feat: robotics-engineer skill package v0.1.0

2026-08-14 16:55:21 +02:00
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
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+# Data provenance — robotics-engineer
+
+Where the content of this skill package comes from, counted by
+content items (tasks, competences, tools, evidence entries, curated
+knowledge). Rendered live by Gitea:
+
+```mermaid
+%%{init: {'theme':'base','themeVariables':{'pie1':'#f9a825','pie2':'#1e88e5','pie3':'#ff355e','pie4':'#d97757','pie5':'#8e24aa','pieOuterStrokeWidth':'0px','pieSectionTextColor':'#fff'}}}%%
+pie showData
+    title Content sources — robotics-engineer
+    "ESCO (occupation & competences)" : 54
+    "O*NET (tasks & tools)" : 112
+    "Job boards (market evidence)" : 107
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 147
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 54 | 12.7 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 112 | 26.4 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 107 | 25.2 % | 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 | 1.2 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 147 | 34.6 % | references/ai-skills.md (per-source attribution inside) |
+| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) |
+
+Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) ·
+job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content
+paraphrased with source URLs — never copied · external AI skills are
+linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md).
--- a/SKILL.md
+++ b/SKILL.md
@@ -0,0 +1,81 @@
+---
+name: robotics-engineer
+description: "Occupational skill for the role 'robotics engineer' (also: automation systems engineer, robotics engineering adviser, autonomous systems engineer, robotic technology engineering specialist, robotics engineering expert, robotic engineer). Use when the user asks for typical robotics engineer work such as: Supervise technologists, technicians, or other engineers.; Integrate robotics with peripherals, such as welders, controllers, or other equipment.; Provide technical support for robotic systems."
+---
+
+# Robotics Engineer
+
+Robotics engineers design and develop robotic devices and applications in combination with mechanical engineering principles. They use pre-established designs and current developments for improving or inventing systems, machinery and equipment. They combine several knowledge fields such as computing, engineering, and electronics in the development of new engineering applications.
+
+## Core workflow
+
+1. Supervise technologists, technicians, or other engineers.
+2. Integrate robotics with peripherals, such as welders, controllers, or other equipment.
+3. Provide technical support for robotic systems.
+4. Review or approve designs, calculations, or cost estimates.
+5. Make system device lists or event timing charts.
+6. Document robotic application development, maintenance, or changes.
+7. Write algorithms or programming code for ad hoc robotic applications.
+8. Create back-ups of robot programs or parameters.
+
+## 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
+- approve engineering design
+- assess financial viability
+- automatic control system
+- design automation components
+- develop computer vision system
+- engineering principles
+- engineering processes
+- execute feasibility study
+- human-robot collaboration
+- mechanical engineering
+- mechanics
+- perform scientific research
+- robotic components
+- robotics
+
+## Hot technologies
+
+- The MathWorks MATLAB
+- Autodesk AutoCAD
+- Bentley MicroStation
+- Dassault Systemes SolidWorks
+- Atlassian JIRA
+- Amazon Web Services AWS software
+- Oracle Database
+- Structured query language SQL
+- C
+- Microsoft .NET Framework
+
+
+<!-- hot-tech -->
+
+## Hot technologies
+
+Top tools from 46 gated job ads (see references/market.md, as of 2026-07-19):
+
+- Python — 20 %
+- C++ — 11 %
+- Linux — 11 %
+- ROS2 — 11 %
+- Docker — 9 %
+- Gazebo — 9 %
+- Matlab — 9 %
+- ROS — 9 %
+- ROS / ROS2 — 9 %
+- Isaac Sim — 7 %
+
+<!-- hot-tech -->
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/551a6797-3ca9-41fc-9dca-9a982a8fd8a6), O*NET 30.3 (17-2199.08). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,214 @@
+{
+  "name": "robotics-engineer",
+  "title": "robotics engineer",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/551a6797-3ca9-41fc-9dca-9a982a8fd8a6",
+    "esco_code": "2149.15",
+    "isco_group": "2149",
+    "onet_soc": "17-2199.08",
+    "crosswalk_match": "exactMatch"
+  },
+  "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": 24,
+    "dwas": 20,
+    "skills_essential": 17,
+    "skills_optional": 36,
+    "software": 67
+  },
+  "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
+      },
+      "wshobson/agents": {
+        "repo": "https://github.com/wshobson/agents",
