feat: pilates-teacher skill package v0.1.0

2026-08-14 18:50:40 +02:00
commit 2bb352697e
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
@@ -0,0 +1,31 @@
+# Data provenance — pilates-teacher
+
+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 — pilates-teacher
+    "ESCO (occupation & competences)" : 27
+    "O*NET (tasks & tools)" : 64
+    "Job boards (market evidence)" : 60
+    "Anthropic official Claude skills" : 6
+    "External AI skill packs (mapped)" : 200
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 27 | 7.6 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 64 | 17.9 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 60 | 16.8 % | references/market.md (full report) + "Market evidence" headline sections |
+| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ |
+| Anthropic official Claude skills | 6 | 1.7 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 200 | 56.0 % | 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 +1,49 @@
+---
+name: pilates-teacher
+description: "Occupational skill for the role 'pilates teacher' (also: pilates matwork instructor, matwork pilates teacher, pilates coach, Pilates teacher, pilates instructor, pilates trainer). Use when the user asks for typical pilates teacher work such as: typical pilates teacher responsibilities"
+---
+
+# Pilates Teacher
+
+Pilates teachers plan, teach, and adapt exercises based on the work and principles of Joseph Pilates. They collect and analyse information for each client to ensure that programmes are safe, appropriate and effective. They apply the principles of Pilates through the planning and teaching of supportive, non-competitive lesson. They motivate and encourage clients to ensure their adherence to regular sessions.
+
+## 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 Pilates exercises
+- assess physical conditions of clients
+- attend to fitness clients under controlled health conditions
+- collect client fitness information
+- correct potentially harmful movements
+- deliver Pilates exercises
+- demonstrate professional Pilates attitude
+- ensure safety of exercise environment
+- identify customer objectives
+- integrate exercise science to the design of the programme
+- integrate principles of Pilates training
+- manage fitness communication
+- motivate fitness clients
+- prepare Pilates exercise session
+- prescribe exercises
+
+## Hot technologies
+
+- Microsoft Excel
+- Microsoft Office software
+- Microsoft Outlook
+- Microsoft PowerPoint
+- Microsoft Windows
+- Microsoft Word
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/3e6488b6-3ca5-46b9-b380-5cd251d24824), O*NET 30.3 (39-9032.00, manual nearest match). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,322 @@
+{
+  "name": "pilates-teacher",
+  "title": "pilates teacher",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/3e6488b6-3ca5-46b9-b380-5cd251d24824",
+    "esco_code": "3423.2.3",
+    "isco_group": "3423",
+    "onet_soc": "39-9032.00",
+    "crosswalk_match": "manual nearest via ISCO 3423 (Recreation Workers)"
+  },
+  "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": 18,
+    "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": 3
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 12
+      },
+      "Devin-AXIS/iPolloWork": {
+        "repo": "https://github.com/Devin-AXIS/iPolloWork",
+        "commit": "5107542",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 4
+      },
+      "nextlevelbuilder/ui-ux-pro-max-skill": {
+        "repo": "https://github.com/nextlevelbuilder/ui-ux-pro-max-skill",
+        "commit": "fe3f65e",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nexu-io/open-design": {
+        "repo": "https://github.com/nexu-io/open-design",
+        "commit": "4b66023",
+        "license": "Apache-2.0",
+        "skills": 12
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 4
+      },
+      "WenyuChiou/agent-collab-skills": {
+        "repo": "https://github.com/WenyuChiou/agent-collab-skills",
+        "commit": "f3c4097",
+        "license": "MIT",
+        "skills": 1
+      },
+      "davepoon/buildwithclaude": {
+        "repo": "https://github.com/davepoon/buildwithclaude",
+        "commit": "3c94e0c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "mattpocock/skills": {
+        "repo": "https://github.com/mattpocock/skills",
+        "commit": "66898f6",
+        "license": "MIT",
+        "skills": 1
+      },
+      "indranilbanerjee/digital-marketing-pro": {
+        "repo": "https://github.com/indranilbanerjee/digital-marketing-pro",
+        "commit": "a3d119c",
+        "license": "MIT",
+        "skills": 2
+      },
+      "mohitagw15856/pm-claude-skills": {
+        "repo": "https://github.com/mohitagw15856/pm-claude-skills",
+        "commit": "876fa30",
+        "license": "MIT",
+        "skills": 6
+      },
+      "coreyhaines31/makerskills": {
+        "repo": "https://github.com/coreyhaines31/makerskills",
+        "commit": "17218de",
