feat: smart-home-engineer skill package v0.1.0

2026-08-14 16:58:50 +02:00
commit 07949e1f02
9 changed files with 1170 additions and 0 deletions
--- a/PROVENANCE.md
+++ b/PROVENANCE.md
@@ -0,0 +1,31 @@
+# Data provenance — smart-home-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 — smart-home-engineer
+    "ESCO (occupation & competences)" : 45
+    "O*NET (tasks & tools)" : 172
+    "Job boards (market evidence)" : 65
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 186
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 45 | 9.5 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 172 | 36.4 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 65 | 13.7 % | 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) | 186 | 39.3 % | references/ai-skills.md (per-source attribution inside) |
+| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) |
+
+Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) ·
+job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content
+paraphrased with source URLs — never copied · external AI skills are
+linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md).
--- a/SKILL.md
+++ b/SKILL.md
@@ -0,0 +1,53 @@
+---
+name: smart-home-engineer
+description: "Occupational skill for the role 'smart home engineer' (also: domotics engineer, smart home project engineer, smart home software engineer, home automation specifier, home automation platform engineer, smart home designer). Use when the user asks for typical smart home engineer work such as: typical smart home engineer responsibilities"
+---
+
+# Smart Home Engineer
+
+Smart home engineers are responsible for the design, integration and acceptance testing of home automation systems (heating, ventilation and air conditioning (HVAC), lighting, solar shading, irrigation, security, safety, etc.), which integrate connected devices and smart appliances within residential facilities. They work with key stakeholders to ensure the desired project outcome is achieved including wire design, layout, appearance and component programming.
+
+## Core workflow
+
+
+## How to use this skill
+
+- Read [references/profile.md](references/profile.md) for the occupation profile and scope.
+- Consult [references/tasks.md](references/tasks.md) for the full task and activity inventory.
+- Check [references/skills.md](references/skills.md) for essential vs. optional competences.
+- Check [references/tools.md](references/tools.md) for the software commonly used in this role.
+- See [references/ai-skills.md](references/ai-skills.md) — matched external AI agent skills (per-source attribution).
+
+## Key competences (essential)
+
+- 3D modelling
+- alarm systems
+- apply technical communication skills
+- artificial lighting systems
+- assess integrated domotics systems
+- building automation
+- building information modelling
+- building systems monitoring technology
+- cloud technologies
+- communicate with customers
+- computer engineering
+- computer science
+- cooperate with colleagues
+- create CAD drawings
+- design a domotic system in buildings
+
+## Hot technologies
+
+- Apache Subversion SVN
+- Autodesk AutoCAD
+- Autodesk AutoCAD Civil 3D
+- Autodesk Revit
+- Bash
+- Bentley MicroStation
+- C
+- C#
+- C++
+- Dassault Systemes SolidWorks
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/716df735-77eb-47c8-8c06-d86e46903989), O*NET 30.3 (17-2071.00, manual nearest match). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,292 @@
+{
+  "name": "smart-home-engineer",
+  "title": "smart home engineer",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/716df735-77eb-47c8-8c06-d86e46903989",
+    "esco_code": "2151.2",
+    "isco_group": "2151",
+    "onet_soc": "17-2071.00",
+    "crosswalk_match": "manual nearest via ISCO 2151 (Electrical Engineers)"
+  },
+  "sources": [
+    {
+      "name": "ESCO",
+      "version": "1.2.1",
+      "url": "https://esco.ec.europa.eu/"
+    },
+    {
+      "name": "O*NET",
+      "version": "30.3",
+      "url": "https://www.onetcenter.org/",
+      "license": "CC BY 4.0"
+    }
+  ],
+  "attribution": "This package includes information from the O*NET Database (v30.3) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), CC BY 4.0. skillfactor is not endorsed by USDOL/ETA. ESCO data (v1.2.1) (c) European Union, used per the ESCO download conditions: https://esco.ec.europa.eu/en/use-esco/download",
+  "counts": {
+    "tasks": 0,
+    "dwas": 0,
+    "skills_essential": 33,
+    "skills_optional": 11,
+    "software": 0
+  },
+  "enrichment_ai_skills": {
+    "generated": "2026-07-14",
+    "method": "deterministic mapping (ISCO prefix + title/competence keywords)",
+    "sources": {
+      "anthropics/skills": {
+        "repo": "https://github.com/anthropics/skills",
+        "commit": "f6656c1",
+        "license": "Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available \u2014 see the LICENSE.txt in the upstream skill folder",
+        "skills": 2
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 5
+      },
+      "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
+      },
+      "rohitg00/skillkit": {
+        "repo": "https://github.com/rohitg00/skillkit",
+        "commit": "d2e5c34",
+        "license": "Apache-2.0",
+        "skills": 4
+      },
+      "secondsky/claude-skills": {
+        "repo": "https://github.com/secondsky/claude-skills",
+        "commit": "c4889f6",
+        "license": "MIT",
+        "skills": 2
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 6
+      },
+      "nexu-io/open-design": {
+        "repo": "https://github.com/nexu-io/open-design",
+        "commit": "4b66023",
+        "license": "Apache-2.0",
+        "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": 7
+      },
+      "basicmachines-co/basic-memory": {
+        "repo": "https://github.com/basicmachines-co/basic-memory",
+        "commit": "53da71c",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 3
+      },
+      "nWave-ai/nWave": {
+        "repo": "https://github.com/nWave-ai/nWave",
+        "commit": "1d0f13c",
+        "license": "MIT",
+        "skills": 5
+      },
+      "K-Dense-AI/claude-scientific-skills": {
+        "repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 2
+      },
+      "K-Dense-AI/scientific-agent-skills": {
+        "repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 2
+      },
+      "wanshuiyin/Anti-Autoresearch": {
+        "repo": "https://github.com/wanshuiyin/Anti-Autoresearch",
+        "commit": "c7f7f0d",
+        "license": "MIT",
+        "skills": 1
+      },
+      "mohitagw15856/pm-claude-skills": {
+        "repo": "https://github.com/mohitagw15856/pm-claude-skills",
+        "commit": "876fa30",
+        "license": "MIT",
+        "skills": 2
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 6
+      },
+      "alirezarezvani/claude-skills": {
+        "repo": "https://github.com/alirezarezvani/claude-skills",
+        "commit": "0241f43",
+        "license": "MIT",
+        "skills": 1
+      },
+      "coreyhaines31/makerskills": {