+        "commit": "6fd3247",
+        "license": "MIT (c) Seth Hobson",
+        "skills": 4
+      },
+      "NVIDIA/skills": {
+        "repo": "https://github.com/NVIDIA/skills",
+        "commit": "153b14b",
+        "license": "CC-BY-4.0 (skills/docs), Apache-2.0 (code)",
+        "skills": 7
+      },
+      "infrasity-labs/dev-gtm-claude-skills": {
+        "repo": "https://github.com/infrasity-labs/dev-gtm-claude-skills",
+        "commit": "02cfefb",
+        "license": "MIT",
+        "skills": 1
+      },
+      "AgriciDaniel/claude-blog": {
+        "repo": "https://github.com/AgriciDaniel/claude-blog",
+        "commit": "49842ea",
+        "license": "MIT",
+        "skills": 1
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 6
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 11
+      },
+      "K-Dense-AI/claude-scientific-skills": {
+        "repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 5
+      },
+      "K-Dense-AI/scientific-agent-skills": {
+        "repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 5
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 11
+      },
+      "brycewang-stanford/Auto-Empirical-Research-Skills": {
+        "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
+        "commit": "85bf545",
+        "license": "CC-BY-4.0",
+        "skills": 11
+      },
+      "rampstackco/claude-skills": {
+        "repo": "https://github.com/rampstackco/claude-skills",
+        "commit": "bc6d961",
+        "license": "MIT",
+        "skills": 2
+      },
+      "nWave-ai/nWave": {
+        "repo": "https://github.com/nWave-ai/nWave",
+        "commit": "1d0f13c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "ferdinandobons/startup-skill": {
+        "repo": "https://github.com/ferdinandobons/startup-skill",
+        "commit": "a5f97c3",
+        "license": "MIT",
+        "skills": 1
+      },
+      "sanjay3290/ai-skills": {
+        "repo": "https://github.com/sanjay3290/ai-skills",
+        "commit": "3619692",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "vibeeval/vibecosystem": {
+        "repo": "https://github.com/vibeeval/vibecosystem",
+        "commit": "cea9462",
+        "license": "MIT",
+        "skills": 1
+      },
+      "AgriciDaniel/claude-ads": {
+        "repo": "https://github.com/AgriciDaniel/claude-ads",
+        "commit": "669c760",
+        "license": "MIT",
+        "skills": 1
+      },
+      "code-yeongyu/oh-my-openagent": {
+        "repo": "https://github.com/code-yeongyu/oh-my-openagent",
+        "commit": "b19f652",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 3
+      },
+      "hypnguyen1209/offensive-claude": {
+        "repo": "https://github.com/hypnguyen1209/offensive-claude",
+        "commit": "4d62be7",
+        "license": "MIT",
+        "skills": 1
+      },
+      "basicmachines-co/basic-memory": {
+        "repo": "https://github.com/basicmachines-co/basic-memory",
+        "commit": "53da71c",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "HeshamFS/materials-simulation-skills": {
+        "repo": "https://github.com/HeshamFS/materials-simulation-skills",
+        "commit": "fa1ce8d",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "syahiidkamil/Software-Engineer-AI-Agent-Atlas": {
+        "repo": "https://github.com/syahiidkamil/Software-Engineer-AI-Agent-Atlas",
+        "commit": "fc0bf11",
+        "license": "no explicit license \u2014 referenced by link only",
+        "skills": 1
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 70,
+      "adjacent": 10
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 54,
+      "onet": 112,
+      "jobads": 107,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 147,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 12.7,
+      "onet": 26.4,
+      "jobads": 25.2,
+      "wiki_ai": 0.0,
+      "anthropic": 1.2,
+      "ai_skills": 34.6,
+      "stackx": 0.0
+    },
+    "method": "content items per source category"
+  },
+  "collar": "white",
+  "computer_work": true
+}
--- a/references/ai-skills.md
+++ b/references/ai-skills.md
@@ -0,0 +1,290 @@
+# External AI agent skills — robotics-engineer
+
+Proven, publicly available AI agent skills mapped to this occupation.
+Nothing is copied from the sources: every entry is a name, a one-line
+summary and a link to the upstream skill package. Each section names
+its source repository, commit, license and retrieval date.
+
+**Tiers:** `core` = the skill directly exercises a top market hard
+skill, tool or method (from gated job-ad evidence) or an essential
+ESCO competence of this occupation; `adjacent` =
+plausibly useful, secondary. Entries are capped at 12 per source
+and 80 in total per occupation (core first,
+strongest matches survive); everything beyond the caps is excluded
+and logged in the pipeline audit trail, not in this package.
