoring | 12 | 24 % |
+| 4 | equipment repair | 11 | 22 % |
+| 5 | inventory tracking | 8 | 16 % |
+| 6 | equipment installation | 7 | 14 % |
+| 7 | safety promotion | 7 | 14 % |
+| 8 | team leadership | 6 | 12 % |
+| 9 | spare parts management | 5 | 10 % |
+| 10 | vendor oversight | 5 | 10 % |
+| 11 | work order management | 5 | 10 % |
+| 12 | emergency repair management | 4 | 8 % |
+| 13 | maintenance routines | 4 | 8 % |
+| 14 | quality control | 4 | 8 % |
+| 15 | training development | 4 | 8 % |
+| 16 | equipment management | 3 | 6 % |
+| 17 | equipment operation | 3 | 6 % |
+| 18 | inventory management | 3 | 6 % |
+| 19 | issue diagnosis | 3 | 6 % |
+| 20 | maintenance completion | 3 | 6 % |
+| 21 | preventative maintenance auditing | 3 | 6 % |
+| 22 | production support | 3 | 6 % |
+| 23 | technical support | 3 | 6 % |
+| 24 | troubleshooting | 3 | 6 % |
+
+## Regional breakdown
+
+> **Corpus note:** 51 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
+
+### US (us)
+
+51 ads.
+
+**Top hard skills:**
+
+- preventative maintenance — 51 % (26 ads)
+- blueprint reading — 41 % (21 ads)
+- troubleshooting — 41 % (21 ads)
+- electrical troubleshooting — 35 % (18 ads)
+- equipment repair — 27 % (14 ads)
+- mechanical repair — 24 % (12 ads)
+- pneumatic systems maintenance — 24 % (12 ads)
+- plc programming — 22 % (11 ads)
+- mechanical troubleshooting — 20 % (10 ads)
+- schematic interpretation — 20 % (10 ads)
+
+**Top tools:**
+
+- computerized maintenance management system (cmms) — 29 % (15 ads)
+- microsoft excel — 25 % (13 ads)
+- microsoft word — 25 % (13 ads)
+- microsoft powerpoint — 24 % (12 ads)
+- Microsoft Project — 22 % (11 ads)
+- Microsoft Office — 16 % (8 ads)
+- AutoCAD — 10 % (5 ads)
+- Fanuc robots — 6 % (3 ads)
+- programmable logic controls (plc) — 6 % (3 ads)
+- solidworks — 4 % (2 ads)
+
+**Seniority:** mid 55 % · senior 29 % · junior 12 % · lead 2 % · n/a 2 %
+
+### UK (gb)
+
+**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+### EU/DACH (de, at, ch, nl)
+
+**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+
+## Job title variants in the market
+
+| Title | Ads |
+|---|---|
+| Senior Mechatronics & Robotics Technician | 10 |
+| Mechatronics & Robotics Technician | 9 |
+| Automation Engineering Technician - Global | 1 |
+| Automation Technician – Robotics & Mechatronics | 1 |
+| Electromechanical and Mechatronics Technologists and Technicians | 1 |
+| Equipment Engineering Technician II (automation, robotics, mechatronics) - First Shift (Wed-Sat | 1 |
+| Field Service - Automation - Mechatronics - Columbia, MD | 1 |
+| Industrial Mechatronics Technician, Robotics & HMI Integration | 1 |
+| Mech and Robotics Tech | 1 |
+| Mechatronics & Robotics Apprentice | 1 |
+| Mechatronics & Robotics Tech | 1 |
+| Mechatronics & Robotics Tech – MHE Automation & Maintenance | 1 |
+| Mechatronics & Robotics Technician MRT | 1 |
+| Mechatronics Engineering Tech | 1 |
+| Mechatronics Maintenance Technician - Night Shift (6pm-6am) | 1 |
+| Mechatronics Maintenance Technician 87706 | 1 |
+| Mechatronics Maintenance Technician- CWW Back End Nights | 1 |
+| Mechatronics Specialist | 1 |
+| Mechatronics Technician | 1 |
+| Mechatronics Technician Apprentice | 1 |
+| Mechatronics Technician Apprentice (Trainee) Middletown, Pennsylvania | 1 |
+| Mechatronics Technician I - 3rd Shift | 1 |
+| Mechatronics Technician I (12:00pm - 8:30pm) | 1 |
+| Mechatronics Technician II - 3rd Shift | 1 |
+| Mechatronics Technician II: Optimize & Maintain Production | 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.
