commit 3c40576c20f4d1ab1d1a682c5ba66e1272ff166b Author: skillfactor-pipeline Date: Fri Aug 14 16:49:44 2026 +0200 feat: packaging-production-manager skill package v0.1.0 diff --git a/PROVENANCE.md b/PROVENANCE.md new file mode 100644 index 0000000..308e400 --- /dev/null +++ b/PROVENANCE.md @@ -0,0 +1,31 @@ +# Data provenance — packaging-production-manager + +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 — packaging-production-manager + "ESCO (occupation & competences)" : 28 + "O*NET (tasks & tools)" : 111 + "Job boards (market evidence)" : 59 + "Anthropic official Claude skills" : 5 + "External AI skill packs (mapped)" : 171 +``` + +| Source | Items | Share | Files | +|---|---|---|---| +| ESCO (occupation & competences) | 28 | 7.5 % | references/profile.md, references/skills.md | +| O*NET (tasks & tools) | 111 | 29.7 % | references/tasks.md, references/tools.md | +| Job boards (market evidence) | 59 | 15.8 % | references/market.md (full report) + "Market evidence" headline sections | +| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ | +| Anthropic official Claude skills | 5 | 1.3 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) | +| External AI skill packs (mapped) | 171 | 45.7 % | references/ai-skills.md (per-source attribution inside) | +| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) | + +Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) · +job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content +paraphrased with source URLs — never copied · external AI skills are +linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md). diff --git a/SKILL.md b/SKILL.md new file mode 100644 index 0000000..19060a9 --- /dev/null +++ b/SKILL.md @@ -0,0 +1,53 @@ +--- +name: packaging-production-manager +description: "Occupational skill for the role 'packaging production manager' (also: assistant operations manager, packaging consultant, trainee operations manager, graduate mail and packaging manager, packaging manager, trainee mail and packaging manager). Use when the user asks for typical packaging production manager work such as: typical packaging production manager responsibilities" +--- + +# Packaging Production Manager + +Packaging production managers define and analyse package units in order to avoid damages or loss of quality of the goods packed. They also design the packaging according the specifications of the product and offer solutions to solve packaging problems. + +## 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) + +- apply safety management +- comply with legal regulations +- comprehend financial business terminology +- conduct evaluation of quality standards +- demonstrate proficiency in packaging standards +- design package +- ensure quality control in packaging +- identify innovative concepts in packaging +- maintain financial records +- maintain relationship with customers +- maintain relationship with suppliers +- manage staff +- packaging functions +- packaging processes +- plan new packaging designs + +## Hot technologies + +- Adobe Acrobat +- Adobe After Effects +- Adobe InDesign +- Adobe Photoshop +- Autodesk AutoCAD +- Intuit QuickBooks +- Microsoft Excel +- Microsoft Office software +- Microsoft Outlook +- Microsoft PowerPoint + +--- +*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/8de99659-5b10-4825-ac67-0c50189bcc3c), O*NET 30.3 (11-3051.00, manual nearest match). See manifest.json for licensing/attribution.* diff --git a/manifest.json b/manifest.json new file mode 100644 index 0000000..8212d91 --- /dev/null +++ b/manifest.json @@ -0,0 +1,262 @@ +{ + "name": "packaging-production-manager", + "title": "packaging production manager", + "version": "0.1.0", + "layer": "core", + "language": "en", + "generated": "2026-07-07", + "ids": { + "esco_uri": "http://data.europa.eu/esco/occupation/8de99659-5b10-4825-ac67-0c50189bcc3c", + "esco_code": "2141.9", + "isco_group": "2141", + "onet_soc": "11-3051.00", + "crosswalk_match": "manual nearest via ISCO 2141 (Industrial Production Managers)" + }, + "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": 19, + "skills_optional": 8, + "software": 0 + }, + "enrichment_ai_skills": { + "generated": "2026-07-14", + "method": "deterministic mapping (ISCO prefix + title/competence keywords)", + "sources": { + "anthropics/skills": { + "repo": "https://github.com/anthropics/skills", + "commit": "f6656c1", + "license": "Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available \u2014 see the LICENSE.txt in the upstream skill folder", + "skills": 2 + }, + "bitwize-music-studio/claude-ai-music-skills": { + "repo": "https://github.com/bitwize-music-studio/claude-ai-music-skills", + "commit": "96446de", + "license": "custom (see upstream LICENSE)", + "skills": 1 + }, + "affaan-m/everything-claude-code": { + "repo": "https://github.com/affaan-m/everything-claude-code", + "commit": "ed38744", + "license": "MIT", + "skills": 1 + }, + "nowork-studio/NotFair": { + "repo": "https://github.com/nowork-studio/NotFair", + "commit": "99bda4b", + "license": "MIT", + "skills": 1 + }, + "jeremylongshore/claude-code-plugins-plus-skills": { + "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills", + "commit": "e112938a", + "license": "MIT", + "skills": 5 + }, + "a5c-ai/babysitter": { + "repo": "https://github.com/a5c-ai/babysitter", + "commit": "44a5d58b", + "license": "MIT", + "skills": 6 + }, + "dotnet/skills": { + "repo": "https://github.com/dotnet/skills", + "commit": "79a2ada", + "license": "MIT", + "skills": 1 + }, + "brycewang-stanford/Auto-Empirical-Research-Skills": { + "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills", + "commit": "85bf545", + "license": "CC-BY-4.0", + "skills": 12 + }, + "mukul975/Anthropic-Cybersecurity-Skills": { + "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills", + "commit": "673da1f", + "license": "Apache-2.0", + "skills": 3 + }, + "samber/cc-skills-golang": { + "repo": "https://github.com/samber/cc-skills-golang", + "commit": "4881c01", + "license": "MIT", + "skills": 1 + }, + "aaron-he-zhu/aaron-marketing-skills": { + "repo": "https://github.com/aaron-he-zhu/aaron-marketing-skills", + "commit": "b7b0b9f", + "license": "Apache-2.0", + "skills": 1 + }, + "ferdinandobons/startup-skill": { + "repo": "https://github.com/ferdinandobons/startup-skill", + "commit": "a5f97c3", + "license": "MIT", + "skills": 1 + }, + "foryourhealth111-pixel/Vibe-Skills": { + "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills", + "commit": "34429a8", + "license": "Apache-2.0", + "skills": 4 + }, + "davila7/claude-code-templates": { + "repo": "https://github.com/davila7/claude-code-templates", + "commit": "fa79251", + "license": "MIT", + "skills": 8 + }, + "K-Dense-AI/claude-scientific-skills": { + "repo": "https://github.com/K-Dense-AI/claude-scientific-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 3 + }, + "K-Dense-AI/scientific-agent-skills": { + "repo": "https://github.com/K-Dense-AI/scientific-agent-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 3 + }, + "infrasity-labs/dev-gtm-claude-skills": { + "repo": "https://github.com/infrasity-labs/dev-gtm-claude-skills", + "commit": "02cfefb", + "license": "MIT", + "skills": 