feat: welding-inspector skill package v0.1.0

2026-08-14 17:53:01 +02:00
commit 88ca37d853
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
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+# Data provenance — welding-inspector
+
+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 — welding-inspector
+    "ESCO (occupation & competences)" : 53
+    "O*NET (tasks & tools)" : 102
+    "Job boards (market evidence)" : 86
+    "Anthropic official Claude skills" : 9
+    "External AI skill packs (mapped)" : 203
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 53 | 11.7 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 102 | 22.5 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 86 | 19.0 % | 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 | 9 | 2.0 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 203 | 44.8 % | 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 +1,67 @@
+---
+name: welding-inspector
+description: "Occupational skill for the role 'welding inspector' (also: welding supervisor, welding checker, welding assessor, electric spot welding engineer, engineering welding fabricator inspector, welding engineer inspector). Use when the user asks for typical welding inspector work such as: typical welding inspector responsibilities"
+---
+
+# Welding Inspector
+
+Welding inspectors examine the connections and bonds between metals. They utilise visual tools and electrical instruments to inspect and ensure the quality and safety of connections. Welding inspectors ensure that all related welding activities, plans and materials follow the appropriate guidelines, in accordance with safety regulations. In addition to working in the field completing their examinations of welding projects, inspectors spend time in an office setting compiling their reports.
+
+## 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)
+
+- adhere to organisational guidelines
+- analyse test data
+- database quality standards
+- ensure finished product meet requirements
+- ensure fulfilment of legal requirements
+- evaluate employees work
+- follow company standards
+- identify hazards in the workplace
+- inspect quality of products
+- liaise with quality assurance
+- metal joining technologies
+- operate welding equipment
+- perform sample testing
+- perform welding inspection
+- prepare samples for testing
+
+## Hot technologies
+
+- Autodesk AutoCAD
+- Autodesk Revit
+- Bentley MicroStation
+- C++
+- Dassault Systemes SolidWorks
+- Microsoft Access
+- Microsoft Excel
+- Microsoft Office software
+- Microsoft Outlook
+- Microsoft PowerPoint
+
+
+<!-- hot-tech -->
+
+## Hot technologies
+
+Top tools from 49 gated job ads (see references/market.md, as of 2026-07-20):
+
+- Microsoft Excel — 16 %
+- Microsoft Office — 12 %
+- Microsoft Word — 12 %
+- Microsoft Windows — 8 %
+
+<!-- hot-tech -->
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/f7ddb68a-beba-4aa9-b5cb-d174d70ea724), O*NET 30.3 (17-3027.00, manual nearest match). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,328 @@
+{
+  "name": "welding-inspector",
+  "title": "welding inspector",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/f7ddb68a-beba-4aa9-b5cb-d174d70ea724",
+    "esco_code": "3115.1.24",
+    "isco_group": "3115",
+    "onet_soc": "17-3027.00",
+    "crosswalk_match": "manual nearest via ISCO 3115 (Mechanical Engineering Technologists and Technicians)"
+  },
+  "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": 30,
+    "skills_optional": 22,
+    "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": "9d2f1ae",
+        "license": "no explicit license \u2014 referenced by link only",
+        "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
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 4
+      },
+      "davepoon/buildwithclaude": {
+        "repo": "https://github.com/davepoon/buildwithclaude",
+        "commit": "3c94e0c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 5
+      },
+      "nexu-io/open-design": {
+        "repo": "https://github.com/nexu-io/open-design",
+        "commit": "4b66023",
+        "license": "Apache-2.0",
+        "skills": 3
+      },
+      "nWave-ai/nWave": {
+        "repo": "https://github.com/nWave-ai/nWave",
+        "commit": "1d0f13c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 2
+      },
+      "gooseworks-ai/goose-skills": {
+        "repo": "https://github.com/gooseworks-ai/goose-skills",
+        "commit": "94ec916",
+        "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": 7
+      },
+      "microsoft/skills": {
+        "repo": "https://github.com/microsoft/skills",
+        "commit": "dc543aa",
+        "license": "MIT",
+        "skills": 1
+      },
+      "infrasity-labs/dev-gtm-claude-skills": {
+        "repo": "https://github.com/infrasity-labs/dev-gtm-claude-skills",
+        "commit": "02cfefb",
+        "license": "MIT",
+        "skills": 1
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 3
+      },
+      "jezweb/claude-skills": {
+        "repo": "https://github.com/jezweb/claude-skills",
+        "commit": "e875a6b",
+        "license": "MIT",
+        "skills": 1
+      },
+      "wanshuiyin/Auto-claude-code-research-in-sleep": {
+        "repo": "https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep",
+        "commit": "eb5c9d7",
+        "license": "MIT",
+        "skills": 3
+      },
+      "OpenSenseNova/SenseNova-Skills": {
+        "repo": "https://github.com/OpenSenseNova/SenseNova-Skills",
+        "commit": "d8bb438",
+        "license": "MIT",
+        "skills": 3
+      },
+      "mohitagw15856/pm-claude-skills": {
+        "repo": "https://github.com/mohitagw15856/pm-claude-skills",
+        "commit": "876fa30",
+        "license": "MIT",
+        "skills": 4
+      },
+      "XiaoMaColtAI/math-modeling-skill": {
+        "repo": "https://github.com/XiaoMaColtAI/math-modeling-skill",
+        "commit": "abcb41f",
+        "license": "no explicit license \u2014 referenced by link only",
+        "skills": 2
+      },
+      "K-Dense-AI/claude-scientific-skills": {
+        "repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 1
+      },
+      "fcakyon/claude-codex-settings": {
+        "repo": "https://github.com/fcakyon/claude-codex-settings",
+        "commit": "44b7c00",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "K-Dense-AI/scientific-agent-skills": {
+        "repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 1
+      },
+      "eigent-ai/eigent": {
+        "repo": "https://github.com/eigent-ai/eigent",
+        "commit": "c6a97e2",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "malob/nix-config": {
+        "repo": "https://github.com/malob/nix-config",
+        "commit": "f2ed178",
+        "license": "MIT",
+        "skills": 1
+      },
+      "pcliangx/AppGenesisForge": {
+        "repo": "https://github.com/pcliangx/AppGenesisForge",
+        "commit": "81ea032",
+        "license": "MIT",
+        "skills": 1
+      },
+      "ComPDFKit/compdf-skills": {
+        "repo": "https://github.com/ComPDFKit/compdf-skills",
+        "commit": "b77153e",