--- a/references/profile.md
+++ b/references/profile.md
@@ -0,0 +1,25 @@
+# Occupation profile — mechatronics engineering technician
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/edf2e989-d7c5-496e-b365-81fc5cb9eb39
+- **ESCO code:** 3115.1.11
+- **ISCO-08 group:** 3115 — Mechanical engineering technicians
+- **O*NET-SOC:** 17-2199.05 — Mechatronics Engineers (match: closeMatch)
+
+## Description (ESCO)
+
+Mechatronics engineering technicians collaborate with engineers in the development of mechatronic devices and applications through a combination of mechanical engineering, electronic engineering, and computer engineering. They build, test, install, and calibrate mechatronics and solve technical problems.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- mechatronic device technologist
+- mechatronic device technician
+- technician in mechatronics
+- mechatronics technician
+- technologist in mechatronics
+- technologist in mechatronic devices
+- mechatronics technologist
+- technician in mechatronic devices
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,100 @@
+# Competences — mechatronics engineering technician
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/edf2e989-d7c5-496e-b365-81fc5cb9eb39).
+
+## Essential
+
+- **adjust engineering designs** (skill/competence)
+- **align components** (skill/competence)
+- **assemble mechatronic units** (skill/competence)
+- **assist scientific research** (skill/competence)
+- **automation technology** (knowledge)
+- **computer engineering** (knowledge)
+- **control engineering** (knowledge)
+- **design drawings** (knowledge)
+- **electrical engineering** (knowledge)
+- **electronics** (knowledge)
+- **fasten components** (skill/competence)
+- **follow standards for machinery safety** (skill/competence)
+- **inspect quality of products** (skill/competence)
+- **install mechatronic equipment** (skill/competence)
+- **interpret circuit diagrams** (skill/competence)
+- **liaise with engineers** (skill/competence)
+- **mechanical engineering** (knowledge)
+- **mechatronics** (knowledge)
+- **perform test run** (skill/competence)
+- **physics** (knowledge)
+- **prepare production prototypes** (skill/competence)
+- **quality standards** (knowledge)
+- **read assembly drawings** (skill/competence)
+- **read engineering drawings** (skill/competence)
+- **record test data** (skill/competence)
+- **robotics** (knowledge)
+- **simulate mechatronic design concepts** (skill/competence)
+- **test mechatronic units** (skill/competence)
+
+## Optional
+
+- apply technical communication skills (skill/competence)
+- assemble hardware components (skill/competence)
+- assemble machines (skill/competence)
+- automatic control system (knowledge)
+- CAD software (knowledge)
+- CAE software (knowledge)
+- calibrate mechatronic instruments (skill/competence)
+- consumer electronics (knowledge)
+- customise software for drive system (skill/competence)
+- electromechanics (knowledge)
+- examine engineering principles (skill/competence)
+- hydraulics (knowledge)
+- install automation components (skill/competence)
+- install software (skill/competence)
+- integrate new products in manufacturing (skill/competence)
+- keep records of work progress (skill/competence)
+- keep up with digital transformation of industrial processes (skill/competence)
+- maintain control systems for automated equipment (skill/competence)
+- maintain mechatronic equipment (skill/competence)
+- micromechatronic engineering (knowledge)
+- monitor automated machines (skill/competence)
+- optical engineering (knowledge)
+- optoelectronic devices (knowledge)
+- optoelectronics (knowledge)
+- pneumatics (knowledge)
+- program a CNC controller (skill/competence)
+- program firmware (skill/competence)
+- programmable logic controller (knowledge)
+- replace machines (skill/competence)
+- resolve equipment malfunctions (skill/competence)
+- set up automotive robot (skill/competence)
+- set up machine controls (skill/competence)
+- telecommunications engineering (knowledge)
+- use CAM software (skill/competence)
+- write technical reports (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 51 ads, as of 2026-07-17)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- preventative maintenance — **51 %**
+- blueprint reading — **41 %**
+- troubleshooting — **41 %**
+- electrical troubleshooting — **35 %**
+- equipment repair — **27 %**
+- pneumatic systems maintenance — **24 %**
+- mechanical repair — **24 %**
+- plc programming — **22 %**
+- schematic interpretation — **20 %**
+- mechanical troubleshooting — **20 %**
+
+### Responsibilities
+
+- equipment maintenance — **29 %**
+- work order creation — **25 %**
+- junior technician mentoring — **24 %**
+- equipment repair — **22 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,56 @@
+# Tasks & work activities — mechatronics engineering technician
+
+Source: O*NET 30.3, occupation 17-2199.05 (Mechatronics Engineers).