+
+_Matched deterministically (ISCO group + title/competence keywords,
+tiered against market evidence + ESCO essentials) by
+`pipeline/p5_enrich_ai_skills.py` on 2026-07-14._
+
+## Source: anthropics/skills
+
+- Repository: [https://github.com/anthropics/skills](https://github.com/anthropics/skills) (commit `f6656c1`, retrieved 2026-07-14)
+- License: Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available — see the LICENSE.txt in the upstream skill folder
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `docx` | adjacent | Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files) or Word templates (.dotx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', '.dotx', or requests to … | [source](https://github.com/anthropics/skills/tree/main/skills/docx) |
+| `pdf` | adjacent | Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating … | [source](https://github.com/anthropics/skills/tree/main/skills/pdf) |
+
+## Source: wshobson/agents
+
+- Repository: [https://github.com/wshobson/agents](https://github.com/wshobson/agents) (commit `6fd3247`, retrieved 2026-07-14)
+- License: MIT (c) Seth Hobson
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `arm-cortex-expert (agent)` | core | Senior embedded software engineer specializing in firmware and driver development for ARM Cortex-M microcontrollers (Teensy, STM32, nRF52, SAMD). Decades of experience writing reliable, optimized, and maintainable embedded code with deep … | [source](https://github.com/wshobson/agents/tree/main/plugins/arm-cortex-microcontrollers/agents/arm-cortex-expert.md) |
+| `memory-safety-patterns` | core | Implement memory-safe programming with RAII, ownership, smart pointers, and resource management across Rust, C++, and C. Use when writing safe systems code, managing resources, or preventing memory bugs. | [source](https://github.com/wshobson/agents/tree/main/plugins/systems-programming/skills/memory-safety-patterns) |
+| `rust-async-patterns` | adjacent | Master Rust async programming with Tokio, async traits, error handling, and concurrent patterns. Use when building async Rust applications, implementing concurrent systems, or debugging async code. | [source](https://github.com/wshobson/agents/tree/main/plugins/systems-programming/skills/rust-async-patterns) |
+| `go-concurrency-patterns` | adjacent | Master Go concurrency with goroutines, channels, sync primitives, and context. Use when building concurrent Go applications, implementing worker pools, or debugging race conditions. | [source](https://github.com/wshobson/agents/tree/main/plugins/systems-programming/skills/go-concurrency-patterns) |
+
+## 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 |
+|---|---|---|---|
+| `ros-integration` | core | Deep integration with ROS/ROS2 middleware for node development, launch files, package management, and robot communication. Execute ros2 commands, create and validate packages, configure publishers/subscribers/services/actions, and debug … | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/robotics-simulation/skills/ros-integration) |
+| `quantitative-methods` | core | Design and execute statistical analyses including regression modeling, hypothesis testing, power analysis, and robustness checks using R, Stata, SPSS, or Python | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/social-sciences/skills/quantitative-methods) |
+| `doe-designer` | core | Design of Experiments planning and analysis skill for factorial and response surface experiments. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/industrial-engineering/skills/doe-designer) |
+| `gnc-simulation` | core | Skill for guidance, navigation, and control system simulation and analysis | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/aerospace-engineering/skills/gnc-simulation) |
+| `growing-outside-in-systems` | core | Drive feature development using Outside-In TDD with Hexagonal Architecture. Design emerges through inline code, in-memory fakes, interface extraction, and deferred I/O. Use when building features, writing tests, or structuring backend … | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/backend-development/skills/growing-outside-in-systems) |
+| `qiskit-quantum-simulator` | core | Qiskit quantum computing skill for circuit design, simulation, and quantum algorithm development | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/physics/skills/qiskit-quantum-simulator) |
+| `A/B Test Design` | core | Statistical experiment design and analysis capabilities for product experimentation | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/product-management/skills/ab-test-design) |
+| `ros2_control Skill` | core | Hardware abstraction and controller management using ros2_control framework | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/robotics-simulation/skills/ros2-control) |
+| `simulation-experiment-designer` | core | Simulation experimental design skill for efficient scenario analysis and optimization. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/industrial-engineering/skills/simulation-experiment-designer) |
+| `system-dynamics-modeler` | core | System dynamics modeling skill for feedback loop analysis, stock-flow diagrams, and dynamic simulation | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/decision-intelligence/skills/system-dynamics-modeler) |
+| `gatling-load-testing` | core | Expert skill for Gatling simulation development, load test execution, and performance analysis. Write Gatling simulations in Scala DSL, configure injection profiles and feeders, define assertions, analyze HTML reports, and integrate with … | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/performance-optimization/skills/gatling-load-testing) |
+
+## Source: AgriciDaniel/claude-ads
+
+- Repository: [https://github.com/AgriciDaniel/claude-ads](https://github.com/AgriciDaniel/claude-ads) (commit `669c760`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ads-test` | core | Design and evaluate paid-ad experiments with hypotheses, randomization units, sample-size and duration assumptions, guardrails, platform experiment tools, analysis, and decision rules. Use for A/B test, split test, experiment design, … | [source](https://github.com/AgriciDaniel/claude-ads/tree/669c760/skills/ads-test) |
+
+## Source: AgriciDaniel/claude-blog
+
+- Repository: [https://github.com/AgriciDaniel/claude-blog](https://github.com/AgriciDaniel/claude-blog) (commit `49842ea`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `blog-strategy` | core | Blog strategy development including topic cluster architecture with hub-and-spoke design, audience mapping, competitive landscape analysis, AI citation surface strategy across ChatGPT/Perplexity/AI Overviews, distribution channel planning … | [source](https://github.com/AgriciDaniel/claude-blog/tree/49842ea/skills/blog-strategy) |
+