+        "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
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 1
+      },
+      "AlpacaLabsLLC/skills-for-architects": {
+        "repo": "https://github.com/AlpacaLabsLLC/skills-for-architects",
+        "commit": "4476576",
+        "license": "MIT",
+        "skills": 1
+      },
+      "basicmachines-co/basic-memory": {
+        "repo": "https://github.com/basicmachines-co/basic-memory",
+        "commit": "53da71c",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "JasonColapietro/suede-creator-skills": {
+        "repo": "https://github.com/JasonColapietro/suede-creator-skills",
+        "commit": "0dc2aef",
+        "license": "MIT",
+        "skills": 1
+      },
+      "jezweb/claude-skills": {
+        "repo": "https://github.com/jezweb/claude-skills",
+        "commit": "e875a6b",
+        "license": "MIT",
+        "skills": 1
+      },
+      "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
+      },
+      "JimLiu/baoyu-skills": {
+        "repo": "https://github.com/JimLiu/baoyu-skills",
+        "commit": "6b7a2e4",
+        "license": "MIT",
+        "skills": 1
+      },
+      "samber/cc-skills-golang": {
+        "repo": "https://github.com/samber/cc-skills-golang",
+        "commit": "4881c01",
+        "license": "MIT",
+        "skills": 1
+      },
+      "OpenSenseNova/SenseNova-Skills": {
+        "repo": "https://github.com/OpenSenseNova/SenseNova-Skills",
+        "commit": "d8bb438",
+        "license": "MIT",
+        "skills": 1
+      },
+      "dotnet/skills": {
+        "repo": "https://github.com/dotnet/skills",
+        "commit": "79a2ada",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nanocoai/nanoclaw": {
+        "repo": "https://github.com/nanocoai/nanoclaw",
+        "commit": "da9a74f",
+        "license": "MIT",
+        "skills": 1
+      },
+      "giuseppe-trisciuoglio/developer-kit": {
+        "repo": "https://github.com/giuseppe-trisciuoglio/developer-kit",
+        "commit": "306f428",
+        "license": "MIT",
+        "skills": 1
+      },
+      "Orchestra-Research/AI-research-SKILLs": {
+        "repo": "https://github.com/Orchestra-Research/AI-research-SKILLs",
+        "commit": "773a529",
+        "license": "MIT",
+        "skills": 1
+      },
+      "zechenzhangAGI/AI-research-SKILLs": {
+        "repo": "https://github.com/zechenzhangAGI/AI-research-SKILLs",
+        "commit": "773a529",
+        "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
+      },
+      "redis/agent-skills": {
+        "repo": "https://github.com/redis/agent-skills",
+        "commit": "23e10ae",
+        "license": "MIT",
+        "skills": 1
+      },
+      "yaojingang/yao-meta-skill": {
+        "repo": "https://github.com/yaojingang/yao-meta-skill",
+        "commit": "4eb11f9",
+        "license": "MIT",
+        "skills": 1
+      },
+      "mcollina/skills": {
+        "repo": "https://github.com/mcollina/skills",
+        "commit": "5b2a813",
+        "license": "MIT",
+        "skills": 1
+      },
+      "trailofbits/skills": {
+        "repo": "https://github.com/trailofbits/skills",
+        "commit": "cfe5d7b",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "alirezarezvani/claude-skills": {
+        "repo": "https://github.com/alirezarezvani/claude-skills",
+        "commit": "0241f43",
+        "license": "MIT",
+        "skills": 2
+      },
+      "rampstackco/claude-skills": {
+        "repo": "https://github.com/rampstackco/claude-skills",
+        "commit": "bc6d961",
+        "license": "MIT",
+        "skills": 1
+      },
+      "zebbern/claude-code-guide": {
+        "repo": "https://github.com/zebbern/claude-code-guide",
+        "commit": "d2c5280",
+        "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
+      },
+      "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
+      },
+      "anthropics/claude-plugins-official": {
+        "repo": "https://github.com/anthropics/claude-plugins-official",
+        "commit": "ba1611e",
+        "license": "Apache-2.0",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 9,
+      "adjacent": 71
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 27,
+      "onet": 64,
+      "jobads": 60,
+      "wiki_ai": 0,
+      "anthropic": 6,
+      "ai_skills": 200,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 7.6,
+      "onet": 17.9,
+      "jobads": 16.8,
+      "wiki_ai": 0.0,
+      "anthropic": 1.7,
+      "ai_skills": 56.0,
+      "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 +1,434 @@
+# External AI agent skills — pilates-teacher
+
+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) |
+| `pptx` | adjacent | Use this skill any time a .pptx or .potx file is involved in any way — as input, output, or both. This includes: creating slide decks, pitch decks, or presentations; reading, parsing, or extracting text from any .pptx or .potx file (even … | [source](https://github.com/anthropics/skills/tree/main/skills/pptx) |