4 + }, + "AgriciDaniel/claude-seo": { + "repo": "https://github.com/AgriciDaniel/claude-seo", + "commit": "6cf1ea9", + "license": "MIT", + "skills": 2 + }, + "wanshuiyin/Auto-claude-code-research-in-sleep": { + "repo": "https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep", + "commit": "eb5c9d7", + "license": "MIT", + "skills": 1 + }, + "rohitg00/skillkit": { + "repo": "https://github.com/rohitg00/skillkit", + "commit": "d2e5c34", + "license": "Apache-2.0", + "skills": 2 + }, + "nicobailon/visual-explainer": { + "repo": "https://github.com/nicobailon/visual-explainer", + "commit": "528b71f", + "license": "MIT", + "skills": 1 + }, + "AgriciDaniel/claude-blog": { + "repo": "https://github.com/AgriciDaniel/claude-blog", + "commit": "49842ea", + "license": "MIT", + "skills": 2 + }, + "zebbern/claude-code-guide": { + "repo": "https://github.com/zebbern/claude-code-guide", + "commit": "d2c5280", + "license": "MIT", + "skills": 1 + }, + "mohitagw15856/pm-claude-skills": { + "repo": "https://github.com/mohitagw15856/pm-claude-skills", + "commit": "876fa30", + "license": "MIT", + "skills": 1 + }, + "gotalab/cc-sdd": { + "repo": "https://github.com/gotalab/cc-sdd", + "commit": "29aee95", + "license": "MIT", + "skills": 1 + }, + "nWave-ai/nWave": { + "repo": "https://github.com/nWave-ai/nWave", + "commit": "1d0f13c", + "license": "MIT", + "skills": 2 + }, + "AgriciDaniel/claude-ads": { + "repo": "https://github.com/AgriciDaniel/claude-ads", + "commit": "669c760", + "license": "MIT", + "skills": 1 + }, + "basicmachines-co/basic-memory": { + "repo": "https://github.com/basicmachines-co/basic-memory", + "commit": "53da71c", + "license": "custom (see upstream LICENSE)", + "skills": 1 + }, + "OpenSenseNova/SenseNova-Skills": { + "repo": "https://github.com/OpenSenseNova/SenseNova-Skills", + "commit": "d8bb438", + "license": "MIT", + "skills": 5 + }, + "pedrohcgs/claude-code-my-workflow": { + "repo": "https://github.com/pedrohcgs/claude-code-my-workflow", + "commit": "be53c12", + "license": "MIT", + "skills": 1 + }, + "ahacker-1/cre-agent-skills": { + "repo": "https://github.com/ahacker-1/cre-agent-skills", + "commit": "618734e", + "license": "Apache-2.0", + "skills": 1 + }, + "rampstackco/claude-skills": { + "repo": "https://github.com/rampstackco/claude-skills", + "commit": "bc6d961", + "license": "MIT", + "skills": 1 + } + }, + "total_skills": 80, + "tiers": { + "core": 79, + "adjacent": 1 + } + }, + "provenance": { + "items": { + "esco": 28, + "onet": 111, + "jobads": 59, + "wiki_ai": 0, + "anthropic": 5, + "ai_skills": 171, + "stackx": 0 + }, + "share_percent": { + "esco": 7.5, + "onet": 29.7, + "jobads": 15.8, + "wiki_ai": 0.0, + "anthropic": 1.3, + "ai_skills": 45.7, + "stackx": 0.0 + }, + "method": "content items per source category" + }, + "collar": "white", + "computer_work": true +} \ No newline at end of file diff --git a/references/ai-skills.md b/references/ai-skills.md new file mode 100644 index 0000000..d11aefb --- /dev/null +++ b/references/ai-skills.md @@ -0,0 +1,354 @@ +# External AI agent skills — packaging-production-manager + +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: 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 | +|---|---|---|---| +| `context-engineering` | core | Context window monitoring and budget management. Keeps orchestrator at 15-30% context usage while subagents get full 200k tokens. Provides warnings at thresholds, context-aware summarization triggers, and wave-level budget planning. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/gsd/skills/context-engineering) | +| `iso14971-risk-analyzer` | core | Comprehensive risk management skill implementing ISO 14971:2019 methodology for medical device risk analysis | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/iso14971-risk-analyzer) | +| `statistical-testing` | core | Apply statistical hypothesis testing, significance analysis, A/B test evaluation, and distribution comparisons for data science workflows. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/data-science-ml/skills/statistical-testing) | +| `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) | +| `A/B Test Design` | core | Statistical experiment design and analysis capabilities for product experimentation | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/product-management/skills/ab-test-design) | +| `doe-designer` | core | Design of Experiments planning and analysis skill for factorial and response surface experiments. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/industrial-engineering/skills/doe-designer) | + +## Source: aaron-he-zhu/aaron-marketing-skills + +- Repository: [https://github.com/aaron-he-zhu/aaron-marketing-skills](https://github.com/aaron-he-zhu/aaron-marketing-skills) (commit `b7b0b9f`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `memory-management` | core | Use when the user asks to "remember project context", review saved findings, initialize runtime memory, archive stale work, reconcile notes, or erase a subject; manages authorized HOT/WARM/COLD working memory across all disciplines while … | [source](https://github.com/aaron-he-zhu/aaron-marketing-skills/tree/b7b0b9f/protocol/memory-management) | + +## Source: affaan-m/everything-claude-code + +- Repository: [https://github.com/affaan-m/everything-claude-code](https://github.com/affaan-m/everything-claude-code) (commit `ed38744`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `benchmark-methodology` | core | Use after competitive-platform-analysis has produced a tiered competitor set. Scores each competitor across nine weighted dimensions (positioning, voice, visual craft, offer packaging, evidence, enterprise-readiness, thought leadership, … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/.agents/skills/benchmark-methodology) | + +## Source: AgriciDaniel/claude-ads + +- Repository: [https://github.com/AgriciDaniel/claude-ads](https://github.com/AgriciDaniel/claude-ads) (commit `669c760`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `ads-test` | core | Design and evaluate paid-ad experiments with hypotheses, randomization units, sample-size and duration assumptions, guardrails, platform experiment tools, analysis, and decision rules. Use for A/B test, split test, experiment design, … | [source](https://github.com/AgriciDaniel/claude-ads/tree/669c760/skills/ads-test) | + +## Source: AgriciDaniel/claude-blog + +- Repository: [https://github.com/AgriciDaniel/claude-blog](https://github.com/AgriciDaniel/claude-blog) (commit `49842ea`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `blog-audit` | core | Full-site blog health assessment scanning all blog files for quality scores, orphan pages, topic cannibalization, stale content, and AI citation readiness. Spawns parallel subagents for comprehensive analysis. Produces per-post scores and … | [source](https://github.com/AgriciDaniel/claude-blog/tree/49842ea/skills/blog-audit) | +| `blog-strategy` | core | Blog strategy development including topic cluster architecture with hub-and-spoke design, audience mapping, competitive landscape analysis, AI citation surface strategy across ChatGPT/Perplexity/AI