feat: personal-trainer skill package v0.1.0

2026-08-14 18:49:35 +02:00
commit bd99c73980
9 changed files with 1044 additions and 0 deletions
--- a/PROVENANCE.md
+++ b/PROVENANCE.md
@@ -0,0 +1,31 @@
+# Data provenance — personal-trainer
+
+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 — personal-trainer
+    "ESCO (occupation & competences)" : 28
+    "O*NET (tasks & tools)" : 60
+    "Job boards (market evidence)" : 108
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 177
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 28 | 7.4 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 60 | 15.9 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 108 | 28.6 % | 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) | 177 | 46.8 % | references/ai-skills.md (per-source attribution inside) |
+| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) |
+
+Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) ·
+job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content
+paraphrased with source URLs — never copied · external AI skills are
+linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md).
--- a/SKILL.md
+++ b/SKILL.md
@@ -0,0 +1,60 @@
+---
+name: personal-trainer
+description: "Occupational skill for the role 'personal trainer' (also: personal trainer and sport therapist, personal progress manager, personal trainer and nutritionist, personal trainer & nutritionist, personal fitness trainer, well-being personal trainer). Use when the user asks for typical personal trainer work such as: typical personal trainer responsibilities"
+---
+
+# Personal Trainer
+
+Personal trainers design, implement and evaluate exercise or physical activity programmes for one or more individual clients by collecting and analysing client information. They strive to ensure the effectiveness of personal exercise programmes. A personal trainer should also actively encourage potential clients to participate in and adhere to regular programmes, employing appropriate motivational strategies.
+
+## 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)
+
+- adapt fitness exercises
+- analyse personal fitness information
+- assess physical conditions of clients
+- collect client fitness information
+- correct potentially harmful movements
+- demonstrate professional attitude to clients
+- develop codified movements
+- ensure safety of exercise environment
+- identify customer objectives
+- inform clients of healthy lifestyle benefits
+- integrate exercise science to the design of the programme
+- integrate principles of training
+- motivate fitness clients
+- prepare exercise session
+- prescribe exercises
+
+## Hot technologies
+
+- Intuit QuickBooks
+- Microsoft Excel
+- Microsoft Office software
+- Microsoft Outlook
+- Microsoft PowerPoint
+- Microsoft Word
+
+
+<!-- hot-tech -->
+
+## Hot technologies
+
+Top tools from 52 gated job ads (see references/market.md, as of 2026-07-18):
+
+- Svetness Fitness App — 8 %
+
+<!-- hot-tech -->
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/f7177f79-63e7-4944-8896-044056b62523), O*NET 30.3 (39-9031.00, manual nearest match). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,274 @@
+{
+  "name": "personal-trainer",
+  "title": "personal trainer",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/f7177f79-63e7-4944-8896-044056b62523",
+    "esco_code": "3423.2.2",
+    "isco_group": "3423",
+    "onet_soc": "39-9031.00",
+    "crosswalk_match": "manual nearest via ISCO 3423 (Exercise Trainers and Group Fitness Instructors)"
+  },
+  "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
+      },
+      "nexu-io/open-design": {
+        "repo": "https://github.com/nexu-io/open-design",
+        "commit": "4b66023",
+        "license": "Apache-2.0",
+        "skills": 12
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 9
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 2
+      },
+      "nextlevelbuilder/ui-ux-pro-max-skill": {
+        "repo": "https://github.com/nextlevelbuilder/ui-ux-pro-max-skill",
+        "commit": "fe3f65e",
+        "license": "MIT",
+        "skills": 1
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 5
+      },
+      "oliver-kriska/claude-elixir-phoenix": {
+        "repo": "https://github.com/oliver-kriska/claude-elixir-phoenix",
+        "commit": "d6b21b5",
+        "license": "MIT",
+        "skills": 1
+      },
+      "WenyuChiou/agent-collab-skills": {
+        "repo": "https://github.com/WenyuChiou/agent-collab-skills",
+        "commit": "f3c4097",
+        "license": "MIT",
+        "skills": 1
+      },
+      "googleworkspace/cli": {
+        "repo": "https://github.com/googleworkspace/cli",
+        "commit": "a3768d0",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "Devin-AXIS/iPolloWork": {
+        "repo": "https://github.com/Devin-AXIS/iPolloWork",
+        "commit": "5107542",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 3
+      },
+      "davepoon/buildwithclaude": {
+        "repo": "https://github.com/davepoon/buildwithclaude",
+        "commit": "3c94e0c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "mohitagw15856/pm-claude-skills": {
+        "repo": "https://github.com/mohitagw15856/pm-claude-skills",
+        "commit": "876fa30",
+        "license": "MIT",
+        "skills": 6
+      },
+      "JasonColapietro/suede-creator-skills": {
+        "repo": "https://github.com/JasonColapietro/suede-creator-skills",
+        "commit": "0dc2aef",
+        "license": "MIT",
+        "skills": 2
+      },
+      "Orchestra-Research/AI-research-SKILLs": {
+        "repo": "https://github.com/Orchestra-Research/AI-research-SKILLs",
+        "commit": "773a529",
+        "license": "MIT",
+        "skills": 5
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 5
+      },
+      "zechenzhangAGI/AI-research-SKILLs": {
+        "repo": "https://github.com/zechenzhangAGI/AI-research-SKILLs",
+        "commit": "773a529",
+        "license": "MIT",
+        "skills": 5
+      },
+      "ruvnet/claude-code-flow": {
+        "repo": "https://github.com/ruvnet/claude-code-flow",
+        "commit": "73914bd",
+        "license": "MIT",
+        "skills": 1
+      },
+      "ruvnet/ruflo": {
+        "repo": "https://github.com/ruvnet/ruflo",
+        "commit": "73914bd",
+        "license": "MIT",
+        "skills": 1
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "OpenRaiser/NanoResearch": {
+        "repo": "https://github.com/OpenRaiser/NanoResearch",
