commit 560691d4f6a59944aa72c6062aa1d47b1b564146 Author: skillfactor-pipeline Date: Fri Aug 14 18:47:17 2026 +0200 feat: boxing-instructor skill package v0.1.0 diff --git a/PROVENANCE.md b/PROVENANCE.md new file mode 100644 index 0000000..644392e --- /dev/null +++ b/PROVENANCE.md @@ -0,0 +1,31 @@ +# Data provenance — boxing-instructor + +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 — boxing-instructor + "ESCO (occupation & competences)" : 24 + "O*NET (tasks & tools)" : 88 + "Job boards (market evidence)" : 94 + "Anthropic official Claude skills" : 5 + "External AI skill packs (mapped)" : 183 +``` + +| Source | Items | Share | Files | +|---|---|---|---| +| ESCO (occupation & competences) | 24 | 6.1 % | references/profile.md, references/skills.md | +| O*NET (tasks & tools) | 88 | 22.3 % | references/tasks.md, references/tools.md | +| Job boards (market evidence) | 94 | 23.9 % | 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) | 183 | 46.4 % | 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..1881004 --- /dev/null +++ b/SKILL.md @@ -0,0 +1,48 @@ +--- +name: boxing-instructor +description: "Occupational skill for the role 'boxing instructor' (also: muay thai boxing instructor, boxing trainer, thai-boxing instructor, boxing coach, thai boxing instructor, kick boxing instructor). Use when the user asks for typical boxing instructor work such as: typical boxing instructor responsibilities" +--- + +# Boxing Instructor + +Boxing instructors train individuals or groups in boxing. They instruct clients during training and teach students the techniques of boxing such as stance, defense and different kind of punches. + +## 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 teaching to target group +- apply risk management in sports +- assess performance in sport events +- assess physical conditions of clients +- boxing +- correct potentially harmful movements +- demonstrate when teaching +- give constructive feedback +- instruct in sport +- organise training +- plan sports instruction programme +- sports ethics + +## Hot technologies + +- C++ +- Facebook +- Google Docs +- Microsoft Excel +- Microsoft Office software +- Microsoft Outlook +- Microsoft PowerPoint +- Microsoft Word + +--- +*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/0af6fc82-8e5e-46c6-a4ca-a672ecf7704c), O*NET 30.3 (27-2022.00, manual nearest match). See manifest.json for licensing/attribution.* diff --git a/manifest.json b/manifest.json new file mode 100644 index 0000000..f7fd571 --- /dev/null +++ b/manifest.json @@ -0,0 +1,286 @@ +{ + "name": "boxing-instructor", + "title": "boxing instructor", + "version": "0.1.0", + "layer": "core", + "language": "en", + "generated": "2026-07-07", + "ids": { + "esco_uri": "http://data.europa.eu/esco/occupation/0af6fc82-8e5e-46c6-a4ca-a672ecf7704c", + "esco_code": "3422.4.1", + "isco_group": "3422", + "onet_soc": "27-2022.00", + "crosswalk_match": "manual nearest via ISCO 3422 (Coaches and Scouts)" + }, + "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": 12, + "skills_optional": 11, + "software": 0 + }, + "enrichment_ai_skills": { + "generated": "2026-07-14", + "method": "deterministic mapping (ISCO prefix + title/competence keywords)", + "sources": { + "anthropics/skills": { + "repo": "https://github.com/anthropics/skills", + "commit": "f6656c1", + "license": "Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available \u2014 see the LICENSE.txt in the upstream skill folder", + "skills": 2 + }, + "mohitagw15856/pm-claude-skills": { + "repo": "https://github.com/mohitagw15856/pm-claude-skills", + "commit": "876fa30", + "license": "MIT", + "skills": 6 + }, + "mukul975/Anthropic-Cybersecurity-Skills": { + "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills", + "commit": "673da1f", + "license": "Apache-2.0", + "skills": 1 + }, + "davila7/claude-code-templates": { + "repo": "https://github.com/davila7/claude-code-templates", + "commit": "fa79251", + "license": "MIT", + "skills": 9 + }, + "jeremylongshore/claude-code-plugins-plus-skills": { + "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills", + "commit": "e112938a", + "license": "MIT", + "skills": 2 + }, + "AIDevGTM/gtm-cofounder": { + "repo": "https://github.com/AIDevGTM/gtm-cofounder", + "commit": "627d901", + "license": "MIT", + "skills": 1 + }, + "samber/cc-skills-golang": { + "repo": "https://github.com/samber/cc-skills-golang", + "commit": "4881c01", + "license": "MIT", + "skills": 1 + }, + "anthropics/claude-plugins-official": { + "repo": "https://github.com/anthropics/claude-plugins-official", + "commit": "ba1611e", + "license": "Apache-2.0", + "skills": 1 + }, + "brycewang-stanford/Auto-Empirical-Research-Skills": { + "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills", + "commit": "85bf545", + "license": "CC-BY-4.0", + "skills": 3 + }, + "JasonColapietro/suede-creator-skills": { + "repo": "https://github.com/JasonColapietro/suede-creator-skills", + "commit": "0dc2aef", + "license": "MIT", + "skills": 1 + }, + "nexu-io/open-design": { + "repo": "https://github.com/nexu-io/open-design", + "commit": "4b66023", + "license": "Apache-2.0", + "skills": 12 + }, + "AgriciDaniel/claude-blog": { + "repo": "https://github.com/AgriciDaniel/claude-blog", + "commit": "49842ea", + "license": "MIT", + "skills": 