feat: industrial-assembly-supervisor skill package v0.1.0

This commit is contained in:
skillfactor-pipeline
2026-08-14 18:01:43 +02:00
commit cc89e8436a
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# Data provenance — industrial-assembly-supervisor
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 — industrial-assembly-supervisor
"ESCO (occupation & competences)" : 69
"O*NET (tasks & tools)" : 90
"Job boards (market evidence)" : 123
"Anthropic official Claude skills" : 9
"External AI skill packs (mapped)" : 179
```
| Source | Items | Share | Files |
|---|---|---|---|
| ESCO (occupation & competences) | 69 | 14.7 % | references/profile.md, references/skills.md |
| O*NET (tasks & tools) | 90 | 19.1 % | references/tasks.md, references/tools.md |
| Job boards (market evidence) | 123 | 26.2 % | references/market.md (full report) + "Market evidence" headline sections |
| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ |
| Anthropic official Claude skills | 9 | 1.9 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
| External AI skill packs (mapped) | 179 | 38.1 % | 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).

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---
name: industrial-assembly-supervisor
description: "Occupational skill for the role 'industrial assembly supervisor' (also: assembly team leader, goods compliance supervisor, assembly line supervisor, assembly foreman, quality supervisor, assembly chargehand). Use when the user asks for typical industrial assembly supervisor work such as: Conduct employee training in equipment operations or work and safety procedures, or assign employee training to experienced workers.; Keep records of employees' attendance and hours worked.; Recommend or execute personnel actions, such as hirings, evaluations, or promotions."
---
# Industrial Assembly Supervisor
Industrial assembly supervisors are in charge of organizing, planning and coordinating assembly operations. They keep track of all the work activities and manage the process for efficient functioning in order to tackle problems such as production loss. They answer to the industrial production and the manufacturing manager.
## Core workflow
1. Conduct employee training in equipment operations or work and safety procedures, or assign employee training to experienced workers.
2. Keep records of employees' attendance and hours worked.
3. Recommend or execute personnel actions, such as hirings, evaluations, or promotions.
4. Evaluate employee performance.
5. Enforce safety and sanitation regulations.
6. Direct and coordinate the activities of employees engaged in the production or processing of goods, such as inspectors, machine setters, or fabricators.
7. Read and analyze charts, work orders, production schedules, and other records and reports to determine production requirements and to evaluate current production estimates and outputs.
8. Confer with other supervisors to coordinate operations and activities within or between departments.
## How to use this skill
- Read [references/profile.md](references/profile.md) for the occupation profile and scope.
- Consult [references/tasks.md](references/tasks.md) for the full task and activity inventory.
- Check [references/skills.md](references/skills.md) for essential vs. optional competences.
- Check [references/tools.md](references/tools.md) for the software commonly used in this role.
- See [references/ai-skills.md](references/ai-skills.md) — matched external AI agent skills (per-source attribution).
## Key competences (essential)
- adjust production schedule
- analyse production processes for improvement
- communicate production plan
- control production
- cope with manufacturing deadlines pressure
- create manufacturing guidelines
- create solutions to problems
- define manufacturing quality criteria
- develop manufacturing policies
- follow production schedule
- industrial design
- industrial engineering
- industrial software
- keep records of work progress
- liaise with managers
## Hot technologies
- Autodesk AutoCAD
- Microsoft Access
- Microsoft SharePoint
- Microsoft Outlook
- Extensible markup language XML
- SAP software
- Apple Safari
- Mozilla Firefox
- Microsoft Office software
- Microsoft PowerPoint
<!-- hot-tech -->
## Hot technologies
Top tools from 58 gated job ads (see references/market.md, as of 2026-07-14):
- Microsoft Excel — 9 %
- Microsoft Office — 9 %
- ERP systems — 7 %
- Microsoft Word — 7 %
- Microsoft Outlook — 5 %
<!-- hot-tech -->
---
*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/b12b14fd-5b74-40c6-afd9-dd35b34e27ed), O*NET 30.3 (51-1011.00). See manifest.json for licensing/attribution.*

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{
"name": "industrial-assembly-supervisor",
"title": "industrial assembly supervisor",
"version": "0.1.0",
"layer": "core",
"language": "en",
"generated": "2026-07-07",
"ids": {
"esco_uri": "http://data.europa.eu/esco/occupation/b12b14fd-5b74-40c6-afd9-dd35b34e27ed",
"esco_code": "3122.3",
"isco_group": "3122",
"onet_soc": "51-1011.00",
"crosswalk_match": "closeMatch"
},
"sources": [
{
"name": "ESCO",
"version": "1.2.1",
"url": "https://esco.ec.europa.eu/"
},
{
"name": "O*NET",
"version": "30.3",
"url": "https://www.onetcenter.org/",
"license": "CC BY 4.0"
}
],
"attribution": "This package includes information from the O*NET Database (v30.3) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), CC BY 4.0. skillfactor is not endorsed by USDOL/ETA. ESCO data (v1.2.1) (c) European Union, used per the ESCO download conditions: https://esco.ec.europa.eu/en/use-esco/download",
"counts": {
"tasks": 20,
"dwas": 18,
"skills_essential": 34,
"skills_optional": 34,
"software": 51
},
"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
