feat: choirmaster-choirmistress skill package v0.1.0

2026-08-14 17:44:50 +02:00
commit 2e57e52b76
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
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+# Data provenance — choirmaster-choirmistress
+
+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 — choirmaster-choirmistress
+    "ESCO (occupation & competences)" : 30
+    "O*NET (tasks & tools)" : 133
+    "Job boards (market evidence)" : 45
+    "Anthropic official Claude skills" : 9
+    "External AI skill packs (mapped)" : 191
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 30 | 7.4 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 133 | 32.6 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 45 | 11.0 % | references/market.md (full report) + "Market evidence" headline sections |
+| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ |
+| Anthropic official Claude skills | 9 | 2.2 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 191 | 46.8 % | references/ai-skills.md (per-source attribution inside) |
+| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) |
+
+Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) ·
+job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content
+paraphrased with source URLs — never copied · external AI skills are
+linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md).
--- a/SKILL.md
+++ b/SKILL.md
@@ -0,0 +1,48 @@
+---
+name: choirmaster-choirmistress
+description: "Occupational skill for the role 'choirmaster/choirmistress' (also: choir leader, choir director, choral director, choirmaster, choirmistress). Use when the user asks for typical choirmaster/choirmistress work such as: typical choirmaster/choirmistress responsibilities"
+---
+
+# Choirmaster/Choirmistress
+
+Choirmasters/choirmistresses manage various aspects of the vocal, and sometimes instrumental, performances of musical groups, such as choirs, ensembles, or glee clubs.
+
+## 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)
+
+- collaborate with music librarians
+- communicate performance aspects
+- conduct guest soloists
+- coordinate performance tours
+- develop musical ideas
+- engage composers
+- manage fundraising activities
+- manage musical staff
+- music literature
+- musical genres
+- musical theory
+- plan musical performances
+- position musicians
+- read musical score
+- select musical performers
+
+## Hot technologies
+
+- Microsoft Excel
+- Microsoft Office software
+- Microsoft Outlook
+- Microsoft PowerPoint
+- Microsoft Word
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/cf7b89d0-1cf9-4567-a8bf-9d6905a2b31b), O*NET 30.3 (27-2041.00, manual nearest match). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,310 @@
+{
+  "name": "choirmaster-choirmistress",
+  "title": "choirmaster/choirmistress",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/cf7b89d0-1cf9-4567-a8bf-9d6905a2b31b",
+    "esco_code": "2652.3.1.1",
+    "isco_group": "2652",
+    "onet_soc": "27-2041.00",
+    "crosswalk_match": "manual nearest via ISCO 2652 (Music Directors and Composers)"
+  },
+  "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": 22,
+    "skills_optional": 7,
+    "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": 6
+      },
+      "veniceai/skills": {
+        "repo": "https://github.com/veniceai/skills",
+        "commit": "de089fa",
+        "license": "MIT",
+        "skills": 1
+      },
+      "ConardLi/garden-skills": {
+        "repo": "https://github.com/ConardLi/garden-skills",
+        "commit": "fbd6453",
+        "license": "MIT",
+        "skills": 2
+      },
+      "jeffallan/claude-skills": {
+        "repo": "https://github.com/jeffallan/claude-skills",
+        "commit": "e8be415",
+        "license": "MIT",
+        "skills": 3
+      },
+      "affaan-m/everything-claude-code": {
+        "repo": "https://github.com/affaan-m/everything-claude-code",
+        "commit": "ed38744",
+        "license": "MIT",
+        "skills": 1
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 8
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 11
+      },
+      "vibeeval/vibecosystem": {
+        "repo": "https://github.com/vibeeval/vibecosystem",
+        "commit": "cea9462",
+        "license": "MIT",
+        "skills": 3
+      },
+      "harperreed/dotfiles": {
+        "repo": "https://github.com/harperreed/dotfiles",
+        "commit": "6b5ced1",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nexscope-ai/eCommerce-Skills": {