1 + }, + "infrasity-labs/dev-gtm-claude-skills": { + "repo": "https://github.com/infrasity-labs/dev-gtm-claude-skills", + "commit": "02cfefb", + "license": "MIT", + "skills": 1 + }, + "FlorianBruniaux/claude-code-ultimate-guide": { + "repo": "https://github.com/FlorianBruniaux/claude-code-ultimate-guide", + "commit": "5395214", + "license": "custom (see upstream LICENSE)", + "skills": 1 + }, + "a5c-ai/babysitter": { + "repo": "https://github.com/a5c-ai/babysitter", + "commit": "44a5d58b", + "license": "MIT", + "skills": 4 + }, + "Orchestra-Research/AI-research-SKILLs": { + "repo": "https://github.com/Orchestra-Research/AI-research-SKILLs", + "commit": "773a529", + "license": "MIT", + "skills": 6 + }, + "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 + }, + "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 + }, + "muratcankoylan/Agent-Skills-for-Context-Engineering": { + "repo": "https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering", + "commit": "c578e85", + "license": "MIT", + "skills": 2 + }, + "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 + }, + "AlpacaLabsLLC/skills-for-architects": { + "repo": "https://github.com/AlpacaLabsLLC/skills-for-architects", + "commit": "4476576", + "license": "MIT", + "skills": 3 + }, + "basicmachines-co/basic-memory": { + "repo": "https://github.com/basicmachines-co/basic-memory", + "commit": "53da71c", + "license": "custom (see upstream LICENSE)", + "skills": 1 + }, + "mcollina/skills": { + "repo": "https://github.com/mcollina/skills", + "commit": "5b2a813", + "license": "MIT", + "skills": 1 + }, + "JimLiu/baoyu-skills": { + "repo": "https://github.com/JimLiu/baoyu-skills", + "commit": "6b7a2e4", + "license": "MIT", + "skills": 1 + }, + "Devin-AXIS/iPolloWork": { + "repo": "https://github.com/Devin-AXIS/iPolloWork", + "commit": "5107542", + "license": "custom (see upstream LICENSE)", + "skills": 1 + }, + "OpenSenseNova/SenseNova-Skills": { + "repo": "https://github.com/OpenSenseNova/SenseNova-Skills", + "commit": "d8bb438", + "license": "MIT", + "skills": 1 + }, + "mattpocock/skills": { + "repo": "https://github.com/mattpocock/skills", + "commit": "66898f6", + "license": "MIT", + "skills": 1 + }, + "nanocoai/nanoclaw": { + "repo": "https://github.com/nanocoai/nanoclaw", + "commit": "da9a74f", + "license": "MIT", + "skills": 1 + }, + "microsoft/skills": { + "repo": "https://github.com/microsoft/skills", + "commit": "dc543aa", + "license": "MIT", + "skills": 2 + }, + "microsoft/power-platform-skills": { + "repo": "https://github.com/microsoft/power-platform-skills", + "commit": "0d7ed9a", + "license": "MIT", + "skills": 1 + }, + "alirezarezvani/claude-skills": { + "repo": "https://github.com/alirezarezvani/claude-skills", + "commit": "0241f43", + "license": "MIT", + "skills": 1 + }, + "honeydew-ai/honeydew-ai-coding-agents-plugins": { + "repo": "https://github.com/honeydew-ai/honeydew-ai-coding-agents-plugins", + "commit": "f4066d2", + "license": "Apache-2.0", + "skills": 1 + } + }, + "total_skills": 80, + "tiers": { + "core": 19, + "adjacent": 61 + } + }, + "provenance": { + "items": { + "esco": 24, + "onet": 88, + "jobads": 94, + "wiki_ai": 0, + "anthropic": 5, + "ai_skills": 183, + "stackx": 0 + }, + "share_percent": { + "esco": 6.1, + "onet": 22.3, + "jobads": 23.9, + "wiki_ai": 0.0, + "anthropic": 1.3, + "ai_skills": 46.4, + "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..3b26e15 --- /dev/null +++ b/references/ai-skills.md @@ -0,0 +1,386 @@ +# External AI agent skills — boxing-instructor + +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 | +|---|---|---|---| +| `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) | +| `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) | +| `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) | +| `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: 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-discourse` | core | Research what people are actually saying about a topic in the last 30 days across Reddit, X / Twitter, YouTube, Hacker News, dev.to, Medium, and other public discourse platforms. API-free; uses WebSearch with platform-targeted site … | [source](https://github.com/AgriciDaniel/claude-blog/tree/49842ea/skills/blog-discourse) | + +## Source: AIDevGTM/gtm-cofounder + +- Repository: [https://github.com/AIDevGTM/gtm-cofounder](https://github.com/AIDevGTM/gtm-cofounder) (commit `627d901`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `founder-led-content` | core | Build authority by teaching the problem space, not announcing features. Use when the founder finds \"marketing\" distasteful and does none, publishes only product updates, or wants a sustainable content and GitHub-README strategy that … | [source](https://github.com/AIDevGTM/gtm-cofounder/tree/627d901/skills/14-founder-led-content) | + +## Source: alirezarezvani/claude-skills + +- Repository: [https://github.com/alirezarezvani/claude-skills](https://github.com/alirezarezvani/claude-skills) (commit `0241f43`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `ceo-advisor` | adjacent | Executive leadership guidance for strategic decision-making, organizational development, and