+        "license": "no explicit license \u2014 referenced by link only",
+        "skills": 1
+      },
+      "giuseppe-trisciuoglio/developer-kit": {
+        "repo": "https://github.com/giuseppe-trisciuoglio/developer-kit",
+        "commit": "306f428",
+        "license": "MIT",
+        "skills": 1
+      },
+      "zebbern/claude-code-guide": {
+        "repo": "https://github.com/zebbern/claude-code-guide",
+        "commit": "d2c5280",
+        "license": "MIT",
+        "skills": 2
+      },
+      "dotnet/skills": {
+        "repo": "https://github.com/dotnet/skills",
+        "commit": "79a2ada",
+        "license": "MIT",
+        "skills": 1
+      },
+      "HeshamFS/materials-simulation-skills": {
+        "repo": "https://github.com/HeshamFS/materials-simulation-skills",
+        "commit": "fa1ce8d",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "wondelai/skills": {
+        "repo": "https://github.com/wondelai/skills",
+        "commit": "326b380",
+        "license": "MIT",
+        "skills": 1
+      },
+      "jabrena/plinth": {
+        "repo": "https://github.com/jabrena/plinth",
+        "commit": "065eae8",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "open-gitagent/opengap": {
+        "repo": "https://github.com/open-gitagent/opengap",
+        "commit": "d7a8e2e",
+        "license": "MIT",
+        "skills": 1
+      },
+      "yusufkaraaslan/Skill_Seekers": {
+        "repo": "https://github.com/yusufkaraaslan/Skill_Seekers",
+        "commit": "ea7324e",
+        "license": "MIT",
+        "skills": 2
+      },
+      "vibeeval/vibecosystem": {
+        "repo": "https://github.com/vibeeval/vibecosystem",
+        "commit": "cea9462",
+        "license": "MIT",
+        "skills": 1
+      },
+      "microsoft/power-platform-skills": {
+        "repo": "https://github.com/microsoft/power-platform-skills",
+        "commit": "0d7ed9a",
+        "license": "MIT",
+        "skills": 2
+      },
+      "aaron-he-zhu/aaron-marketing-skills": {
+        "repo": "https://github.com/aaron-he-zhu/aaron-marketing-skills",
+        "commit": "b7b0b9f",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "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
+      },
+      "affaan-m/everything-claude-code": {
+        "repo": "https://github.com/affaan-m/everything-claude-code",
+        "commit": "ed38744",
+        "license": "MIT",
+        "skills": 1
+      },
+      "Leonxlnx/taste-skill": {
+        "repo": "https://github.com/Leonxlnx/taste-skill",
+        "commit": "b177427",
+        "license": "MIT",
+        "skills": 1
+      },
+      "codeaholicguy/ai-devkit": {
+        "repo": "https://github.com/codeaholicguy/ai-devkit",
+        "commit": "c037861",
+        "license": "no explicit license \u2014 referenced by link only",
+        "skills": 1
+      },
+      "basicmachines-co/basic-memory": {
+        "repo": "https://github.com/basicmachines-co/basic-memory",
+        "commit": "53da71c",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "muratcankoylan/Agent-Skills-for-Context-Engineering": {
+        "repo": "https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering",
+        "commit": "c578e85",
+        "license": "MIT",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 37,
+      "adjacent": 43
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 53,
+      "onet": 102,
+      "jobads": 86,
+      "wiki_ai": 0,
+      "anthropic": 9,
+      "ai_skills": 203,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 11.7,
+      "onet": 22.5,
+      "jobads": 19.0,
+      "wiki_ai": 0.0,
+      "anthropic": 2.0,
+      "ai_skills": 44.8,
+      "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 +1,450 @@
+# External AI agent skills — welding-inspector
+
+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` | core | 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-reporting` | adjacent | Penetration test and red team report writing methodology. Covers executive summary structuring (risk-led narrative for non-technical readers), technical finding format (title, severity, affected scope, narrative, reproduction steps, … | [source](https://github.com/0xwilliamortiz/claude-red/tree/ad8436b/Skills/utility/offensive-reporting) |
+
+## 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 |
+|---|---|---|---|
+| `embedded-docs` | core | Embedded firmware documentation generation and maintenance using Doxygen and related tools. Expert skill for API documentation, hardware interface documentation, memory maps, and integration with documentation systems. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/embedded-systems/skills/embedded-docs) |
+| `inference-performance-testing` | adjacent | Benchmark and optimize ML model inference — latency, throughput, memory usage, and hardware-specific performance profiling. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/data-science-ml/skills/inference-performance-testing) |
+
+## 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` | adjacent | Use when the user asks to "remember project context", review saved findings, initialize runtime memory, archive stale work, reconcile notes, or erase a subject; manages authorized HOT/WARM/COLD working memory across all disciplines while … | [source](https://github.com/aaron-he-zhu/aaron-marketing-skills/tree/b7b0b9f/protocol/memory-management) |
+
+## Source: affaan-m/everything-claude-code
+
+- Repository: [https://github.com/affaan-m/everything-claude-code](https://github.com/affaan-m/everything-claude-code) (commit `ed38744`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `agentic-os` | adjacent | Build persistent multi-agent operating systems on Claude Code. Covers kernel architecture, specialist agents, slash commands, file-based memory, scheduled automation, and state management without external databases. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/agentic-os) |
+
+## Source: anthropics/skills
+
+- Repository: [https://github.com/anthropics/skills](https://github.com/anthropics/skills) (commit `9d2f1ae`, retrieved 2026-07-14)
+- License: no explicit license — referenced by link only
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `docx` | core | Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', or requests to produce professional documents with formatting … | [source](https://github.com/anthropics/skills/tree/9d2f1ae/skills/docx) |
+
+## 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-schema` | adjacent | Schema lifecycle management for Basic Memory: discover unschemaed notes, infer schemas, create and edit schema definitions, validate notes, and detect drift. Use when working with structured note types (Task, Person, Meeting, etc.) to … | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-schema) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+| `research-lit` | core | Search and analyze research papers, find related work, summarize key ideas. Use when user says "find papers", "related work", "literature review", "what does this paper say", or needs to understand academic papers. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/42-wanshuiyin-ARIS/skills/research-lit) |