Overviews, distribution channel planning … | [source](https://github.com/AgriciDaniel/claude-blog/tree/49842ea/skills/blog-strategy) | + +## Source: AgriciDaniel/claude-seo + +- Repository: [https://github.com/AgriciDaniel/claude-seo](https://github.com/AgriciDaniel/claude-seo) (commit `6cf1ea9`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `seo-local` | core | Local SEO analysis covering Google Business Profile optimization, NAP consistency, citation health, review signals, local schema markup, location page quality, multi-location SEO, and industry-specific recommendations. Detects business … | [source](https://github.com/AgriciDaniel/claude-seo/tree/6cf1ea9/skills/seo-local) | +| `seo-content` | core | Content quality and E-E-A-T analysis with AI citation readiness assessment. Use when user says "content quality", "E-E-A-T", "content analysis", "readability check", "thin content", or "content audit". | [source](https://github.com/AgriciDaniel/claude-seo/tree/6cf1ea9/skills/seo-content) | + +## 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: 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 | +|---|---|---|---| +| `bm-share` | core | Promote a note from your personal Basic Memory project to a shared team project, with attribution. Use when the user says "share this with the team", "publish this decision", or runs /basic-memory:bm-share. This is the deliberate way to … | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/plugins/claude-code/skills/bm-share) | + +## Source: bitwize-music-studio/claude-ai-music-skills + +- Repository: [https://github.com/bitwize-music-studio/claude-ai-music-skills](https://github.com/bitwize-music-studio/claude-ai-music-skills) (commit `96446de`, retrieved 2026-07-14) +- License: custom (see upstream LICENSE) + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `researchers-verifier` | core | Performs quality control, citation validation, and fact-checking before human review. Use after research is complete to verify all sources and claims before production. | [source](https://github.com/bitwize-music-studio/claude-ai-music-skills/tree/96446de/skills/researchers-verifier) | + +## 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 | +|---|---|---|---| +| `hud` | core | Diverga HUD (Heads-Up Display) management skill. Configure and manage the research project statusline display. Supports multiple presets: research, checkpoint, memory, minimal. Triggers: "hud", "statusline", "display settings | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/hud) | +| `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-ideation` | core | This skill should be used when the user asks to "brainstorm research ideas", "use 5W1H framework", "identify research gaps", "conduct gap analysis", "start research project", "conduct literature review", "define research question", "select … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/33-Galaxy-Dawn-claude-scholar/skills/research-ideation) | +| `automated-review-guide` | core | AI-assisted peer review tools, workflows, and quality standards | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/paper-review/automated-review-guide) | +| `f5` | core | Humanization Quality Verifier - Ensures transformation integrity and quality Validates that humanization preserves meaning, citations, and academic standards Use when: after G6 transformation, before final export, for quality assurance … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/f5) | +| `identify` | core | Design or review identification strategy for the sewage-house-prices project. Produces strategy memos with estimand, assumptions, pseudo-code, robustness plan, falsification tests, and referee objection anticipation. This skill should be … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/41-sticerd-eee-sewage-econometrics-check/skills/identify) | +| `law-skills` | core | 9 legal research skills. Trigger: legal research, case law analysis, regulatory compliance. Design: legal databases, citation networks, and judicial analytics tools. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/law) | +| `new-project` | core | Full research pipeline from idea to paper. Orchestrates all phases — discovery, strategy, analysis, writing, peer review, and submission. Use when starting a new research project from scratch. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/16-hsantanna88-clo-author/dot-claude/skills/new-project) | +| `obsidian-project-memory` | core | This skill should be used when the user asks to maintain an Obsidian knowledge base for a research project, import an existing research repository into Obsidian, keep project memory or daily notes synchronized, summarize project context … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/33-Galaxy-Dawn-claude-scholar/skills/obsidian-project-memory) | +| `paper-review-skills` | core | 8 peer review skills. Trigger: reviewing manuscripts, comparing papers, quality assessment. Design: systematic review criteria, evaluation rubrics, and automated review tools. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/paper-review) | +| `review-julia` | core | Run the Julia code review protocol on Julia scripts. Checks code quality, type stability, parallel computing patterns, and scientific computing standards. Produces a report without editing files. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/14-luischanci-claude-code-research-starter/dot-claude/skills/review-julia) | +| `econ-audit` | core | Audit economic analysis outputs (fiscal briefings, macro briefings, market research, longlists, and other quantitative economic documents) against methodology standards, academic literature, and common errors. Runs structured checks across … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/58-charlescoverdale-econstack/econ-audit) | + +## 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 | +|---|---|---|---| +| `bioservices` | core | Primary Python tool for 40+ bioinformatics services. Preferred for multi-database workflows: UniProt, KEGG, ChEMBL, PubChem, Reactome, QuickGO. Unified API for queries, ID mapping, pathway analysis. For direct REST control, use individual … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/bioservices) | +| `scientific-critical-thinking` | core | Evaluate research rigor. Assess methodology, experimental design, statistical validity, biases, confounding, evidence quality (GRADE, Cochrane ROB), for critical analysis of scientific claims. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-critical-thinking) | +| `exploratory-data-analysis` | core | Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/exploratory-data-analysis) | +| `neuropixels-analysis` | core | Neuropixels neural recording analysis. Load SpikeGLX/OpenEphys data, preprocess, motion correction, Kilosort4 spike sorting, quality metrics, Allen/IBL curation, AI-assisted visual analysis, for Neuropixels 1.0/2.0 extracellular … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/neuropixels-analysis) | +| `polars` | core | Fast DataFrame library (Apache Arrow). Select, filter, group_by, joins, lazy evaluation, CSV/Parquet I/O, expression API, for high-performance data analysis workflows. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/polars) | +| `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) | +| `cobrapy` | core | Constraint-based metabolic modeling (COBRA). FBA, FVA, gene knockouts, flux sampling, SBML models, for systems biology and metabolic engineering analysis. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/cobrapy) | +| `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) | + +## 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 | +|---|---|---|---| +| `exp-mock-usage-analysis` | core | Audits .NET test mock usage by tracing each mock setup through the production code's execution path to find dead, unreachable, redundant, or replaceable mocks. Use when the user asks to audit mock usage, find unused or unnecessary mock … | [source](https://github.com/dotnet/skills/tree/79a2ada/plugins/dotnet-experimental/skills/exp-mock-usage-analysis) | + +## Source: ferdinandobons/startup-skill + +- Repository: [https://github.com/ferdinandobons/startup-skill](https://github.com/ferdinandobons/startup-skill) (commit `a5f97c3`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `startup-design` | core | Design, validate, and plan a startup from scratch. Covers market research, competitive analysis, business model, brand identity, product definition, financial projections, and validation experiments. Trigger when the user has a startup … | [source](https://github.com/ferdinandobons/startup-skill/tree/a5f97c3/startup-design) | + +## Source: foryourhealth111-pixel/Vibe-Skills + +- Repository: [https://github.com/foryourhealth111-pixel/Vibe-Skills](https://github.com/foryourhealth111-pixel/Vibe-Skills) (commit `34429a8`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `designing-experiments` | core | Design experiments and quasi-experiments before analysis. Use when choosing study design, treatment/control structure, outcomes, assumptions, validation plans after scientific experiment failure, or which of DiD, ITS, synthetic control, or … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/designing-experiments) | +| `scholar-evaluation` | core | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scholar-evaluation) | +| `scientific-critical-thinking` | core | Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-critical-thinking) | +| `exploratory-data-analysis` | core | Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/exploratory-data-analysis) | + +## Source: gotalab/cc-sdd + +- Repository: [https://github.com/gotalab/cc-sdd](https://github.com/gotalab/cc-sdd) (commit `29aee95`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `kiro-steering` | core | Maintain {{KIRO_DIR}}/steering/ as persistent project memory (bootstrap/sync). Use when initializing or updating steering documents. | [source](https://github.com/gotalab/cc-sdd/tree/29aee95/tools/cc-sdd/templates/agents/claude-code-skills/skills/kiro-steering) | + +## 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 | +|---|---|---|---| +| `seo-local` | core | Local SEO analysis covering Google Business Profile optimization, NAP consistency, citation health, review signals, local schema markup, location page quality, multi-location SEO, and industry-specific recommendations. Detects business … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/seo-local) | +| `blog-audit` | core | Full-site blog health assessment scanning all blog files for quality scores, orphan pages, topic cannibalization, stale content, and AI citation readiness. Spawns parallel subagents for comprehensive analysis. Produces per-post scores and … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/blog-audit) | +| `seo-content` | core | Content quality and E-E-A-T analysis with AI citation readiness assessment. Use when user says "content quality", "E-E-A-T", "content analysis", "readability check", "thin content", or "content audit". | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/seo-content) | +| `blog-strategy` | core | Blog strategy development including topic cluster architecture with hub-and-spoke design, audience mapping, competitive landscape analysis, AI citation surface strategy across ChatGPT/Perplexity/AI Overviews, distribution channel planning … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/blog-strategy) | + +## Source: jeremylongshore/claude-code-plugins-plus-skills + +- Repository: [https://github.com/jeremylongshore/claude-code-plugins-plus-skills](https://github.com/jeremylongshore/claude-code-plugins-plus-skills) (commit `e112938a`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `apify-cost-tuning` | core | Optimize Apify platform costs through memory tuning, compute unit management, and proxy budgeting. Use when analyzing Apify billing, reducing Actor run costs, or implementing usage monitoring and budget alerts. Trigger: "apify cost", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/apify-pack/skills/apify-cost-tuning) | +| `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-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-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) | +| `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) | + +## 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 | +|---|---|---|---| +| `scholar-evaluation` | core | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scholar-evaluation) | +| `scientific-critical-thinking` | core | Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-critical-thinking) | +| `exploratory-data-analysis` | core | Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/exploratory-data-analysis) | + +## 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 | +|---|---|---|---| +| `scholar-evaluation` | core | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scholar-evaluation) | +| `scientific-critical-thinking` | core | Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-critical-thinking) | +| `exploratory-data-analysis` | core | Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/exploratory-data-analysis) | + +## 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 | +|---|---|---|---| +| `excel-model` | core | Build a real, formula-driven Excel (.xlsx) model — not a static table. Use when asked to build an Excel model, a financial model, a budget/forecast spreadsheet, or any .xlsx with live formulas a user can edit. Produces an actual .xlsx file … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-documents/skills/excel-model) | + +## 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-linux-kernel-rootkits` | core | Detect kernel-level rootkits in Linux memory dumps using Volatility3 linux plugins (check_syscall, lsmod, hidden_modules), rkhunter system scanning, and /proc vs /sys discrepancy analysis to identify hooked syscalls, hidden kernel modules, … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-linux-kernel-rootkits) | +| `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) | + +## Source: nicobailon/visual-explainer + +- Repository: [https://github.com/nicobailon/visual-explainer](https://github.com/nicobailon/visual-explainer) (commit `528b71f`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `visual-explainer` | core | Generate self-contained HTML visual explanations for systems, code changes, plans, data, and technical concepts. Use for diagrams, architecture overviews, diff or plan reviews, project recaps, comparison tables, slide decks, and other … | [source](https://github.com/nicobailon/visual-explainer/tree/528b71f/plugins/visual-explainer) | + +## Source: nowork-studio/NotFair + +- Repository: [https://github.com/nowork-studio/NotFair](https://github.com/nowork-studio/NotFair) (commit `99bda4b`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `google-ads` | core | Manage Google Ads — performance, keywords, bids, budgets, negatives, campaigns, ads, search terms, QS, location targeting, bulk operations, experiments, asset management, portfolio bidding, offline conversions. Use for any mention of … | [source](https://github.com/nowork-studio/NotFair/tree/99bda4b/google-ads/manage) | + +## Source: nWave-ai/nWave + +- Repository: [https://github.com/nWave-ai/nWave](https://github.com/nWave-ai/nWave) (commit `1d0f13c`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `nw-interviewing-techniques` | core | Mom Test questioning toolkit, JTBD analysis, interview conduct, assumption testing framework, and hypothesis design | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-interviewing-techniques) | +| `nw-research-methodology` | core | Research output templates, distillation workflow, and quality standards for evidence-driven research | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-research-methodology) | + +## 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 | +|---|---|---|---| +| `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-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) | +| `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) | + +## Source: pedrohcgs/claude-code-my-workflow + +- Repository: [https://github.com/pedrohcgs/claude-code-my-workflow](https://github.com/pedrohcgs/claude-code-my-workflow) (commit `be53c12`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `coauthor-brief` | core | Generate a co-author / collaborator handoff brief for a multi-author, multi-machine project — summarizing what changed since the last brief (git delta), the current state of each artifact (manuscript, analysis, slides), open questions, how … | [source](https://github.com/pedrohcgs/claude-code-my-workflow/tree/be53c12/.claude/skills/coauthor-brief) | + +## Source: rampstackco/claude-skills + +- Repository: [https://github.com/rampstackco/claude-skills](https://github.com/rampstackco/claude-skills) (commit `bc6d961`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `cro-optimization` | core | Run conversion rate optimization through hypothesis-driven testing including audit, hypothesis generation, test design, statistical analysis, and rollout decisions. Use this skill whenever the user wants to optimize conversion, run A/B … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/cro-optimization) | + +## Source: rohitg00/skillkit + +- Repository: [https://github.com/rohitg00/skillkit](https://github.com/rohitg00/skillkit) (commit `d2e5c34`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `verification-gates` | core | Creates explicit validation checkpoints (verification gates) between project phases to catch errors early and ensure quality before proceeding. Use when the user asks about quality gates, milestone checks, phase transitions, approval … | [source](https://github.com/rohitg00/skillkit/tree/d2e5c34/packages/core/src/methodology/packs/planning/verification-gates) | +| `task-decomposition` | core | Breaks down complex software, writing, or research tasks into small, atomic, independently completable units with dependency graphs and milestone breakdowns. Use when the user asks to plan a project, decompose a feature, create subtasks, … | [source](https://github.com/rohitg00/skillkit/tree/d2e5c34/packages/core/src/methodology/packs/planning/task-decomposition) | + +## Source: samber/cc-skills-golang + +- Repository: [https://github.com/samber/cc-skills-golang](https://github.com/samber/cc-skills-golang) (commit `4881c01`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `golang-security` | core | Security best practices and vulnerability prevention for Golang. Covers injection (SQL, command, XSS), cryptography, filesystem safety, network security, cookies, secrets management, memory safety, and logging. Apply when writing, … | [source](https://github.com/samber/cc-skills-golang/tree/4881c01/skills/golang-security) | + +## 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) | diff --git a/references/berufsbild-de.md b/references/berufsbild-de.md new file mode 100644 index 0000000..13b168c --- /dev/null +++ b/references/berufsbild-de.md @@ -0,0 +1,85 @@ +# Berufsbild (Deutschland) — Ingenieur/in - Verpackungstechnik + +> **Quelle:** BERUFENET, Bundesagentur für Arbeit — Beruf-ID 58742, +> KldB 2010: B 23124 · via öffentliche BERUFENET-API, +> abgerufen 2026-07-12. Automatisches Label-Matching +> (Score 1.00); Inhalte paraphrasiert/gekürzt, Volltext beim +> Original: https://web.arbeitsagentur.de/berufenet/beruf/58742 + +## Aufgaben und Tätigkeiten kompakt + +Ingenieure und Ingenieurinnen für Verpackungstechnik entwickeln Lösungskonzepte für die unterschiedlichsten Anforderungen an eine Verpackung. Dabei leiten sie Entwicklungs- und Fertigungsprozesse von der Einrichtung neuer Fertigungssysteme bis zur Überwachung der Fertigungsanlagen. Bei der Entwicklung und der Konstruktion von Verpackungsanlagen fertigen sie z.B. Konstruktionszeichnungen an. Um die Qualität und z.B. Wissenschaft von den Beziehungen der Lebewesen zu ihrer belebten und unbelebten Umwelt; wird häufig auch in Zusammenhang mit Umweltschutz bzw. einem nachhaltigen Wirtschaften (Ökologische Marktwirtschaft) verwendet +" name="Ökologie">ökologische Anforderungen sicherzustellen, erstellen sie Normen, an die sie sich halten müssen. Bei der Kundschaft montieren sie neue Verpackungsmaschinen und -anlagen und nehmen sie in Betrieb. Im Kundenvertrieb erstellen sie Kostenermittlung, Berechnung + Kaufmännisch-betriebswirtschaftlich: Teilgebiet der Kostenrechnung +" name="Kalkulation">Kalkulationen und arbeiten Angebote aus. + +## Tätigkeitsbezeichnungen + +Ingenieur/in - Verpackungstechnik + +Auch übliche Berufsbezeichnung/SynonymVerpackungsingenieur/in + +Berufsbezeichnungen in englischer SprachePackage engineer (m/f) + +Packaging engineer (m/f) + +Berufsbezeichnungen in französischer SpracheIngénieur/Ingénieure - conditionnement + +Ingénieur/Ingénieure - fabrication emballages + +## Die Tätigkeit im Überblick + +Ingenieure und Ingenieurinnen für Verpackungstechnik entwickeln und optimieren Verpackungen und Verpackungsprozesse. Sie übernehmen Aufgaben in Einkauf, Vertrieb, Logistik und der Planung kompletter Verpackungslinien. + +## Trends + +Nachhaltige VerpackungenDer Anstieg von Verpackungsmüll fordert innovative Lösungen für umweltfreundliche Verpackungen. Infrage kommen nachwachsende, biologisch abbaubare Rohstoffe, z.B. Pflanzenreste, Algen oder Verpackungsfolien aus Milchprotein. Diese Verpackungsarten