+        "commit": "7144364",
+        "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": 2
+      },
+      "indranilbanerjee/digital-marketing-pro": {
+        "repo": "https://github.com/indranilbanerjee/digital-marketing-pro",
+        "commit": "a3d119c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "ljagiello/ctf-skills": {
+        "repo": "https://github.com/ljagiello/ctf-skills",
+        "commit": "d19f35f",
+        "license": "MIT",
+        "skills": 1
+      },
+      "affaan-m/everything-claude-code": {
+        "repo": "https://github.com/affaan-m/everything-claude-code",
+        "commit": "ed38744",
+        "license": "MIT",
+        "skills": 1
+      },
+      "JimLiu/baoyu-design": {
+        "repo": "https://github.com/JimLiu/baoyu-design",
+        "commit": "222ccbf",
+        "license": "MIT",
+        "skills": 1
+      },
+      "K-Dense-AI/claude-scientific-skills": {
+        "repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 1
+      },
+      "K-Dense-AI/scientific-agent-skills": {
+        "repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 1
+      },
+      "rampstackco/claude-skills": {
+        "repo": "https://github.com/rampstackco/claude-skills",
+        "commit": "bc6d961",
+        "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": 1
+      },
+      "AlpacaLabsLLC/skills-for-architects": {
+        "repo": "https://github.com/AlpacaLabsLLC/skills-for-architects",
+        "commit": "4476576",
+        "license": "MIT",
+        "skills": 1
+      },
+      "microsoft/skills": {
+        "repo": "https://github.com/microsoft/skills",
+        "commit": "dc543aa",
+        "license": "MIT",
+        "skills": 1
+      },
+      "giuseppe-trisciuoglio/developer-kit": {
+        "repo": "https://github.com/giuseppe-trisciuoglio/developer-kit",
+        "commit": "306f428",
+        "license": "MIT",
+        "skills": 1
+      },
+      "mattpocock/skills": {
+        "repo": "https://github.com/mattpocock/skills",
+        "commit": "66898f6",
+        "license": "MIT",
+        "skills": 1
+      },
+      "coreyhaines31/makerskills": {
+        "repo": "https://github.com/coreyhaines31/makerskills",
+        "commit": "17218de",
+        "license": "MIT",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 31,
+      "adjacent": 49
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 28,
+      "onet": 60,
+      "jobads": 108,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 177,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 7.4,
+      "onet": 15.9,
+      "jobads": 28.6,
+      "wiki_ai": 0.0,
+      "anthropic": 1.3,
+      "ai_skills": 46.8,
+      "stackx": 0.0
+    },
+    "method": "content items per source category"
+  },
+  "collar": "white",
+  "computer_work": true
+}
--- a/references/ai-skills.md
+++ b/references/ai-skills.md
@@ -0,0 +1,370 @@
+# External AI agent skills — personal-trainer
+
+Proven, publicly available AI agent skills mapped to this occupation.
+Nothing is copied from the sources: every entry is a name, a one-line
+summary and a link to the upstream skill package. Each section names
+its source repository, commit, license and retrieval date.
+
+**Tiers:** `core` = the skill directly exercises a top market hard
+skill, tool or method (from gated job-ad evidence) or an essential
+ESCO competence of this occupation; `adjacent` =
+plausibly useful, secondary. Entries are capped at 12 per source
+and 80 in total per occupation (core first,
+strongest matches survive); everything beyond the caps is excluded
+and logged in the pipeline audit trail, not in this package.
+
+_Matched deterministically (ISCO group + title/competence keywords,
+tiered against market evidence + ESCO essentials) by
+`pipeline/p5_enrich_ai_skills.py` on 2026-07-14._
+
+## Source: anthropics/skills
+
+- Repository: [https://github.com/anthropics/skills](https://github.com/anthropics/skills) (commit `f6656c1`, retrieved 2026-07-14)
+- License: Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available — see the LICENSE.txt in the upstream skill folder
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `docx` | adjacent | Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files) or Word templates (.dotx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', '.dotx', or requests to … | [source](https://github.com/anthropics/skills/tree/main/skills/docx) |
+| `pdf` | adjacent | Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating … | [source](https://github.com/anthropics/skills/tree/main/skills/pdf) |
+
+## Source: 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 |
+|---|---|---|---|
+| `opex-program-designer` | core | Operational Excellence program design skill with governance structure, methodology deployment, and capability building | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/operations/skills/opex-program-designer) |
+| `memlab-analysis` | core | Expert skill for JavaScript memory leak detection using Facebook MemLab. Configure MemLab scenarios, execute memory leak detection runs, analyze heap snapshots, identify detached DOM elements, find event listener leaks, and integrate with … | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/performance-optimization/skills/memlab-analysis) |
+| `training-curriculum-designer` | adjacent | Design training curricula and learning paths for change initiatives with competency-based learning | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/business-analysis/skills/training-curriculum-designer) |
+| `lms-admin` | adjacent | Configure and manage Learning Management System operations including courses, enrollments, compliance training, and learning analytics | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/human-resources/skills/lms-admin) |
+| `lessonly-training` | adjacent | Lessonly (Seismic Learning) training platform integration | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/sales/skills/lessonly-training) |
+
+## 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 |
+|---|---|---|---|
+| `documentation-lookup` | adjacent | Use up-to-date library and framework docs via Context7 MCP instead of training data. Activates for setup questions, API references, code examples, or when the user names a framework (e.g. React, Next.js, Prisma). | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/.agents/skills/documentation-lookup) |
+
+## Source: AlpacaLabsLLC/skills-for-architects
+