+        "repo": "https://github.com/coreyhaines31/makerskills",
+        "commit": "17218de",
+        "license": "MIT",
+        "skills": 1
+      },
+      "antfu/skills": {
+        "repo": "https://github.com/antfu/skills",
+        "commit": "a74f281",
+        "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
+      },
+      "jabrena/plinth": {
+        "repo": "https://github.com/jabrena/plinth",
+        "commit": "065eae8",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "glittercowboy/taches-cc-resources": {
+        "repo": "https://github.com/glittercowboy/taches-cc-resources",
+        "commit": "1757615",
+        "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
+      },
+      "dotnet/skills": {
+        "repo": "https://github.com/dotnet/skills",
+        "commit": "79a2ada",
+        "license": "MIT",
+        "skills": 5
+      },
+      "microsoft/skills": {
+        "repo": "https://github.com/microsoft/skills",
+        "commit": "dc543aa",
+        "license": "MIT",
+        "skills": 1
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "samber/cc-skills-golang": {
+        "repo": "https://github.com/samber/cc-skills-golang",
+        "commit": "4881c01",
+        "license": "MIT",
+        "skills": 1
+      },
+      "hypnguyen1209/offensive-claude": {
+        "repo": "https://github.com/hypnguyen1209/offensive-claude",
+        "commit": "4d62be7",
+        "license": "MIT",
+        "skills": 1
+      },
+      "affaan-m/everything-claude-code": {
+        "repo": "https://github.com/affaan-m/everything-claude-code",
+        "commit": "ed38744",
+        "license": "MIT",
+        "skills": 3
+      },
+      "aaron-he-zhu/aaron-marketing-skills": {
+        "repo": "https://github.com/aaron-he-zhu/aaron-marketing-skills",
+        "commit": "b7b0b9f",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "vibeeval/vibecosystem": {
+        "repo": "https://github.com/vibeeval/vibecosystem",
+        "commit": "cea9462",
+        "license": "MIT",
+        "skills": 2
+      },
+      "rockscy/solo-skills": {
+        "repo": "https://github.com/rockscy/solo-skills",
+        "commit": "80ec4cf",
+        "license": "MIT",
+        "skills": 1
+      },
+      "eduardo-sl/go-agent-skills": {
+        "repo": "https://github.com/eduardo-sl/go-agent-skills",
+        "commit": "3c45d7f",
+        "license": "MIT",
+        "skills": 1
+      },
+      "SnailSploit/Claude-Red": {
+        "repo": "https://github.com/SnailSploit/Claude-Red",
+        "commit": "aeb41ec",
+        "license": "MIT",
+        "skills": 1
+      },
+      "0xwilliamortiz/claude-red": {
+        "repo": "https://github.com/0xwilliamortiz/claude-red",
+        "commit": "ad8436b",
+        "license": "MIT",
+        "skills": 1
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 78,
+      "adjacent": 2
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 45,
+      "onet": 172,
+      "jobads": 65,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 186,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 9.5,
+      "onet": 36.4,
+      "jobads": 13.7,
+      "wiki_ai": 0.0,
+      "anthropic": 1.1,
+      "ai_skills": 39.3,
+      "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 +1,394 @@
+# External AI agent skills — smart-home-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: 0xwilliamortiz/claude-red
+
+- Repository: [https://github.com/0xwilliamortiz/claude-red](https://github.com/0xwilliamortiz/claude-red) (commit `ad8436b`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `offensive-lorawan-sub-ghz` | core | LoRaWAN and sub-GHz (433 / 868 / 915 MHz) attack methodology — LoRaWAN ABP/OTAA join attack, network/session key reuse, frame counter replay, downlink injection on TTN/Helium-style networks, sub-GHz protocol replay (KeeLoq garage doors, … | [source](https://github.com/0xwilliamortiz/claude-red/tree/ad8436b/Skills/wireless/offensive-lorawan-sub-ghz) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+| `systems-dynamics-modeler` | core | Skill for building and simulating systems dynamics models | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/scientific-discovery/skills/systems-dynamics-modeler) |
+| `memory-interfaces` | core | Expert skill for on-chip and external memory interface design in FPGAs | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/fpga-programming/skills/memory-interfaces) |
+| `accreditation-tracer-simulation` | core | Simulate Joint Commission tracer methodology to assess compliance with accreditation standards across patient care processes and support systems | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/healthcare/skills/accreditation-tracer-simulation) |
+| `git-integration` | core | Git commit patterns, formats, and conventions for GSD methodology. Provides atomic commits per task, structured commit messages, planning file commits, branch management, and milestone tag operations. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/gsd/skills/git-integration) |
+
+## 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 |
+|---|---|---|---|
+| `rust-testing` | core | Rust testing patterns including unit tests, integration tests, async testing, property-based testing, mocking, and coverage. Follows TDD methodology. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/.kiro/skills/rust-testing) |
+| `ck` | core | Persistent per-project memory for Claude Code. Auto-loads project context on session start, tracks sessions with git activity, and writes to native memory. Commands run deterministic Node.js scripts — behavior is consistent across model … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/ck) |
+| `knowledge-ops` | core | Knowledge base management, ingestion, sync, and retrieval across multiple storage layers (local files, MCP memory, vector stores, Git repos). Use when the user wants to save, organize, sync, deduplicate, or search across their knowledge … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/knowledge-ops) |
+
+## 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 |
+|---|---|---|---|
+| `founder-coach` | core | Personal leadership development for founders and first-time CEOs. Covers founder archetype identification, delegation frameworks, energy management, CEO calendar audits, leadership style evolution, blind spot identification, imposter … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/c-level-advisor/skills/founder-coach) |
+
+## Source: antfu/skills
+
+- Repository: [https://github.com/antfu/skills](https://github.com/antfu/skills) (commit `a74f281`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `slidev` | core | Create and present web-based slidedecks for developers using Slidev with Markdown, Vue components, code highlighting, animations, and interactive features. Use when building technical presentations, conference talks, code walkthroughs, … | [source](https://github.com/antfu/skills/tree/a74f281/skills/slidev) |
+
+## 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) |