+
+## 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) |
+| `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) |
+| `conceptual-analysis` | adjacent | Analyze philosophical concepts through examination of necessary and sufficient conditions, identify counterexamples, clarify conceptual boundaries, and resolve ambiguities | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/philosophy/skills/conceptual-analysis) |
+
+## 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: 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) |
+| `compliance-readiness` | adjacent | /cs:compliance-readiness <program> — Multi-framework compliance officer 6-question forcing interrogation of any compliance program. Use before starting a new framework, planning the annual audit calendar, or preparing for certification … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/compliance-os/skills/compliance-readiness) |
+
+## 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: 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` | adjacent | 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 |
+|---|---|---|---|
+| `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 |
+|---|---|---|---|
+| `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 |
+|---|---|---|---|
+| `wechat-official-messages` | core | Design safe WeChat follower-message automation and send customer-service text only when the user provides an explicit target and confirmation. | [source](https://github.com/Devin-AXIS/iPolloWork/tree/5107542/examples/plugin-packages/wechat-official/.opencode/skills/wechat-official-messages) |
+| `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) |
+| `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) |
+| `figma-implement-motion` | adjacent | Translates Figma motion and animations into production-ready application code. Use when implementing animation/motion from a Figma design — user mentions "implement this motion", "add animation from Figma", "animate this component", … | [source](https://github.com/Devin-AXIS/iPolloWork/tree/5107542/examples/plugin-packages/figma/.opencode/skills/figma-implement-motion) |
+
+## Source: dotnet/skills
+
+- Repository: [https://github.com/dotnet/skills](https://github.com/dotnet/skills) (commit `79a2ada`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `mcp-csharp-test` | adjacent | Test C# MCP servers at multiple levels: unit tests for individual tools and integration tests using the MCP client SDK. USE FOR: unit testing MCP tool methods, integration testing with in-memory MCP client/server, end-to-end testing via … | [source](https://github.com/dotnet/skills/tree/79a2ada/plugins/dotnet-ai/skills/mcp-csharp-test) |
+
+## Source: 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: 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) |
+| `qbr-plan` | adjacent | Prepare a Quarterly Business Review. Use when: building QBR presentations, client performance reviews, or strategy updates. | [source](https://github.com/indranilbanerjee/digital-marketing-pro/tree/a3d119c/skills/qbr-plan) |
+
+## 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-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) |
+| `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) |
+| `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) |
+| `apify-hello-world` | adjacent | Run your first Apify Actor and retrieve results via apify-client. Use when starting a new Apify integration, testing connectivity, or learning the Actor call/dataset retrieval pattern. Trigger: "apify hello world", "apify example", "run an … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/apify-pack/skills/apify-hello-world) |
+| `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) |
+| `draft-patterns` | adjacent | Use when asked about UX patterns, interaction best practices, form design, navigation patterns, or loading states. Examples: "best practice for form validation", "navigation pattern for dashboard", "loading state UX | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/draft-patterns) |
+| `form-exam` | adjacent | Theory-backed design audit — names the principle violated, cites the source, shows the fix. Use when asked to "evaluate design quality", "check if this follows design principles", "theory check", "design exam", "audit against best … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/form-exam) |
+| `oraclecloud-sdk-patterns` | adjacent | Production-grade OCI SDK patterns for client lifecycle, retry logic, and memory leak avoidance. Use when building long-running OCI services, fixing memory leaks with Instance Principal auth, or implementing retry/backoff. Trigger with "oci … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/oraclecloud-pack/skills/oraclecloud-sdk-patterns) |
+| `touch-ui` | adjacent | Use when asked about mobile UI guidelines, touch targets, platform-specific UI rules, or mobile interaction patterns. Examples: "iOS touch targets", "Android UI guidelines", "mobile form design | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/touch-ui) |