stakeholder management. Use when planning strategy, preparing board presentations, managing investors, developing organizational culture, making … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/c-level-advisor/skills/ceo-advisor) | + +## 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) | +| `ascii-name` | adjacent | Print a name or word as large ASCII block letters. Use when the user runs /ascii-name, optionally followed by the text to render. | [source](https://github.com/AlpacaLabsLLC/skills-for-architects/tree/4476576/skills/learn/examples/ascii-name) | +| `clean-downloads` | adjacent | Propose and execute a cleanup of the user's Downloads folder — sort into subfolders by type and age, flag duplicates and large files. Always plan first, never delete. Use when the user runs /clean-downloads. | [source](https://github.com/AlpacaLabsLLC/skills-for-architects/tree/4476576/skills/learn/examples/clean-downloads) | + +## Source: anthropics/claude-plugins-official + +- Repository: [https://github.com/anthropics/claude-plugins-official](https://github.com/anthropics/claude-plugins-official) (commit `ba1611e`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `example-skill` | core | This skill should be used when the user asks to "demonstrate skills", "show skill format", "create a skill template", or discusses skill development patterns. Provides a reference template for creating Claude Code plugin skills. | [source](https://github.com/anthropics/claude-plugins-official/tree/ba1611e/plugins/example-plugin/skills/example-skill) | + +## Source: basicmachines-co/basic-memory + +- Repository: [https://github.com/basicmachines-co/basic-memory](https://github.com/basicmachines-co/basic-memory) (commit `53da71c`, retrieved 2026-07-14) +- License: custom (see upstream LICENSE) + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `memory-onboarding` | adjacent | Guide someone new to Basic Memory through designing and building a complete personal knowledge system — interview them about what they want to track, propose a structure, build it with schemas and instruction notes, teach them to use it, … | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-onboarding) | + +## 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 | +|---|---|---|---| +| `post-acceptance` | core | This skill should be used when the user asks to "prepare conference presentation", "create presentation slides", "design poster", "make academic poster", "write promotion content", "create Twitter thread", or mentions post-acceptance … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/33-Galaxy-Dawn-claude-scholar/skills/post-acceptance) | +| `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) | +| `system-profile` | adjacent | Profile a target (script, process, GPU, memory, interconnect) using external tools and code instrumentation. Produces structured performance reports with actionable recommendations. Use when user says "profile", "benchmark", "bottleneck", … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/42-wanshuiyin-ARIS/skills/system-profile) | + +## 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 | +|---|---|---|---| +| `academic-cv-builder` | core | Format CVs for academic positions, including publications, grants, teaching, and research experience. Use when the user mentions academic CV, faculty job, tenure-track, postdoc, PhD, research position, or needs to list publications, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/career/academic-cv-builder) | +| `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) | +| `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) | +| `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) | +| `code-review` | adjacent | Perform code reviews following Sentry engineering practices. Use when reviewing pull requests, examining code changes, or providing feedback on code quality. Covers security, performance, testing, and design review. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/sentry/code-review) | +| `context-window-management` | adjacent | Strategies for managing LLM context windows including summarization, trimming, routing, and avoiding context rot Use when: context window, token limit, context management, context engineering, long context. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/context-window-management) | +| `crewai-multi-agent` | adjacent | Multi-agent orchestration framework for autonomous AI collaboration. Use when building teams of specialized agents working together on complex tasks, when you need role-based agent collaboration with memory, or for production workflows … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/agents-crewai) | + +## 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 | +|---|---|---|---| +| `github-review-follow-up` | adjacent | Inspect unresolved GitHub pull request review threads, group actionable feedback, implement selected fixes locally, and only reply or resolve threads after explicit user intent. | [source](https://github.com/Devin-AXIS/iPolloWork/tree/5107542/examples/plugin-packages/github/.opencode/skills/github-review-follow-up) | + +## Source: FlorianBruniaux/claude-code-ultimate-guide + +- Repository: [https://github.com/FlorianBruniaux/claude-code-ultimate-guide](https://github.com/FlorianBruniaux/claude-code-ultimate-guide) (commit `5395214`, retrieved 2026-07-14) +- License: custom (see upstream LICENSE) + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `guide-recap` | core | Transform CHANGELOG entries into social content (LinkedIn, Twitter/X, Newsletter, Slack) in FR + EN. Use after releases or weekly to generate release notes, announcements, social media posts, or recap summaries from guide updates. | [source](https://github.com/FlorianBruniaux/claude-code-ultimate-guide/tree/5395214/examples/skills/guide-recap) | + +## 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: honeydew-ai/honeydew-ai-coding-agents-plugins + +- Repository: [https://github.com/honeydew-ai/honeydew-ai-coding-agents-plugins](https://github.com/honeydew-ai/honeydew-ai-coding-agents-plugins) (commit `f4066d2`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `context-item-creation` | adjacent | Guides you through creating context items — instructions, skills, knowledge pointers, and memory events — that give the AI analyst persistent knowledge about your organization. Covers when to create each type, naming conventions, folder … | [source](https://github.com/honeydew-ai/honeydew-ai-coding-agents-plugins/tree/f4066d2/skills/context-item-creation) | + +## 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 | +|---|---|---|---| +| `blog-discourse` | core | Research what people are actually saying about a topic in the last 30 days across Reddit, X / Twitter, YouTube, Hacker News, dev.to, Medium, and other public discourse platforms. API-free; uses WebSearch with platform-targeted site … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/blog-discourse) | + +## 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) | + +## 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 | +|---|---|---|---| +| `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) | +| `apify-performance-tuning` | adjacent | Optimize Apify Actor performance: crawl speed, memory usage, concurrency, and proxy rotation. Use when Actors are slow, consuming too much memory, or being blocked by target sites. Trigger: "apify performance", "optimize apify actor", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/apify-pack/skills/apify-performance-tuning) | + +## Source: JimLiu/baoyu-skills + +- Repository: [https://github.com/JimLiu/baoyu-skills](https://github.com/JimLiu/baoyu-skills) (commit `6b7a2e4`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `baoyu-wechat-summary` | adjacent | Summarizes WeChat group chat highlights into a structured digest using the local wx-cli binary (https://github.com/jackwener/wx-cli). Generates a normal digest by default; a roast (毒舌) version is opt-in. Maintains per-group history … | [source](https://github.com/JimLiu/baoyu-skills/tree/6b7a2e4/skills/baoyu-wechat-summary) | + +## 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: mcollina/skills + +- Repository: [https://github.com/mcollina/skills](https://github.com/mcollina/skills) (commit `5b2a813`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `skill-optimizer` | adjacent | Optimizes AI skills for activation, clarity, and cross-model reliability. Use when creating or editing skill packs, diagnosing weak skill uptake, reducing regressions, tuning instruction salience, improving examples, shrinking context … | [source](https://github.com/mcollina/skills/tree/5b2a813/skills/skill-optimizer) | + +## Source: microsoft/power-platform-skills + +- Repository: [https://github.com/microsoft/power-platform-skills](https://github.com/microsoft/power-platform-skills) (commit `0d7ed9a`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `add-office365` | adjacent | Adds Office 365 Outlook connector to a Power Apps code app. Use when accessing calendars, sending emails, reading inbox, or managing Outlook events. | [source](https://github.com/microsoft/power-platform-skills/tree/0d7ed9a/plugins/code-apps/skills/add-office365) | + +## Source: microsoft/skills + +- Repository: [https://github.com/microsoft/skills](https://github.com/microsoft/skills) (commit `dc543aa`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `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) | +| `azure-ai-translation-document-py` | adjacent | Azure AI Document Translation SDK for batch translation of documents with format preservation. Use for translating Word, PDF, Excel, PowerPoint, and other document formats at scale. Triggers: "document translation", "batch translation", … | [source](https://github.com/microsoft/skills/tree/dc543aa/.github/plugins/azure-sdk-python/skills/azure-ai-translation-document-py) | + +## Source: mohitagw15856/pm-claude-skills + +- Repository: [https://github.com/mohitagw15856/pm-claude-skills](https://github.com/mohitagw15856/pm-claude-skills) (commit `876fa30`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `teaching-lesson-plan` | core | 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` | core | 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) | +| `student-feedback` | core | Write constructive, specific feedback on student work that motivates and tells the student exactly how to improve. Use