+## Source: 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-literary-analysis` | core | Analyze a complete literary work into a structured Basic Memory knowledge graph. Covers schema design, entity seeding, chapter-by-chapter processing, cross-referencing, validation, and visualization. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-literary-analysis) |
+
+## 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 |
+|---|---|---|---|
+| `universal-ma-codebook` | core | Universal Meta-Analysis Codebook v2.2 - AI-Human collaboration for meta-analysis data extraction. 4-layer design: Identifiers, Statistics, AI Provenance, Human Verification. Integrates with C5/C6/C7 agents and Category I systematic review … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/universal-ma-codebook) |
+| `aer-statspai` | core | Use when aer-identification has fixed the design, after methodology choice and before aer-robustness or aer-tables-figures, to run an AER-track analysis with StatsPAI — the agent-native Python engine and MCP server for causal inference, … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/50-brycewang-aer-skills/skills/aer-statspai) |
+| `statistics-skills` | core | 10 statistical analysis skills. Trigger: statistical tests, Bayesian analysis, hypothesis testing, sampling. Design: method guides covering assumptions, code, and result interpretation. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/analysis/statistics) |
+| `ai-ml-skills` | core | 27 ai & machine learning skills. Trigger: ML experiments, model training, deep learning, NLP, computer vision. Design: covers frameworks, benchmarks, paper reproduction, and AI research workflows. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/ai-ml) |
+| `automation-skills` | core | 10 research automation skills. Trigger: automating experiments, tracking results, reproducible pipelines. Design: ML experiment management, workflow orchestration, and lab automation tools. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/automation) |
+| `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) |
+| `law-skills` | core | 9 legal research skills. Trigger: legal research, case law analysis, regulatory compliance. Design: legal databases, citation networks, and judicial analytics tools. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/law) |
+| `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) |
+| `psychology-research-guide` | core | Psychological research methods, experimental design, and analysis | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/social-science/psychology-research-guide) |
+| `metadata-skills` | core | 24 metadata & bibliometrics skills. Trigger: DOI resolution, citation metrics, author disambiguation, bibliometrics. Design: metadata APIs and bibliometric analysis tools for scholarly records. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/literature/metadata) |
+| `cross-national-design` | core | Design cross-national survey experiments: power, equivalence, localization. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/54-scdenney-open-science-skills/skills/cross-national-design) |
+
+## 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) |
+| `product-strategist` | core | Strategic product leadership toolkit for Head of Product including OKR cascade generation, market analysis, vision setting, and team scaling. Use for strategic planning, goal alignment, competitive analysis, and organizational design. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/business-marketing/product-strategist) |
+| `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) |
+| `bioservices` | core | Primary Python tool for 40+ bioinformatics services. Preferred for multi-database workflows: UniProt, KEGG, ChEMBL, PubChem, Reactome, QuickGO. Unified API for queries, ID mapping, pathway analysis. For direct REST control, use individual … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/bioservices) |
+| `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) |
+| `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) |
+| `crewai` | core | Expert in CrewAI - the leading role-based multi-agent framework used by 60% of Fortune 500 companies. Covers agent design with roles and goals, task definition, crew orchestration, process types (sequential, hierarchical, parallel), memory … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/crewai) |
+| `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) |
+| `pufferlib` | core | This skill should be used when working with reinforcement learning tasks including high-performance RL training, custom environment development, vectorized parallel simulation, multi-agent systems, or integration with existing RL … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/pufferlib) |
+| `scientific-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) |
+| `gcc` | core | Git Context Controller (GCC) - Manages agent memory as a versioned file system under .GCC/. This skill should be used when working on multi-step projects that benefit from structured memory persistence, milestone tracking, branching for … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/git/git-context-controller) |
+
+## Source: ferdinandobons/startup-skill
+
+- Repository: [https://github.com/ferdinandobons/startup-skill](https://github.com/ferdinandobons/startup-skill) (commit `a5f97c3`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `startup-design` | core | Design, validate, and plan a startup from scratch. Covers market research, competitive analysis, business model, brand identity, product definition, financial projections, and validation experiments. Trigger when the user has a startup … | [source](https://github.com/ferdinandobons/startup-skill/tree/a5f97c3/startup-design) |
+
+## Source: 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 |
+|---|---|---|---|
+| `designing-experiments` | core | 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) |
+| `scientific-critical-thinking` | core | Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-critical-thinking) |
+| `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) |
+| `pufferlib` | core | This skill should be used when working with reinforcement learning tasks including high-performance RL training, custom environment development, vectorized parallel simulation, multi-agent systems, or integration with existing RL … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/pufferlib) |
+| `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) |
+| `hive-mind-advanced` | core | Advanced Hive Mind collective intelligence system for queen-led multi-agent coordination with consensus mechanisms and persistent memory | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/hive-mind-advanced) |
+
+## 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 |
+|---|---|---|---|