+| `code-review` | core | Use when reviewing Basic Machines code for house style, architecture risk, pre-merge hardening, or whether a change fits basic-memory/basic-memory-cloud conventions. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/.agents/skills/code-review) |
+| `memory-ci-capture` | core | Synthesize GitHub delivery context into a concise Basic Memory project update. Use in CI after `bm ci collect` prepares a ProjectUpdateContext; return only structured AgentSynthesis JSON for `bm ci publish`. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-ci-capture) |
+
+## 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 |
+|---|---|---|---|
+| `identify` | core | Design or review identification strategy for the sewage-house-prices project. Produces strategy memos with estimand, assumptions, pseudo-code, robustness plan, falsification tests, and referee objection anticipation. This skill should be … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/41-sticerd-eee-sewage-econometrics-check/skills/identify) |
+| `review-julia` | core | Run the Julia code review protocol on Julia scripts. Checks code quality, type stability, parallel computing patterns, and scientific computing standards. Produces a report without editing files. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/14-luischanci-claude-code-research-starter/dot-claude/skills/review-julia) |
+| `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) |
+| `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) |
+| `paper-audit` | core | Deep-review-first audit for Chinese and English academic papers across LaTeX, Typst, and PDF formats. Use whenever the user wants reviewer-style paper critique, pre-submission readiness checks, pass/fail gate decisions, structured revision … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/35-bahayonghang-academic-writing-skills/skills/paper-audit) |
+| `paper-excellence` | core | Comprehensive multi-dimensional review of the sewage-house-prices project. Runs econometrics audit, code review, manuscript proofread, and bibliography validation in parallel. Computes a weighted aggregate score. This skill should be used … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/41-sticerd-eee-sewage-econometrics-check/skills/paper-excellence) |
+| `paper-review` | core | Use when a paper is complete or near-complete and a holistic pre-submission audit is needed. Cross-cuts text, code, tables, figures, results, citations, and reproducibility in a single pass and produces a persistent audit report. Works … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/60-regisely-superpapers/skills/paper-review) |
+
+## 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: coreyhaines31/makerskills
+
+- Repository: [https://github.com/coreyhaines31/makerskills](https://github.com/coreyhaines31/makerskills) (commit `17218de`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `slide-deck` | core | When you want to draft, update, convert, or export a slide deck for a React/Next.js slide system (${SLIDE_DECK_REPO:-$HOME/code/your-slide-deck-site}/src/app/slides/). Writes TypeScript Slide[] arrays using your primitives (Eyebrow, … | [source](https://github.com/coreyhaines31/makerskills/tree/17218de/skills/slide-deck) |
+
+## Source: davila7/claude-code-templates
+
+- Repository: [https://github.com/davila7/claude-code-templates](https://github.com/davila7/claude-code-templates) (commit `fa79251`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `simpy` | core | Process-based discrete-event simulation framework in Python. Use this skill when building simulations of systems with processes, queues, resources, and time-based events such as manufacturing systems, service operations, network traffic, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/simpy) |
+| `ai-agents-architect` | core | Expert in designing and building autonomous AI agents. Masters tool use, memory systems, planning strategies, and multi-agent orchestration. Use when: build agent, AI agent, autonomous agent, tool use, function calling. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/ai-agents-architect) |
+| `langchain` | core | Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integrations, ReAct agents, tool calling, memory management, and vector store retrieval. Use for … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/agents-langchain) |
+| `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) |
+| `get-available-resources` | core | This skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file with resource information and strategic … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/get-available-resources) |
+| `deadline-prep` | core | Generate a structured demo outline from your session's change log and git history. Reads .claude/critical_log_changes.csv and git log to produce presentation-ready talking points for end-of-day demos, standups, or delivery deadlines. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/productivity/deadline-prep) |
+
+## Source: dotnet/skills
+
+- Repository: [https://github.com/dotnet/skills](https://github.com/dotnet/skills) (commit `79a2ada`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `analyzing-dotnet-performance` | core | Scans .NET code for ~50 performance anti-patterns across async, memory, strings, collections, LINQ, regex, serialization, and I/O with tiered severity classification. Use when analyzing .NET code for optimization opportunities, reviewing … | [source](https://github.com/dotnet/skills/tree/79a2ada/plugins/dotnet-diag/skills/analyzing-dotnet-performance) |
+| `csharp-scripts` | core | Run file-based C# apps with the .NET CLI when the user explicitly wants C#/.NET code without creating a project. Use for C# language/API experiments, one-file C# apps, small multi-file C# apps composed with `#:include`/`#:exclude`, or C# … | [source](https://github.com/dotnet/skills/tree/79a2ada/plugins/dotnet-advanced/skills/csharp-scripts) |
+| `dotnet-pinvoke` | core | Correctly call native (C/C++) libraries from .NET using P/Invoke and LibraryImport. Covers function signatures, string marshalling, memory lifetime, SafeHandle, and cross-platform patterns. USE FOR: writing new P/Invoke or LibraryImport … | [source](https://github.com/dotnet/skills/tree/79a2ada/plugins/dotnet-advanced/skills/dotnet-pinvoke) |
+| `exp-simd-vectorization` | core | Optimizes hot-path scalar loops in .NET 8+ with cross-platform Vector128/Vector256/Vector512 SIMD intrinsics, or replaces manual math loops with single TensorPrimitives API calls. Covers byte-range validation, character counting, bulk … | [source](https://github.com/dotnet/skills/tree/79a2ada/plugins/dotnet-experimental/skills/exp-simd-vectorization) |
+| `mcp-csharp-test` | core | Test C# MCP servers at multiple levels: unit tests for individual tools and integration tests using the MCP client SDK. USE FOR: unit testing MCP tool methods, integration testing with in-memory MCP client/server, end-to-end testing via … | [source](https://github.com/dotnet/skills/tree/79a2ada/plugins/dotnet-ai/skills/mcp-csharp-test) |