+
+## Task statements
+
+- **[Core]** Publish engineering reports documenting design details or qualification test results.
+- **[Core]** Provide consultation or training on topics such as mechatronics or automated control.
+- **[Core]** Oversee the work of contractors in accordance with project requirements.
+- **[Core]** Create mechanical design documents for parts, assemblies, or finished products.
+- **[Core]** Maintain technical project files.
+- **[Core]** Analyze existing development or manufacturing procedures and suggest improvements.
+- **[Core]** Implement or test design solutions.
+- **[Core]** Research, select, or apply sensors, communication technologies, or control devices for motion control, position sensing, pressure sensing, or electronic communication.
+- **[Core]** Design engineering systems for the automation of industrial tasks.
+- **[Core]** Upgrade the design of existing devices by adding mechatronic elements.
+- **[Core]** Design advanced precision equipment for accurate or controlled applications.
+- **[Core]** Apply mechatronic or automated solutions to the transfer of materials, components, or finished goods.
+- **[Core]** Identify materials appropriate for mechatronic system designs.
+- **[Core]** Create mechanical models to simulate mechatronic design concepts.
+- **[Core]** Determine the feasibility, costs, or performance benefits of new mechatronic equipment.
+- **[Supplemental]** Design, develop, or implement control circuits or algorithms for electromechanical or pneumatic devices or systems.
+- **[Supplemental]** Design advanced electronic control systems for mechanical systems.
+- **[Supplemental]** Create embedded software design programs.
+- **[Supplemental]** Develop electronic, mechanical, or computerized processes to perform tasks in dangerous situations, such as underwater exploration or extraterrestrial mining.
+- **[Supplemental]** Design mechatronics components for computer-controlled products, such as cameras, video recorders, automobiles, or airplanes.
+- **[Supplemental]** Design or develop automated control systems for environmental applications, such as waste processing, air quality, or water quality systems.
+- **[Supplemental]** Design self-monitoring mechanical systems, such as gear systems that monitor loading or condition of systems to detect and prevent failures.
+- **[Supplemental]** Monitor or calibrate automated systems, industrial control systems, or system components to maximize efficiency of production.
+
+## Detailed work activities
+
+- Analyze design or requirements information for mechanical equipment or systems.
+- Calibrate scientific or technical equipment.
+- Create graphical representations of mechanical equipment.
+- Create physical models or prototypes.
+- Design control systems for mechanical or other equipment.
+- Design electromechanical equipment or systems.
+- Design environmental control systems.
+- Design industrial processing systems.
+- Develop software or computer applications.
+- Develop technical methods or processes.
+- Document design or operational test results.
+- Estimate operational costs.
+- Estimate technical or resource requirements for development or production projects.
+- Implement design or process improvements.
+- Maintain operational records or records systems.