+| `parameter-optimization` | core | Explore and optimize simulation parameters via design of experiments (DOE), sensitivity analysis, and optimizer selection — generate Latin Hypercube, quasi-random, or factorial sample plans, rank parameter influence with sensitivity … | [source](https://github.com/HeshamFS/materials-simulation-skills/tree/fa1ce8d/skills/simulation-workflow/parameter-optimization) |
+
+## 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` | core | 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: infrasity-labs/dev-gtm-claude-skills
+
+- Repository: [https://github.com/infrasity-labs/dev-gtm-claude-skills](https://github.com/infrasity-labs/dev-gtm-claude-skills) (commit `02cfefb`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `blog-strategy` | core | Blog strategy development including topic cluster architecture with hub-and-spoke design, audience mapping, competitive landscape analysis, AI citation surface strategy across ChatGPT/Perplexity/AI Overviews, distribution channel planning … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/blog-strategy) |
+
+## Source: jeremylongshore/claude-code-plugins-plus-skills
+
+- Repository: [https://github.com/jeremylongshore/claude-code-plugins-plus-skills](https://github.com/jeremylongshore/claude-code-plugins-plus-skills) (commit `e112938a`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `windsurf-git-integration` | core | Configure Git integration with Cascade AI assistance. Activate when users mention "git setup", "version control", "commit messages", "branch management", or "source control". Handles Git configuration and AI-assisted workflows. Use when … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/skill-databases/windsurf/skills/windsurf-git-integration) |
+
+## Source: K-Dense-AI/claude-scientific-skills
+
+- Repository: [https://github.com/K-Dense-AI/claude-scientific-skills](https://github.com/K-Dense-AI/claude-scientific-skills) (commit `4d97e29`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `hugging-science` | core | Use when the user is doing AI/ML work in a scientific domain such as biology, chemistry, physics, astronomy, climate, genomics, materials, medicine, ecology, energy, engineering, math, drug discovery, protein design, weather modeling, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/hugging-science) |
+| `latex-posters` | core | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/latex-posters) |
+| `scientific-critical-thinking` | core | Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/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/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-slides) |
+| `adaptyv` | core | How to use the Adaptyv Bio Foundry API and Python SDK for protein experiment design, submission, and results retrieval. Use this skill whenever the user mentions Adaptyv, Foundry API, protein binding assays, protein screening experiments, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/adaptyv) |
+
+## Source: K-Dense-AI/scientific-agent-skills
+
+- Repository: [https://github.com/K-Dense-AI/scientific-agent-skills](https://github.com/K-Dense-AI/scientific-agent-skills) (commit `4d97e29`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `hugging-science` | core | Use when the user is doing AI/ML work in a scientific domain such as biology, chemistry, physics, astronomy, climate, genomics, materials, medicine, ecology, energy, engineering, math, drug discovery, protein design, weather modeling, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/hugging-science) |
+| `latex-posters` | core | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/latex-posters) |
+| `scientific-critical-thinking` | core | Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/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/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-slides) |
+| `adaptyv` | core | How to use the Adaptyv Bio Foundry API and Python SDK for protein experiment design, submission, and results retrieval. Use this skill whenever the user mentions Adaptyv, Foundry API, protein binding assays, protein screening experiments, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/adaptyv) |
+
+## 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 |
+|---|---|---|---|
+| `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-ot-network-security-assessment` | core | This skill covers conducting comprehensive security assessments of Operational Technology (OT) networks including SCADA systems, DCS architectures, and industrial control system communication paths. It addresses the Purdue Reference Model … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/performing-ot-network-security-assessment) |
+| `analyzing-linux-kernel-rootkits` | core | Detect kernel-level rootkits in Linux memory dumps using Volatility3 linux plugins (check_syscall, lsmod, hidden_modules), rkhunter system scanning, and /proc vs /sys discrepancy analysis to identify hooked syscalls, hidden kernel modules, … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-linux-kernel-rootkits) |
+
+## Source: nWave-ai/nWave
+
+- Repository: [https://github.com/nWave-ai/nWave](https://github.com/nWave-ai/nWave) (commit `1d0f13c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `nw-interviewing-techniques` | core | Mom Test questioning toolkit, JTBD analysis, interview conduct, assumption testing framework, and hypothesis design | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-interviewing-techniques) |
+
+## Source: 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 |
+|---|---|---|---|
+| `cro-optimization` | core | Run conversion rate optimization through hypothesis-driven testing including audit, hypothesis generation, test design, statistical analysis, and rollout decisions. Use this skill whenever the user wants to optimize conversion, run A/B … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/cro-optimization) |
+| `experiment-design` | core | A discipline for designing experiments (A/B tests, multivariate, holdouts) so the results actually answer the question you asked. Hypothesis writing, sample size, duration, segment analysis, interpretation, decision-making, and the common … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/experiment-design) |
+
+## Source: sanjay3290/ai-skills
+
+- Repository: [https://github.com/sanjay3290/ai-skills](https://github.com/sanjay3290/ai-skills) (commit `3619692`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `deep-research` | core | Execute autonomous multi-step research using Google Gemini Deep Research Agent. Use for: market analysis, competitive landscaping, literature reviews, technical research, due diligence. Takes 2-10 minutes but produces detailed, cited … | [source](https://github.com/sanjay3290/ai-skills/tree/3619692/skills/deep-research) |
+
+## Source: syahiidkamil/Software-Engineer-AI-Agent-Atlas
+
+- Repository: [https://github.com/syahiidkamil/Software-Engineer-AI-Agent-Atlas](https://github.com/syahiidkamil/Software-Engineer-AI-Agent-Atlas) (commit `fc0bf11`, retrieved 2026-07-14)