+        "repo": "https://github.com/nexscope-ai/eCommerce-Skills",
+        "commit": "56f3288",
+        "license": "MIT",
+        "skills": 2
+      },
+      "timescale/pg-aiguide": {
+        "repo": "https://github.com/timescale/pg-aiguide",
+        "commit": "b4f11a4",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "jezweb/claude-skills": {
+        "repo": "https://github.com/jezweb/claude-skills",
+        "commit": "e875a6b",
+        "license": "MIT",
+        "skills": 1
+      },
+      "efremidze/swift-patterns-skill": {
+        "repo": "https://github.com/efremidze/swift-patterns-skill",
+        "commit": "2e9b66b",
+        "license": "MIT",
+        "skills": 1
+      },
+      "AvdLee/SwiftUI-Agent-Skill": {
+        "repo": "https://github.com/AvdLee/SwiftUI-Agent-Skill",
+        "commit": "f06d143",
+        "license": "MIT",
+        "skills": 1
+      },
+      "rampstackco/claude-skills": {
+        "repo": "https://github.com/rampstackco/claude-skills",
+        "commit": "bc6d961",
+        "license": "MIT",
+        "skills": 1
+      },
+      "alirezarezvani/claude-skills": {
+        "repo": "https://github.com/alirezarezvani/claude-skills",
+        "commit": "0241f43",
+        "license": "MIT",
+        "skills": 5
+      },
+      "avelikiy/great_cto": {
+        "repo": "https://github.com/avelikiy/great_cto",
+        "commit": "4fe1e39",
+        "license": "MIT",
+        "skills": 1
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 8
+      },
+      "obra/superpowers-skills": {
+        "repo": "https://github.com/obra/superpowers-skills",
+        "commit": "cdcd624",
+        "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
+      },
+      "evo-hq/evo": {
+        "repo": "https://github.com/evo-hq/evo",
+        "commit": "f5e7e9b",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "indranilbanerjee/digital-marketing-pro": {
+        "repo": "https://github.com/indranilbanerjee/digital-marketing-pro",
+        "commit": "a3d119c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "mohitagw15856/pm-claude-skills": {
+        "repo": "https://github.com/mohitagw15856/pm-claude-skills",
+        "commit": "876fa30",
+        "license": "MIT",
+        "skills": 1
+      },
+      "trailofbits/skills": {
+        "repo": "https://github.com/trailofbits/skills",
+        "commit": "cfe5d7b",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "educlopez/ui-craft": {
+        "repo": "https://github.com/educlopez/ui-craft",
+        "commit": "2ad8124",
+        "license": "MIT",
+        "skills": 1
+      },
+      "secondsky/claude-skills": {
+        "repo": "https://github.com/secondsky/claude-skills",
+        "commit": "c4889f6",
+        "license": "MIT",
+        "skills": 1
+      },
+      "code-yeongyu/oh-my-openagent": {
+        "repo": "https://github.com/code-yeongyu/oh-my-openagent",
+        "commit": "b19f652",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "diet103/claude-code-infrastructure-showcase": {
+        "repo": "https://github.com/diet103/claude-code-infrastructure-showcase",
+        "commit": "07f75ce",
+        "license": "MIT",
+        "skills": 1
+      },
+      "mikeyobrien/ralph-orchestrator": {
+        "repo": "https://github.com/mikeyobrien/ralph-orchestrator",
+        "commit": "407cb96",
+        "license": "MIT",
+        "skills": 1
+      },
+      "rsmdt/the-startup": {
+        "repo": "https://github.com/rsmdt/the-startup",
+        "commit": "ff6a0be",
+        "license": "MIT",
+        "skills": 1
+      },
+      "qdrant/skills": {
+        "repo": "https://github.com/qdrant/skills",
+        "commit": "2a06cb1",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "Orchestra-Research/AI-research-SKILLs": {
+        "repo": "https://github.com/Orchestra-Research/AI-research-SKILLs",
+        "commit": "773a529",
+        "license": "MIT",
+        "skills": 2
+      },
+      "zechenzhangAGI/AI-research-SKILLs": {
+        "repo": "https://github.com/zechenzhangAGI/AI-research-SKILLs",
+        "commit": "773a529",
+        "license": "MIT",
+        "skills": 1
+      },
+      "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
+      },
+      "zebbern/claude-code-guide": {
+        "repo": "https://github.com/zebbern/claude-code-guide",
+        "commit": "d2c5280",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nexu-io/open-design": {
+        "repo": "https://github.com/nexu-io/open-design",
+        "commit": "4b66023",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "dembrandt/dembrandt-skills": {