+
+## 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: 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 |
+|---|---|---|---|
+| `get-available-resources` | core | This skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file with resource information and strategic … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/get-available-resources) |
+
+## Source: glittercowboy/taches-cc-resources
+
+- Repository: [https://github.com/glittercowboy/taches-cc-resources](https://github.com/glittercowboy/taches-cc-resources) (commit `1757615`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `debug-like-expert` | core | Deep analysis debugging mode for complex issues. Activates methodical investigation protocol with evidence gathering, hypothesis testing, and rigorous verification. Use when standard troubleshooting fails or when issues require systematic … | [source](https://github.com/glittercowboy/taches-cc-resources/tree/1757615/skills/debug-like-expert) |
+
+## 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: 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 |
+|---|---|---|---|
+| `145-java-refactoring-high-performance` | core | Use when you need to refactor Java code for high performance — including memory/allocation reduction, CPU hot-path optimization, and syntax/API/control-flow improvements. This should trigger for requests such as Review Java code for high … | [source](https://github.com/jabrena/plinth/tree/065eae8/skills/145-java-refactoring-high-performance) |
+
+## 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 |
+|---|---|---|---|
+| `oraclecloud-query-transform` | core | Query OCI metrics with MQL and create monitoring alarms via the Python SDK. Use when building dashboards, querying CPU/memory/network metrics, or creating alarms. Trigger with "oci monitoring", "mql query", "oci metrics", "oci alarm", "cpu … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/oraclecloud-pack/skills/oraclecloud-query-transform) |
+| `adobe-core-workflow-b` | core | Execute Adobe PDF Services workflow: create PDFs from HTML/DOCX, extract text/tables, document generation from templates, and PDF-to-Markdown conversion. Use when building document automation, extracting content from PDFs, or generating … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/adobe-pack/skills/adobe-core-workflow-b) |
+| `perplexity-advanced-troubleshooting` | core | Apply advanced debugging techniques for hard-to-diagnose Perplexity Sonar API issues. Use when standard troubleshooting fails, investigating inconsistent citations, or preparing evidence for support escalation. Trigger with phrases like … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/perplexity-pack/skills/perplexity-advanced-troubleshooting) |
+| `perplexity-hello-world` | core | Create a minimal working Perplexity Sonar search example with citations. Use when starting a new Perplexity integration, testing your setup, or learning basic search-with-citations patterns. Trigger with phrases like "perplexity hello … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/perplexity-pack/skills/perplexity-hello-world) |
+| `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) |
+| `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) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+| `get-available-resources` | core | This skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file with resource information and strategic … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/get-available-resources) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+| `get-available-resources` | core | This skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file with resource information and strategic … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/get-available-resources) |
+
+## Source: microsoft/skills
+
+- Repository: [https://github.com/microsoft/skills](https://github.com/microsoft/skills) (commit `dc543aa`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `azure-mgmt-weightsandbiases-dotnet` | core | Azure Weights & Biases SDK for .NET. ML experiment tracking and model management via Azure Marketplace. Use for creating W&B instances, managing SSO, marketplace integration, and ML observability. Triggers: "Weights and Biases", "W&B", … | [source](https://github.com/microsoft/skills/tree/dc543aa/.github/plugins/azure-sdk-dotnet/skills/azure-mgmt-weightsandbiases-dotnet) |
+
+## Source: mohitagw15856/pm-claude-skills
+
+- Repository: [https://github.com/mohitagw15856/pm-claude-skills](https://github.com/mohitagw15856/pm-claude-skills) (commit `876fa30`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `research-protocol` | core | Write a structured research protocol or study design document. Use when asked to write a research protocol, study protocol, research plan, methodology section, or research proposal. Produces a complete protocol with objectives, … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-research/skills/research-protocol) |
+| `roadmap-presentation` | core | Create structured roadmap presentations calibrated to any audience. Use when asked to build a product roadmap, present roadmap to leadership, create a roadmap slide, or communicate quarterly plans to execs, teams, or customers. Produces an … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-planning/skills/roadmap-presentation) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+
+## Source: nexu-io/open-design
+
+- Repository: [https://github.com/nexu-io/open-design](https://github.com/nexu-io/open-design) (commit `4b66023`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `slides` | core | Create and edit .pptx presentation decks with PptxGenJS. Useful for sales decks, kickoff briefs, and design-system showcases. | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/slides) |
+
+## 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-design-methodology` | core | Apple LeanUX++ design workflow, journey schema, emotional arc patterns, and CLI UX patterns. Load when transitioning from discovery to visualization or when designing journey artifacts. | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-design-methodology) |
+| `nw-bdd-methodology` | core | BDD patterns for acceptance test design - Given-When-Then structure, scenario writing rules, pytest-bdd implementation, anti-patterns, and living documentation | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-bdd-methodology) |
+| `nw-cicd-and-deployment` | core | CI/CD pipeline design methodology, deployment strategies, GitHub Actions patterns, and branch/release strategies. Load when designing pipelines or deployment workflows. | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-cicd-and-deployment) |
+| `nw-buddy` | core | nWave concierge — ask any question about methodology, project state, commands, migration, or troubleshooting. Read-only, contextual answers. | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-buddy) |