},
"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": 5
},
"jeremylongshore/claude-code-plugins-plus-skills": {
"repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
"commit": "e112938a",
"license": "MIT",
"skills": 8
},
"davila7/claude-code-templates": {
"repo": "https://github.com/davila7/claude-code-templates",
"commit": "fa79251",
"license": "MIT",
"skills": 4
},
"brycewang-stanford/Auto-Empirical-Research-Skills": {
"repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
"commit": "85bf545",
"license": "CC-BY-4.0",
"skills": 1
},
"OpenSenseNova/SenseNova-Skills": {
"repo": "https://github.com/OpenSenseNova/SenseNova-Skills",
"commit": "d8bb438",
"license": "MIT",
"skills": 12
},
"microsoft/power-platform-skills": {
"repo": "https://github.com/microsoft/power-platform-skills",
"commit": "0d7ed9a",
"license": "MIT",
"skills": 2
},
"zebbern/claude-code-guide": {
"repo": "https://github.com/zebbern/claude-code-guide",
"commit": "d2c5280",
"license": "MIT",
"skills": 2
},
"jeecgboot/skills": {
"repo": "https://github.com/jeecgboot/skills",
"commit": "ec0ec08",
"license": "Apache-2.0",
"skills": 1
},
"basicmachines-co/basic-memory": {
"repo": "https://github.com/basicmachines-co/basic-memory",
"commit": "53da71c",
"license": "custom (see upstream LICENSE)",
"skills": 1
},
"snyk/agent-scan": {
"repo": "https://github.com/snyk/agent-scan",
"commit": "f3a4621",
"license": "Apache-2.0",
"skills": 3
},
"ThinkInAIXYZ/deepchat": {
"repo": "https://github.com/ThinkInAIXYZ/deepchat",
"commit": "f275c92",
"license": "Apache-2.0",
"skills": 3
},
"wanshuiyin/Auto-claude-code-research-in-sleep": {
"repo": "https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep",
"commit": "eb5c9d7",
"license": "MIT",
"skills": 1
},
"mohitagw15856/pm-claude-skills": {
"repo": "https://github.com/mohitagw15856/pm-claude-skills",
"commit": "876fa30",
"license": "MIT",
"skills": 3
},
"ahacker-1/cre-agent-skills": {
"repo": "https://github.com/ahacker-1/cre-agent-skills",
"commit": "618734e",
"license": "Apache-2.0",
"skills": 1
},
"K-Dense-AI/claude-scientific-skills": {
"repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
"commit": "4d97e29",
"license": "MIT",
"skills": 2
},
"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": 2
},
"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
},
"nexu-io/open-design": {
"repo": "https://github.com/nexu-io/open-design",
"commit": "4b66023",
"license": "Apache-2.0",
"skills": 2
},
"pcliangx/AppGenesisForge": {
"repo": "https://github.com/pcliangx/AppGenesisForge",
"commit": "81ea032",
"license": "MIT",
"skills": 1
},
"a5c-ai/babysitter": {
"repo": "https://github.com/a5c-ai/babysitter",
"commit": "44a5d58b",
"license": "MIT",
"skills": 4
},
"vibeeval/vibecosystem": {
"repo": "https://github.com/vibeeval/vibecosystem",
"commit": "cea9462",
"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
},
"HeshamFS/materials-simulation-skills": {
"repo": "https://github.com/HeshamFS/materials-simulation-skills",
"commit": "fa1ce8d",
"license": "Apache-2.0",
"skills": 1
},
"hypnguyen1209/offensive-claude": {
"repo": "https://github.com/hypnguyen1209/offensive-claude",
"commit": "4d62be7",
"license": "MIT",
"skills": 2
},
"foryourhealth111-pixel/Vibe-Skills": {
"repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
"commit": "34429a8",
"license": "Apache-2.0",
"skills": 1
},
"microsoft/skills": {
"repo": "https://github.com/microsoft/skills",
"commit": "dc543aa",
"license": "MIT",
"skills": 1
},
"nexu-io/html-anything": {
"repo": "https://github.com/nexu-io/html-anything",
"commit": "aea7498",
"license": "Apache-2.0",
"skills": 1
},
"claude-world/director-mode-lite": {
"repo": "https://github.com/claude-world/director-mode-lite",
"commit": "9d0c333",
"license": "MIT",
"skills": 1
},
"muratcankoylan/Agent-Skills-for-Context-Engineering": {
"repo": "https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering",
"commit": "c578e85",
"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
}
},
"total_skills": 80,
"tiers": {
"core": 79,
"adjacent": 1
}
},
"provenance": {
"items": {
"esco": 69,
"onet": 90,
"jobads": 123,
"wiki_ai": 0,
"anthropic": 9,
"ai_skills": 179,
"stackx": 0
},
"share_percent": {
"esco": 14.7,
"onet": 19.1,
"jobads": 26.2,
"wiki_ai": 0.0,
"anthropic": 1.9,
"ai_skills": 38.1,
"stackx": 0.0
},
"method": "content items per source category"
},
"collar": "white",
"computer_work": true
}

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# External AI agent skills — industrial-assembly-supervisor
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` | core | 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 |
|---|---|---|---|
| `gas-optimization` | core | Advanced gas optimization techniques for EVM smart contracts. Covers storage packing, memory vs calldata optimization, assembly/Yul, efficient data structures, batch operations, and benchmark-driven optimization strategies. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/cryptography-blockchain/skills/gas-optimization) |
| `gpu-memory-analysis` | core | Specialized skill for GPU memory hierarchy analysis and optimization. Analyze memory access patterns, detect bank conflicts, optimize cache utilization, profile global memory bandwidth, and generate optimized memory access code patterns. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/gpu-programming/skills/gpu-memory-analysis) |
| `memory-leak-detector` | core | Detect memory leaks in desktop applications through heap analysis and object tracking | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/desktop-development/skills/memory-leak-detector) |
| `unity-profiler` | core | Unity Profiler skill for performance analysis, frame debugging, memory profiling, and optimization workflows. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/game-development/skills/unity-profiler) |