+| `form-audit` | adjacent | Use when asked to audit UI for visual quality, check design consistency, review brand alignment, evaluate design system compliance, or find visual issues before a launch. Examples: "audit our UI", "check visual consistency", "review the … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/form-audit) |
+| `form-brand` | adjacent | Use when asked to create a brand identity, define visual design direction, generate a color palette or type system, build a style guide, or establish the look and feel for a product. Examples: "create a brand for X", "define the visual … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/form-brand) |
+| `form-component` | adjacent | Use when asked to design a UI component, specify a button, input, card, modal, badge, or any interactive element. Examples: "design a button component", "spec out the input field", "define the card component states", "create a component … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/form-component) |
+
+## Source: jezweb/claude-skills
+
+- Repository: [https://github.com/jezweb/claude-skills](https://github.com/jezweb/claude-skills) (commit `e875a6b`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `proposal-writer` | adjacent | Write a client proposal, quote, scope of work, or engagement letter for a service business. Covers project understanding, scope, timeline, pricing presentation, and terms. Use whenever the user asks for a proposal, quote, project proposal, … | [source](https://github.com/jezweb/claude-skills/tree/e875a6b/plugins/writing/skills/proposal-writer) |
+
+## Source: 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: 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: 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: 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` | 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) |
+| `engagement-retro` | adjacent | Run a close-out retrospective on a client engagement — capture lessons, results, and the renewal/referral path. Use when asked to wrap up a client project, run an engagement retro, write a project close-out, or plan the follow-on. Produces … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-consulting/skills/engagement-retro) |
+| `kyc-escalation` | adjacent | Write an internal KYC/AML escalation memo: a factual time-stamped trigger description, customer-profile vs activity mismatch analysis, red-flag taxonomy mapping, outstanding information, and a recommendation with rationale. Use when asked … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-banking/skills/kyc-escalation) |
+| `lifecycle-crm-plan` | adjacent | Design lifecycle marketing / CRM journeys across the customer lifecycle. Use when asked to plan onboarding emails, lifecycle/CRM campaigns, drip sequences, re-engagement or winback flows, or a messaging calendar. Produces a lifecycle plan … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-growth/skills/lifecycle-crm-plan) |
+
+## 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 |
+|---|---|---|---|
+| `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 |
+|---|---|---|---|
+| `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) |
+| `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) |
+
+## 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: 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 |
+|---|---|---|---|
+| `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) |
+| `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-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) |
+| `html-ppt-zhangzara-creative-mode` | adjacent | A brand visual-identity system reveal for an outdoor label — logo, color, type, and the rules that keep it consistent. Built as a decision-grade design craft deck for brand team, client. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/html-ppt-zhangzara-creative-mode) |
+| `html-ppt-zhangzara-mat` | adjacent | A margin-recovery diagnosis for a regional grocery chain — the governing thought, the driver tree, the priorities, and the roadmap. Built as a decision-grade consulting deck for client sponsor, steering committee. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/html-ppt-zhangzara-mat) |
+| `html-ppt-zhangzara-raw-grid` | adjacent | A brutalist poster-series case study for a music festival — the concept, the system, and how it scaled across formats. Built as a decision-grade design craft deck for design peers, client. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/html-ppt-zhangzara-raw-grid) |
+| `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) |
+| `html-ppt` | adjacent | For consulting delivery work: turn diagnosis, frameworks, and project work into a client-adoptable action plan. Built around the core query "consulting-final-deck", with engagement manager judgment, buyer-ready proof, and this outcome: … | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/html-ppt) |