+| `md-to-docx` | core | Convert Markdown files to Word documents (.docx) with proper formatting, Chinese font support (FangSong for all text including headings), black font color, 1.5x line spacing, precise first-line indent (24pt), heading spacing after (1 … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/67-econfin-workflow-toolkit/md-to-docx) |
+| `referee2` | adjacent | Systematic audit and review by Referee 2. Two modes — "deck" reviews slide presentations for rhetoric, visual quality, and compile cleanliness; "code" performs cross-language replication and econometric audit of empirical pipelines. Use … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/13-scunning1975-MixtapeTools/skills/referee2) |
+| `slide-excellence` | adjacent | Multi-agent slide review (visual, pedagogy, proofreading). Use for comprehensive quality check before milestones. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/12-pedrohcgs-claude-code-my-workflow/dot-claude/skills/slide-excellence) |
+| `review` | adjacent | All quality reviews — routes to appropriate critics based on target file type and flags. Replaces /paper-excellence, /proofread, /econometrics-check, /review-r, /review-paper. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/16-hsantanna88-clo-author/dot-claude/skills/review) |
+| `identify` | adjacent | 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) |
+
+## Source: codeaholicguy/ai-devkit
+
+- Repository: [https://github.com/codeaholicguy/ai-devkit](https://github.com/codeaholicguy/ai-devkit) (commit `c037861`, retrieved 2026-07-14)
+- License: no explicit license — referenced by link only
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory` | adjacent | AI DevKit · Use the memory CLI as a durable knowledge layer. Search before non-trivial work, store verified reusable knowledge, update stale entries, and avoid saving transcripts, secrets, or one-off task progress. | [source](https://github.com/codeaholicguy/ai-devkit/tree/c037861/skills/memory) |
+
+## Source: ComPDFKit/compdf-skills
+
+- Repository: [https://github.com/ComPDFKit/compdf-skills](https://github.com/ComPDFKit/compdf-skills) (commit `b77153e`, retrieved 2026-07-14)
+- License: no explicit license — referenced by link only
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `pdf-to-word-docx` | core | PDF to Word converts PDF to editable Word/DOCX with AI-powered layout analysis and table recognition, built on ComPDF Conversion SDK to better preserve tables, multi-column layouts, lists, and images for downstream editing. It fits … | [source](https://github.com/ComPDFKit/compdf-skills/tree/b77153e/skills/pdf-to-word-docx) |
+
+## Source: davepoon/buildwithclaude
+
+- Repository: [https://github.com/davepoon/buildwithclaude](https://github.com/davepoon/buildwithclaude) (commit `3c94e0c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `image-enhancer` | core | Improves the quality of images, especially screenshots, by enhancing resolution, sharpness, and clarity. Perfect for preparing images for presentations, documentation, or social media posts. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/image-enhancer) |
+
+## 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 |
+|---|---|---|---|
+| `image-enhancer` | core | Improves the quality of images, especially screenshots, by enhancing resolution, sharpness, and clarity. Perfect for preparing images for presentations, documentation, or social media posts. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/media/image-enhancer) |
+| `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) |
+| `docx` | core | Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', or requests to produce professional documents with formatting … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/document-processing/docx) |
+| `docx-official` | core | Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', or requests to produce professional documents with formatting … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/document-processing/docx-official) |
+| `c-pro` | adjacent | Write efficient C code with proper memory management, pointer | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/c-pro) |
+
+## 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 |
+|---|---|---|---|
+| `mcp-csharp-test` | adjacent | 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: eigent-ai/eigent
+
+- Repository: [https://github.com/eigent-ai/eigent](https://github.com/eigent-ai/eigent) (commit `c6a97e2`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `docx` | core | Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of \"Word doc\", \"word document\", \".docx\", or requests to produce professional documents with … | [source](https://github.com/eigent-ai/eigent/tree/c6a97e2/resources/example-skills/docx) |
+
+## Source: fcakyon/claude-codex-settings
+
+- Repository: [https://github.com/fcakyon/claude-codex-settings](https://github.com/fcakyon/claude-codex-settings) (commit `44b7c00`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `docx` | core | Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', or requests to produce professional documents with formatting … | [source](https://github.com/fcakyon/claude-codex-settings/tree/44b7c00/plugins/anthropic-office-skills/skills/docx) |
+
+## 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 |
+|---|---|---|---|
+| `docx-comment-reply` | core | Reply to comments (批注) in Word .docx/.doc files: extract comment context, draft replies, write threaded replies back, and validate OOXML. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/docx-comment-reply) |
+| `slides-as-code` | adjacent | Build research slides with text-first source (Slidev/Marp/Reveal/Quarto) and reproducible export (PDF). Includes structure, figure reuse rules, and quality checklist for top-tier scientific presentations. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/slides-as-code) |
+| `sentry` | adjacent | Use when the user asks to inspect Sentry issues or events, summarize recent production errors, or pull basic Sentry health data via the Sentry API; perform read-only queries with the bundled script and require `SENTRY_AUTH_TOKEN`. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/sentry) |
+
+## Source: giuseppe-trisciuoglio/developer-kit
+
+- Repository: [https://github.com/giuseppe-trisciuoglio/developer-kit](https://github.com/giuseppe-trisciuoglio/developer-kit) (commit `306f428`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory-md-management` | adjacent | Provides comprehensive memory file management capabilities including auditing, quality assessment, and targeted improvements for files such as CLAUDE.md. Use when user asks to check, audit, update, improve, fix, maintain, or validate … | [source](https://github.com/giuseppe-trisciuoglio/developer-kit/tree/306f428/plugins/developer-kit-core/skills/memory-md-management) |
+
+## Source: gooseworks-ai/goose-skills
+
+- Repository: [https://github.com/gooseworks-ai/goose-skills](https://github.com/gooseworks-ai/goose-skills) (commit `94ec916`, retrieved 2026-07-14)