## Source: ahacker-1/cre-agent-skills
- Repository: [https://github.com/ahacker-1/cre-agent-skills](https://github.com/ahacker-1/cre-agent-skills) (commit `618734e`, retrieved 2026-07-14)
- License: Apache-2.0
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `cre-office` | core | CRE Office analysis suite - 8 specialist skills for U.S. office acquisitions, refinancings, lease-up, tenant credit, TI/LC underwriting, financing fit, and investment committee memo writing. | [source](https://github.com/ahacker-1/cre-agent-skills/tree/618734e/claude-code-plugins/cre-office) |
## 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-literary-analysis` | core | Analyze a complete literary work into a structured Basic Memory knowledge graph. Covers schema design, entity seeding, chapter-by-chapter processing, cross-referencing, validation, and visualization. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-literary-analysis) |
## Source: brycewang-stanford/Auto-Empirical-Research-Skills
- Repository: [https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills) (commit `85bf545`, retrieved 2026-07-14)
- License: CC-BY-4.0
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `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) |
## Source: claude-world/director-mode-lite
- Repository: [https://github.com/claude-world/director-mode-lite](https://github.com/claude-world/director-mode-lite) (commit `9d0c333`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `handoff-gemini` | core | Delegate long-context analysis, research, and large-document summarization to Google Gemini CLI (1M-token context) via non-interactive `gemini -p`, preserving Claude context. Use when the user says 'use gemini'/'hand off to gemini' or a … | [source](https://github.com/claude-world/director-mode-lite/tree/9d0c333/skills/handoff-gemini) |
## 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 |
|---|---|---|---|
| `outlook-calendar-automation` | core | Automate Outlook Calendar tasks via Rube MCP (Composio): create events, manage attendees, find meeting times, and handle invitations. Always search tools first for current schemas. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/outlook-calendar-automation) |
| `pptx` | core | Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, … | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/pptx) |
| `docx` | core | Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new … | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/docx) |
| `xlsx` | core | Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new … | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/xlsx) |
| `outlook-automation` | core | Automate Outlook tasks via Rube MCP (Composio): emails, calendar, contacts, folders, attachments. Always search tools first for current schemas. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/outlook-automation) |
## 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 |
|---|---|---|---|
| `Excel Analysis` | core | Analyze Excel spreadsheets, create pivot tables, generate charts, and perform data analysis. Use when analyzing Excel files, spreadsheets, tabular data, or .xlsx files. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/excel-analysis) |
| `code-review-excellence` | core | Transform code reviews from gatekeeping to knowledge sharing through constructive feedback, systematic analysis, and collaborative improvement. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/productivity/code-review-excellence) |
| `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) |
## 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 |
|---|---|---|---|
| `xlsx` | core | Spreadsheet toolkit (.xlsx/.csv). Create/edit with formulas/formatting, analyze data, visualization, recalculate formulas, for spreadsheet processing and analysis. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/xlsx) |
## 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` | core | 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: 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 |
|---|---|---|---|
| `vulnerability-analysis` | core | Use when auditing source code for vulnerabilities — drive CodeQL/Semgrep/Joern to taint untrusted data source-to-sink across injection, memory safety, deserialization/prototype-pollution, secrets/crypto/authz/race, and supply-chain risks | [source](https://github.com/hypnguyen1209/offensive-claude/tree/4d62be7/skills/vulnerability-analysis) |
| `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: jeecgboot/skills
- Repository: [https://github.com/jeecgboot/skills](https://github.com/jeecgboot/skills) (commit `ec0ec08`, retrieved 2026-07-14)
- License: Apache-2.0
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `jimureport` | core | 积木报表生成器 — 自然语言描述报表需求或提供截图自动生成积木报表支持数据报表、打印报表、分组报表、循环报表、数据填报等全类型。Use when user says "积木报表", "jmreport", "Excel报表", "数据填报", "可视化报表", "打印报表", "分组报表", "循环报表", "按照截图生成报表", "创建积木报表", "做一个可视化报表", "积木设计器", "create jimureport", "visual report". … | [source](https://github.com/jeecgboot/skills/tree/ec0ec08/jimureport) |
## 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 |
|---|---|---|---|
| `excel-variance-analyzer` | core | Analyze budget vs actual variances in Excel with drill-down and root cause analysis. Use when performing variance analysis or explaining budget differences. Trigger with phrases like ''excel variance'', ''analyze budget variance'', … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/business-tools/excel-analyst-pro/skills/excel-variance-analyzer) |