+| `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) |
+| `html-ppt-zhangzara-studio` | adjacent | A photography studio's portfolio-and-rate deck — the signature work, the process, and the packages that win the brief. Built as a decision-grade design craft deck for prospective clients. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/html-ppt-zhangzara-studio) |
+
+## 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) |
+
+## 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 |
+|---|---|---|---|
+| `content-strategy` | adjacent | Develop a content strategy covering editorial positioning, content pillars, formats, calendar, governance, and topical authority planning. Use this skill whenever the user wants to plan a content program, define content pillars, build an … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/content-strategy) |
+
+## Source: redis/agent-skills
+
+- Repository: [https://github.com/redis/agent-skills](https://github.com/redis/agent-skills) (commit `23e10ae`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `redis-observability` | adjacent | Redis observability guidance — which metrics to monitor (memory, connections, hit ratio, ops/sec, rejected connections), which built-in commands to reach for during incident triage (SLOWLOG, INFO, MEMORY DOCTOR, CLIENT LIST, FT.PROFILE), … | [source](https://github.com/redis/agent-skills/tree/23e10ae/skills/redis-observability) |
+
+## 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-pkg-go-dev` | adjacent | Golang package and module documentation and exploration via `godig`, a pkg.go.dev API client (CLI + MCP server) — package docs, API references, symbols, code examples, available versions, importers (who imports a package), licenses, and … | [source](https://github.com/samber/cc-skills-golang/tree/4881c01/skills/golang-pkg-go-dev) |
+
+## Source: trailofbits/skills
+
+- Repository: [https://github.com/trailofbits/skills](https://github.com/trailofbits/skills) (commit `cfe5d7b`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `c-review` | adjacent | Performs comprehensive C/C++ security review for memory corruption, integer overflows, race conditions, and platform-specific vulnerabilities. Use when auditing native C/C++ applications, reviewing daemons or services for memory safety, or … | [source](https://github.com/trailofbits/skills/tree/cfe5d7b/plugins/c-review/skills/c-review) |
+
+## 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: yaojingang/yao-meta-skill
+
+- Repository: [https://github.com/yaojingang/yao-meta-skill](https://github.com/yaojingang/yao-meta-skill) (commit `4eb11f9`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `release-orchestrator` | adjacent | Coordinate software release preparation, rollout readiness, migration notes, rollback planning, stakeholder communication, and final go/no-go release packets. Use when asked to prepare a release packet, review release readiness, or turn … | [source](https://github.com/yaojingang/yao-meta-skill/tree/4eb11f9/examples/complex-release-orchestrator/generated-skill) |
+
+## Source: zebbern/claude-code-guide
+
+- Repository: [https://github.com/zebbern/claude-code-guide](https://github.com/zebbern/claude-code-guide) (commit `d2c5280`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `cross-examine` | adjacent | Interview the user relentlessly about a plan or design until reaching shared understanding, resolving each branch of the decision tree. Use when user wants to stress-test a plan, get grilled on their design, or mentions "grill me". | [source](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/cross-examine) |
+
+## 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) |
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,107 @@
+# Market evidence report — pilates-teacher
+
+Source: **41 real job ads** (JSearch API, countries: us 25, gb 16), 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 | 31 | 76 % |
+| n/a | 9 | 22 % |
+| lead | 1 | 2 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | pilates instruction | 32 | 78 % |
+| 2 | client assessment | 7 | 17 % |
+| 3 | customer service | 7 | 17 % |
+| 4 | exercise modification | 6 | 15 % |
+| 5 | group fitness instruction | 6 | 15 % |
+| 6 | program development | 6 | 15 % |
+| 7 | goal setting | 5 | 12 % |
+| 8 | form correction | 4 | 10 % |
+| 9 | anatomy knowledge | 3 | 7 % |
+| 10 | client communication | 3 | 7 % |
+| 11 | group exercise instruction | 3 | 7 % |
+| 12 | group fitness leadership | 3 | 7 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | leading pilates classes | 6 | 15 % |
+| 2 | studio maintenance | 6 | 15 % |
+| 3 | administrative tasks | 5 | 12 % |
+| 4 | leading classes | 5 | 12 % |
+| 5 | community building | 4 | 10 % |
+| 6 | private session instruction | 4 | 10 % |
+| 7 | class delivery | 3 | 7 % |
+| 8 | client motivation | 3 | 7 % |
+| 9 | duet session instruction | 3 | 7 % |
+| 10 | equipment maintenance | 3 | 7 % |