+- License: no explicit license — referenced by link only
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `super-product-owner` | core | Complete Product Owner / Product Manager capability — a wiki-style knowledge map of product practice in active software development: the role and its boundaries, strategy cascade (vision → OKRs → roadmap → backlog), continuous discovery, … | [source](https://github.com/syahiidkamil/Software-Engineer-AI-Agent-Atlas/tree/fc0bf11/.claude/skills/super-product-owner) |
+
+## 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 |
+|---|---|---|---|
+| `experiment-loop` | core | 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) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+| `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) |
+| `omniverse-cad-to-simready` | adjacent | 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) |
+| `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) |
+| `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) |
+| `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) |
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,160 @@
+# Market evidence report — robotics-engineer
+
+Source: **46 real job ads** (JSearch API, countries: us 46), extracted into the MSSQL evidence store; as of 2026-07-19.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 35 | 76 % |
+| senior | 6 | 13 % |
+| n/a | 2 | 4 % |
+| junior | 2 | 4 % |
+| lead | 1 | 2 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | Python | 9 | 20 % |
+| 2 | C++ | 5 | 11 % |
+| 3 | Linux | 5 | 11 % |
+| 4 | ROS2 | 5 | 11 % |
+| 5 | Docker | 4 | 9 % |
+| 6 | Gazebo | 4 | 9 % |
+| 7 | Matlab | 4 | 9 % |
+| 8 | ROS | 4 | 9 % |
+| 9 | ROS / ROS2 | 4 | 9 % |
+| 10 | Isaac Sim | 3 | 7 % |
+| 11 | ROS 2 | 3 | 7 % |
+| 12 | SolidWorks | 3 | 7 % |
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | system integration | 14 | 30 % |
+| 2 | software development | 13 | 28 % |
+| 3 | motion planning | 7 | 15 % |
+| 4 | localization | 6 | 13 % |
+| 5 | sensor integration | 6 | 13 % |
+| 6 | path planning | 5 | 11 % |
+| 7 | robotics | 5 | 11 % |
+| 8 | troubleshooting | 5 | 11 % |
+| 9 | control systems design | 4 | 9 % |
+| 10 | kinematics | 4 | 9 % |
+| 11 | perception | 4 | 9 % |
+| 12 | requirements analysis | 4 | 9 % |
+| 13 | software design | 4 | 9 % |
+| 14 | software testing | 4 | 9 % |
+| 15 | algorithm design | 3 | 7 % |
+| 16 | data analysis | 3 | 7 % |
+| 17 | dynamics | 3 | 7 % |
+| 18 | hardware development | 3 | 7 % |
+| 19 | mapping | 3 | 7 % |
+| 20 | plc programming | 3 | 7 % |
+| 21 | sensor fusion | 3 | 7 % |
+| 22 | simulation | 3 | 7 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | SLAM | 5 | 11 % |
+| 2 | agentic AI | 3 | 7 % |
+| 3 | multi-agent coordination | 3 | 7 % |
+| 4 | rapid prototyping | 3 | 7 % |
+| 5 | version control | 3 | 7 % |
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | software development | 8 | 17 % |
+| 2 | system integration | 7 | 15 % |
+| 3 | system testing | 5 | 11 % |
+| 4 | algorithm implementation | 3 | 7 % |
+| 5 | documentation | 3 | 7 % |
+| 6 | problem solving | 3 | 7 % |
+| 7 | software design | 3 | 7 % |
+| 8 | software implementation | 3 | 7 % |
+| 9 | technical documentation | 3 | 7 % |
+
+## Regional breakdown
+
+> **Corpus note:** 46 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
+
+### US (us)
+
+46 ads.
+
+**Top hard skills:**
+
+- system integration — 30 % (14 ads)
+- software development — 28 % (13 ads)
+- motion planning — 15 % (7 ads)
+- localization — 13 % (6 ads)
+- sensor integration — 13 % (6 ads)
+- path planning — 11 % (5 ads)
+- robotics — 11 % (5 ads)
+- troubleshooting — 11 % (5 ads)
+- control systems design — 9 % (4 ads)
+- kinematics — 9 % (4 ads)
+
+**Top tools:**
+
+- Python — 20 % (9 ads)
+- C++ — 11 % (5 ads)
+- Linux — 11 % (5 ads)
+- ROS2 — 11 % (5 ads)
+- Docker — 9 % (4 ads)
+- Gazebo — 9 % (4 ads)
+- Matlab — 9 % (4 ads)
+- ROS — 9 % (4 ads)
+- ROS / ROS2 — 9 % (4 ads)
+- Isaac Sim — 7 % (3 ads)
+
+**Seniority:** mid 76 % · senior 13 % · n/a 4 % · junior 4 % · lead 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 |
+|---|---|
+| Robotics Engineer | 6 |
+| 2026 Graduate - Subsea Robotics Engineer - Maritime Robotics | 1 |
+| Automation Systems Engineer | 1 |
+| Autonomous Systems Engineer | 1 |
+| Controls Engineer, Robotics | 1 |
+| Controls/Embedded Software Engineer-Robotics | 1 |
+| Electrical Engineer- Robotics Engineering | 1 |
+| Embedded Systems & Robotics Engineer | 1 |
+| Field Robotics Engineer, Applications Onsite Troubleshooter | 1 |
+| Junior Robotics Engineer | 1 |
+| Lead Robotics/Controls Engineer | 1 |
+| Manufacturing Robotics Engineer (PLC / Robotics) | 1 |
+| Maritime Robotics Systems Engineer | 1 |
+| Mechanical Engineer - Robotics | 1 |
+| NIST PREP Robotics and Perception Engineer | 1 |
+| Robotic Mechanical Engineer | 1 |
+| Robotic Operations Engineer - Pharmaceutical | 1 |
+| Robotics & Automation Project Engineer | 1 |
+| Robotics & UAS Software Engineer | 1 |
+| Robotics Engineer – Path Planning for Multi-Arm Systems | 1 |
+| Robotics Engineer (Path Planning) | 1 |
+| Robotics Engineer for Tailored Autonomous Systems | 1 |
+| Robotics Engineer, Deployment | 1 |
+| Robotics Engineer, Solar Innovation | 1 |
+| Robotics Engineer: Autonomous Systems & Research | 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 +1,34 @@
+# Occupation profile — robotics engineer
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/551a6797-3ca9-41fc-9dca-9a982a8fd8a6
+- **ESCO code:** 2149.15
+- **ISCO-08 group:** 2149 — Engineering professionals not elsewhere classified
+- **O*NET-SOC:** 17-2199.08 — Robotics Engineers (match: exactMatch)
+
+## Description (ESCO)
+
+Robotics engineers design and develop robotic devices and applications in combination with mechanical engineering principles. They use pre-established designs and current developments for improving or inventing systems, machinery and equipment. They combine several knowledge fields such as computing, engineering, and electronics in the development of new engineering applications.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- automation systems engineer
+- robotics engineering adviser
+- autonomous systems engineer
+- robotic technology engineering specialist
+- robotics engineering expert
+- robotic engineer
+- engineer of robotics
+- control systems engineer
+- robotics engineering consultant
+- robotic technology engineer
+- engineer of robotic systems
+- robotics engineering specialist
+- robotic technology engineering consultant
+- robotic technology engineering expert
+- robotic technology engineering adviser
+- robotic systems engineer
+- engineer in robotics
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,75 @@
+# Competences — robotics engineer
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/551a6797-3ca9-41fc-9dca-9a982a8fd8a6).