+- License: no explicit license — referenced by link only
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `review-ugc-render` | core | Mandatory pre-publish review gate for a UGC video render. Transcribes the finished render's AUDIO with Whisper and word-diffs it against the approved spoken script, then gates set_final_render — blocking a render whose generated audio … | [source](https://github.com/gooseworks-ai/goose-skills/tree/94ec916/skills/ads/packs/ugc-video-formats/review-ugc-render) |
+
+## 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 |
+|---|---|---|---|
+| `performance-profiling` | adjacent | Identify computational bottlenecks, analyze parallel scaling, estimate memory requirements, and generate optimization recommendations for materials simulations — parse timing logs to find dominant phases (solver, assembly, I/O), evaluate … | [source](https://github.com/HeshamFS/materials-simulation-skills/tree/fa1ce8d/skills/simulation-workflow/performance-profiling) |
+
+## 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 |
+|---|---|---|---|
+| `brief-outline-generator` | core | Generates a fully structured SEO content **outline** (not a finished brief) and exports it as a formatted .docx Word document. The output is a skeleton for a writer to fill in — section headings, topic prompts, angles — not pre-written … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/skills/brief-outline-generator) |
+
+## 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` | adjacent | 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 |
+|---|---|---|---|
+| `vertex-engine-inspector` | core | Inspect and validate Vertex AI Agent Engine deployments including Code Execution Sandbox, Memory Bank, A2A protocol compliance, and security posture. Generates production readiness scores. Use when asked to inspect, validate, or audit an … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-ml/jeremy-vertex-engine/skills/vertex-engine-inspector) |
+| `hyperflow-status` | core | Hyperflow project status. Use to see current hyperflow state — "what is hyperflow doing", "show task progress", "where are we". Read-only — reports in-flight tasks, memory count, and progress. Never modifies state or runs work. | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/hyperflow/templates/antigravity/skills/hyperflow-status) |
+| `twinmind-observability` | adjacent | Monitor TwinMind transcription quality, meeting coverage, action item extraction rates, and memory vault health. Use when implementing observability, or managing TwinMind meeting AI operations. Trigger with phrases like "twinmind … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/twinmind-pack/skills/twinmind-observability) |
+| `gamma-hello-world` | adjacent | Generate your first Gamma presentation via the API. Use when learning the generate-poll-retrieve workflow, testing API connectivity, or creating a minimal example. Trigger: "gamma hello world", "gamma quick start", "first gamma … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/gamma-pack/skills/gamma-hello-world) |
+| `memory-profiler-setup` | adjacent | Configure memory profiler setup operations. Auto-activating skill for Performance Testing. Triggers on: memory profiler setup, memory profiler setup Part of the Performance Testing skill category. Use when working with memory profiler … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/skills/10-performance-testing/memory-profiler-setup) |
+| `crest-narrative` | adjacent | Strategic narrative — write a standalone strategy memo that frames product direction, bets, and rationale for a planning horizon. Use when asked to "write a strategy doc", "product vision", "strategic narrative", "company strategy memo", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/crest-narrative) |
+| `meeting-prep` | adjacent | Prepare briefings for today's meetings \u2014 attendee research, email\ \ history, past meeting notes, LinkedIn, and company context. Use when running the\ \ daily meeting prep cron, or when user asks to prepare for meetings, review who\ \ … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/business-tools/executive-assistant-skills/skills/meeting-prep) |
+
+## Source: jezweb/claude-skills
+
+- Repository: [https://github.com/jezweb/claude-skills](https://github.com/jezweb/claude-skills) (commit `e875a6b`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `proposal-writer` | core | Write a client proposal, quote, scope of work, or engagement letter for a service business. Covers project understanding, scope, timeline, pricing presentation, and terms. Use whenever the user asks for a proposal, quote, project proposal, … | [source](https://github.com/jezweb/claude-skills/tree/e875a6b/plugins/writing/skills/proposal-writer) |
+
+## 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 |
+|---|---|---|---|
+| `docx` | core | Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', or requests to produce professional documents with formatting … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/docx) |
+
+## 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 |
+|---|---|---|---|
+| `docx` | core | Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', or requests to produce professional documents with formatting … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/docx) |
+
+## Source: Leonxlnx/taste-skill
+
+- Repository: [https://github.com/Leonxlnx/taste-skill](https://github.com/Leonxlnx/taste-skill) (commit `b177427`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `brandkit` | adjacent | Premium brand-kit image generation skill for creating high-end brand-guidelines boards, logo systems, identity decks, and visual-world presentations. Trained for minimalist, cinematic, editorial, dark-tech, luxury, cultural, security, … | [source](https://github.com/Leonxlnx/taste-skill/tree/b177427/skills/brandkit) |
+
+## Source: malob/nix-config
+
+- Repository: [https://github.com/malob/nix-config](https://github.com/malob/nix-config) (commit `f2ed178`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `docx` | core | Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', or requests to produce professional documents with formatting … | [source](https://github.com/malob/nix-config/tree/f2ed178/configs/claude/skills/docx) |
+
+## Source: microsoft/power-platform-skills
+
+- Repository: [https://github.com/microsoft/power-platform-skills](https://github.com/microsoft/power-platform-skills) (commit `0d7ed9a`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `add-ai-webapi` | adjacent | Integrates Power Pages generative-AI summarization APIs (PREVIEW) into a Single Page Application (SPA) site — the Search Summary API and the Data Summarization API — on any record-detail or list page. Generates per-target service code … | [source](https://github.com/microsoft/power-platform-skills/tree/0d7ed9a/plugins/power-pages/skills/add-ai-webapi) |
+| `add-office365` | adjacent | Adds Office 365 Outlook connector to a Power Apps code app. Use when accessing calendars, sending emails, reading inbox, or managing Outlook events. | [source](https://github.com/microsoft/power-platform-skills/tree/0d7ed9a/plugins/code-apps/skills/add-office365) |