+- Repository: [https://github.com/AlpacaLabsLLC/skills-for-architects](https://github.com/AlpacaLabsLLC/skills-for-architects) (commit `4476576`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `learn` | adjacent | Guided, hands-on course teaching architects how to use Claude Code — six short modules, each built around an exercise on a bundled sandbox project (a fictional Brooklyn art museum expansion). Resumable across sessions via PROGRESS.md. Use … | [source](https://github.com/AlpacaLabsLLC/skills-for-architects/tree/4476576/skills/learn) |
+
+## 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 |
+|---|---|---|---|
+| `education-skills` | adjacent | 7 education research skills. Trigger: pedagogical research, course design, learning analytics, assessment. Design: evidence-based teaching methods and educational measurement tools. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/education) |
+
+## Source: coreyhaines31/makerskills
+
+- Repository: [https://github.com/coreyhaines31/makerskills](https://github.com/coreyhaines31/makerskills) (commit `17218de`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `toolify` | adjacent | When you want to integrate an external tool, API, MCP server, or service into a project — the wizard walks you through auth, config, env vars, client wrapper code, example usage, and (optionally) a smoke-test. Scoped to Next.js and Rails … | [source](https://github.com/coreyhaines31/makerskills/tree/17218de/skills/toolify) |
+
+## 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 |
+|---|---|---|---|
+| `close` | core | Commit the session to durable vault memory and prepare a clean resume point | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/aigent-os/skills/close) |
+
+## 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 |
+|---|---|---|---|
+| `quantizing-models-bitsandbytes` | adjacent | Quantizes LLMs to 8-bit or 4-bit for 50-75% memory reduction with minimal accuracy loss. Use when GPU memory is limited, need to fit larger models, or want faster inference. Supports INT8, NF4, FP4 formats, QLoRA training, and 8-bit … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/optimization-bitsandbytes) |
+| `unsloth` | adjacent | Expert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimization | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/fine-tuning-unsloth) |
+| `gptq` | adjacent | Post-training 4-bit quantization for LLMs with minimal accuracy loss. Use for deploying large models (70B, 405B) on consumer GPUs, when you need 4× memory reduction with <2% perplexity degradation, or for faster inference (3-4× speedup) vs … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/optimization-gptq) |
+| `optimizing-attention-flash` | adjacent | Optimizes transformer attention with Flash Attention for 2-4x speedup and 10-20x memory reduction. Use when training/running transformers with long sequences (>512 tokens), encountering GPU memory issues with attention, or need faster … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/optimization-flash-attention) |
+| `latex-posters` | adjacent | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/latex-posters) |
+
+## Source: Devin-AXIS/iPolloWork
+
+- Repository: [https://github.com/Devin-AXIS/iPolloWork](https://github.com/Devin-AXIS/iPolloWork) (commit `5107542`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `stripe-billing-subscriptions` | core | Analyze Stripe customers, subscriptions, prices, invoices, payment status, and lifecycle transitions with explicit environment and object scope. | [source](https://github.com/Devin-AXIS/iPolloWork/tree/5107542/examples/plugin-packages/stripe/.opencode/skills/stripe-billing-subscriptions) |
+| `figma-generate-library` | adjacent | Build or update a professional-grade design system in Figma from a codebase. Use when the user wants to create variables/tokens, build component libraries, create individual components with proper variant sets and variable bindings, set up … | [source](https://github.com/Devin-AXIS/iPolloWork/tree/5107542/examples/plugin-packages/figma/.opencode/skills/figma-generate-library) |
+| `figma-generate-design` | adjacent | Use this skill alongside figma-use when the task involves translating an application page, view, or multi-section layout into Figma. Triggers: 'write to Figma', 'create in Figma from code', 'push page to Figma', 'take this app/page and … | [source](https://github.com/Devin-AXIS/iPolloWork/tree/5107542/examples/plugin-packages/figma/.opencode/skills/figma-generate-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 |
+|---|---|---|---|
+| `unsloth` | adjacent | Expert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimization | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/unsloth) |
+
+## Source: giuseppe-trisciuoglio/developer-kit
+
+- Repository: [https://github.com/giuseppe-trisciuoglio/developer-kit](https://github.com/giuseppe-trisciuoglio/developer-kit) (commit `306f428`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `nextjs-app-router` | adjacent | Provides patterns and code examples for building Next.js 16+ applications with App Router architecture. Use when creating projects with App Router, implementing Server Components and Client Components ("use client"), creating Server … | [source](https://github.com/giuseppe-trisciuoglio/developer-kit/tree/306f428/plugins/developer-kit-typescript/skills/nextjs-app-router) |
+
+## Source: googleworkspace/cli
+
+- Repository: [https://github.com/googleworkspace/cli](https://github.com/googleworkspace/cli) (commit `a3768d0`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `recipe-log-deal-update` | core | Append a deal status update to a Google Sheets sales tracking spreadsheet. | [source](https://github.com/googleworkspace/cli/tree/a3768d0/skills/recipe-log-deal-update) |
+
+## Source: indranilbanerjee/digital-marketing-pro
+
+- Repository: [https://github.com/indranilbanerjee/digital-marketing-pro](https://github.com/indranilbanerjee/digital-marketing-pro) (commit `a3d119c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `client-proposal` | adjacent | Draft agency proposals. Use when: pitch deck, scope of work, SLA, capabilities presentation for prospects or clients. | [source](https://github.com/indranilbanerjee/digital-marketing-pro/tree/a3d119c/skills/client-proposal) |
+
+## Source: JasonColapietro/suede-creator-skills
+