bieten z.T. auch Schutz vor Beschädigungen durch umweltfreundliche Beschichtungen. Fach- und Führungskräfte aus der Papier- und Verpackungsindustrie werden sich mit der Herstellung und Verarbeitung besonders umweltfreundlicher Verpackungen beschäftigen. +Künstliche Intelligenz (KI) und Nachhaltigkeit in der Papier- und VerpackungsindustrieIn der Papier- und Verpackungsindustrie soll Künstliche Intelligenz (KI) dazu beitragen, u.a. Prozesse und Planungen zu optimieren, Teilprozesse zu vernetzen und den Datenaustausch in Echtzeit zu ermöglichen. Dazu gehören Assistenzsysteme, die Materialfehler in der Papierproduktion schnell erkennen und Handlungsempfehlungen bei Prozess- und Qualitätsabweichungen liefern, aber auch Systeme der vorausschauenden Wartung. Diese erkennen bereits kleinste Störungen bevor sie z.B. zu Maschinenstillständen führen. Instrumente der Digitalisierung und KI sollen darüber hinaus zu einer möglichst klimaneutralen Papierproduktion beitragen, die mit deutlich weniger Holz, Energie und Wasser auskommt. Fach- und Führungskräfte werden sich mit diesen Entwicklungen vertraut machen. +Biokunststoffe: Grünabfälle statt ErdölBioplastik soll fossile Rohstoffe einsparen, weniger CO2 freisetzen und biologisch abbaubar oder kompostierbar sein. Viele Biokunststoffe werden bisher aus nachwachsenden Rohstoffen wie Mais, Weizen oder Zuckerrohr hergestellt. Diese sind zwar biobasiert, aber nicht immer biologisch abbaubar. Zudem kann ihr Anbau Luft, Wasser und Boden belasten. Der Fokus verlagert sich daher zunehmend auf Biokunststoffe der 2. Generation. Sie werden aus pflanzlichen Abfällen und Reststoffen hergestellt und benötigen keine zusätzlichen Anbauflächen - ein Schritt zur Reduzierung der Flächennutzung. Fach- und Führungskräfte stellen sich auf die neuen Verfahren und Technologien ein und erwerben das nötige Wissen. +Intelligente VerpackungenDie Verpackungsindustrie setzt zunehmend auf Intelligente Verpackungen ("Smart Packaging"). Mithilfe von Sensoren, Codierungen oder Applikationen dokumentieren diese bspw. ihren Weg durch die gesamte Supply Chain. Auch Augmented Reality (AR) kommt zum Einsatz. Diese ermöglicht u.a. die Übermittlung von interaktiven Videos über das Produkt an Ver + +## Aufgaben und Tätigkeiten (Beschreibung) + +Worum geht es?Ingenieure und Ingenieurinnen für Verpackungstechnik planen, gestalten und optimieren Verpackungen und Verpackungsprozesse. Sie arbeiten auch in den Bereichen Beschaffung und Vertrieb, in der Planung und Entwicklung großer Verpackungslinien und der Logistik. +Entwicklung und Optimierung Die zentrale Frage für Verpackungsingenieure und Verpackungsingenieurinnen ist, wie und mit welchem Zeitaufwand ein Produkt in seine Verpackung kommt. Ihre Aufgabe dabei ist ein Balanceakt: Sie müssen die technischen Möglichkeiten, die Kosten, die mögliche Belastung der Umwelt und die erforderliche Verpackungsleistung, also Schutzfunktion, Transport-, Lager- und Stapelfähigkeit im Regal, gegeneinander abwägen. Sie berechnen Material und Maschinenkosten, planen den Investitionsrahmen und entwickeln Lösungsmöglichkeiten für den Herstellungsprozess. Meist werden ganze Verpackungssysteme oder Abpackstraßen entwickelt. Mit den Herstellern von Maschinen, Packstoffen und Packmitteln klären Verpackungsingenieure und Verpackungsingenieurinnen, ob die in der Vorplanung entstandenen Verpackungen technisch umsetzbar sind und wie der Materialeinsatz minimiert werden kann. Verpackungsingenieure und Verpackungsingenieurinnen entwickeln oder optimieren zudem Materialien für Verpackungen. Zunehmende Bedeutung kommt dabei der Entwicklung umweltfreundlicher Verpackungen zu, die die Umwelt weder durch die verwendeten Rohstoffe noch durch aufwändige Herstellungsprozesse oder bei ihrer Entsorgung belasten. +Fertigung und QualitätssicherungIngenieure und Ingenieurinnen für Verpackungstechnik planen, organisieren und optimieren die Herstellungsprozesse, überwachen den Betrieb und die Instandhaltung von Fertigungsanlagen. Bei Produktionsstörungen veranlassen und kontrollieren sie Sofortmaßnahmen sowie Reparaturen. Sie erstellen Qualitätsnormen und führen Maßnahmen zur Qualitätssicherung durch. Auch die Organisation der Verpackungsaufdrucke kann in ihr Aufgabengebiet fallen. Um hier die richtigen Entscheidungen hinsichtlich des richtigen Verfahrens bei dem Bedrucken unterschiedlicher Verpackungsmaterialien und der Auftragsvergabe treffen zu können, brauchen sie selbst Kenntnisse über moderne Druckverfahren und Software. Sie verhandeln mit Lieferanten oder Technikern bzw. Technikerinnen im Bereich Druck- und Medientechnik aus dem eigenen Haus. + +## Aufgaben und Tätigkeiten im Einzelnen + +Entwicklung und Herstellungbei der Herstellung von Verpackungen und Packmitteln betriebswirtschaftlich optimale Lösungen erarbeiten + +neue Fertigungssysteme projektieren und konstruieren und überwachen + +bei der Planung, Entwicklung und Konstruktion von Betriebs- und Fertigungsmitteln mitarbeiten + + die Bedruckung der Verpackungen organisieren + + bei der Produktentwicklung mitwirken, dabei Verpackungsanforderungen berücksichtigen + +QualitätssicherungQualitätsnormen erstellen und überwachen, Maßnahmen zur Qualitätssicherung einleiten und durchführen + + Sofortmaßnahmen bei Produktions- und Betriebsstörungen veranlassen und überwachen + +Inbetriebnahme, InstandhaltungMontage und Inbetriebnahme von Verpackungsmaschinen und -anlagen bei der Kundschaft leiten + + Pflege-, Instandhaltungs- und Schutzmaßnahmen sowie Reparaturen planen, veranlassen und überwachen + +Organisation und KoordinationTermin- und Materialsteuerung sicherstellen + +Fertigungs- und Entwicklungsprozesse überwachen, organisieren und optimieren + +die Einhaltung von Umweltschutzmaßnahmen und Unfallverhütungsvorschriften überwachen + +Vorschläge zur Verbesserung des Fertigungsablaufs erarbeiten, bei der Planung von Rationalisierungsmaßnahmen mitwirken + +Vertriebsmanagementbei unternehmerischen Entscheidungen mitwirken + +Marktbeobachtungen durchführen, z.B. durch den Besuch von Messen + +Kundenberatung + +Wissenschaftliche Forschung und Lehrean Forschungsvorhaben mitwirken + +Vorlesungen und Seminare vorbereiten bzw. abhalten, Unterricht nachbereiten, ggf. Prüfungen abnehmen + +Forschungsberichte verfassen diff --git a/references/market.md b/references/market.md new file mode 100644 index 0000000..2bc991b --- /dev/null +++ b/references/market.md @@ -0,0 +1,99 @@ +# Market evidence report — packaging-production-manager + +Source: **22 real job ads** (JSearch API, countries: us 22), extracted into the MSSQL evidence store; as of 2026-07-18. +This report contains extracted, aggregated facts only — no ad text is +reproduced (copyright / platform terms). + +## Seniority distribution + +| Seniority | Ads | Share | +|---|---|---| +| mid | 16 | 73 % | +| senior | 2 | 9 % | +| junior | 2 | 9 % | +| lead | 2 | 9 % | + +## Tools — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | Microsoft Office | 3 | 14 % | + +## Hard skills — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | process improvement | 9 | 41 % | +| 2 | packaging operations | 5 | 23 % | +| 3 | quality control | 