+
+## 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-ai-translation-document-py` | core | Azure AI Document Translation SDK for batch translation of documents with format preservation. Use for translating Word, PDF, Excel, PowerPoint, and other document formats at scale. Triggers: "document translation", "batch translation", … | [source](https://github.com/microsoft/skills/tree/dc543aa/.github/plugins/azure-sdk-python/skills/azure-ai-translation-document-py) |
+
+## 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 |
+|---|---|---|---|
+| `docx-tracked-changes` | core | Produce properly-formatted tracked changes for a Word document. Use when asked to redline a document, suggest edits to a contract or document, create tracked changes for review, or mark up a document with proposed revisions. Produces a … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-essentials/skills/docx-tracked-changes) |
+| `word-document` | core | Build a real, formatted Word (.docx) document — headings, styles, tables, TOC-ready. Use when asked to produce a Word doc, a .docx, a formatted report/contract/proposal/letter as an actual file (not markdown). Produces an actual .docx via … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-documents/skills/word-document) |
+| `board-minutes` | adjacent | Write formal board meeting minutes from an agenda, notes, transcript, or discussion summary. Use when asked to draft board minutes, governance minutes, meeting minutes for a board, or a formal record of decisions and actions. Produces … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-business/skills/board-minutes) |
+| `professional-brain` | adjacent | Maintain a durable, local markdown memory ('brain') of your product context, decisions, hypotheses, and stakeholders that other skills read from and write back to. Use when asked to set up a brain, ingest notes/artifacts into memory, … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-cross/skills/professional-brain) |
+
+## Source: mukul975/Anthropic-Cybersecurity-Skills
+
+- Repository: [https://github.com/mukul975/Anthropic-Cybersecurity-Skills](https://github.com/mukul975/Anthropic-Cybersecurity-Skills) (commit `673da1f`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `analyzing-macro-malware-in-office-documents` | core | Analyzes malicious VBA macros embedded in Microsoft Office documents (Word, Excel, PowerPoint) to identify download cradles, payload execution, persistence mechanisms, and anti-analysis techniques. Uses olevba, oledump, and VBA … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-macro-malware-in-office-documents) |
+| `analyzing-memory-dumps-with-volatility` | adjacent | Analyzes RAM memory dumps from compromised systems using the Volatility framework to identify malicious processes, injected code, network connections, loaded modules, and extracted credentials. Supports Windows, Linux, and macOS memory … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-memory-dumps-with-volatility) |
+| `implementing-fuzz-testing-in-cicd-with-aflplusplus` | adjacent | Integrate AFL++ coverage-guided fuzz testing into CI/CD pipelines to discover memory corruption, input handling, and logic vulnerabilities in C/C++ and compiled applications. | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/implementing-fuzz-testing-in-cicd-with-aflplusplus) |
+| `detecting-rootkit-activity` | adjacent | Detects rootkit presence on compromised systems by identifying hidden processes, hooked system calls, modified kernel structures, hidden files, and covert network connections using memory forensics, cross-view detection, and integrity … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/detecting-rootkit-activity) |
+
+## Source: muratcankoylan/Agent-Skills-for-Context-Engineering
+
+- Repository: [https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering) (commit `c578e85`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory-systems` | adjacent | This skill should be used for persistent semantic memory in agent systems: cross-session knowledge retention, entity tracking, temporal validity, graph or vector retrieval, memory consolidation, and memory benchmark selection. Route … | [source](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/c578e85/skills/memory-systems) |
+
+## 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 |
+|---|---|---|---|
+| `image-enhancer` | core | Improve image and screenshot quality by enhancing resolution, sharpness, and clarity for professional presentations and documentation. | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/image-enhancer) |
+| `docx` | core | Create, edit, and analyze Word documents with tracked changes, comments, and formatting. Useful for design briefs, copy docs, and review-ready deliverables. | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/docx) |
+| `brandkit` | adjacent | Premium brand-kit image generation skill for creating high-end brand-guidelines boards, logo systems, identity decks, and visual-world presentations. Trained for minimalist, cinematic, editorial, dark-tech, luxury, cultural, security, … | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/brandkit) |
+
+## Source: nWave-ai/nWave
+
+- Repository: [https://github.com/nWave-ai/nWave](https://github.com/nWave-ai/nWave) (commit `1d0f13c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `nw-production-readiness` | core | Monitoring, observability, operational procedures, CI/CD lessons learned, and quality gate definitions. Load when assessing production readiness or validating operational excellence. | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-production-readiness) |
+
+## Source: open-gitagent/opengap
+
+- Repository: [https://github.com/open-gitagent/opengap](https://github.com/open-gitagent/opengap) (commit `d7a8e2e`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `document-review` | adjacent | Reviews financial documents (prospectuses, ADVs, marketing materials) for FINRA 2210 compliance, required disclosures, and balanced presentation. Use when reviewing financial statements, audit documents, regulatory filings, or when the … | [source](https://github.com/open-gitagent/opengap/tree/d7a8e2e/examples/full/skills/document-review) |
+
+## Source: OpenSenseNova/SenseNova-Skills
+
+- Repository: [https://github.com/OpenSenseNova/SenseNova-Skills](https://github.com/OpenSenseNova/SenseNova-Skills) (commit `d8bb438`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `sn-da-non-spreadsheet-analysis` | core | Word / PDF / PPT 文档解析与数据分析引擎。覆盖三类文件格式的全量提取、表格数值化、图表理解与跨文档汇总分析。**遇到以下任一情况就主动使用本 skill**：①用户上传或指定了 .docx / .doc / .pdf / .pptx / .ppt 文件并要求分析、提取或统计其中内容；②用户出现触发词：Word分析 / PDF解析 / PPT提取 / 文档分析 / 报告解析 / 幻灯片分析 / 发票提取 / 合同分析 / 文档统计 / 错别字 / 语病 / … | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-non-spreadsheet-analysis) |
+| `word-analysis` | core | Word (.docx/.doc) 文档全量解析。覆盖：正文/段落文本提取、表格数据提取、高亮/颜色格式读取、多文件汇总对比、嵌入图片转 caption。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-non-spreadsheet-analysis/capability/word-analysis) |