+| `nw-tdd-methodology` | core | Deep knowledge for Outside-In TDD - double-loop architecture, ATDD integration, port-to-port testing, walking skeletons, and test doubles policy | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-tdd-methodology) |
+
+## Source: Orchestra-Research/AI-research-SKILLs
+
+- Repository: [https://github.com/Orchestra-Research/AI-research-SKILLs](https://github.com/Orchestra-Research/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `langchain` | core | Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integrations, ReAct agents, tool calling, memory management, and vector store retrieval. Use for … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/14-agents/langchain) |
+
+## Source: rockscy/solo-skills
+
+- Repository: [https://github.com/rockscy/solo-skills](https://github.com/rockscy/solo-skills) (commit `80ec4cf`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `changelog-from-commits` | core | Generate a user-facing CHANGELOG entry from raw git log output. Use when the user is preparing a release, says "what changed since last version", asks to write release notes, or wants to summarize a batch of commits for end users. | [source](https://github.com/rockscy/solo-skills/tree/80ec4cf/skills/changelog-from-commits) |
+
+## Source: rohitg00/skillkit
+
+- Repository: [https://github.com/rohitg00/skillkit](https://github.com/rohitg00/skillkit) (commit `d2e5c34`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `design-first` | core | Guides the creation of technical design documents before writing code, producing architecture diagrams, data models, API interface definitions, implementation plans, and multi-option trade-off analyses. Use when the user asks to plan a … | [source](https://github.com/rohitg00/skillkit/tree/d2e5c34/packages/core/src/methodology/packs/planning/design-first) |
+| `hypothesis-testing` | core | Applies the scientific method to debugging by helping users form specific, testable hypotheses, design targeted experiments, and systematically confirm or reject theories to find root causes. Use when a user says their code isn't working, … | [source](https://github.com/rohitg00/skillkit/tree/d2e5c34/packages/core/src/methodology/packs/debugging/hypothesis-testing) |
+| `parallel-investigation` | core | Coordinates parallel investigation threads to simultaneously explore multiple hypotheses or root causes across different system areas. Use when debugging production incidents, slow API performance, multi-system integration failures, or … | [source](https://github.com/rohitg00/skillkit/tree/d2e5c34/packages/core/src/methodology/packs/collaboration/parallel-investigation) |
+| `structured-code-review` | core | Performs a structured five-stage code review covering requirements compliance, correctness, code quality, testing, and security/performance. Each stage uses targeted checklists and categorized feedback (Blocker/Major/Minor/Nit) with … | [source](https://github.com/rohitg00/skillkit/tree/d2e5c34/packages/core/src/methodology/packs/collaboration/structured-review) |
+
+## 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) |
+| `Hooks Automation` | core | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/hooks-automation) |
+
+## Source: ruvnet/ruflo
+
+- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `AgentDB Memory Patterns` | core | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/agentdb-memory-patterns) |
+| `Hooks Automation` | core | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/hooks-automation) |
+
+## Source: samber/cc-skills-golang
+
+- Repository: [https://github.com/samber/cc-skills-golang](https://github.com/samber/cc-skills-golang) (commit `4881c01`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `golang-troubleshooting` | core | Troubleshoot Golang programs systematically - find and fix the root cause. Use when encountering bugs, crashes, deadlocks, or unexpected behavior in Go code. Covers debugging methodology, common Go pitfalls, test-driven debugging, pprof … | [source](https://github.com/samber/cc-skills-golang/tree/4881c01/skills/golang-troubleshooting) |
+
+## Source: secondsky/claude-skills
+
+- Repository: [https://github.com/secondsky/claude-skills](https://github.com/secondsky/claude-skills) (commit `c4889f6`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `recommendation-system` | core | Deploy production recommendation systems with feature stores, caching, A/B testing. Use for personalization APIs, low latency serving, or encountering cache invalidation, experiment tracking, quality monitoring issues. | [source](https://github.com/secondsky/claude-skills/tree/c4889f6/plugins/recommendation-system/skills/recommendation-system) |
+| `mobile-app-debugging` | core | Mobile app debugging for iOS, Android, cross-platform frameworks. Use for crashes, memory leaks, performance issues, network problems, or encountering Xcode instruments, Android Profiler, React Native debugger, native bridge errors. | [source](https://github.com/secondsky/claude-skills/tree/c4889f6/plugins/mobile-app-debugging/skills/mobile-app-debugging) |
+
+## Source: SnailSploit/Claude-Red
+
+- Repository: [https://github.com/SnailSploit/Claude-Red](https://github.com/SnailSploit/Claude-Red) (commit `aeb41ec`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `offensive-lorawan-sub-ghz` | core | LoRaWAN and sub-GHz (433 / 868 / 915 MHz) attack methodology — LoRaWAN ABP/OTAA join attack, network/session key reuse, frame counter replay, downlink injection on TTN/Helium-style networks, sub-GHz protocol replay (KeeLoq garage doors, … | [source](https://github.com/SnailSploit/Claude-Red/tree/aeb41ec/Skills/wireless/offensive-lorawan-sub-ghz) |
+
+## 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 |
+|---|---|---|---|
+| `performance-testing` | core | Load testing with k6/Artillery, response time thresholds, memory leak detection, N+1 query detection, and CI integration. | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/performance-testing) |
+| `minimax-docx` | core | Professional DOCX document creation, editing, and formatting using OpenXML SDK (.NET). Three pipelines: (A) create new documents from scratch, (B) fill/edit content in existing documents, (C) apply template formatting with XSD validation … | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/minimax-docx) |
+
+## Source: wanshuiyin/Anti-Autoresearch
+
+- Repository: [https://github.com/wanshuiyin/Anti-Autoresearch](https://github.com/wanshuiyin/Anti-Autoresearch) (commit `c7f7f0d`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `eval-design-forensics` | core | Audit whether a paper's EVALUATION DESIGN actually measures what it claims and whether its reporting is complete — the validity layer family D (experiment-forensics) cannot reach. Three patterns: train/test leakage means the reported score … | [source](https://github.com/wanshuiyin/Anti-Autoresearch/tree/c7f7f0d/skills/eval-design-forensics) |
+
+## Source: zechenzhangAGI/AI-research-SKILLs
+