when asked to give feedback on a student's work, write grading comments, respond to an essay or assignment, or coach a … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-education/skills/student-feedback) | +| `roadmap-presentation` | adjacent | Create structured roadmap presentations calibrated to any audience. Use when asked to build a product roadmap, present roadmap to leadership, create a roadmap slide, or communicate quarterly plans to execs, teams, or customers. Produces an … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-planning/skills/roadmap-presentation) | +| `candidate-scorecard` | adjacent | Turn interview notes into a structured candidate scorecard and hire recommendation. Use when asked to write an interview scorecard, a candidate evaluation, an interview debrief, or to summarize feedback into a hire/no-hire call. Produces a … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-recruiting/skills/candidate-scorecard) | +| `content-calendar` | adjacent | Generate a structured content calendar for any brand, product, or creator. Use when asked for a content plan, editorial calendar, social media schedule, or weekly/monthly content strategy. Produces a calendar with topics, formats, … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-gtm/skills/content-calendar) | + +## 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) | + +## 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) | +| `reasoning-trace-optimizer` | adjacent | Debug and optimize AI agents by analyzing reasoning traces, context degradation, tool confusion, instruction drift, repeated task failures, and performance regressions. | [source](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/c578e85/examples/interleaved-thinking) | + +## Source: nanocoai/nanoclaw + +- Repository: [https://github.com/nanocoai/nanoclaw](https://github.com/nanocoai/nanoclaw) (commit `da9a74f`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `migrate-memory` | adjacent | Carry an agent group's memory across a provider switch, in either direction (e.g. Claude ↔ Codex, or any provider to/from another). Run after the operator switches a group's provider with `ncl groups config update --provider`. The coding … | [source](https://github.com/nanocoai/nanoclaw/tree/da9a74f/.claude/skills/migrate-memory) | + +## 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 | +|---|---|---|---| +| `x-research` | core | X/Twitter public sentiment research for recent market, company, product, or community discourse. Use when the brief asks what people are saying on X, Twitter sentiment, CT sentiment, public opinion, expert posts, or social reaction around … | [source](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/x-research) | +| `card-twitter` | core | Twitter quote or data card designed to pair with a post. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/card-twitter) | +| `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) | +| `html-ppt-zhangzara-daisy-days` | adjacent | A customer-success workshop onboarding users to a project-management app — the first-value path and the habits that retain. Built as a decision-grade professional training deck for new customers, CS team. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/html-ppt-zhangzara-daisy-days) | +| `pptx` | adjacent | Read, generate, and adjust PowerPoint slides, layouts, and templates. Useful for executive decks, training material, and product reviews. | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/pptx) | +| `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) | +| `html-ppt-course-module` | adjacent | A first-30-days onboarding module for new hospitality hires — the behaviors, the practice, the checks, and the manager follow-up. Built as a decision-grade professional training deck for new hires, managers. | [source](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/html-ppt-course-module) | +| `html-ppt-zhangzara-playful` | adjacent | 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) | +| `html-ppt-zhangzara-retro-windows` | adjacent | An IT security-awareness training on spotting phishing — the tells, the drill, and what to do in the first 60 seconds. Built as a decision-grade professional training deck for all employees. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/html-ppt-zhangzara-retro-windows) | +| `hps-academic-paper` | adjacent | A review deck on compositional generalization in large language models — the field map, the gap, the evidence, and open questions. Built as a decision-grade academic research deck for PI, lab group, reviewers. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/hps-academic-paper) | +| `kami-deck` | adjacent | A lab-meeting deck on gut-microbiome links to sleep quality — the design, the results, the caveats, and the next experiment. Built as a decision-grade academic research deck for lab group, PI. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/kami-deck) | +| `clinical-case-report` | adjacent | Structured medical case presentation for clinical rounds, conferences, and documentation. Generates SOAP-format or narrative case reports with physiologically accurate vitals, labs, and evidence-based plans. Use when the brief mentions … | [source](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/clinical-case-report) | + +## 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: 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 | +|---|---|---|---| +| `group-by-analysis` | adjacent | 对多 Sheet 的 Excel 文件进行行数统计、大文件 Parquet 转换预处理、数据清洗及分组聚合分析，并生成带样式标记的统计表与可视化图表。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-analysis/group-by-analysis) | + +## 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 | +|---|---|---|---| +| `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) | +| `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) | +| `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) | +| `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) | +| `crewai-multi-agent` | adjacent | Multi-agent orchestration framework for autonomous AI collaboration. Use when building teams of specialized agents working together on complex tasks, when you need role-based agent collaboration with memory, or for production workflows … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/14-agents/crewai) | + +## 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: 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: 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 | +|---|---|---|---| +| `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) | +| `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) | +| `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) | +| `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) | diff --git a/references/market.md b/references/market.md new file mode 100644 index 0000000..77bf260 --- /dev/null +++ b/references/market.md @@ -0,0 +1,144 @@ +# Market evidence report — boxing-instructor + +Source: **44 real job ads** (JSearch API, countries: us 44), extracted into the MSSQL evidence store; as of 2026-07-09. +This report contains extracted, aggregated facts only — no ad text is +reproduced (copyright / platform terms). + +## Seniority distribution + +| Seniority | Ads | Share | +|---|---|---| +| mid | 33 | 75 % | +| n/a | 8 | 18 % | +| junior | 2 | 5 % | +| lead | 1 | 2 % | + +## Tools — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| + +## Hard skills — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | group fitness instruction | 10 | 23 % | +| 2 | boxing | 8 | 18 % | +| 3 | boxing instruction | 8 | 18 % | +| 4 | personal training | 8 | 18 % | +| 5 | boxing technique | 7 | 16 % | +| 6 | kickboxing | 7 | 16 % | +| 7 | hiit training | 6 | 14 % | +| 8 | kickboxing technique | 6 | 14 % | +| 9 | movement assessment | 6 | 14 % | +| 10 | exercise technique | 5 | 11 % | +| 11 | exercise instruction | 4 | 9 % | +| 12 | fitness training | 4 | 9 % | +| 13 | group exercise instruction | 4 | 9 % | +| 14 | group instruction | 4 | 9 % | +| 15 | kickboxing instruction | 4 | 9 % | +| 16 | strength training | 4 | 9 % | +| 17 | balance training | 3 | 7 % | +| 18 | coordination drills | 3 | 7 % | +| 19 | exercise modification | 3 | 7 % | +| 20 | group fitness leadership | 3 | 7 % | +| 21 | hiit | 3 | 7 % | +| 22 | program design | 3 | 7 % | +| 23 | safe movement principles | 3 | 7 % | +| 24 | technique correction | 3 | 7 % | + +## Methods — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | boxing-based exercise | 3 | 7 % | + +## Responsibilities — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | class leadership | 13 | 30 % | +| 2 | client base building | 10 | 23 % | +| 3 | studio maintenance | 7 | 16 % | +| 4 | issue reporting | 6 | 14 % | +| 5 | member support | 6 | 14 % | +| 6 | participant monitoring | 6 | 14 % | +| 7 | record keeping | 6 | 14 % | +| 8 | workout delivery | 6 | 14 % | +| 9 | client monitoring | 3 | 7 % | +| 10 | client motivation | 3 | 7 % | +| 11 | community building | 3 | 7 % | +| 12 | equipment maintenance | 3 | 7 % | +| 13 | member education | 3 | 7 % | +| 14 | member instruction | 3 | 7 % | +| 15 | professional communication | 3 | 7 % | +| 16 | safety management | 3 | 7 % | + +## Regional breakdown + +> **Corpus note:** 44 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative. + +### US (us) + +44 ads. + +**Top hard skills:** + +- group fitness instruction — 23 % (10 ads) +- boxing — 18 % (8 ads) +- boxing instruction — 18 % (8 ads) +- personal training — 18 % (8 ads) +- boxing technique — 16 % (7 ads) +- kickboxing — 16 % (7 ads) +- hiit training — 14 % (6 ads) +- kickboxing technique — 14 % (6 ads) +- movement assessment — 14 % (6 ads) +- exercise technique — 11 % (5 ads) + +**Top tools:** + +- Microsoft Excel — 5 % (2 ads) +- Microsoft Word — 5 % (2 ads) + +**Seniority:** mid 75 % · n/a 18 % · junior 5 % · lead 2 % + +### UK (gb) + +**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region. + +### EU/DACH (de, at, ch, nl) + +**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region. + + +## Job title variants in the market + +| Title | Ads | +|---|---| +| Muay Thai/Kickboxing Coach - STRIKE Studio | 4 | +| Boxing Coach | 3 | +| Future Opening: Boxing Fitness Trainer | 3 | +| Rock Steady Boxing Coach | 3 | +| Boxing / Kickboxing Fitness Trainer | 2 | +| Boxing Coach - Strike Studio | 2 | +| Muay Thai Kickboxing Coach — Lead High-Energy Group Classes | 2 | +| Boxing Coach & Personal