5 | 23 % | +| 4 | data analysis | 4 | 18 % | +| 5 | budget management | 3 | 14 % | +| 6 | change control | 3 | 14 % | +| 7 | equipment maintenance | 3 | 14 % | +| 8 | production scheduling | 3 | 14 % | +| 9 | project management | 3 | 14 % | +| 10 | team leadership | 3 | 14 % | + +## Methods — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | lean manufacturing | 5 | 23 % | +| 2 | cGMP | 4 | 18 % | +| 3 | six sigma | 4 | 18 % | +| 4 | continuous improvement | 3 | 14 % | +| 5 | standard operating procedures (SOPs) | 3 | 14 % | + +## Responsibilities — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | team supervision | 4 | 18 % | +| 2 | performance monitoring | 3 | 14 % | +| 3 | safety enforcement | 3 | 14 % | +| 4 | team leadership | 3 | 14 % | + +## Regional breakdown + +> **Corpus note:** 22 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative. + +### US (us) + +**Insufficient evidence** — 22 ads (minimum for a regional ranking: 30). No ranking is reported for this region. + +### UK (gb) + +**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region. + +### EU/DACH (de, at, ch, nl) + +**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region. + + +## Job title variants in the market + +| Title | Ads | +|---|---| +| Production Manager – Printing & Packaging | 2 | +| Assistant Manager, Packaging | 1 | +| Logistics Supervisor Packaging Production | 1 | +| Manager, Global Packaging Production - Le Labo | 1 | +| Night Shift Production Manager – Flexible Packaging | 1 | +| Packaging Operations Lead (1st Shift) – Lean & Growth | 1 | +| Packaging Operations Supervisor | 1 | +| Packaging Production Manager | 1 | +| Packaging Supervisor/Manager | 1 | +| Packaging Zone Manager — Lead Kaizen & Improvement | 1 | +| Pharma Packaging Production Supervisor | 1 | +| Printing / Packaging Manager - Manufacturing | 1 | +| Production Management Trainee | 1 | +| Production Manager | 1 | +| Production Manager - Manufacturing & Packaging (GMP/Safety) | 1 | +| Production Manager - Packaging | 1 | +| Senior Manager, Packaging and Serialization | 1 | +| Senior Manager, Packaging Operations | 1 | +| Senior Production Manager, Corrugate Packaging | 1 | +| Sr. Manager, Packaging Project Management Head | 1 | +| Supervisor, Product & Packaging Operations | 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. diff --git a/references/profile.md b/references/profile.md new file mode 100644 index 0000000..7408c32 --- /dev/null +++ b/references/profile.md @@ -0,0 +1,36 @@ +# Occupation profile — packaging production manager + +- **ESCO URI:** http://data.europa.eu/esco/occupation/8de99659-5b10-4825-ac67-0c50189bcc3c +- **ESCO code:** 2141.9 +- **ISCO-08 group:** 2141 — Industrial and production engineers + +## Description (ESCO) + +Packaging production managers define and analyse package units in order to avoid damages or loss of quality of the goods packed. They also design the packaging according the specifications of the product and offer solutions to solve packaging problems. + +## Definition + +nan + +## Alternative labels + +- assistant operations manager +- packaging consultant +- trainee operations manager +- graduate mail and packaging manager +- packaging manager +- trainee mail and packaging manager +- graduate packaging manager +- packaging development manager +- packaging technologist +- senior mail and packaging manager +- assistant mail and packaging manager +- packaging production engineer +- trainee packaging manager +- packaging specialist +- assistant packaging manager +- technical packaging manager +- graduate operations manager +- senior operations manager +- senior packaging technologist +- senior packaging manager diff --git a/references/skills.md b/references/skills.md new file mode 100644 index 0000000..ce1ed59 --- /dev/null +++ b/references/skills.md @@ -0,0 +1,61 @@ +# Competences — packaging production manager + +Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/8de99659-5b10-4825-ac67-0c50189bcc3c). + +## Essential + +- **apply safety management** (skill/competence) +- **comply with legal regulations** (skill/competence) +- **comprehend financial business terminology** (skill/competence) +- **conduct evaluation of quality standards** (skill/competence) +- **demonstrate proficiency in packaging standards** (skill/competence) +- **design package** (skill/competence) +- **ensure quality control in packaging** (skill/competence) +- **identify innovative concepts in packaging** (skill/competence) +- **maintain financial records** (skill/competence) +- **maintain relationship with customers** (skill/competence) +- **maintain relationship with suppliers** (skill/competence) +- **manage staff** (skill/competence) +- **packaging functions** (knowledge) +- **packaging processes** (knowledge) +- **plan new packaging designs** (skill/competence) +- **production processes** (knowledge) +- **promote sustainable packaging** (skill/competence) +- **test package** (skill/competence) +- **types of packaging materials** (knowledge) + +## Optional + +- approve packaging design (skill/competence) +- employment law (knowledge) +- inspect quality of products (skill/competence) +- international import export regulations (knowledge) +- monitor packaging operations (skill/competence) +- packaging engineering (knowledge) +- teamwork principles (knowledge) +- use CAD software (skill/competence) + + + +## Market evidence (job-ad analysis, 22 ads, as of 2026-07-18) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Hard skills + +- process improvement — **41 %** +- quality control — **23 %** +- packaging operations — **23 %** +- data analysis — **18 %** + +### Methods + +- lean manufacturing — **23 %** +- cGMP — **18 %** +- six sigma — **18 %** + +### Responsibilities + +- team supervision — **18 %** + + diff --git a/references/tasks.md b/references/tasks.md new file mode 100644 index 0000000..e395fe9 --- /dev/null +++ b/references/tasks.md @@ -0,0 +1,61 @@ +# Tasks & work activities — packaging production manager + +Source: O*NET 30.3, occupation 11-3051.00 (Industrial Production Managers) — manual nearest-occupation mapping via ISCO group 2141; the official ESCO crosswalk has no entry for this ESCO occupation. + +## Task statements + +- **[nan]** Conduct site audits to ensure adherence to safety and environmental regulations. +- **[nan]** Develop or enforce procedures for normal operation of manufacturing systems. +- **[nan]** Implement operational and emergency procedures. +- **[nan]** Maintain records to demonstrate compliance with safety and environmental laws, regulations, or policies. +- **[nan]** Monitor permit requirements for updates. +- **[nan]** Optimize operational costs and productivity consistent with safety and environmental rules and regulations. +- **[nan]** Prepare reports on operations and system productivity or efficiency. +- **[nan]** Supervise subordinate employees. +- **[Core]** Direct or coordinate production, processing, distribution, or marketing activities of industrial organizations. +- **[Core]** Develop budgets or approve expenditures for supplies, materials, or human resources, ensuring that materials, labor, or