+| 11 | member experience collaboration | 3 | 7 % |
+| 12 | pilates class delivery | 3 | 7 % |
+| 13 | semi-private session instruction | 3 | 7 % |
+
+## Regional breakdown
+
+> **Corpus note:** 41 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
+
+### US (us)
+
+**Insufficient evidence** — 25 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+### UK (gb)
+
+**Insufficient evidence** — 16 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 |
+|---|---|
+| PILATES INSTRUCTOR | 8 |
+| Pilates Instructors, Bethesda | 2 |
+| Barre and Mat Pilates Instructors, Washington DC | 1 |
+| Certified Reformer Pilates Instructor [Part Time] | 1 |
+| Comprehensive Pilates Instructor at Grams Fitness LLC Oakton, VA | 1 |
+| Future Opening:Pilates Instructor | 1 |
+| Group Exercise Instructor (Pilates and Yoga) | 1 |
+| Group Reformer Pilates Instructor, Sports Club Boston | 1 |
+| Hot Mat Pilates Instructor - Austin | 1 |
+| Instructor | 1 |
+| Instructor - Naperville | 1 |
+| JETSET on The Mat - Instructor | 1 |
+| Mat Pilates Instructor | 1 |
+| Mat Pilates Teacher | 1 |
+| Mat Pilates: Dynamic Group Exercise Instructor (Full-Time) | 1 |
+| NYC Pilates Instructor | 1 |
+| Part-Time Pilates Coach | Flexible Hours & Benefits | 1 |
+| Part-Time Pilates Instructor: Reformer Classes & Growth | 1 |
+| Pilates Instructor & Certification | 1 |
+| Pilates instructor (part-time) | 1 |
+| Pilates Instructor at Club Pilates Baltimore, MD | 1 |
+| Pilates Instructor: Grow Your Client Base & Impact | 1 |
+| Pilates Instructor: High Pay, Free CE Workshops, All Levels | 1 |
+| Pilates Instructors, Anthem Row | 1 |
+| Pilates Instructors, Armonk | 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 +1,28 @@
+# Occupation profile — pilates teacher
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/3e6488b6-3ca5-46b9-b380-5cd251d24824
+- **ESCO code:** 3423.2.3
+- **ISCO-08 group:** 3423 — Fitness and recreation instructors and program leaders
+
+## Description (ESCO)
+
+Pilates teachers plan, teach, and adapt exercises based on the work and principles of Joseph Pilates. They collect and analyse information for each client to ensure that programmes are safe, appropriate and effective. They apply the principles of Pilates through the planning and teaching of supportive, non-competitive lesson. They motivate and encourage clients to ensure their adherence to regular sessions.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- pilates matwork instructor
+- matwork pilates teacher
+- pilates coach
+- Pilates teacher
+- pilates instructor
+- pilates trainer
+- yoga and pilates matwork teacher
+- pilates and movement specialist
+- pilates teacher & personal trainer
+- teacher of pilates
+- pilates matwork teacher
+- pilates teacher and personal trainer
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,47 @@
+# Competences — pilates teacher
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/3e6488b6-3ca5-46b9-b380-5cd251d24824).
+
+## Essential
+
+- **adapt Pilates exercises** (skill/competence)
+- **assess physical conditions of clients** (skill/competence)
+- **attend to fitness clients under controlled health conditions** (skill/competence)
+- **collect client fitness information** (skill/competence)
+- **correct potentially harmful movements** (skill/competence)
+- **deliver Pilates exercises** (skill/competence)
+- **demonstrate professional Pilates attitude** (skill/competence)
+- **ensure safety of exercise environment** (skill/competence)
+- **identify customer objectives** (skill/competence)
+- **integrate exercise science to the design of the programme** (skill/competence)
+- **integrate principles of Pilates training** (skill/competence)
+- **manage fitness communication** (skill/competence)
+- **motivate fitness clients** (skill/competence)
+- **prepare Pilates exercise session** (skill/competence)
+- **prescribe exercises** (skill/competence)
+- **provide fitness information** (skill/competence)
+- **safely instruct about fitness** (skill/competence)
+- **show professional responsibility** (skill/competence)
+
+## Optional
+
+- analyse personal fitness information (skill/competence)
+- cardiovascular system (knowledge)
+- endocrine physiology (knowledge)
+- inform clients of healthy lifestyle benefits (skill/competence)
+- musculoskeletal anatomy (knowledge)
+- neurophysiology (knowledge)
+- promote healthy fitness environment (skill/competence)
+- promote healthy lifestyle (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 41 ads, as of 2026-07-18)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- pilates instruction — **78 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,57 @@
+# Tasks & work activities — pilates teacher
+
+Source: O*NET 30.3, occupation 39-9032.00 (Recreation Workers) — manual nearest-occupation mapping via ISCO group 3423; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+## Task statements
+
+- **[Supplemental]** Conduct individual in-room visits with residents.