| `excel-macro-creator` | core | Create excel macro creator operations. Auto-activating skill for Business Automation. Triggers on: excel macro creator, excel macro creator Part of the Business Automation skill category. Use when working with excel macro creator … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/skills/19-business-automation/excel-macro-creator) |
| `excel-lbo-modeler` | core | Build leveraged buyout (LBO) models in Excel with debt schedules and IRR analysis. Use when structuring LBO transactions or analyzing PE returns. Trigger with phrases like ''excel lbo'', ''build lbo model'', ''calculate pe returns''. | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/business-tools/excel-analyst-pro/skills/excel-lbo-modeler) |
| `assemblyai-core-workflow-a` | core | Execute AssemblyAI primary workflow: async transcription with audio intelligence. Use when transcribing audio/video files, enabling speaker diarization, sentiment analysis, entity detection, PII redaction, or content moderation. Trigger … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/assemblyai-pack/skills/assemblyai-core-workflow-a) |
| `excel-formula-generator` | core | Generate excel formula generator operations. Auto-activating skill for Business Automation. Triggers on: excel formula generator, excel formula generator Part of the Business Automation skill category. Use when working with excel formula … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/skills/19-business-automation/excel-formula-generator) |
| `excel-pivot-wizard` | core | Create advanced Excel pivot tables with calculated fields and slicers. Use when building data summaries or creating interactive dashboards. Trigger with phrases like ''excel pivot'', ''create pivot table'', ''data summary''. | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/business-tools/excel-analyst-pro/skills/excel-pivot-wizard) |
| `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) |
| `profiling-application-performance` | core | Execute this skill enables AI assistant to profile application performance, analyzing cpu usage, memory consumption, and execution time. it is triggered when the user requests performance analysis, bottleneck identification, or … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/performance/application-profiler/skills/profiling-application-performance) |
## 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) |
| `xlsx` | core | Create, edit, analyze, or convert Excel spreadsheets (.xlsx, .xlsm) where the workbook file is the primary deliverable. Use for formulas, formatting, financial models, multi-sheet workbooks, and tabular cleanup exported to Excel. Also … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/xlsx) |
## 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) |
| `xlsx` | core | Create, edit, analyze, or convert Excel spreadsheets (.xlsx, .xlsm) where the workbook file is the primary deliverable. Use for formulas, formatting, financial models, multi-sheet workbooks, and tabular cleanup exported to Excel. Also … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/xlsx) |
## 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-office365` | core | 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) |
| `add-excel` | core | Adds Excel Online (Business) connector to a Power Apps code app. Use when reading or writing Excel workbook data from OneDrive or SharePoint. | [source](https://github.com/microsoft/power-platform-skills/tree/0d7ed9a/plugins/code-apps/skills/add-excel) |
## 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 |
|---|---|---|---|
| `win-loss-analysis` | core | Analyze why deals are won and lost and turn it into an action plan. Use when asked to run a win/loss analysis, review closed-won and closed-lost deals, understand why the team is losing to a competitor, or summarize sales feedback into … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-pmm/skills/win-loss-analysis) |
| `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) |
## 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) |
| `detecting-process-injection-techniques` | core | Detects and analyzes process injection techniques used by malware including classic DLL injection, process hollowing, APC injection, thread hijacking, and reflective loading. Uses memory forensics, API monitoring, and behavioral analysis … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/detecting-process-injection-techniques) |
| `analyzing-memory-forensics-with-lime-and-volatility` | core | Performs Linux memory acquisition using LiME (Linux Memory Extractor) kernel module and analysis with Volatility 3 framework. Extracts process lists, network connections, bash history, loaded kernel modules, and injected code from Linux … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-memory-forensics-with-lime-and-volatility) |
| `conducting-memory-forensics-with-volatility` | core | Performs memory forensics analysis using Volatility 3 to extract evidence of malware execution, process injection, network connections, and credential theft from RAM dumps captured during incident response. Covers memory acquisition, … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/conducting-memory-forensics-with-volatility) |
## 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` | core | 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/html-anything
- Repository: [https://github.com/nexu-io/html-anything](https://github.com/nexu-io/html-anything) (commit `aea7498`, retrieved 2026-07-14)
- License: Apache-2.0
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `data-report` | core | 把 CSV/Excel/JSON 数据转成漂亮的可视化报告页 | [source](https://github.com/nexu-io/html-anything/tree/aea7498/next/src/lib/templates/skills/data-report) |
## 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 |
|---|---|---|---|
| `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) |