+- Repository: [https://github.com/JasonColapietro/suede-creator-skills](https://github.com/JasonColapietro/suede-creator-skills) (commit `0dc2aef`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `suede-instagram-growth` | core | Suede-owned Instagram growth operating system for account-specific audits, Reels, carousels, Stories, conversion mapping, calendars, and daily candidate-production loops. Use when the user names Instagram, IG, Reels, Stories, asks to … | [source](https://github.com/JasonColapietro/suede-creator-skills/tree/0dc2aef/skills/suede-instagram-growth) |
+| `suede-offers` | adjacent | Suede-affiliated offer design for value framing, bonuses, guarantees, risk reversal, honest scarcity, naming, and payment structure. Use when the user is building or diagnosing a service, course, coaching, information-product, agency, or … | [source](https://github.com/JasonColapietro/suede-creator-skills/tree/0dc2aef/skills/suede-offers) |
+
+## 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 |
+|---|---|---|---|
+| `surge-activation` | core | Use when asked to improve activation, map the growth funnel, identify growth levers, design a referral program, build a retention playbook, develop a PLG strategy, or find where to invest in growth. Examples: "how do we grow faster", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/bundle/revenue-team/skills/surge-activation) |
+| `form-deck` | core | Use when asked to design a pitch deck, presentation, or slide set. Examples: "design a pitch deck", "create a sales deck", "make a conference presentation", "build an investor deck", "help me present this to the board", "create slides for … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/form-deck) |
+| `form-social` | core | Use when asked to design social media graphics, ad creatives, or marketing assets. Examples: "design a LinkedIn post for our launch", "create ad creatives for our campaign", "make an Instagram story", "design a Twitter card", "create a … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/form-social) |
+| `lens-chart` | core | Use when asked to select chart types for analytics dashboards, choose BI visualizations, or design data displays. Examples: "best chart for sales data", "dashboard visualization for metrics", "analytics chart selection | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/lens-chart) |
+| `customerio-hello-world` | core | Create a minimal working Customer.io example. Use when learning Customer.io basics, testing SDK setup, or creating your first identify + track integration. Trigger: "customer.io hello world", "first customer.io message", "test … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/customerio-pack/skills/customerio-hello-world) |
+| `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) |
+| `form-mobile` | adjacent | Use when asked to design iOS or Android mobile app screens, create mobile UI, spec mobile flows, or produce screen designs for a native app. Examples: "design the onboarding screens", "spec the checkout flow for iOS", "design a home screen … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/form-mobile) |
+| `draft-landing` | adjacent | Use when asked to structure a landing page, design page layout for conversion, or plan landing page information architecture. Examples: "landing page structure for SaaS", "conversion-optimized layout | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/draft-landing) |
+| `form-style` | adjacent | Use when asked to select a UI style, choose a design direction, pick a visual approach for a product, or match a style to an industry. Examples: "what style fits a fintech app", "choose between neumorphism and glassmorphism", "design … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/form-style) |
+
+## Source: JimLiu/baoyu-design
+
+- Repository: [https://github.com/JimLiu/baoyu-design](https://github.com/JimLiu/baoyu-design) (commit `222ccbf`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `baoyu-design` | adjacent | Create polished design artifacts as self-contained HTML: UI mockups, interactive prototypes, wireframes, landing pages, dashboards, app screens, mobile apps, slide decks (a.k.a. PPT / PowerPoint presentations), and visual explorations. Use … | [source](https://github.com/JimLiu/baoyu-design/tree/222ccbf/skills/baoyu-design) |
+
+## 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 |
+|---|---|---|---|
+| `latex-posters` | adjacent | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/latex-posters) |
+
+## 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 |
+|---|---|---|---|
+| `latex-posters` | adjacent | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/latex-posters) |
+
+## Source: ljagiello/ctf-skills
+
+- Repository: [https://github.com/ljagiello/ctf-skills](https://github.com/ljagiello/ctf-skills) (commit `d19f35f`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ctf-ai-ml` | adjacent | Provides AI and machine learning techniques for CTF challenges. Use when attacking ML models, crafting adversarial examples, performing model extraction, prompt injection, membership inference, training data poisoning, fine-tuning … | [source](https://github.com/ljagiello/ctf-skills/tree/d19f35f/ctf-ai-ml) |
+
+## Source: mattpocock/skills
+
+- Repository: [https://github.com/mattpocock/skills](https://github.com/mattpocock/skills) (commit `66898f6`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `scaffold-exercises` | adjacent | Create exercise directory structures with sections, problems, solutions, and explainers that pass linting. Use when user wants to scaffold exercises, create exercise stubs, or set up a new course section. | [source](https://github.com/mattpocock/skills/tree/66898f6/skills/misc/scaffold-exercises) |
+
+## 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 |
+|---|---|---|---|
+| `microsoft-docs` | adjacent | Understand Microsoft technologies by querying official documentation. Use whenever the user asks how something works, wants tutorials, needs configuration options, limits, quotas, or best practices for any Microsoft technology (Azure, … | [source](https://github.com/microsoft/skills/tree/dc543aa/.github/skills/microsoft-docs) |
+
+## 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 |
+|---|---|---|---|
+| `slide-deck` | core | Build a real, editable PowerPoint (.pptx) deck from an outline or brief. Use when asked to make a slide deck, a PowerPoint, a pitch/board/sales deck as an actual file, or to turn a doc/notes into slides. Produces an actual .pptx via a … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-documents/skills/slide-deck) |