+| `outlier-detection-and-quality-assessment` | adjacent | 执行全面的异常值检测与数据质量评估，利用 IQR 方法识别异常值并结合偏度、峰度分析数据分布特征，适用于非正态分布数据的预处理阶段。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-cleaning/outlier-detection) |
+
+## Source: pcliangx/AppGenesisForge
+
+- Repository: [https://github.com/pcliangx/AppGenesisForge](https://github.com/pcliangx/AppGenesisForge) (commit `81ea032`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `docx` | core | Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', or requests to produce professional documents with formatting … | [source](https://github.com/pcliangx/AppGenesisForge/tree/81ea032/.claude/skills/docx) |
+
+## 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-reporting` | adjacent | Penetration test and red team report writing methodology. Covers executive summary structuring (risk-led narrative for non-technical readers), technical finding format (title, severity, affected scope, narrative, reproduction steps, … | [source](https://github.com/SnailSploit/Claude-Red/tree/aeb41ec/Skills/utility/offensive-reporting) |
+
+## 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` | adjacent | 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) |
+
+## Source: wanshuiyin/Auto-claude-code-research-in-sleep
+
+- Repository: [https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep) (commit `eb5c9d7`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `research-lit` | core | Search and analyze research papers, find related work, summarize key ideas. Use when user says "find papers", "related work", "literature review", "what does this paper say", or needs to understand academic papers. | [source](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/eb5c9d7/skills/research-lit) |
+| `kill-argument` | core | Two-thread adversarial review: a fresh reviewer constructs the strongest 200-word rejection memo, then a second fresh reviewer defends the paper point-by-point and surfaces still-unresolved critical issues. Use when user says \"kill … | [source](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/eb5c9d7/skills/kill-argument) |
+| `paper-talk` | adjacent | End-to-end conference talk pipeline: paper → slide outline → Beamer + PPTX → per-page polish → assurance checks (claim / citation / anonymity) → final export and report. Default-good for academic conference talks (NeurIPS / ICML / ICLR / … | [source](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/eb5c9d7/skills/paper-talk) |
+
+## Source: wondelai/skills
+
+- Repository: [https://github.com/wondelai/skills](https://github.com/wondelai/skills) (commit `326b380`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `steve-jobs-design-review` | adjacent | Review designs, products, and features with Steve Jobs'' standards: ruthless simplicity, focus, and end-to-end excellence. Use when the user mentions "Steve Jobs review", "design review", "product review", "what would Steve do", "insanely … | [source](https://github.com/wondelai/skills/tree/326b380/steve-jobs-design-review) |
+
+## Source: XiaoMaColtAI/math-modeling-skill
+
+- Repository: [https://github.com/XiaoMaColtAI/math-modeling-skill](https://github.com/XiaoMaColtAI/math-modeling-skill) (commit `abcb41f`, retrieved 2026-07-14)
+- License: no explicit license — referenced by link only
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `DOCX工具` | core | 创建、编辑、校验和转换 Word DOCX，支持把完整 LaTeX 论文转换为 DOCX，以及数学建模论文模板、原生公式、三线表、修订和批注。 | [source](https://github.com/XiaoMaColtAI/math-modeling-skill/tree/abcb41f/tools/docx) |
+| `LaTeX工具` | core | 从官方或内置模板创建、编译和校验数学建模 LaTeX 论文项目，并可配合 DOCX 工具把完整 LaTeX 论文转换为 Word。 | [source](https://github.com/XiaoMaColtAI/math-modeling-skill/tree/abcb41f/tools/latex) |
+
+## Source: yusufkaraaslan/Skill_Seekers
+
+- Repository: [https://github.com/yusufkaraaslan/Skill_Seekers](https://github.com/yusufkaraaslan/Skill_Seekers) (commit `ea7324e`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `golden-pptx` | adjacent | Use when testing the pptx golden build | [source](https://github.com/yusufkaraaslan/Skill_Seekers/tree/ea7324e/tests/golden/phase2/pptx) |
+| `golden-pptx-kw` | adjacent | Use when testing keyword categorization | [source](https://github.com/yusufkaraaslan/Skill_Seekers/tree/ea7324e/tests/golden/phase2/pptx_kw) |
+
+## Source: zebbern/claude-code-guide
+
+- Repository: [https://github.com/zebbern/claude-code-guide](https://github.com/zebbern/claude-code-guide) (commit `d2c5280`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `dataset-quality-audit` | adjacent | Run comprehensive quality checks on tabular data (CSV/Excel/TSV/JSON), detecting missing values, duplicates, outliers, format issues, and type inconsistencies to produce an overall score, grade, and actionable suggestions. Triggered when … | [source](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/dataset-quality-audit) |
+| `regression-modeler` | adjacent | Run regression analysis (OLS or logistic) on uploaded CSV/Excel data, generating coefficients, R², p-values, VIF, and plain-language interpretation. Triggered by requests for regression modeling, fitting data, testing significance, … | [source](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/regression-modeler) |
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,138 @@
+# Market evidence report — welding-inspector
+
+Source: **49 real job ads** (JSearch API, countries: us 49), extracted into the MSSQL evidence store; as of 2026-07-20.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 45 | 92 % |
+| n/a | 2 | 4 % |
+| lead | 2 | 4 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | Microsoft Excel | 8 | 16 % |
+| 2 | Microsoft Office | 6 | 12 % |
+| 3 | Microsoft Word | 6 | 12 % |
+| 4 | Microsoft Windows | 4 | 8 % |
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | welding inspection | 33 | 67 % |
+| 2 | quality control | 12 | 24 % |
+| 3 | structural steel inspection | 10 | 20 % |
+| 4 | quality assurance | 9 | 18 % |
+| 5 | blueprint reading | 7 | 14 % |
+| 6 | non-destructive testing | 7 | 14 % |
+| 7 | visual inspection | 7 | 14 % |
+| 8 | welding | 5 | 10 % |
+| 9 | code compliance | 4 | 8 % |
+| 10 | inspection | 4 | 8 % |
+| 11 | materials testing | 4 | 8 % |
+| 12 | piping inspection | 4 | 8 % |
+| 13 | assembly inspection | 3 | 6 % |
+| 14 | compliance verification | 3 | 6 % |
+| 15 | defect identification | 3 | 6 % |
+| 16 | factory acceptance testing (FAT) | 3 | 6 % |
+| 17 | non-destructive examination (NDE) | 3 | 6 % |
+| 18 | shop inspection | 3 | 6 % |
+| 19 | steel inspection | 3 | 6 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | compliance verification | 5 | 10 % |
+| 2 | weld inspection | 5 | 10 % |
+| 3 | client relationship maintenance | 4 | 8 % |
+| 4 | inspection documentation | 4 | 8 % |
+| 5 | report preparation | 4 | 8 % |
+| 6 | weld compliance verification | 4 | 8 % |
+| 7 | witnessing inspections | 4 | 8 % |
+| 8 | equipment inspection | 3 | 6 % |
+| 9 | record maintenance | 3 | 6 % |
+| 10 | safety compliance | 3 | 6 % |
+
+## Regional breakdown
+
+> **Corpus note:** 49 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
+
+### US (us)
+
+49 ads.