equipment are used efficiently to meet production targets. +- **[Core]** Review processing schedules or production orders to make decisions concerning inventory requirements, staffing requirements, work procedures, or duty assignments, considering budgetary limitations and time constraints. +- **[Core]** Review operations and confer with technical or administrative staff to resolve production or processing problems. +- **[Core]** Hire, train, evaluate, or discharge staff or resolve personnel grievances. +- **[Core]** Initiate or coordinate inventory or cost control programs. +- **[Core]** Prepare and maintain production reports or personnel records. +- **[Core]** Set and monitor product standards, examining samples of raw products or directing testing during processing, to ensure finished products are of prescribed quality. +- **[Core]** Develop or implement production tracking or quality control systems, analyzing production, quality control, maintenance, or other operational reports to detect production problems. +- **[Core]** Review plans and confer with research or support staff to develop new products or processes. +- **[Core]** Coordinate or recommend procedures for facility or equipment maintenance or modification, including the replacement of machines. +- **[Core]** Maintain current knowledge of the quality control field, relying on current literature pertaining to materials use, technological advances, or statistical studies. +- **[Supplemental]** Negotiate materials prices with suppliers. + +## Detailed work activities + +- Analyze data to inform operational decisions or activities. +- Approve expenditures. +- Conduct employee training programs. +- Conduct environmental audits. +- Confer with organizational members to accomplish work activities. +- Design industrial processing systems. +- Develop operating strategies, plans, or procedures. +- Develop organizational methods or procedures. +- Develop specifications for new products or processes. +- Direct facility maintenance or repair activities. +- Direct operational or production activities. +- Direct organizational operations, projects, or services. +- Direct sales, marketing, or customer service activities. +- Evaluate employee performance. +- Evaluate quality of materials or products. +- Hire personnel. +- Implement design or process improvements. +- Implement organizational process or policy changes. +- Maintain knowledge of current developments in area of expertise. +- Maintain personnel records. +- Maintain regulatory or compliance documentation. +- Manage control system activities in organizations. +- Monitor external affairs or events affecting business operations. +- Monitor organizational procedures to ensure proper functioning. +- Negotiate sales or lease agreements for products or services. +- Prepare operational budgets. +- Prepare operational progress or status reports. +- Prepare operational reports. +- Recommend organizational process or policy changes. +- Respond to emergencies to provide assistance. +- Supervise employees. diff --git a/references/tools.md b/references/tools.md new file mode 100644 index 0000000..c8b6dd7 --- /dev/null +++ b/references/tools.md @@ -0,0 +1,64 @@ +# Tools & technology — packaging production manager + +Source: O*NET 30.3, occupation 11-3051.00 (Industrial Production Managers) — manual nearest-occupation mapping via ISCO group 2141; the official ESCO crosswalk has no entry for this ESCO occupation. + +| Software | Category | Hot technology | +|---|---|---| +| Adobe Acrobat | Document management software | yes | +| Adobe After Effects | Video creation and editing software | yes | +| Adobe InDesign | Desktop publishing software | yes | +| Adobe Photoshop | Graphics or photo imaging software | yes | +| Autodesk AutoCAD | Computer aided design CAD software | yes | +| Intuit QuickBooks | Accounting 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 Word | Word processing software | yes | +| Oracle PeopleSoft | Enterprise resource planning ERP software | yes | +| SAP software | Enterprise resource planning ERP software | yes | +| ABB Optimize IT Predict & Control | Facilities management software | | +| Apple Final Cut Pro | Video creation and editing software | | +| AVEVA InTouch HMI | Industrial control software | | +| Citect IIM | Industrial control software | | +| CitectSCADA Reports | Industrial control software | | +| Clockware | Human resources software | | +| Computer integrated manufacturing CIM software | Calendar and scheduling software | | +| Computer integrated manufacturing CIM time manager software | Human resources software | | +| Computer integrated manufacturing CIM warehouse shipping manager software | Inventory management software | | +| Computerized maintenance management system CMMS | Facilities management software | | +| Database software | Data base user interface and query software | | +| Distributed control system DCS | Industrial control software | | +| Eko | Desktop communications software | | +| Email software | Electronic mail software | | +| Employee performance management system | Human resources software | | +| Employee scheduling software | Calendar and scheduling software | | +| Exact Software JobBOSS | Data base user interface and query software | | +| FileMaker Pro | Data base user interface and query software | | +| Financial planning software | Financial analysis software | | +| IBM Notes | Electronic mail software | | +| IBM Rational ClearQuest | Development environment software | | +| Industrial production manager and stock control software | Industrial control software | | +| JamBoard | Graphics or photo imaging software | | +| Landfill gas analysis software | Analytical or scientific software | | +| Landtec System Software LFG Pro | Analytical or scientific software | | +| Marel production system MPS | Industrial control software | | +| Minitab | Analytical or scientific software | | +| NetSuite ERP | Enterprise resource planning ERP software | | +| Oracle JD Edwards EnterpriseOne | Enterprise resource planning ERP software | | +| Plant management software | Facilities management software | | +| ProcessPro Premier | Enterprise resource planning ERP software | | +| Prosys Open Platform Communications unified architecture software | Industrial control software | | +| PTC Creo Parametric | Computer aided design CAD software | | +| Qlik Tech QlikView | Business intelligence and data analysis software | | +| QUMAS quality management solution software | Document management software | | +| SAP Business Objects | Enterprise resource planning ERP software | | +| Scadex Technologies MAESTRO | Data base user interface and query software | | +| Schneider Electric CitectSCADA | Industrial control software | | +| Statistical process control SPC software | Industrial control software | | +| Supervisory control and data acquisition SCADA software | Industrial control software | | +| Web browser software | Internet browser software | | +| WorkSchedule.net | Calendar and scheduling software | | +| WorkTech MAXIMO | Enterprise resource planning ERP software | | +| YouTube | Video creation and editing software | |