+| `sales-page` | core | Write a long-form sales page that takes a cold reader to a purchase. Use when asked to write a sales page, a long-form sales letter, a course/offer page, or direct-response copy that has to close on the page. Produces a full long-form … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-copy/skills/sales-page) |
+| `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) |
+| `teaching-lesson-plan` | adjacent | Design a structured lesson plan for any subject, audience, or format. Use when asked to write a lesson plan, course outline, teaching session, workshop curriculum, or training module. Produces a complete lesson plan with learning … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-cross/skills/teaching-lesson-plan) |
+| `lesson-plan` | adjacent | Build a complete, standards-aligned lesson plan with clear objectives, a timed activity sequence, differentiation, and assessment. Use when asked to write a lesson plan, plan a class or lesson, design a teaching session, or structure … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-education/skills/lesson-plan) |
+| `parent-communication` | adjacent | Draft clear, warm, professional messages to parents or guardians — progress notes, concerns, positive news, behaviour issues, or meeting requests. Use when asked to email a parent, write home about a student, raise a concern with a … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-education/skills/parent-communication) |
+
+## 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) |
+| `performing-thick-client-application-penetration-test` | core | Conduct a thick client application penetration test to identify insecure local storage, hardcoded credentials, DLL hijacking, memory manipulation, and insecure API communication in desktop applications using dnSpy, Procmon, and Burp Suite. | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/performing-thick-client-application-penetration-test) |
+
+## 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 |
+|---|---|---|---|
+| `book-sft-pipeline` | adjacent | This skill should be used for book-to-SFT pipelines: ePub extraction, literary segmentation, author-voice dataset construction, style-transfer training, LoRA workflows, and model evaluation for voice replication. | [source](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/c578e85/examples/book-sft-pipeline) |
+| `digital-brain` | adjacent | This skill should be used for personal operating-system workflows: content creation, voice consistency, relationship lookup, meeting preparation, weekly review, goal tracking, personal brand management, and network management. | [source](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/c578e85/examples/digital-brain-skill) |
+
+## Source: nextlevelbuilder/ui-ux-pro-max-skill
+
+- Repository: [https://github.com/nextlevelbuilder/ui-ux-pro-max-skill](https://github.com/nextlevelbuilder/ui-ux-pro-max-skill) (commit `fe3f65e`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `design` | core | Comprehensive design skill: brand identity, design tokens, UI styling, logo generation (55 styles, Gemini AI), corporate identity program (50 deliverables, CIP mockups), HTML presentations (Chart.js), banner design (22 styles, … | [source](https://github.com/nextlevelbuilder/ui-ux-pro-max-skill/tree/fe3f65e/.claude/skills/design) |
+
+## 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 |
+|---|---|---|---|
+| `html-ppt-zhangzara-playful` | core | A retail sales-floor training on consultative selling — the flow, the role-plays, and the daily habit that lifts conversion. Built as a decision-grade professional training deck for store associates, floor managers. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/html-ppt-zhangzara-playful) |
+| `hps-true-blueprint` | core | Open Design's engineering blueprint: how the sandbox, sidecar, and daemon fit — the system diagram and the invariants. Built as a decision-grade product management deck for engineering org. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/hps-true-blueprint) |
+| `html-ppt-zhangzara-cobalt-grid` | core | Open Design renewal + seat-expansion business case for a growing customer: realized value, usage proof, and the expansion ROI. Built as a decision-grade B2B sales deck for champion, finance approver. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/html-ppt-zhangzara-cobalt-grid) |
+| `huashu-takram-soft-tech` | core | Open Design procurement & security leave-behind: the one-pager-plus a buying committee can forward and approve internally. Built as a decision-grade B2B sales deck for buying committee, security, procurement. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/huashu-takram-soft-tech) |
+| `marketing-psychology` | core | Apply psychological principles and behavioral science to copy and design. Useful for tightening hooks, framing, and pricing presentation. | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/marketing-psychology) |
+| `slides` | core | Create and edit .pptx presentation decks with PptxGenJS. Useful for sales decks, kickoff briefs, and design-system showcases. | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/slides) |
+| `fs-electric-studio` | core | Open Design as an enterprise design platform: a buyer-forwardable proposal for a design-org's economic buyer — pain, value, ROI, rollout. Built as a decision-grade B2B sales deck for economic buyer, design VP, procurement. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/fs-electric-studio) |
+| `html-ppt-product-launch` | core | Open Design Teams: a launch-and-adoption proposal for a mid-market design team weighing a switch from closed cloud tools. Built as a decision-grade B2B sales deck for design team lead, IT. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/html-ppt-product-launch) |
+| `huashu-bento-insight` | core | Open Design vs closed cloud design tools: a side-by-side displacement case on control, cost (BYOK), and lock-in. Built as a decision-grade B2B sales deck for evaluation committee. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/huashu-bento-insight) |
+| `invoice` | core | A printable invoice page — sender + recipient block, line items table, tax breakdown, totals, and payment instructions. Use when the brief mentions "invoice", "bill", "billing statement", or "发票". | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/invoice) |