+
+**Top hard skills:**
+
+- welding inspection — 67 % (33 ads)
+- quality control — 24 % (12 ads)
+- structural steel inspection — 20 % (10 ads)
+- quality assurance — 18 % (9 ads)
+- blueprint reading — 14 % (7 ads)
+- non-destructive testing — 14 % (7 ads)
+- visual inspection — 14 % (7 ads)
+- welding — 10 % (5 ads)
+- code compliance — 8 % (4 ads)
+- inspection — 8 % (4 ads)
+
+**Top tools:**
+
+- Microsoft Excel — 16 % (8 ads)
+- Microsoft Office — 12 % (6 ads)
+- Microsoft Word — 12 % (6 ads)
+- Microsoft Windows — 8 % (4 ads)
+- Microsoft Outlook — 4 % (2 ads)
+
+**Seniority:** mid 92 % · n/a 4 % · lead 4 %
+
+### 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 |
+|---|---|
+| Certified Welding Inspector | 9 |
+| Certified Welding Inspector (CWI) | 2 |
+| QA/QC Professional - Welding Inspector Level II | 2 |
+| Welding Inspector | 2 |
+| Welding Inspectors - Multiple Locations - Contract | 2 |
+| AWS Certified Welding Inspector | 1 |
+| AWS Certified Welding Inspector (CWI) - Fracture Critical Members (FCM) | 1 |
+| AWS CWI Welding Inspector | 1 |
+| Certified Welding Inspector - Gas Pipeline Field Lead | 1 |
+| Certified Welding Inspector - Structural Steel, Field Travel | 1 |
+| Certified Welding Inspector (Part-Time) Front Royal, VA | 1 |
+| Certified Welding Inspector CWI (USA) | 1 |
+| Certified Welding Inspector, Certified Welding Inspector | 1 |
+| Certified Welding Inspector: Quality & Compliance Leader | 1 |
+| Contract Welding Inspector - QA & NDT | 1 |
+| CWI - Gas Construction Inspector (2-Month, Per Diem) | 1 |
+| CWI NDT II Weld Inspector | 1 |
+| CWI/NDT Structural Welding Inspector – Travel & Growth | 1 |
+| CWI/Structural Steel | 1 |
+| Field Welding Inspector – Gas Pipeline Quality | 1 |
+| Field Welding Inspector — Oil & Gas QA & NDT (Contract) | 1 |
+| Field Welding Inspector: Gas Pipeline Safety & Quality | 1 |
+| Quality Welding Inspection Specialist | 1 |
+| Shop Inspector- Certified Welding Inspector | 1 |
+| Shop Inspector- Certified Welding Inspector-Chesapeake,Virginia | 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 +1,41 @@
+# Occupation profile — welding inspector
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/f7ddb68a-beba-4aa9-b5cb-d174d70ea724
+- **ESCO code:** 3115.1.24
+- **ISCO-08 group:** 3115 — Mechanical engineering technicians
+
+## Description (ESCO)
+
+Welding inspectors examine the connections and bonds between metals. They utilise visual tools and electrical instruments to inspect and ensure the quality and safety of connections. Welding inspectors ensure that all related welding activities, plans and materials follow the appropriate guidelines, in accordance with safety regulations. In addition to working in the field completing their examinations of welding projects, inspectors spend time in an office setting compiling their reports.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- welding supervisor
+- welding checker
+- welding assessor
+- electric spot welding engineer
+- engineering welding fabricator inspector
+- welding engineer inspector
+- welding assurance inspector
+- engineering welding inspector
+- butt welding engineer
+- electric arc welding engineer
+- robotic welding engineer
+- production line welding inspector
+- stitch welding engineer
+- resistance welding inspector
+- welding control inspector
+- welding examiner
+- sheet-metal welding engineer
+- welding inspectors
+- tack welding inspector
+- flash welding engineer
+- sheet metal welding inspector
+- construction welder inspector
+- welding overseer
+- ultrasonic metal welder engineer
+- welder-fabricator inspector
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,76 @@
+# Competences — welding inspector
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/f7ddb68a-beba-4aa9-b5cb-d174d70ea724).
+
+## Essential
+
+- **adhere to organisational guidelines** (skill/competence)
+- **analyse test data** (skill/competence)
+- **database quality standards** (knowledge)
+- **ensure finished product meet requirements** (skill/competence)
+- **ensure fulfilment of legal requirements** (skill/competence)
+- **evaluate employees work** (skill/competence)
+- **follow company standards** (skill/competence)
+- **identify hazards in the workplace** (skill/competence)
+- **inspect quality of products** (skill/competence)
+- **liaise with quality assurance** (skill/competence)
+- **metal joining technologies** (knowledge)
+- **operate welding equipment** (skill/competence)
+- **perform sample testing** (skill/competence)
+- **perform welding inspection** (skill/competence)
+- **prepare samples for testing** (skill/competence)
+- **quality assurance methodologies** (knowledge)
+- **quality standards** (knowledge)
+- **recognise signs of corrosion** (skill/competence)
+- **record production data for quality control** (skill/competence)
+- **record survey data** (skill/competence)
+- **record test data** (skill/competence)
+- **report defective manufacturing materials** (skill/competence)
+- **revise quality control systems documentation** (skill/competence)
+- **set quality assurance objectives** (skill/competence)
+- **spot metal imperfections** (skill/competence)
+- **types of metal** (knowledge)
+- **types of metal manufacturing processes** (knowledge)
+- **welding techniques** (knowledge)
+- **write records for repairs** (skill/competence)
+- **write work-related reports** (skill/competence)
+
+## Optional
+
+- consult technical resources (skill/competence)
+- create solutions to problems (skill/competence)
+- draw design sketches (skill/competence)
+- electron beam welding processes (knowledge)
+- ensure compliance with environmental legislation (skill/competence)
+- ensure correct gas pressure (skill/competence)
+- ferrous metal processing (knowledge)
+- keep records of work progress (skill/competence)
+- liaise with managers (skill/competence)
+- manage emergency procedures (skill/competence)
+- monitor manufacturing quality standards (skill/competence)
+- non-ferrous metal processing (knowledge)
+- perform metal active gas welding (skill/competence)
+- perform metal inert gas welding (skill/competence)
+- perform test run (skill/competence)
+- perform tungsten inert gas welding (skill/competence)
+- plastic welding (knowledge)
+- recommend product improvements (skill/competence)
+- supervise staff (skill/competence)
+- technical drawings (knowledge)
+- use non-destructive testing equipment (skill/competence)
+- weld mining machinery (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 49 ads, as of 2026-07-20)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- welding inspection — **67 %**
+- quality control — **24 %**
+- structural steel inspection — **20 %**
+- quality assurance — **18 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,66 @@
+# Tasks & work activities — welding inspector
+
+Source: O*NET 30.3, occupation 17-3027.00 (Mechanical Engineering Technologists and Technicians) — manual nearest-occupation mapping via ISCO group 3115; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+## Task statements
+
+- **[Supplemental]** Prepare parts sketches and write work orders and purchase requests to be furnished by outside contractors.
+- **[Core]** Draft detail drawing or sketch for drafting room completion or to request parts fabrication by machine, sheet or wood shops.
+- **[Core]** Review project instructions and blueprints to ascertain test specifications, procedures, and objectives, and test nature of technical problems such as redesign.
+- **[Core]** Review project instructions and specifications to identify, modify and plan requirements fabrication, assembly and testing.
+- **[Core]** Set up and conduct tests of complete units and components under operational conditions to investigate proposals for improving equipment performance.
+- **[Core]** Analyze test results in relation to design or rated specifications and test objectives, and modify or adjust equipment to meet specifications.
+- **[Supplemental]** Evaluate tool drawing designs by measuring drawing dimensions and comparing with original specifications for form and function using engineering skills.