+        "repo": "https://github.com/dembrandt/dembrandt-skills",
+        "commit": "38cd2b7",
+        "license": "MIT",
+        "skills": 1
+      },
+      "mcollina/skills": {
+        "repo": "https://github.com/mcollina/skills",
+        "commit": "5b2a813",
+        "license": "MIT",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 28,
+      "adjacent": 52
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 30,
+      "onet": 133,
+      "jobads": 45,
+      "wiki_ai": 0,
+      "anthropic": 9,
+      "ai_skills": 191,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 7.4,
+      "onet": 32.6,
+      "jobads": 11.0,
+      "wiki_ai": 0.0,
+      "anthropic": 2.2,
+      "ai_skills": 46.8,
+      "stackx": 0.0
+    },
+    "method": "content items per source category"
+  },
+  "collar": "white",
+  "computer_work": true
+}
--- a/references/ai-skills.md
+++ b/references/ai-skills.md
@@ -0,0 +1,418 @@
+# External AI agent skills — choirmaster-choirmistress
+
+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 |
+|---|---|---|---|
+| `brand-guidelines` | adjacent | Applies Anthropic's official brand colors and typography to any sort of artifact that may benefit from having Anthropic's look-and-feel. Use it when brand colors or style guidelines, visual formatting, or company design standards apply. | [source](https://github.com/anthropics/skills/tree/main/skills/brand-guidelines) |
+| `canvas-design` | adjacent | Create beautiful visual art in .png and .pdf documents using design philosophy. You should use this skill when the user asks to create a poster, piece of art, design, or other static piece. Create original visual designs, never copying … | [source](https://github.com/anthropics/skills/tree/main/skills/canvas-design) |
+| `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) |
+| `algorithmic-art` | adjacent | Creating algorithmic art using p5.js with seeded randomness and interactive parameter exploration. Use this when users request creating art using code, generative art, algorithmic art, flow fields, or particle systems. Create original … | [source](https://github.com/anthropics/skills/tree/main/skills/algorithmic-art) |
+| `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) |
+| `theme-factory` | adjacent | Toolkit for styling artifacts with a theme. These artifacts can be slides, docs, reportings, HTML landing pages, etc. There are 10 pre-set themes with colors/fonts that you can apply to any artifact that has been creating, or can generate … | [source](https://github.com/anthropics/skills/tree/main/skills/theme-factory) |
+
+## Source: ConardLi/garden-skills
+
+- Repository: [https://github.com/ConardLi/garden-skills](https://github.com/ConardLi/garden-skills) (commit `fbd6453`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `web-design-engineer` | adjacent | Build polished visual web artifacts with HTML/CSS/JavaScript/React: pages, dashboards, prototypes, slide decks, animations, UI mockups, and data visualizations. Use when the user wants a browser-rendered, interactive, or presentational … | [source](https://github.com/ConardLi/garden-skills/tree/fbd6453/skills/web-design-engineer) |
+| `gpt-image-2` | adjacent | 面向 GPT Image 2 的图像生成 / 编辑技能。可在 3 种环境下使用：(A) Garden 本地模式，通过 OpenAI 兼容接口直接出图并落盘；(B) Host-Native 模式，把本 Skill 当作提示词工程指引，把渲染好的 prompt 交给宿主 Agent 自带的图像工具出图；(C) Advisor 模式，宿主无任何图像工具时退化为高质量 prompt 顾问。涵盖 18 大类、80+ 个结构化模板，覆盖海报 / UI / 产品 / 信息图 / 学术图 … | [source](https://github.com/ConardLi/garden-skills/tree/fbd6453/skills/gpt-image-2) |
+
+## 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 |
+|---|---|---|---|
+| `production-coordination` | core | Coordinate all aspects of live performance production including scheduling, technical requirements, artist contracts, venue logistics, and show documentation | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/arts-culture/skills/production-coordination) |
+| `tqm-program-designer` | core | Total Quality Management program development skill with culture assessment and deployment planning | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/operations/skills/tqm-program-designer) |
+| `context-engineering` | core | Context window monitoring and budget management. Keeps orchestrator at 15-30% context usage while subagents get full 200k tokens. Provides warnings at thresholds, context-aware summarization triggers, and wave-level budget planning. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/gsd/skills/context-engineering) |