| `data-report` | core | Turns CSV, Excel, or JSON data into a polished visual report page. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/data-report) |
## 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 |
|---|---|---|---|
| `excel-data-analysis-and-report-generation` | core | 从Excel提取多类型数据并生成包含可视化图表与下载链接的综合分析报告。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-result-export/report-generation-export) |
| `sn-da-large-file-analysis` | core | 万行以上 Excel 数据集的高性能分析引擎。提供 openpyxl read_only 流式读取iter_rows 支持 10 万行以上、Parquet 转换加速、内存优化、分块处理和大文件写入模式。**遇到以下任一情况就主动使用本 skill**:①数据行数 ≥ 10k由 sn-da-excel-workflow 的行数评估步骤触发);②用户出现触发词:大文件 / 大数据量 / 性能优化 / 内存不足 / OOM / 百万行 / 十万行 / 流式读取 / … | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-large-file-analysis) |
| `category-filtering-and-difficulty-analysis` | core | 对Excel数据进行自定义分类统计、交叉分析与可视化并基于多维度指标如文本长度、术语密度、正则匹配等进行综合评分与分级适用于多类别数据分布统计及文本内容难度/质量评估场景。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-filtering/category-filtering) |
| `dynamic-large-file-parquet-analysis` | core | 动态统计Excel总行数当数据量过大≥10000行时自动转换为Parquet格式加速读取并对指定目标列进行条件筛选、分类汇总与结果导出适用于超大体积Excel文件的快速读取与统计分析。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-table-styling/table-theme-styling) |
| `dynamic-percentage-and-large-file-analysis` | core | 根据文件行数动态切换大文件处理策略Parquet转换通过逐行扫描或列匹配提取关键指标并计算占比、均值等统计量最终输出结构化Excel报告及可视化图表。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-statistics/percentage-calculation) |
| `excel-multi-sheet-dynamic-analysis` | core | 用于分析包含多个Sheet的Excel文件动态判断数据量级以决定是否转换为Parquet进行大文件处理并支持跨Sheet的特定字段统计、数据清洗、交叉分析与可视化最终生成带下载链接的汇总报告。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-reading/specific-sheet-reading) |
| `excel-multi-sheet-threshold-analysis` | core | 统计多Sheet Excel总行数并根据规模选择处理策略提取特定维度信息进行去重统计并生成摘要与明细报表。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-cleaning/duplicate-removal) |
| `excel-smart-analysis-and-cleaning` | core | 对多 Sheet Excel 进行智能清洗、跨表核对与可视化分析。。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-cleaning/missing-value-handling) |
| `excel-threshold-analysis-and-styling` | core | 根据 Excel 数据量级自动判断处理策略,执行数值列清洗、条件过滤,并使用 openpyxl 对符合条件的单元格进行样式标记与导出。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-filtering/threshold-filtering) |
| `group-by-analysis` | core | 对多 Sheet 的 Excel 文件进行行数统计、大文件 Parquet 转换预处理、数据清洗及分组聚合分析,并生成带样式标记的统计表与可视化图表。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-analysis/group-by-analysis) |
| `large-excel-analysis-and-formatting` | core | 用于处理多Sheet大型Excel文件支持大文件Parquet格式转换提速并使用openpyxl生成带条件高亮和自定义样式的格式化Excel报告及下载链接。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-reading/large-excel-reading) |
| `large-file-parquet-analysis-and-highlight` | core | 当Excel文件总行数超过1万行时通过转换为Parquet格式提升读取性能提取目标指标并计算最大值最后将结果输出为Excel并对特定行进行高亮标注。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-cell-coloring/category-coloring) |
## 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` | core | 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: snyk/agent-scan
- Repository: [https://github.com/snyk/agent-scan](https://github.com/snyk/agent-scan) (commit `f3a4621`, retrieved 2026-07-14)
- License: Apache-2.0
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `pptx` | core | Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, … | [source](https://github.com/snyk/agent-scan/tree/f3a4621/tests/skills/pptx) |
| `docx` | core | Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new … | [source](https://github.com/snyk/agent-scan/tree/f3a4621/tests/skills/docx) |
| `xlsx` | core | Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new … | [source](https://github.com/snyk/agent-scan/tree/f3a4621/tests/skills/xlsx) |
## Source: ThinkInAIXYZ/deepchat
- Repository: [https://github.com/ThinkInAIXYZ/deepchat](https://github.com/ThinkInAIXYZ/deepchat) (commit `f275c92`, retrieved 2026-07-14)
- License: Apache-2.0
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `pptx` | core | Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, … | [source](https://github.com/ThinkInAIXYZ/deepchat/tree/f275c92/resources/skills/pptx) |
| `docx` | core | Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new … | [source](https://github.com/ThinkInAIXYZ/deepchat/tree/f275c92/resources/skills/docx) |
| `xlsx` | core | Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new … | [source](https://github.com/ThinkInAIXYZ/deepchat/tree/f275c92/resources/skills/xlsx) |
## 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 |
|---|---|---|---|
| `minimax-xlsx` | core | Open, create, read, analyze, edit, or validate Excel/spreadsheet files (.xlsx, .xlsm, .csv, .tsv). Use when the user asks to create, build, modify, analyze, read, validate, or format any Excel spreadsheet, financial model, pivot table, or … | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/minimax-xlsx) |
## 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 |
|---|---|---|---|
| `system-profile` | core | Profile a target (script, process, GPU, memory, interconnect) for performance analysis. Use when user says \"profile\", \"benchmark\", \"bottleneck\", or wants performance analysis. | [source](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/eb5c9d7/skills/skills-codex/system-profile) |
## 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` | core | 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` | core | 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) |

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# Market evidence report — industrial-assembly-supervisor
Source: **58 real job ads** (JSearch API, countries: us 58), extracted into the MSSQL evidence store; as of 2026-07-14.
This report contains extracted, aggregated facts only — no ad text is
reproduced (copyright / platform terms).