+| `social-media-dashboard` | core | Creator-facing social media analytics dashboard in a single HTML file. A platform switcher (X / LinkedIn / YouTube / Instagram), a row of KPI cards (followers, engagement rate, likes, reposts), a follower-growth chart, a "top post this … | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/social-media-dashboard) |
+| `hps-bauhaus` | adjacent | A visual-design fundamentals course for new brand designers — grid, type, color, and the exercises that build the eye. Built as a decision-grade professional training deck for junior designers, new hires. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/hps-bauhaus) |
+
+## Source: oliver-kriska/claude-elixir-phoenix
+
+- Repository: [https://github.com/oliver-kriska/claude-elixir-phoenix](https://github.com/oliver-kriska/claude-elixir-phoenix) (commit `d6b21b5`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `session-trends` | core | Analyze trends across session metrics. Computes windowed aggregates, deltas, and compares against MEMORY.md findings. Use periodically for progress tracking. | [source](https://github.com/oliver-kriska/claude-elixir-phoenix/tree/d6b21b5/.claude/skills/session-trends) |
+
+## Source: OpenRaiser/NanoResearch
+
+- Repository: [https://github.com/OpenRaiser/NanoResearch](https://github.com/OpenRaiser/NanoResearch) (commit `7144364`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `unsloth` | adjacent | Expert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimization | [source](https://github.com/OpenRaiser/NanoResearch/tree/7144364/skills/vendor-ai-research/unsloth) |
+
+## Source: Orchestra-Research/AI-research-SKILLs
+
+- Repository: [https://github.com/Orchestra-Research/AI-research-SKILLs](https://github.com/Orchestra-Research/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `quantizing-models-bitsandbytes` | adjacent | Quantizes LLMs to 8-bit or 4-bit for 50-75% memory reduction with minimal accuracy loss. Use when GPU memory is limited, need to fit larger models, or want faster inference. Supports INT8, NF4, FP4 formats, QLoRA training, and 8-bit … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/10-optimization/bitsandbytes) |
+| `pytorch-fsdp2` | adjacent | Adds PyTorch FSDP2 (fully_shard) to training scripts with correct init, sharding, mixed precision/offload config, and distributed checkpointing. Use when models exceed single-GPU memory or when you need DTensor-based sharding with … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/08-distributed-training/pytorch-fsdp2) |
+| `unsloth` | adjacent | Expert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimization | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/03-fine-tuning/unsloth) |
+| `gptq` | adjacent | Post-training 4-bit quantization for LLMs with minimal accuracy loss. Use for deploying large models (70B, 405B) on consumer GPUs, when you need 4× memory reduction with <2% perplexity degradation, or for faster inference (3-4× speedup) vs … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/10-optimization/gptq) |
+| `optimizing-attention-flash` | adjacent | Optimizes transformer attention with Flash Attention for 2-4x speedup and 10-20x memory reduction. Use when training/running transformers with long sequences (>512 tokens), encountering GPU memory issues with attention, or need faster … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/10-optimization/flash-attention) |
+
+## 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 |
+|---|---|---|---|
+| `quiz-and-assessment-design` | adjacent | Designing quizzes, personality assessments, and recommendation tools that segment users into actionable categories rather than generating clicks for clicks' sake. Question architecture, scoring algorithms, result categorization, … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/quiz-and-assessment-design) |
+
+## Source: ruvnet/claude-code-flow
+
+- Repository: [https://github.com/ruvnet/claude-code-flow](https://github.com/ruvnet/claude-code-flow) (commit `73914bd`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `Hooks Automation` | adjacent | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/hooks-automation) |
+
+## Source: ruvnet/ruflo
+
+- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `Hooks Automation` | adjacent | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/hooks-automation) |
+
+## Source: WenyuChiou/agent-collab-skills
+
+- Repository: [https://github.com/WenyuChiou/agent-collab-skills](https://github.com/WenyuChiou/agent-collab-skills) (commit `f3c4097`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `agent-shared-memory` | core | Use when the user asks to update shared memory, initialize multi-agent memory, summarize decisions so far, identify open questions, or prepare a fresh session primer. | [source](https://github.com/WenyuChiou/agent-collab-skills/tree/f3c4097/skills/agent-shared-memory) |
+
+## Source: zechenzhangAGI/AI-research-SKILLs
+
+- Repository: [https://github.com/zechenzhangAGI/AI-research-SKILLs](https://github.com/zechenzhangAGI/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `quantizing-models-bitsandbytes` | adjacent | Quantizes LLMs to 8-bit or 4-bit for 50-75% memory reduction with minimal accuracy loss. Use when GPU memory is limited, need to fit larger models, or want faster inference. Supports INT8, NF4, FP4 formats, QLoRA training, and 8-bit … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/10-optimization/bitsandbytes) |
+| `pytorch-fsdp2` | adjacent | Adds PyTorch FSDP2 (fully_shard) to training scripts with correct init, sharding, mixed precision/offload config, and distributed checkpointing. Use when models exceed single-GPU memory or when you need DTensor-based sharding with … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/08-distributed-training/pytorch-fsdp2) |
+| `unsloth` | adjacent | Expert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimization | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/03-fine-tuning/unsloth) |
+| `gptq` | adjacent | Post-training 4-bit quantization for LLMs with minimal accuracy loss. Use for deploying large models (70B, 405B) on consumer GPUs, when you need 4× memory reduction with <2% perplexity degradation, or for faster inference (3-4× speedup) vs … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/10-optimization/gptq) |