+- Repository: [https://github.com/zechenzhangAGI/AI-research-SKILLs](https://github.com/zechenzhangAGI/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `langchain` | core | Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integrations, ReAct agents, tool calling, memory management, and vector store retrieval. Use for … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/14-agents/langchain) |
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,94 @@
+# Market evidence report — smart-home-engineer
+
+Source: **19 real job ads** (JSearch API, countries: us 19), 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 | 9 | 47 % |
+| lead | 5 | 26 % |
+| senior | 4 | 21 % |
+| n/a | 1 | 5 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | Angular | 3 | 16 % |
+| 2 | Ember | 3 | 16 % |
+| 3 | Lutron | 3 | 16 % |
+| 4 | React | 3 | 16 % |
+| 5 | Vue | 3 | 16 % |
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | api design | 5 | 26 % |
+| 2 | software development | 5 | 26 % |
+| 3 | query optimization | 4 | 21 % |
+| 4 | schema design | 4 | 21 % |
+| 5 | api development | 3 | 16 % |
+| 6 | system design | 3 | 16 % |
+| 7 | troubleshooting | 3 | 16 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | cross-team collaboration | 4 | 21 % |
+| 2 | requirements development | 4 | 21 % |
+| 3 | software development | 4 | 21 % |
+| 4 | system programming | 4 | 21 % |
+| 5 | engineer mentoring | 3 | 16 % |
+| 6 | product development | 3 | 16 % |
+| 7 | technology evaluation | 3 | 16 % |
+
+## Regional breakdown
+
+> **Corpus note:** 19 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
+
+### US (us)
+
+**Insufficient evidence** — 19 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+### UK (gb)
+
+**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+### EU/DACH (de, at, ch, nl)
+
+**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+
+## Job title variants in the market
+
+| Title | Ads |
+|---|---|
+| Lead Smart Home Automation Programmer - Remote | 2 |
+| Software Engineer II - Home Automation Experience Team | 2 |
+| Embedded Software Engineer for IoT Home Automation (12 mo) | 1 |
+| Home Automation & IT Systems Engineer (Signing Bonus) | 1 |
+| Home automation integration for HVAC controls | 1 |
+| Home Automation Lead Technician | 1 |
+| Home Automation Specialist | 1 |
+| HomeKit Software Engineer — Shape Smart Home | 1 |
+| HomeKit Software Engineer — Shape the Smart Home | 1 |
+| IoT & Smart Home Systems Architect (Principal) | 1 |
+| Lead Full-Stack Engineer, Home Automation Platform | 1 |
+| Lead Smart Home Programmer Remote, Control4 & Lutron | 1 |
+| Principal Software Engineer Job at Alarm.com in McLean | 1 |
+| Remote HomeKit Software Engineer | 1 |
+| Senior Software Engineer - Home Automation Experience Team | 1 |
+| Senior Software Engineer, Home Automation Experience Team | 1 |
+| Technical Solutions Engineer, Home Automation | 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 +1,23 @@
+# Occupation profile — smart home engineer
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/716df735-77eb-47c8-8c06-d86e46903989
+- **ESCO code:** 2151.2
+- **ISCO-08 group:** 2151 — Electrical engineers
+
+## Description (ESCO)
+
+Smart home engineers are responsible for the design, integration and acceptance testing of home automation systems (heating, ventilation and air conditioning (HVAC), lighting, solar shading, irrigation, security, safety, etc.), which integrate connected devices and smart appliances within residential facilities. They work with key stakeholders to ensure the desired project outcome is achieved including wire design, layout, appearance and component programming.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- domotics engineer
+- smart home project engineer
+- smart home software engineer
+- home automation specifier
+- home automation platform engineer
+- smart home designer
+- home automation integrator
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,81 @@
+# Competences — smart home engineer
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/716df735-77eb-47c8-8c06-d86e46903989).
+
+## Essential
+
+- **3D modelling** (knowledge)
+- **alarm systems** (knowledge)
+- **apply technical communication skills** (skill/competence)
+- **artificial lighting systems** (knowledge)
+- **assess integrated domotics systems** (skill/competence)
+- **building automation** (knowledge)
+- **building information modelling** (knowledge)
+- **building systems monitoring technology** (knowledge)
+- **cloud technologies** (knowledge)
+- **communicate with customers** (skill/competence)
+- **computer engineering** (knowledge)
+- **computer science** (knowledge)
+- **cooperate with colleagues** (skill/competence)
+- **create CAD drawings** (skill/competence)
+- **design a domotic system in buildings** (skill/competence)
+- **design application interfaces** (skill/competence)
+- **design electrical systems** (skill/competence)
+- **design electronic systems** (skill/competence)
+- **develop energy saving concepts** (skill/competence)
+- **develop software prototype** (skill/competence)
+- **domotic systems** (knowledge)
+- **electrical engineering** (knowledge)
+- **electronics** (knowledge)
+- **energy conservation** (knowledge)
+- **Internet of Things** (knowledge)
+- **perform ICT troubleshooting** (skill/competence)
+- **programmable logic controller** (knowledge)
+- **project management** (knowledge)
+- **provide advice to hatcheries** (skill/competence)
+- **sensors** (knowledge)
+- **smart grids systems** (knowledge)
+- **technical drawings** (knowledge)
+- **types of alarm systems** (knowledge)
+
+## Optional
+
+- C# (knowledge)
+- C++ (knowledge)
+- electricity consumption (knowledge)
+- ICT communications protocols (knowledge)
+- instruct on energy saving technologies (skill/competence)
+- perform scientific research (skill/competence)
+- provide ICT system training (skill/competence)
+- Python (computer programming) (knowledge)
+- select sustainable technologies in design (skill/competence)
+- SketchBook Pro (knowledge)
+- support ICT system users (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 19 ads, as of 2026-07-19)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- api design — **26 %**
+- software development — **26 %**
+- query optimization — **21 %**
+- schema design — **21 %**
+- system design — **16 %**
+- api development — **16 %**
+- troubleshooting — **16 %**
+
+### Responsibilities
+
+- cross-team collaboration — **21 %**
+- system programming — **21 %**
+- software development — **21 %**
+- requirements development — **21 %**
+- technology evaluation — **16 %**
+- engineer mentoring — **16 %**
+- product development — **16 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,60 @@
+# Tasks & work activities — smart home engineer
+
+Source: O*NET 30.3, occupation 17-2071.00 (Electrical Engineers) — manual nearest-occupation mapping via ISCO group 2151; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+## Task statements
+
+- **[Core]** Confer with engineers, customers, or others to discuss existing or potential engineering projects or products.