## Seniority distribution
| Seniority | Ads | Share |
|---|---|---|
| mid | 43 | 74 % |
| lead | 14 | 24 % |
| senior | 1 | 2 % |
## Tools — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | Microsoft Excel | 5 | 9 % |
| 2 | Microsoft Office | 5 | 9 % |
| 3 | ERP systems | 4 | 7 % |
| 4 | Microsoft Word | 4 | 7 % |
| 5 | Microsoft Outlook | 3 | 5 % |
## Hard skills — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | quality control | 33 | 57 % |
| 2 | production management | 28 | 48 % |
| 3 | performance evaluation | 27 | 47 % |
| 4 | safety compliance | 27 | 47 % |
| 5 | staff scheduling | 16 | 28 % |
| 6 | record keeping | 10 | 17 % |
| 7 | report preparation | 10 | 17 % |
| 8 | staffing adjustment | 10 | 17 % |
| 9 | workflow monitoring | 10 | 17 % |
| 10 | problem solving | 8 | 14 % |
| 11 | process improvement | 7 | 12 % |
| 12 | data analysis | 5 | 9 % |
| 13 | production supervision | 5 | 9 % |
| 14 | root cause analysis | 5 | 9 % |
| 15 | inventory management | 4 | 7 % |
| 16 | manufacturing operations | 4 | 7 % |
| 17 | production planning | 4 | 7 % |
| 18 | team leadership | 4 | 7 % |
| 19 | assembly | 3 | 5 % |
| 20 | mechanical assembly | 3 | 5 % |
| 21 | performance appraisal | 3 | 5 % |
| 22 | project management | 3 | 5 % |
## Methods — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | lean manufacturing | 40 | 69 % |
| 2 | continuous improvement | 34 | 59 % |
| 3 | six sigma | 29 | 50 % |
| 4 | standard operating procedures (SOPs) | 26 | 45 % |
| 5 | root cause analysis | 11 | 19 % |
| 6 | 6S methodology | 3 | 5 % |
## Responsibilities — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | team leadership | 41 | 71 % |
| 2 | assembly line supervision | 27 | 47 % |
| 3 | production monitoring | 19 | 33 % |
| 4 | quality issue resolution | 17 | 29 % |
| 5 | workflow adjustment | 16 | 28 % |
| 6 | safety inspection | 11 | 19 % |
| 7 | budget planning | 10 | 17 % |
| 8 | conflict resolution | 10 | 17 % |
| 9 | performance development | 10 | 17 % |
| 10 | production scheduling | 10 | 17 % |
| 11 | quality monitoring | 10 | 17 % |
| 12 | employee training | 7 | 12 % |
| 13 | quality control | 7 | 12 % |
| 14 | issue resolution | 5 | 9 % |
| 15 | safety enforcement | 5 | 9 % |
| 16 | problem resolution | 3 | 5 % |
| 17 | process management | 3 | 5 % |
| 18 | production coordination | 3 | 5 % |
| 19 | safety compliance | 3 | 5 % |
| 20 | workflow management | 3 | 5 % |
## Regional breakdown
> **Corpus note:** 58 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
### US (us)
58 ads.
**Top hard skills:**
- quality control — 57 % (33 ads)
- production management — 48 % (28 ads)
- performance evaluation — 47 % (27 ads)
- safety compliance — 47 % (27 ads)
- staff scheduling — 28 % (16 ads)
- record keeping — 17 % (10 ads)
- report preparation — 17 % (10 ads)
- staffing adjustment — 17 % (10 ads)
- workflow monitoring — 17 % (10 ads)
- problem solving — 14 % (8 ads)
**Top tools:**
- Microsoft Excel — 9 % (5 ads)
- Microsoft Office — 9 % (5 ads)
- ERP systems — 7 % (4 ads)
- Microsoft Word — 7 % (4 ads)
- Microsoft Outlook — 5 % (3 ads)
- AS400 software — 3 % (2 ads)
- hand tools — 3 % (2 ads)
- MRP systems — 3 % (2 ads)
- MS Excel — 3 % (2 ads)
- MS Word — 3 % (2 ads)
**Seniority:** mid 74 % · lead 24 % · senior 2 %
### UK (gb)
**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
### EU/DACH (de, at, ch, nl)
**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
## Job title variants in the market
| Title | Ads |
|---|---|
| Manufacturing Assembly Supervisor (2nd Shift) | 18 |
| Manufacturing Assembly Supervisor (2nd Shift) - Now Hiring | 9 |
| Production Supervisor | 4 |
| Assembly Group Leader- Manufacturing | 2 |
| Assembly Supervisor | 2 |
| Supervisor - Powder Coat and Final Assembly | 2 |
| Team Lead - Assembly | 2 |
| [PA] Assembly Supervisor (1st & 2nd Shift, Heavy Manufacturing Exp. Req.) | 1 |
| Assembly Team Leader | 1 |
| Assembly Team Leader - Lean Manufacturing & Delivery | 1 |
| HVAC Assembly Team Lead 1st Shift | 1 |
| Lean Manufacturing Supervisor - Engine Assembly & Testing | 1 |
| Manufacturing Production Supervisor - 2nd Shift | 1 |
| Manufacturing Supervisor | 1 |
| Manufacturing Team Lead | 1 |
| Production Assembly Supervisor | 1 |
| Production Supervisor - 1st Shift | 1 |
| Production Team Leader 2nd Shift | 1 |
| Senior SMT/Board Assembly Team Lead | 1 |
| Shop Foreman / Machine Shop Supervisor | 1 |
| Supervisor, Manufacturing Assembly | 1 |
| Supervisor, Operations 1st Shift | 1 |
| Systems Assembly Foreman | 1 |
| Team Lead - Final Assembly | 1 |
| Team Lead - Wiring | 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.