+| `warehouse-simulation-modeler` | core | Discrete event simulation skill for warehouse design validation and capacity planning | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/logistics/skills/warehouse-simulation-modeler) |
+| `kpi-design-skill` | adjacent | Strategic KPI selection, metric definition, performance dashboard design, and measurement system architecture | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/business-strategy-advanced/skills/kpi-design-skill) |
+| `performance-test-designer` | adjacent | Performance test design skill for test planning, data collection, and acceptance criteria verification | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/chemical-engineering/skills/performance-test-designer) |
+| `reactor-designer` | adjacent | Chemical reactor design skill for sizing, configuration selection, and performance optimization | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/chemical-engineering/skills/reactor-designer) |
+| `k8s-operator-development` | adjacent | Build Kubernetes operators using controller-runtime — CRD design, reconciliation loops, event handling, and operator lifecycle management. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/devops-sre-platform/skills/k8s-operator-development) |
+| `persona-development` | adjacent | Create comprehensive artist personas including identity, backstory, artistic voice, visual aesthetic, discography arc, and character traits for consistent music generation | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/arts-culture/music-album-creation/skills/persona-development) |
+| `slam-algorithms` | adjacent | Expert skill for SLAM algorithm selection, configuration, and tuning. Configure visual SLAM (ORB-SLAM3, RTAB-Map), LiDAR SLAM (Cartographer, LIO-SAM), tune parameters, evaluate accuracy, and optimize for real-time performance. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/robotics-simulation/skills/slam-algorithms) |
+| `sound-design-direction` | adjacent | Create comprehensive audio design including music cues, sound effects, Foley, and score direction | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/arts-culture/film-tv-production/skills/sound-design-direction) |
+
+## 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 |
+|---|---|---|---|
+| `frontend-patterns` | core | Frontend development patterns for React, Next.js, state management, performance optimization, and UI best practices. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/.agents/skills/frontend-patterns) |
+
+## 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-strategy` | adjacent | Blog strategy development including topic cluster architecture with hub-and-spoke design, audience mapping, competitive landscape analysis, AI citation surface strategy across ChatGPT/Perplexity/AI Overviews, distribution channel planning … | [source](https://github.com/AgriciDaniel/claude-blog/tree/49842ea/skills/blog-strategy) |
+
+## Source: 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 |
+|---|---|---|---|
+| `research-ops-skills` | core | Use when planning, funding, scoping, or synthesizing enterprise research across workstreams — clinical study design, R&D program finance, market sizing/surveys, or product/user research. Triggers on "design this clinical study", "what … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/research-ops/skills/research-ops-skills) |
+| `compliance-readiness` | core | /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) |
+| `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) |
+| `senior-frontend` | adjacent | Frontend development skill for React, Next.js, TypeScript, and Tailwind CSS applications. Use when building React components, optimizing Next.js performance, analyzing bundle sizes, scaffolding frontend projects, implementing … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/engineering-team/skills/senior-frontend) |
+| `chro-advisor` | adjacent | People leadership for scaling companies. Hiring strategy, compensation design, org structure, culture, and retention. Use when building hiring plans, designing comp frameworks, restructuring teams, managing performance, building culture, … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/c-level-advisor/skills/chro-advisor) |
+
+## Source: AvdLee/SwiftUI-Agent-Skill
+