+- **[Core]** Design, implement, maintain, or improve electrical instruments, equipment, facilities, components, products, or systems for commercial, industrial, or domestic purposes.
+- **[Core]** Operate computer-assisted engineering or design software or equipment to perform engineering tasks.
+- **[Core]** Direct or coordinate manufacturing, construction, installation, maintenance, support, documentation, or testing activities to ensure compliance with specifications, codes, or customer requirements.
+- **[Core]** Perform detailed calculations to compute and establish manufacturing, construction, or installation standards or specifications.
+- **[Core]** Plan or implement research methodology or procedures to apply principles of electrical theory to engineering projects.
+- **[Core]** Prepare specifications for purchases of materials or equipment.
+- **[Core]** Supervise or train project team members, as necessary.
+- **[Core]** Investigate or test vendors' or competitors' products.
+- **[Core]** Oversee project production efforts to assure projects are completed on time and within budget.
+- **[Core]** Prepare technical drawings, specifications of electrical systems, or topographical maps to ensure that installation and operations conform to standards and customer requirements.
+- **[Core]** Assist in developing capital project programs for new equipment or major repairs.
+- **[Core]** Compile data and write reports regarding existing or potential electrical engineering studies or projects.
+- **[Supplemental]** Collect data relating to commercial or residential development, population, or power system interconnection to determine operating efficiency of electrical systems.
+- **[Supplemental]** Conduct field surveys or study maps, graphs, diagrams, or other data to identify and correct power system problems.
+- **[Supplemental]** Design electrical systems or components that minimize electric energy requirements, such as lighting systems designed to account for natural lighting.
+- **[Supplemental]** Develop systems that produce electricity with renewable energy sources, such as wind, solar, or biofuels.
+- **[Supplemental]** Integrate electrical systems with renewable energy systems to improve overall efficiency.
+- **[Core]** Estimate labor, material, or construction costs for budget preparation purposes.
+- **[Core]** Investigate customer or public complaints to determine the nature and extent of problems.
+- **[Core]** Inspect completed installations and observe operations to ensure conformance to design and equipment specifications and compliance with operational, safety, or environmental standards.
+- **[Supplemental]** Develop software to control electrical systems.
+
+## Detailed work activities
+
+- Collect data about project sites.
+- Confer with technical personnel to prepare designs or operational plans.
+- Create electrical schematics.
+- Design alternative energy systems.
+- Design control systems for mechanical or other equipment.
+- Design electrical equipment or systems.
+- Design energy-efficient equipment or systems.
+- Design structures or facilities.
+- Develop software or applications for scientific or technical use.
+- Develop software or computer applications.
+- Devise research or testing protocols.
+- Direct construction activities.
+- Direct equipment maintenance or repair activities.
+- Direct industrial production activities.
+- Direct installation activities.
+- Discuss designs or plans with clients.
+- Estimate operational costs.
+- Estimate technical or resource requirements for development or production projects.
+- Inspect operational processes.
+- Investigate system, equipment, or product failures.
+- Maintain electronic equipment.
+- Monitor the productivity or efficiency of industrial operations.
+- Operate computer systems.
+- Prepare operational reports.
+- Prepare project budgets.
+- Supervise engineering or other technical personnel.
+- Survey land or bodies of water to measure or determine features.
+- Test products for functionality or quality.
+- Train personnel on proper operational procedures.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,142 @@
+# Tools & technology — smart home engineer
+
+Source: O*NET 30.3, occupation 17-2071.00 (Electrical Engineers) — manual nearest-occupation mapping via ISCO group 2151; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| Apache Subversion SVN | File versioning software | yes |
+| Autodesk AutoCAD | Computer aided design CAD software | yes |
+| Autodesk AutoCAD Civil 3D | Computer aided design CAD software | yes |
+| Autodesk Revit | Computer aided design CAD software | yes |
+| Bash | Operating system software | yes |
+| Bentley MicroStation | Computer aided design CAD software | yes |
+| C | Development environment software | yes |
+| C# | Object or component oriented development software | yes |
+| C++ | Object or component oriented development software | yes |
+| Dassault Systemes SolidWorks | Computer aided design CAD software | yes |
+| Eclipse IDE | Development environment software | yes |
+| ESRI ArcGIS software | Geographic information system | yes |
+| Linux | Operating system software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Project | Project management software | yes |
+| Microsoft SQL Server | Data base user interface and query software | yes |
+| Microsoft Visio | Process mapping and design software | yes |
+| Microsoft Visual Basic | Development environment software | yes |
+| Microsoft Visual Basic for Applications VBA | Development environment software | yes |
+| Microsoft Visual Studio | Development environment software | yes |
+| Microsoft Windows | Operating system software | yes |
+| Microsoft Windows Server | Operating system software | yes |
+| Microsoft Word | Word processing software | yes |
+| Oracle Primavera Enterprise Project Portfolio Management | Project management software | yes |
+| Perl | Object or component oriented development software | yes |
+| Python | Object or component oriented development software | yes |
+| SAP software | Enterprise resource planning ERP software | yes |
+| Shell script | Operating system software | yes |
+| The MathWorks MATLAB | Analytical or scientific software | yes |
+| UNIX | Operating system software | yes |
+| Ada | Development environment software |  |
+| Advanced boolean expression language ABEL | Development environment software |  |
+| Altera hardware description language AHDL | Development environment software |  |
+| APLAC | Analytical or scientific software |  |
+| ATD protocol | WAN switching software and firmware |  |