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# Occupation profile — industrial assembly supervisor
- **ESCO URI:** http://data.europa.eu/esco/occupation/b12b14fd-5b74-40c6-afd9-dd35b34e27ed
- **ESCO code:** 3122.3
- **ISCO-08 group:** 3122 — Manufacturing supervisors
- **O*NET-SOC:** 51-1011.00 — First-Line Supervisors of Production and Operating Workers (match: closeMatch)
## Description (ESCO)
Industrial assembly supervisors are in charge of organizing, planning and coordinating assembly operations. They keep track of all the work activities and manage the process for efficient functioning in order to tackle problems such as production loss. They answer to the industrial production and the manufacturing manager.
## Definition
nan
## Alternative labels
- assembly team leader
- goods compliance supervisor
- assembly line supervisor
- assembly foreman
- quality supervisor
- assembly chargehand
- assembly planner
- assembly controller
- assembly overseer
- quality control supervisor
- goods production supervisor
- assembly forewoman
- assembly co-ordinator
- production assembly supervisor

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# Competences — industrial assembly supervisor
Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/b12b14fd-5b74-40c6-afd9-dd35b34e27ed).
## Essential
- **adjust production schedule** (skill/competence)
- **analyse production processes for improvement** (skill/competence)
- **communicate production plan** (skill/competence)
- **control production** (skill/competence)
- **cope with manufacturing deadlines pressure** (skill/competence)
- **create manufacturing guidelines** (skill/competence)
- **create solutions to problems** (skill/competence)
- **define manufacturing quality criteria** (skill/competence)
- **develop manufacturing policies** (skill/competence)
- **follow production schedule** (skill/competence)
- **industrial design** (knowledge)
- **industrial engineering** (knowledge)
- **industrial software** (knowledge)
- **keep records of work progress** (skill/competence)
- **liaise with managers** (skill/competence)
- **manage budgets** (skill/competence)
- **manage health and safety standards** (skill/competence)
- **manage resources** (skill/competence)
- **manage staff** (skill/competence)
- **manufacturing processes** (knowledge)
- **meet deadlines** (skill/competence)
- **meet productivity targets** (skill/competence)
- **optimise production** (skill/competence)
- **oversee assembly operations** (skill/competence)
- **oversee production requirements** (skill/competence)
- **oversee quality control** (skill/competence)
- **plan shifts of employees** (skill/competence)
- **production processes** (knowledge)
- **quality standards** (knowledge)
- **read standard blueprints** (skill/competence)
- **report on production results** (skill/competence)
- **supervise work** (skill/competence)
- **train employees** (skill/competence)
- **wear appropriate protective gear** (skill/competence)
## Optional
- adapt production levels (skill/competence)
- advise on efficiency improvements (skill/competence)
- advise on machinery malfunctions (skill/competence)
- analyse supply chain strategies (skill/competence)
- analyse the need for technical resources (skill/competence)
- apply control process statistical methods (skill/competence)
- arrange equipment repairs (skill/competence)
- business management principles (knowledge)
- check material resources (skill/competence)
- communicate problems to senior colleagues (skill/competence)
- conflict management (knowledge)
- disaggregate the production plan (skill/competence)
- ensure finished product meet requirements (skill/competence)
- evaluate employees work (skill/competence)
- follow manufacturing work schedule (skill/competence)
- functionalities of machinery (knowledge)
- improve business processes (skill/competence)
- integrate new products in manufacturing (skill/competence)
- liaise with quality assurance (skill/competence)
- manage manufacturing documentation (skill/competence)
- manufacturing plant equipment (knowledge)
- monitor machine operations (skill/competence)
- monitor manufacturing quality standards (skill/competence)
- motivate employees (skill/competence)
- oversee logistics of finished products (skill/competence)
- perform data analysis (skill/competence)
- plan manufacturing processes (skill/competence)
- provide technical documentation (skill/competence)
- quality assurance methodologies (knowledge)
- recruit personnel (skill/competence)
- schedule regular machine maintenance (skill/competence)
- set production facilities standards (skill/competence)
- total quality control (knowledge)
- use CAM software (skill/competence)
<!-- market-evidence -->
## Market evidence (job-ad analysis, 58 ads, as of 2026-07-14)
Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
### Hard skills
- quality control — **57 %**
- production management — **48 %**
- performance evaluation — **47 %**
- safety compliance — **47 %**
- staff scheduling — **28 %**
### Methods
- lean manufacturing — **69 %**
- continuous improvement — **59 %**
- six sigma — **50 %**
- standard operating procedures (SOPs) — **45 %**
- root cause analysis — **19 %**
### Responsibilities
- team leadership — **71 %**
- assembly line supervision — **47 %**
- production monitoring — **33 %**
- quality issue resolution — **29 %**
- workflow adjustment — **28 %**
- safety inspection — **19 %**
<!-- market-evidence -->

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# Tasks & work activities — industrial assembly supervisor
Source: O*NET 30.3, occupation 51-1011.00 (First-Line Supervisors of Production and Operating Workers).
## Task statements
- **[Core]** Conduct employee training in equipment operations or work and safety procedures, or assign employee training to experienced workers.
- **[Core]** Keep records of employees' attendance and hours worked.
- **[Core]** Recommend or execute personnel actions, such as hirings, evaluations, or promotions.
- **[Core]** Evaluate employee performance.
- **[Core]** Enforce safety and sanitation regulations.
- **[Core]** Direct and coordinate the activities of employees engaged in the production or processing of goods, such as inspectors, machine setters, or fabricators.