+- **[Supplemental]** Take residents on community outings.
+- **[Core]** Assess the needs and interests of individuals and groups and plan activities accordingly, given the available equipment or facilities.
+- **[Core]** Document individuals' progress toward meeting their treatment goals.
+- **[Supplemental]** Develop treatment goals for individuals based on their assessments.
+- **[Core]** Enforce rules and regulations of recreational facilities to maintain discipline and ensure safety.
+- **[Core]** Organize, lead, and promote interest in recreational activities, such as arts, crafts, sports, games, camping, and hobbies.
+- **[Core]** Manage the daily operations of recreational facilities.
+- **[Core]** Administer first aid according to prescribed procedures and notify emergency medical personnel when necessary.
+- **[Core]** Greet new arrivals to activities, introducing them to other participants, explaining facility rules, and encouraging participation.
+- **[Core]** Explain principles, techniques, and safety procedures to participants in recreational activities and demonstrate use of materials and equipment.
+- **[Core]** Evaluate recreation areas, facilities, and services to determine if they are producing desired results.
+- **[Core]** Complete and maintain time and attendance forms and inventory lists.
+- **[Core]** Confer with management to discuss and resolve participant complaints.
+- **[Core]** Supervise and coordinate the work activities of personnel, such as training staff members and assigning work duties.
+- **[Core]** Meet and collaborate with agency personnel, community organizations, and other professional personnel to plan balanced recreational programs for participants.
+- **[Supplemental]** Schedule maintenance and use of facilities.
+- **[Core]** Direct special activities or events, such as aquatics, gymnastics, or performing arts.
+- **[Core]** Meet with staff to discuss rules, regulations, and work-related problems.
+- **[Core]** Provide for entertainment and set up related decorations and equipment.
+- **[Core]** Encourage participants to develop their own activities and leadership skills through group discussions.
+- **[Supplemental]** Serve as liaison between park or recreation administrators and activity instructors.
+- **[Supplemental]** Evaluate staff performance, recording evaluations on appropriate forms.
+- **[Core]** Oversee the purchase, planning, design, construction, and upkeep of recreation facilities and areas.
+
+## Detailed work activities
+
+- Accompany individuals or groups to activities.
+- Administer first aid.
+- Arrange facility schedules.
+- Arrange items for use or display.
+- Assign duties or work schedules to employees.
+- Communicate with management or other staff to resolve problems.
+- Demonstrate activity techniques or equipment use.
+- Develop plans for programs or services.
+- Develop treatment plans for patients or clients.
+- Document client health or progress.
+- Enforce rules or regulations.
+- Evaluate employee performance.
+- Explain regulations, policies, or procedures.
+- Gather information in order to provide services to clients.
+- Greet customers, patrons, or visitors.
+- Liaise between departments or other groups to improve function or communication.
+- Monitor recreational facility operations.
+- Organize recreational activities or events.
+- Prepare operational reports or records.
+- Promote products, services, or programs.
+- Provide counsel, comfort, or encouragement to individuals or families.
+- Supervise service workers.
+- Train service staff.
+- Visit individuals in their homes to provide support or information.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,21 @@
+# Tools & technology — pilates teacher
+
+Source: O*NET 30.3, occupation 39-9032.00 (Recreation Workers) — manual nearest-occupation mapping via ISCO group 3423; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| Microsoft Excel | Spreadsheet software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Microsoft Outlook | Electronic mail software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Windows | Operating system software | yes |
+| Microsoft Word | Word processing software | yes |
+| Appletree | Computer based training software |  |
+| Corel WordPerfect Office Suite | Office suite software |  |
+| Database software | Data base user interface and query software |  |
+| GroupMe | Instant messaging software |  |
+| Microsoft Internet Explorer | Internet browser software |  |
+| Microsoft Publisher | Desktop publishing software |  |
+| Recordkeeping software | Data base user interface and query software |  |
+| Scheduling software | Calendar and scheduling software |  |
+| YouTube | Video creation and editing software |  |