+| `optimizing-attention-flash` | adjacent | Optimizes transformer attention with Flash Attention for 2-4x speedup and 10-20x memory reduction. Use when training/running transformers with long sequences (>512 tokens), encountering GPU memory issues with attention, or need faster … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/10-optimization/flash-attention) |
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,161 @@
+# Market evidence report — personal-trainer
+
+Source: **52 real job ads** (JSearch API, countries: us 39, gb 13), 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 | 37 | 71 % |
+| n/a | 10 | 19 % |
+| lead | 3 | 6 % |
+| junior | 2 | 4 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | Svetness Fitness App | 4 | 8 % |
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | personal training | 19 | 37 % |
+| 2 | fitness assessment | 18 | 35 % |
+| 3 | program design | 13 | 25 % |
+| 4 | sales | 8 | 15 % |
+| 5 | exercise demonstration | 7 | 13 % |
+| 6 | goal setting | 7 | 13 % |
+| 7 | strength training | 7 | 13 % |
+| 8 | fitness instruction | 6 | 12 % |
+| 9 | fitness program design | 6 | 12 % |
+| 10 | cardiovascular training | 4 | 8 % |
+| 11 | client assessment | 4 | 8 % |
+| 12 | exercise program design | 4 | 8 % |
+| 13 | fitness coaching | 4 | 8 % |
+| 14 | nutrition guidance | 4 | 8 % |
+| 15 | progress tracking | 4 | 8 % |
+| 16 | workout program design | 4 | 8 % |
+| 17 | billing | 3 | 6 % |
+| 18 | client coaching | 3 | 6 % |
+| 19 | client communication | 3 | 6 % |
+| 20 | client progress tracking | 3 | 6 % |
+| 21 | exercise technique | 3 | 6 % |
+| 22 | lead tracking | 3 | 6 % |
+| 23 | movement analysis | 3 | 6 % |
+| 24 | nutrition coaching | 3 | 6 % |
+| 25 | nutrition education | 3 | 6 % |
+| 26 | nutrition knowledge | 3 | 6 % |
+| 27 | sport-specific training | 3 | 6 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | functional movement screen (fms) | 3 | 6 % |
+| 2 | keiser power training | 3 | 6 % |
+| 3 | smart start assessments | 3 | 6 % |
+| 4 | trx training | 3 | 6 % |
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | schedule management | 9 | 17 % |
+| 2 | client base building | 7 | 13 % |
+| 3 | member assistance | 7 | 13 % |
+| 4 | fitness consultation | 6 | 12 % |
+| 5 | equipment instruction | 5 | 10 % |
+| 6 | member communication | 5 | 10 % |
+| 7 | workout delivery | 5 | 10 % |
+| 8 | workout execution | 5 | 10 % |
+| 9 | client program development | 4 | 8 % |
+| 10 | customer service | 4 | 8 % |
+| 11 | member interaction | 4 | 8 % |
+| 12 | assessment execution | 3 | 6 % |
+| 13 | business development | 3 | 6 % |
+| 14 | client motivation | 3 | 6 % |
+| 15 | club maintenance | 3 | 6 % |
+| 16 | documentation of programming | 3 | 6 % |
+| 17 | exercise technique guidance | 3 | 6 % |
+| 18 | fitness floor maintenance | 3 | 6 % |
+| 19 | form correction | 3 | 6 % |
+| 20 | program sales | 3 | 6 % |
+| 21 | sales of programs | 3 | 6 % |
+| 22 | session delivery | 3 | 6 % |
+| 23 | training delivery | 3 | 6 % |
+| 24 | workout program creation | 3 | 6 % |
+
+## Regional breakdown
+
+> **Corpus note:** 52 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
+
+### US (us)
+
+39 ads.
+
+**Top hard skills:**
+
+- personal training — 38 % (15 ads)
+- fitness assessment — 36 % (14 ads)
+- program design — 23 % (9 ads)
+- sales — 18 % (7 ads)
+- exercise demonstration — 15 % (6 ads)
+- fitness instruction — 15 % (6 ads)
+- strength training — 13 % (5 ads)
+- goal setting — 10 % (4 ads)
+- billing — 8 % (3 ads)
+- cardiovascular training — 8 % (3 ads)
+
+**Top tools:**
+
+- Svetness Fitness App — 8 % (3 ads)
+- Facebook — 5 % (2 ads)
+- Instagram — 5 % (2 ads)
+- Svetness scheduling software — 5 % (2 ads)
+
+**Seniority:** mid 72 % · n/a 18 % · junior 5 % · lead 5 %
+
+### UK (gb)
+
+**Insufficient evidence** — 13 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 |
+|---|---|
+| Personal Trainer | 14 |
+| Certified Personal Trainer | 3 |
+| Personal Trainer - Strength & Conditioning | 3 |
+| Group Fitness Personal Trainer | 2 |
+| Personal Trainer, Bethesda | 2 |
+| Elite In-Home Personal Trainer Flexible Schedule & Growth | 1 |
+| Elite In-Home Personal Trainer: Flexible Schedule & Perks | 1 |
+| Elite Personal Trainer & Fitness Coach | 1 |
+| Entry Level Personal Trainer | 1 |
+| Fitness Coach, Personal Trainer | 1 |
+| Future Opening: Fitness Trainer | 1 |
+| Lead Certified Personal Trainer - Bellevue/Eastside | 1 |
+| Mobile Master Personal Trainer | 1 |
+| Personal Fitness Trainer | 1 |
+| Personal Trainer - Alexandria, VA | 1 |
+| Personal Trainer - East Alton | 1 |
+| Personal Trainer - Metro, DMV | 1 |
+| Personal Trainer - Pasadena | 1 |
+| Personal Trainer - Springfield, OR | 1 |
+| Personal Trainer (Full-time or Part-time) | 1 |
+| Personal Trainer / Group Fitness Coach | 1 |
+| Personal Trainer | Fitness Together | Bethesda, Maryland | 1 |
+| Personal Trainer I, II (Senior Center) | 1 |
+| Personal Trainer Internship, Washington DC | 1 |
+| Personal Trainer, Hudson Square | 1 |
+
+Methodology: entities extracted per ad ({hard_skills, tools, methods, responsibilities, seniority}), normalized, counted as DISTINCT ads per entity; report threshold ≥ 3 ads. Headline sections in skills.md/tools.md use the stricter ≥ 20 % threshold.
--- a/references/profile.md
+++ b/references/profile.md
@@ -0,0 +1,24 @@
+# Occupation profile — personal trainer
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/f7177f79-63e7-4944-8896-044056b62523
+- **ESCO code:** 3423.2.2
+- **ISCO-08 group:** 3423 — Fitness and recreation instructors and program leaders
+
+## Description (ESCO)
+
+Personal trainers design, implement and evaluate exercise or physical activity programmes for one or more individual clients by collecting and analysing client information. They strive to ensure the effectiveness of personal exercise programmes. A personal trainer should also actively encourage potential clients to participate in and adhere to regular programmes, employing appropriate motivational strategies.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- personal trainer and sport therapist
+- personal progress manager
+- personal trainer and nutritionist
+- personal trainer & nutritionist
+- personal fitness trainer
+- well-being personal trainer
+- personal coach
+- personal trainer & sport therapist
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,50 @@
+# Competences — personal trainer
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/f7177f79-63e7-4944-8896-044056b62523).