- **[Core]** Read and analyze charts, work orders, production schedules, and other records and reports to determine production requirements and to evaluate current production estimates and outputs.
- **[Core]** Confer with other supervisors to coordinate operations and activities within or between departments.
- **[Core]** Plan and establish work schedules, assignments, and production sequences to meet production goals.
- **[Core]** Inspect materials, products, or equipment to detect defects or malfunctions.
- **[Core]** Observe work and monitor gauges, dials, and other indicators to ensure that operators conform to production or processing standards.
- **[Core]** Confer with management or subordinates to resolve worker problems, complaints, or grievances.
- **[Core]** Interpret specifications, blueprints, job orders, and company policies and procedures for workers.
- **[Core]** Maintain operations data, such as time, production, and cost records, and prepare management reports of production results.
- **[Core]** Recommend or implement measures to motivate employees and to improve production methods, equipment performance, product quality, or efficiency.
- **[Core]** Determine standards, budgets, production goals, and rates, based on company policies, equipment and labor availability, and workloads.
- **[Core]** Requisition materials, supplies, equipment parts, or repair services.
- **[Core]** Set up and adjust machines and equipment.
- **[Core]** Calculate labor and equipment requirements and production specifications, using standard formulas.
- **[Core]** Plan and develop new products and production processes.
## Detailed work activities
- Adjust equipment to ensure optimal performance.
- Advise others on ways to improve processes or products.
- Calculate specific material, equipment, or labor requirements for production.
- Confer with others to resolve production problems or equipment malfunctions.
- Determine metal or plastic production methods.
- Direct operational or production activities.
- Enforce rules or regulations.
- Evaluate employee performance.
- Exchange information with colleagues.
- Inspect production equipment.
- Install equipment attachments or components.
- Instruct workers to use equipment or perform technical procedures.
- Monitor equipment operation to ensure proper functioning.
- Order materials, supplies, or equipment.
- Perform human resources activities.
- Plan production or operational procedures or sequences.
- Record operational or production data.
- Study blueprints or other instructions to determine equipment setup requirements.

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# Tools & technology — industrial assembly supervisor
Source: O*NET 30.3 'Software Skills' for 51-1011.00.
| Software | Category | Hot technology |
|---|---|---|
| Autodesk AutoCAD | Computer aided design CAD software | yes |
| Microsoft Access | Data base user interface and query software | yes |
| Microsoft SharePoint | Document management software | yes |
| Microsoft Outlook | Electronic mail software | yes |
| Extensible markup language XML | Enterprise application integration software | yes |
| SAP software | Enterprise resource planning ERP software | yes |
| Apple Safari | Internet browser software | yes |
| Mozilla Firefox | Internet browser software | yes |
| Microsoft Office software | Office suite software | yes |
| Microsoft PowerPoint | Presentation software | yes |
| Microsoft Project | Project management software | yes |
| Microsoft Excel | Spreadsheet software | yes |
| Kronos Workforce Timekeeper | Time accounting software | yes |
| Microsoft Word | Word processing software | yes |
| Minitab | Analytical or scientific software | |
| Database software | Data base user interface and query software | |
| Microsoft Total Quality Control Management | Data base user interface and query software | |
| Operational databases | Data base user interface and query software | |
| Email software | Electronic mail software | |
| IBM Notes | Electronic mail software | |
| Microsoft Exchange | Electronic mail software | |
| Aptean Made2Manage | Enterprise resource planning ERP software | |
| Bowen & Groves M1 ERP | Enterprise resource planning ERP software | |
| Capterra Enterprise Resource Planning | Enterprise resource planning ERP software | |
| Encompix ERP | Enterprise resource planning ERP software | |
| Epicor Vantage ERP | Enterprise resource planning ERP software | |
| Epicor Vista ERP | Enterprise resource planning ERP software | |
| Exact MAX | Enterprise resource planning ERP software | |
| Giraffe Production Systems Giraffe Schedule System | Enterprise resource planning ERP software | |
| Intacct ERP | Enterprise resource planning ERP software | |
| Microsoft Axapta | Enterprise resource planning ERP software | |
| NetSuite NetERP | Enterprise resource planning ERP software | |
| Oracle JD Edwards EnterpriseOne | Enterprise resource planning ERP software | |
| Resource planning software | Enterprise resource planning ERP software | |
| Retain Resource Planning | Enterprise resource planning ERP software | |
| SAP Business One | Enterprise resource planning ERP software | |
| SYSPRO business software | Enterprise resource planning ERP software | |
| Technology Group International Enterprise 21 ERP | Enterprise resource planning ERP software | |
| Delphi Technology | Financial analysis software | |
| GHG Clockwise | Human resources software | |
| Supervisory control and data acquisition SCADA software | Industrial control software | |
| Google Chrome | Internet browser software | |
| Microsoft Internet Explorer | Internet browser software | |
| Integrated materials management systems | Materials requirements planning logistics and supply chain software | |
| Materials management software | Materials requirements planning logistics and supply chain software | |
| QA Software QMS Materials Management | Materials requirements planning logistics and supply chain software | |
| HCSS HeavyJob | Project management software | |
| Total quality management TQM software | Project management software | |
| Timekeeping software | Time accounting software | |
| Work Technology WorkTech Time | Time accounting software | |
| Apple iWork Pages | Word processing software | |