Training Specialist | 1 | +| Boxing Coach/Trainer | 1 | +| Boxing Fitness Coach - Boxing + Fitness | 1 | +| Boxing Fitness Trainer | 1 | +| Boxing Instructor, Washington D.C. | 1 | +| Boxing Trainer | 1 | +| Boxing/ Muy Thai Instructor | 1 | +| Boxing/Kickboxing Independent Personal Trainer Wanted | 1 | +| Cardio Kickboxing/boxing Instructor | 1 | +| Coach/Trainer | 1 | +| Elite Boxing Group Fitness Coach | 1 | +| Fitness Kickboxing Instructor | 1 | +| Group Fitness and Boxing Instructor | 1 | +| Group Fitness Instructor | 1 | +| Instructor - Mayweather Boxing + Fitness | 1 | +| Kick Boxing Coach | 1 | +| Kick Boxing Fitness Instructor | 1 | +| Martial Arts Coach: Lead Boxing, Kickboxing & HIIT | 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..0908e9e --- /dev/null +++ b/references/profile.md @@ -0,0 +1,25 @@ +# Occupation profile — boxing instructor + +- **ESCO URI:** http://data.europa.eu/esco/occupation/0af6fc82-8e5e-46c6-a4ca-a672ecf7704c +- **ESCO code:** 3422.4.1 +- **ISCO-08 group:** 3422 — Sports coaches, instructors and officials + +## Description (ESCO) + +Boxing instructors train individuals or groups in boxing. They instruct clients during training and teach students the techniques of boxing such as stance, defense and different kind of punches. + +## Definition + +nan + +## Alternative labels + +- muay thai boxing instructor +- boxing trainer +- thai-boxing instructor +- boxing coach +- thai boxing instructor +- kick boxing instructor +- boxing teacher +- kickboxing instructor +- kick-boxing instructor diff --git a/references/skills.md b/references/skills.md new file mode 100644 index 0000000..7d39fac --- /dev/null +++ b/references/skills.md @@ -0,0 +1,52 @@ +# Competences — boxing instructor + +Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/0af6fc82-8e5e-46c6-a4ca-a672ecf7704c). + +## Essential + +- **adapt teaching to target group** (skill/competence) +- **apply risk management in sports** (skill/competence) +- **assess performance in sport events** (skill/competence) +- **assess physical conditions of clients** (skill/competence) +- **boxing** (knowledge) +- **correct potentially harmful movements** (skill/competence) +- **demonstrate when teaching** (skill/competence) +- **give constructive feedback** (skill/competence) +- **instruct in sport** (skill/competence) +- **organise training** (skill/competence) +- **plan sports instruction programme** (skill/competence) +- **sports ethics** (knowledge) + +## Optional + +- adjust sporting equipment (skill/competence) +- exercise sports (skill/competence) +- manage athletes (skill/competence) +- market trends in sporting equipment (knowledge) +- motivate in sports (skill/competence) +- participate in sport events (skill/competence) +- personalise sports programme (skill/competence) +- promote healthy fitness environment (skill/competence) +- sport and exercise medicine (knowledge) +- sports nutrition (knowledge) +- work with different target groups (skill/competence) + + + +## Market evidence (job-ad analysis, 44 ads, as of 2026-07-09) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Hard skills + +- group fitness instruction — **23 %** +- personal training — **18 %** +- boxing — **18 %** +- boxing instruction — **18 %** + +### Responsibilities + +- class leadership — **30 %** +- client base building — **23 %** + + diff --git a/references/tasks.md b/references/tasks.md new file mode 100644 index 0000000..ff88b52 --- /dev/null +++ b/references/tasks.md @@ -0,0 +1,57 @@ +# Tasks & work activities — boxing instructor + +Source: O*NET 30.3, occupation 27-2022.00 (Coaches and Scouts) — manual nearest-occupation mapping via ISCO group 3422; the official ESCO crosswalk has no entry for this ESCO occupation. + +## Task statements + +- **[Core]** Plan, organize, and conduct practice sessions. +- **[Core]** Plan strategies and choose team members for individual games or sports seasons. +- **[Supplemental]** Plan and direct physical conditioning programs that will enable athletes to achieve maximum performance. +- **[Core]** Adjust coaching techniques, based on the strengths and weaknesses of athletes. +- **[Supplemental]** File scouting reports that detail player assessments, provide recommendations on athlete recruitment, and identify locations and individuals to be targeted for future recruitment efforts. +- **[Core]** Instruct individuals or groups in sports rules, game strategies, and performance principles, such as specific ways of moving the body, hands, or feet, to achieve desired results. +- **[Core]** Analyze the strengths and weaknesses of opposing teams to develop game strategies. +- **[Core]** Evaluate athletes' skills and review performance records to determine their fitness and potential in a particular area of athletics. +- **[Core]** Keep abreast of changing rules, techniques, technologies, and philosophies relevant to their sport. +- **[Core]** Monitor athletes' use of equipment to ensure safe and proper use. +- **[Supplemental]** Develop and arrange competition schedules and programs. +- **[Core]** Explain and enforce safety rules and regulations. +- **[Supplemental]** Serve as organizer, leader, instructor, or referee for outdoor and indoor games, such