+
+## Essential
+
+- **adjust engineering designs** (skill/competence)
+- **approve engineering design** (skill/competence)
+- **assess financial viability** (skill/competence)
+- **automatic control system** (knowledge)
+- **design automation components** (skill/competence)
+- **develop computer vision system** (skill/competence)
+- **engineering principles** (knowledge)
+- **engineering processes** (knowledge)
+- **execute feasibility study** (skill/competence)
+- **human-robot collaboration** (knowledge)
+- **mechanical engineering** (knowledge)
+- **mechanics** (knowledge)
+- **perform scientific research** (skill/competence)
+- **robotic components** (knowledge)
+- **robotics** (knowledge)
+- **technical drawings** (knowledge)
+- **use technical drawing software** (skill/competence)
+
+## Optional
+
+- advise on machinery malfunctions (skill/competence)
+- analyse test data (skill/competence)
+- apply advanced manufacturing (skill/competence)
+- assemble mechatronic units (skill/competence)
+- assemble robots (skill/competence)
+- calibrate mechatronic instruments (skill/competence)
+- computer engineering (knowledge)
+- conduct performance tests (skill/competence)
+- control production (skill/competence)
+- create software design (skill/competence)
+- create technical plans (skill/competence)
+- debug software (skill/competence)
+- design principles (knowledge)
+- design prototypes (skill/competence)
+- draft design specifications (skill/competence)
+- electrical engineering (knowledge)
+- electronics (knowledge)
+- follow standards for machinery safety (skill/competence)
+- industrial engineering (knowledge)
+- industrial research and development (knowledge)
+- keep up with digital transformation of industrial processes (skill/competence)
+- maintain robotic equipment (skill/competence)
+- manufacturing processes (knowledge)
+- mechatronics (knowledge)
+- microprocessors (knowledge)
+- model based system engineering (knowledge)
+- perform test run (skill/competence)
+- prepare production prototypes (skill/competence)
+- product data management (knowledge)
+- record test data (skill/competence)
+- safety engineering (knowledge)
+- simulate mechatronic design concepts (skill/competence)
+- state estimation (knowledge)
+- test mechatronic units (skill/competence)
+- use CAD software (skill/competence)
+- use CAM software (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 46 ads, as of 2026-07-19)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- system integration — **30 %**
+- software development — **28 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,53 @@
+# Tasks & work activities — robotics engineer
+
+Source: O*NET 30.3, occupation 17-2199.08 (Robotics Engineers).
+
+## Task statements
+
+- **[Core]** Supervise technologists, technicians, or other engineers.
+- **[Core]** Integrate robotics with peripherals, such as welders, controllers, or other equipment.
+- **[Core]** Provide technical support for robotic systems.
+- **[Core]** Review or approve designs, calculations, or cost estimates.
+- **[Core]** Make system device lists or event timing charts.
+- **[Core]** Document robotic application development, maintenance, or changes.
+- **[Core]** Write algorithms or programming code for ad hoc robotic applications.
+- **[Core]** Create back-ups of robot programs or parameters.
+- **[Core]** Process or interpret signals or sensor data.
+- **[Core]** Investigate mechanical failures or unexpected maintenance problems.
+- **[Core]** Install, calibrate, operate, or maintain robots.
+- **[Core]** Debug robotics programs.
+- **[Core]** Design end-of-arm tooling.
+- **[Core]** Conduct research on robotic technology to create new robotic systems or system capabilities.
+- **[Core]** Conduct research into the feasibility, design, operation, or performance of robotic mechanisms, components, or systems, such as planetary rovers, multiple mobile robots, reconfigurable robots, or man-machine interactions.
+- **[Core]** Design automated robotic systems to increase production volume or precision in high-throughput operations, such as automated ribonucleic acid (RNA) analysis or sorting, moving, or stacking production materials.