+
+## Essential
+
+- **adapt fitness exercises** (skill/competence)
+- **analyse personal fitness information** (skill/competence)
+- **assess physical conditions of clients** (skill/competence)
+- **collect client fitness information** (skill/competence)
+- **correct potentially harmful movements** (skill/competence)
+- **demonstrate professional attitude to clients** (skill/competence)
+- **develop codified movements** (skill/competence)
+- **ensure safety of exercise environment** (skill/competence)
+- **identify customer objectives** (skill/competence)
+- **inform clients of healthy lifestyle benefits** (skill/competence)
+- **integrate exercise science to the design of the programme** (skill/competence)
+- **integrate principles of training** (skill/competence)
+- **motivate fitness clients** (skill/competence)
+- **prepare exercise session** (skill/competence)
+- **prescribe exercises** (skill/competence)
+- **promote healthy fitness environment** (skill/competence)
+- **promote healthy lifestyle** (skill/competence)
+- **provide fitness information** (skill/competence)
+- **show professional responsibility** (skill/competence)
+
+## Optional
+
+- communicate with youth (skill/competence)
+- evaluate older adults' ability to take care of themselves (skill/competence)
+- human anatomy (knowledge)
+- human physiology (knowledge)
+- monitor children's physical development (skill/competence)
+- nutrition of healthy persons (knowledge)
+- older adults' needs (knowledge)
+- sports nutrition (knowledge)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 52 ads, as of 2026-07-18)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- personal training — **37 %**
+- fitness assessment — **35 %**
+- program design — **25 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,46 @@
+# Tasks & work activities — personal trainer
+
+Source: O*NET 30.3, occupation 39-9031.00 (Exercise Trainers and Group Fitness Instructors) — manual nearest-occupation mapping via ISCO group 3423; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+## Task statements
+
+- **[Core]** Explain and enforce safety rules and regulations governing sports, recreational activities, and the use of exercise equipment.
+- **[Core]** Offer alternatives during classes to accommodate different levels of fitness.
+- **[Core]** Plan routines, choose appropriate music, and choose different movements for each set of muscles, depending on participants' capabilities and limitations.
+- **[Core]** Observe participants and inform them of corrective measures necessary for skill improvement.
+- **[Core]** Teach proper breathing techniques used during physical exertion.
+- **[Core]** Instruct participants in maintaining exertion levels to maximize benefits from exercise routines.
+- **[Core]** Teach and demonstrate use of gymnastic and training equipment, such as trampolines and weights.
+- **[Core]** Maintain fitness equipment.
+- **[Supplemental]** Conduct therapeutic, recreational, or athletic activities.
+- **[Core]** Monitor participants' progress and adapt programs as needed.
+- **[Core]** Evaluate individuals' abilities, needs, and physical conditions, and develop suitable training programs to meet any special requirements.
+- **[Supplemental]** Plan physical education programs to promote development of participants' physical attributes and social skills.
+- **[Core]** Provide students with information and resources regarding nutrition, weight control, and lifestyle issues.
+- **[Core]** Administer emergency first aid, wrap injuries, treat minor chronic disabilities, or refer injured persons to physicians.
+- **[Core]** Advise clients about proper clothing and shoes.
+- **[Supplemental]** Teach individual and team sports to participants through instruction and demonstration, using knowledge of sports techniques and of participants' physical capabilities.
+- **[Supplemental]** Promote health clubs through membership sales, and record member information.
+- **[Core]** Maintain equipment inventories, and select, store, or issue equipment as needed.
+- **[Supplemental]** Organize and conduct competitions and tournaments.
+- **[Supplemental]** Advise participants in use of heat or ultraviolet treatments and hot baths.
+
+## Detailed work activities
+
+- Administer first aid.
+- Advise customers on the use of products or services.
+- Demonstrate activity techniques or equipment use.
+- Develop educational or training programs.
+- Distribute resources to patrons or employees.
+- Enforce rules or regulations.
+- Evaluate capabilities or training needs.
+- Explain regulations, policies, or procedures.
+- Maintain client information or service records.
+- Maintain supply or equipment inventories.
+- Organize recreational activities or events.
+- Perform basic equipment maintenance.
+- Promote products, services, or programs.
+- Provide medical or cosmetic advice for clients.
+- Sell products or services.
+- Teach exercise or fitness techniques.
+- Teach health or hygiene practices.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,28 @@
+# Tools & technology — personal trainer
+
+Source: O*NET 30.3, occupation 39-9031.00 (Exercise Trainers and Group Fitness Instructors) — manual nearest-occupation mapping via ISCO group 3423; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| 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 Word | Word processing software | yes |
+| Appointment scheduling software | Calendar and scheduling software |  |
+| BioEx Systems Exercise Expert | Data base user interface and query software |  |
+| BioEx Systems Fitness Maker | Project management software |  |
+| BioEx Systems Nutrition Maker Plus | Medical software |  |
+| Blink | Instant messaging software |  |
+| DaySmart Software Appointment-Plus | Calendar and scheduling software |  |
+| DietMaster Systems DietMaster | Data base user interface and query software |  |
+| Email software | Electronic mail software |  |
+| EZFacility Trainer Management System | Enterprise resource planning ERP software |  |
+| ICTraining | Data base user interface and query software |  |
+| MYOB BusinessEssentials | Accounting software |  |
+| Online River Software Personal Trainer Pro | Project management software |  |
+| Sage 50 Accounting | Accounting software |  |
+| Sage Simply Accounting | Accounting software |  |
+| Visual Health Information The Trainer's Exercise Toolbox | Desktop publishing software |  |
+| Web browser software | Internet browser software |  |