+| Automated material handling software | Analytical or scientific software |  |
+| Availability prediction modeling software | Analytical or scientific software |  |
+| AVEVA InTouch HMI | Industrial control software |  |
+| Cadence Allegro Design Entry Capture and Capture CIS | Computer aided design CAD software |  |
+| Cadence Encounter Test | Computer aided design CAD software |  |
+| Chip design software | Computer aided design CAD software |  |
+| Circuit simulation software | Analytical or scientific software |  |
+| Computer aided design and drafting CADD software | Computer aided design CAD software |  |
+| Computer aided design and drafting software CADD | Computer aided design CAD software |  |
+| Dassault Systemes CATIA | Computer aided design CAD software |  |
+| Debugging software | Program testing software |  |
+| Defect tracking software | Program testing software |  |
+| Digital timing diagram editing software | Analytical or scientific software |  |
+| Dynamic object-oriented requirements system DOORS | Analytical or scientific software |  |
+| Electromagnetic analysis software | Analytical or scientific software |  |
+| Electronic design automation EDA software | Computer aided design CAD software |  |
+| Electronic engineering calculator | Analytical or scientific software |  |
+| Embedded systems testing software | Analytical or scientific software |  |
+| ETAP | Geographic information system |  |
+| Failure mode and effects analysis FMEA software | Analytical or scientific software |  |
+| Failure mode effects and criticality analysis FMECA software | Analytical or scientific software |  |
+| Failure reporting analysis and corrective action FRACAS software | Analytical or scientific software |  |
+| Fault modeling software | Analytical or scientific software |  |
+| Fault tree analysis FTA software | Analytical or scientific software |  |
+| Field programmable gate array FPGA design software | Computer aided design CAD software |  |
+| Finite difference time domain FDTD software | Analytical or scientific software |  |
+| Finite element method FEM software | Analytical or scientific software |  |
+| Floor planning software | Computer aided design CAD software |  |
+| Functional verification software | Analytical or scientific software |  |
+| Hardware description language HDL | Development environment software |  |
+| Hewlett-Packard HP Semiconductor Parameter Analyzer | Analytical or scientific software |  |
+| IBM Notes | Electronic mail software |  |
+| Integrated development environment IDE software | Development environment software |  |
+| Isograph Markov | Analytical or scientific software |  |
+| JHDL | Object or component oriented development software |  |
+| Keysight Technologies Advanced Design System | Computer aided design CAD software |  |
+| Life cycle cost software | Analytical or scientific software |  |
+| Logic synthesis software | Analytical or scientific software |  |
+| MAGIC | Computer aided design CAD software |  |
+| MathWorks Simulink | Analytical or scientific software |  |
+| Matrix calculation software | Analytical or scientific software |  |
+| Mean time between failures MBTF software | Analytical or scientific software |  |
+| Mean time to failure MTTF software | Analytical or scientific software |  |
+| Mentor Graphics software | Computer aided design CAD software |  |
+| Microsoft OneNote | Word processing software |  |
+| Microsoft Visual Basic Scripting Edition VBScript | Development environment software |  |
+| Microwave circuit simulation software | Analytical or scientific software |  |
+| Minitab | Analytical or scientific software |  |
+| National Instruments LabVIEW | Development environment software |  |
+| Optimization software | Analytical or scientific software |  |
+| Oracle E-Business Suite Financials | Financial analysis software |  |
+| OrCAD Capture | Computer aided design CAD software |  |
+| Perforce Helix software | Configuration management software |  |
+| Physical design software | Computer aided design CAD software |  |
+| Power analysis software | Analytical or scientific software |  |
+| Powersim PSIM | Analytical or scientific software |  |
+| Printed circuit board design software | Computer aided design CAD software |  |
+| Programmable logic controller PLC code generation software | Development environment software |  |
+| Programmable logic controller PLC software | Industrial control software |  |
+| PTC Creo Parametric | Computer aided design CAD software |  |
+| Rapid prototyping software | Computer aided manufacturing CAM software |  |
+| Reliability analysis software | Analytical or scientific software |  |
+| ReliaSoft Weibull++ 6 | Analytical or scientific software |  |
+| Requirements management software | Requirements analysis and system architecture software |  |
+| Schematic design entry software | Computer aided design CAD software |  |
+| Siemens ModelSim | Analytical or scientific software |  |
+| Signal integrity simulation software | Analytical or scientific software |  |
+| Simulation program with integrated circuit emphasis SPICE | Analytical or scientific software |  |
+| SKM Systems Analysis Power Tools | Analytical or scientific software |  |
+| SmugMug Flickr | Graphics or photo imaging software |  |
+| Sun Microsystems Java | Object or component oriented development software |  |
+| Supervisory control and data acquisition SCADA software | Industrial control software |  |
+| Synopsys Design Compiler | Analytical or scientific software |  |
+| Synopsys PrimeTime | Analytical or scientific software |  |
+| Systems analysis programs for hands on integrated reliability evaluation software SAPHIRE | Analytical or scientific software |  |
+| Tektronix EZ-TEST | Analytical or scientific software |  |
+| Test automation software | Analytical or scientific software |  |
+| Time and motion analysis software | Analytical or scientific software |  |
+| Unified modeling language UML | Requirements analysis and system architecture software |  |
+| Verilog | Development environment software |  |
+| Very high-speed integrated circuit VHSIC hardware description language VHDL | Development environment software |  |
+| X.25 Protocol | WAN switching software and firmware |  |
+| Zuken E3.schematic | Computer aided design CAD software |  |
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 19 ads, as of 2026-07-19)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Tools
+
+- Angular — **16 %**
+- Lutron — **16 %**
+- Ember — **16 %**
+- React — **16 %**
+- Vue — **16 %**
+
+<!-- market-evidence -->