+- **[Core]** Design software to control robotic systems for applications, such as military defense or manufacturing.
+- **[Core]** Design robotic systems, such as automatic vehicle control, autonomous vehicles, advanced displays, advanced sensing, robotic platforms, computer vision, or telematics systems.
+- **[Core]** Build, configure, or test robots or robotic applications.
+- **[Core]** Evaluate robotic systems or prototypes.
+- **[Supplemental]** Plan mobile robot paths and teach path plans to robots.
+- **[Supplemental]** Automate assays on laboratory robotics.
+- **[Supplemental]** Design or program robotics systems for environmental clean-up applications to minimize human exposure to toxic or hazardous materials or to improve the quality or speed of clean-up operations.
+- **[Supplemental]** Design robotics applications for manufacturers of green products, such as wind turbines or solar panels, to increase production time, eliminate waste, or reduce costs.
+
+## Detailed work activities
+
+- Advise customers on the use of products or services.
+- Calibrate scientific or technical equipment.
+- Design electromechanical equipment or systems.
+- Design industrial equipment.
+- Design industrial processing systems.
+- Develop operational methods or processes that use green materials or emphasize sustainability.
+- Develop software or computer applications.
+- Document technical design details.
+- Evaluate characteristics of equipment or systems.
+- Evaluate designs or specifications to ensure quality.
+- Install production equipment or systems.
+- Interpret design or operational test results.
+- Investigate system, equipment, or product failures.
+- Maintain operational records or records systems.
+- Operate industrial equipment.
+- Prepare operational reports.
+- Program robotic equipment.
+- Research advanced engineering designs or applications.
+- Supervise engineering or other technical personnel.
+- Test performance of electrical, electronic, mechanical, or integrated systems or equipment.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,85 @@
+# Tools & technology — robotics engineer
+
+Source: O*NET 30.3 'Software Skills' for 17-2199.08.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| The MathWorks MATLAB | Analytical or scientific software | yes |
+| Autodesk AutoCAD | Computer aided design CAD software | yes |
+| Bentley MicroStation | Computer aided design CAD software | yes |
+| Dassault Systemes SolidWorks | Computer aided design CAD software | yes |
+| Atlassian JIRA | Content workflow software | yes |
+| Amazon Web Services AWS software | Data base user interface and query software | yes |
+| Oracle Database | Data base user interface and query software | yes |
+| Structured query language SQL | Data base user interface and query software | yes |
+| C | Development environment software | yes |
+| Microsoft .NET Framework | Development environment software | yes |
+| Microsoft Visual Basic | Development environment software | yes |
+| Microsoft Visual Studio | Development environment software | yes |
+| Microsoft Outlook | Electronic mail software | yes |
+| Git | File versioning 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 |
+| UNIX | 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 |
+| JavaScript | Web platform development software | yes |
+| Microsoft Word | Word processing software | yes |
+| Computer-aided engineering CAE software | Analytical or scientific software |  |
+| Finite element analysis FEA software | Analytical or scientific software |  |
+| Gazebo | Analytical or scientific software |  |
+| GRASPIT! | Analytical or scientific software |  |
+| Image processors | Analytical or scientific software |  |
+| Laboratory information management system LIMS | Analytical or scientific software |  |
+| MathWorks Simulink | Analytical or scientific software |  |
+| Presagis Stage | Analytical or scientific software |  |
+| Testing software | Analytical or scientific software |  |
+| Compilers | Compiler and decompiler software |  |
+| Computer aided design and drafting CADD software | Computer aided design CAD software |  |
+| Dassault Systemes CATIA | Computer aided design CAD software |  |
+| Robotics Academy ROBOTC | Computer aided design CAD software |  |
+| USyCaMs | Computer aided design CAD software |  |
+| Haskell | Development environment software |  |
+| Ladder Logic | Development environment software |  |
+| List processing language LISP | Development environment software |  |
+| National Instruments LabVIEW | Development environment software |  |
+| Software development tools | Development environment software |  |
+| Concurrent Versions Systems | File versioning software |  |
+| Version control software | File versioning software |  |
+| Graphical user interface GUI builder software | Graphical user interface development software |  |
+| AVEVA InTouch HMI | Industrial control software |  |
+| CODESYS | Industrial control software |  |
+| Human machine interface HMI software | Industrial control software |  |
+| Keb Combivis Studio | Industrial control software |  |
+| Programmable logic controller PLC software | Industrial control software |  |
+| Rockwell RSLogix | Industrial control software |  |
+| Siemens SIMATIC STEP 7 | Industrial control software |  |
+| Siemens SIMATIC WinCC | Industrial control software |  |
+| Supervisory control and data acquisition SCADA software | Industrial control software |  |
+| Variable frequency drive VFD software | Industrial control software |  |
+| Computer aided software engineering CASE tools | Object or component oriented development software |  |
+| Real time operating system RTOS software | Operating system software |  |
+| Wind River Systems VxWorks | Operating system software |  |
+| Windows Embedded Compact | Operating system software |  |
+| Debuggers | Program testing software |  |
+| Profilers | Program testing software |  |
+| Video digitizers | Video creation and editing software |  |
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 46 ads, as of 2026-07-19)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Tools
+
+- Python — **20 %**
+
+<!-- market-evidence -->