+- Monitor the productivity or efficiency of industrial operations.
+- Provide technical guidance to other personnel.
+- Recommend technical design or process changes to improve efficiency, quality, or performance.
+- Research engineering applications of emerging technologies.
+- Select project materials.
+- Select tools, equipment, or technologies for use in operations or projects.
+- Supervise engineering or other technical personnel.
+- Test performance of electrical, electronic, mechanical, or integrated systems or equipment.
+- Train personnel on proper operational procedures.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,76 @@
+# Tools & technology — mechatronics engineering technician
+
+Source: O*NET 30.3 'Software Skills' for 17-2199.05.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| The MathWorks MATLAB | Analytical or scientific software | yes |
+| Autodesk AutoCAD | Computer aided design CAD software | yes |
+| Dassault Systemes SolidWorks | Computer aided design CAD software | yes |
+| Structured query language SQL | Data base user interface and query software | yes |
+| C | Development environment software | yes |
+| Microsoft Visual Basic | Development environment software | yes |
+| SAP software | Enterprise resource planning ERP software | yes |
+| C# | Object or component oriented development software | yes |
+| C++ | Object or component oriented development software | yes |
+| Oracle Java | Object or component oriented development software | yes |
+| Python | Object or component oriented development software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Linux | Operating system software | yes |
+| Microsoft Windows | Operating system software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Visio | Process mapping and design software | yes |
+| Microsoft Project | Project management software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Microsoft Word | Word processing software | yes |
+| ANSYS simulation software | Analytical or scientific software |  |
+| Dassault Systemes Dymola | Analytical or scientific software |  |
+| Finite element method FEM software | Analytical or scientific software |  |
+| MathWorks Simulink | Analytical or scientific software |  |
+| MSC Software Adams | Analytical or scientific software |  |
+| MSC Software Nastran | Analytical or scientific software |  |
+| Simulation software | Analytical or scientific software |  |
+| The MathWorks Real-Time Workshop | Analytical or scientific software |  |
+| The MathWorks Stateflow | Analytical or scientific software |  |
+| Vector CANalyzer | Analytical or scientific software |  |
+| Vector Canape | Analytical or scientific software |  |
+| Autodesk AutoCAD Mechanical | Computer aided design CAD software |  |
+| Computer assisted software engineering CASE software | Computer aided design CAD software |  |
+| Dassault Systemes CATIA | Computer aided design CAD software |  |
+| Mentor Graphics VeSys Design | Computer aided design CAD software |  |
+| PTC Creo Parametric | Computer aided design CAD software |  |
+| Rapid prototyping software | Computer aided manufacturing CAM software |  |
+| Artisan Studio | Development environment software |  |
+| Embedded systems development software | Development environment software |  |
+| Hardware description language HDL | Development environment software |  |
+| IBM Rational | Development environment software |  |
+| Microchip MPLAB Integrated Development Environment (IDE) | Development environment software |  |
+| National Instruments LabVIEW | Development environment software |  |
+| Vector CANoe | Development environment software |  |
+| Woodward MotoTron Control Solutions MotoHawk | Development environment software |  |
+| dSPACE | Document management software |  |
+| Disk file systems | Filesystem software |  |
+| AVEVA InTouch HMI | Industrial control software |  |
+| Programmable logic controller PLC software | Industrial control software |  |
+| Web browser software | Internet browser software |  |
+| Modelica | Object or component oriented development software |  |
+| Magellan Firmware | Operating system software |  |
+| Keysight Intuilink Connectivity Software | Platform interconnectivity software |  |
+| Debuggers | Program testing software |  |
+| Unified modeling language UML | Requirements analysis and system architecture software |  |
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 51 ads, as of 2026-07-17)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Tools
+
+- computerized maintenance management system (cmms) — **29 %**
+- microsoft excel — **25 %**
+- microsoft word — **25 %**
+- microsoft powerpoint — **24 %**
+- Microsoft Project — **22 %**
+
+<!-- market-evidence -->