as volleyball, football, and soccer. +- **[Core]** Explain and demonstrate the use of sports and training equipment, such as trampolines or weights. +- **[Core]** Arrange and conduct sports-related activities, such as training camps, skill-improvement courses, clinics, and pre-season try-outs. +- **[Supplemental]** Select, acquire, store, and issue equipment and other materials as necessary. +- **[Core]** Provide training direction, encouragement, motivation, and nutritional advice to prepare athletes for games, competitive events, or tours. +- **[Supplemental]** Teach instructional courses and advise students. +- **[Core]** Contact the parents of players to provide information and answer questions. +- **[Core]** Coordinate travel arrangements and travel with team to away contests. +- **[Supplemental]** Hire, supervise, and work with extended coaching staff. +- **[Supplemental]** Keep and review paper, computerized, and video records of athlete, team, and opposing team performance. +- **[Core]** Counsel student athletes on academic, athletic, and personal issues. +- **[Core]** Perform activities that support a team or a specific sport, such as participating in community outreach activities, meeting with media representatives, and appearing at fundraising events. +- **[Core]** Monitor the academic eligibility of student athletes. +- **[Supplemental]** Identify and recruit potential athletes by sending recruitment letters, meeting with recruits, and arranging and offering incentives, such as athletic scholarships. +- **[Supplemental]** Oversee the development and management of the sports program budget and fundraising activities. + +## Detailed work activities + +- Advise athletes, coaches, or trainers on exercise regimens, nutrition, or equipment use. +- Coach others. +- Coordinate athletic or sporting events or activities. +- Coordinate logistics for productions or events. +- Evaluate characteristics of individuals to determine needs or eligibility. +- Evaluate skills of athletes or performers. +- Maintain inventories of materials, equipment, or products. +- Maintain knowledge of laws or regulations. +- Maintain records, documents, or other files. +- Manage operations of artistic or entertainment departments or organizations. +- Monitor activities of individuals to ensure safety or compliance with rules. +- Monitor performance of organizational members or partners. +- Monitor student behavior, social development, or health. +- Monitor student performance. +- Participate in staffing decisions. +- Promote products, activities, or organizations. +- Provide educational information to the public. +- Recruit personnel. +- Select materials or props. +- Select staff, team members, or performers. +- Train others on performance techniques. diff --git a/references/tools.md b/references/tools.md new file mode 100644 index 0000000..70cc2be --- /dev/null +++ b/references/tools.md @@ -0,0 +1,45 @@ +# Tools & technology — boxing instructor + +Source: O*NET 30.3, occupation 27-2022.00 (Coaches and Scouts) — manual nearest-occupation mapping via ISCO group 3422; the official ESCO crosswalk has no entry for this ESCO occupation. + +| Software | Category | Hot technology | +|---|---|---| +| C++ | Object or component oriented development software | yes | +| Facebook | Web page creation and editing software | yes | +| Google Docs | Word processing 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 | +| Bloomz | Desktop communications software | | +| Edmodo | Desktop communications software | | +| Edpuzzle | Multi-media educational software | | +| Edulastic | Computer based training software | | +| Evernote | Word processing software | | +| Flipgrid | Video creation and editing software | | +| Google Classroom | Project management software | | +| Google Drive | Cloud-based data access and sharing software | | +| Google Meet | Video conferencing software | | +| Graphics creation software | Graphics or photo imaging software | | +| GroupMe | Instant messaging software | | +| Microsoft Publisher | Desktop publishing software | | +| Motion analysis software | Analytical or scientific software | | +| Nearpod | Multi-media educational software | | +| Online registration software | Data base user interface and query software | | +| ParentSquare | Desktop communications software | | +| Pear Deck | Presentation software | | +| Performance database software | Data base user interface and query software | | +| Scheduling software | Calendar and scheduling software | | +| Schoology | Computer based training software | | +| Screencastify | Video creation and editing software | | +| Screencast-O-Matic | Video creation and editing software | | +| Seesaw | Multi-media educational software | | +| Statistical software | Analytical or scientific software | | +| Twitter | Instant messaging software | | +| Video analysis software | Analytical or scientific software | | +| Video editing software | Video creation and editing software | | +| Video file conversion software | Data conversion software | | +| Web browser software | Internet browser software | | +| Website creation software | Web page creation and editing software | | +| YouTube | Video creation and editing software | |