+- **[Core]** Calculate required capacities for equipment of proposed system to obtain specified performance and submit data to engineering personnel for approval.
+- **[Core]** Record test procedures and results, numerical and graphical data, and recommendations for changes in product or test methods.
+- **[Core]** Read dials and meters to determine amperage, voltage, electrical output and input at specific operating temperature to analyze parts performance.
+- **[Supplemental]** Estimate cost factors including labor and material for purchased and fabricated parts and costs for assembly, testing, or installing.
+- **[Supplemental]** Set up prototype and test apparatus and operate test controlling equipment to observe and record prototype test results.
+- **[Supplemental]** Analyze energy requirements and distribution systems to maximize the use of intermittent or inflexible renewable energy sources, such as wind or nuclear.
+- **[nan]** Analyze or estimate production costs, such as labor, equipment, and plant space.
+- **[Core]** Assemble or disassemble complex mechanical systems.
+- **[Core]** Assist engineers to design, develop, test, or manufacture industrial machinery, consumer products, or other equipment.
+- **[Supplemental]** Assist mechanical engineers in product testing through activities such as setting up instrumentation for automobile crash tests.
+- **[Core]** Conduct failure analyses, document results, and recommend corrective actions.
+- **[Supplemental]** Conduct statistical studies to analyze or compare production costs for sustainable and nonsustainable designs.
+- **[Core]** Design molds, tools, dies, jigs, or fixtures for use in manufacturing processes.
+- **[Core]** Design specialized or customized equipment, machines, or structures.
+- **[nan]** Devise, fabricate, or assemble new or modified mechanical components for products such as industrial machinery or equipment, and measuring instruments.
+- **[nan]** Discuss changes in design, method of manufacture and assembly, or drafting techniques and procedures with staff and coordinate corrections.
+- **[Core]** Interpret engineering sketches, specifications, or drawings.
+- **[Core]** Prepare equipment inspection schedules, reliability schedules, work plans, or other records.
+- **[Core]** Prepare layouts of machinery, tools, plants, or equipment.
+- **[Core]** Prepare specifications, designs, or sketches for machines, components, or systems related to the generation, transmission, or use of mechanical or fluid energy.
+- **[Core]** Provide technical support to other employees regarding mechanical design, fabrication, testing, or documentation.
+- **[Core]** Test machines, components, materials, or products to determine characteristics such as performance, strength, or response to stress.
+- **[nan]** Monitor, inspect, or test mechanical equipment.
+
+## Detailed work activities
+
+- Analyze costs and benefits of proposed designs or projects.
+- Analyze green technology design requirements.
+- Analyze test or validation data.
+- Assemble equipment or components.
+- Assemble mechanical components or machine parts.
+- Assist engineers or scientists with research.
+- Collaborate with others to develop or refine designs.
+- Conduct quantitative failure analyses of operational data.
+- Create graphical representations of industrial production systems.
+- Create graphical representations of mechanical equipment.
+- Design industrial equipment.
+- Document design or operational test results.
+- Document technical design details.
+- Estimate operational costs.
+- Estimate technical or resource requirements for development or production projects.
+- Evaluate designs or specifications to ensure quality.
+- Explain engineering drawings, specifications, or other technical information.
+- Fabricate devices or components.
+- Monitor the productivity or efficiency of industrial operations.
+- Prepare contracts, disclosures, or applications.
+- Provide technical guidance to other personnel.
+- Recommend technical design or process changes to improve efficiency, quality, or performance.
+- Review technical documents to plan work.
+- Schedule operational activities.
+- Test characteristics of materials or structures.
+- Test performance of electrical, electronic, mechanical, or integrated systems or equipment.
+- Test products for functionality or quality.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,50 @@
+# Tools & technology — welding inspector
+
+Source: O*NET 30.3, occupation 17-3027.00 (Mechanical Engineering Technologists and Technicians) — manual nearest-occupation mapping via ISCO group 3115; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| Autodesk AutoCAD | Computer aided design CAD software | yes |
+| Autodesk Revit | Computer aided design CAD software | yes |
+| Bentley MicroStation | Computer aided design CAD software | yes |
+| C++ | Object or component oriented development software | yes |
+| Dassault Systemes SolidWorks | Computer aided design CAD software | yes |
+| Microsoft Access | Data base user interface and query software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Microsoft Outlook | Electronic mail software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Project | Project management software | yes |
+| Microsoft SharePoint | Document management software | yes |
+| Microsoft Visual Basic | Development environment software | yes |
+| Microsoft Word | Word processing software | yes |
+| SAP software | Enterprise resource planning ERP software | yes |
+| The MathWorks MATLAB | Analytical or scientific software | yes |
+| Ansys Fluent | Analytical or scientific software |  |
+| ANSYS Mechanical | Analytical or scientific software |  |
+| ANSYS simulation software | Analytical or scientific software |  |
+| Autodesk AutoCAD Mechanical | Computer aided design CAD software |  |
+| Autodesk Inventor | Computer aided design CAD software |  |
+| CNC Mastercam | Computer aided manufacturing CAM software |  |
+| Computerized numerical control CNC programming software | Industrial control software |  |
+| Corel WordPerfect Office Suite | Office suite software |  |
+| Dassault Systemes CATIA | Computer aided design CAD software |  |
+| Data acquisition software | Analytical or scientific software |  |
+| Finite element method FEM software | Analytical or scientific software |  |
+| IBM CATIA | Computer aided design CAD software |  |
+| Intellisense Intellisuite | Analytical or scientific software |  |
+| Mathsoft Mathcad | Computer aided design CAD software |  |
+| MSC Software Adams | Analytical or scientific software |  |
+| National Instruments LabVIEW | Development environment software |  |
+| ProModel | Process mapping and design software |  |
+| PTC Creo Parametric | Computer aided design CAD software |  |
+| PTC Pro/ENGINEER Mechanica | Computer aided design CAD software |  |
+| Robotic control software | Industrial control software |  |
+| Soft Servo Systems LadderWorks PLC | Industrial control software |  |
+| Spectral Dynamics Star Acoustics | Analytical or scientific software |  |
+| Spectral Dynamics Star Modal | Analytical or scientific software |  |
+| Stereolithography SLA rapid prototyping systems | Computer aided manufacturing CAM software |  |
+| TekSoft CAMWorks | Computer aided manufacturing CAM software |  |
+| Three-dimensional 3D solid modeling software | Computer aided manufacturing CAM software |  |
+| Web browser software | Internet browser software |  |
+| Wolfram Research Mathematica | Analytical or scientific software |  |