+- Repository: [https://github.com/AvdLee/SwiftUI-Agent-Skill](https://github.com/AvdLee/SwiftUI-Agent-Skill) (commit `f06d143`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `swiftui-expert-skill` | core | Use when writing, reviewing, or refactoring SwiftUI code for iOS or macOS, including state management and `@Observable` data flow, view composition and invalidation/performance, lists and `ForEach` identity, environment usage, … | [source](https://github.com/AvdLee/SwiftUI-Agent-Skill/tree/f06d143/swiftui-expert-skill) |
+
+## Source: avelikiy/great_cto
+
+- Repository: [https://github.com/avelikiy/great_cto](https://github.com/avelikiy/great_cto) (commit `4fe1e39`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `well-architected` | core | 6-pillar architecture review framework. Adapted from AWS Well-Architected for use by great_cto's architect agent on every non-nano ARCH document. Forces explicit answers across operational excellence, security, reliability, performance, … | [source](https://github.com/avelikiy/great_cto/tree/4fe1e39/skills/well-architected) |
+
+## Source: code-yeongyu/oh-my-openagent
+
+- Repository: [https://github.com/code-yeongyu/oh-my-openagent](https://github.com/code-yeongyu/oh-my-openagent) (commit `b19f652`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `frontend` | adjacent | MUST USE for frontend/web UI/UX/visual work: building, styling, redesigning pages/components, React setup, performance audits, visual QA, taste, and polish. Routes four rulesets: design taste router and brand references; perfection for … | [source](https://github.com/code-yeongyu/oh-my-openagent/tree/b19f652/packages/omo-opencode/src/features/builtin-skills/frontend) |
+
+## 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 |
+|---|---|---|---|
+| `frontend-patterns` | core | Frontend development patterns for React, Next.js, state management, performance optimization, and UI best practices. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/cc-skill-frontend-patterns) |
+| `frontend-dev-guidelines` | adjacent | Frontend development guidelines for React/TypeScript applications. Modern patterns including Suspense, lazy loading, useSuspenseQuery, file organization with features directory, MUI v7 styling, TanStack Router, performance optimization, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/frontend-dev-guidelines) |
+| `mobile-games` | adjacent | Mobile game development principles. Touch input, battery, performance, app stores. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/creative-design/game-development/mobile-games) |
+| `senior-backend` | adjacent | Comprehensive backend development skill for building scalable backend systems using NodeJS, Express, Go, Python, Postgres, GraphQL, REST APIs. Includes API scaffolding, database optimization, security implementation, and performance … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/senior-backend) |
+| `senior-frontend` | adjacent | Comprehensive frontend development skill for building modern, performant web applications using ReactJS, NextJS, TypeScript, Tailwind CSS. Includes component scaffolding, performance optimization, bundle analysis, and UI best practices. … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/senior-frontend) |
+| `vr-ar` | adjacent | VR/AR development principles. Comfort, interaction, performance requirements. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/creative-design/game-development/vr-ar) |
+| `blip-2-vision-language` | adjacent | Vision-language pre-training framework bridging frozen image encoders and LLMs. Use when you need image captioning, visual question answering, image-text retrieval, or multimodal chat with state-of-the-art zero-shot performance. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/multimodal-blip-2) |
+| `executing-marketing-campaigns` | adjacent | Plans, creates, and optimizes marketing campaigns including content strategy, social media, email, and analytics. Helps develop go-to-market strategies, campaign messaging, and performance measurement. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/creative-design/executing-marketing-campaigns) |
+
+## Source: dembrandt/dembrandt-skills
+
+- Repository: [https://github.com/dembrandt/dembrandt-skills](https://github.com/dembrandt/dembrandt-skills) (commit `38cd2b7`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `loading-states-and-perceived-performance` | adjacent | Manage user expectations during wait times with appropriate loading states — from simple spinners to complex skeleton screens and staggered animations. Perceived performance is often more important than actual load time. Use when designing … | [source](https://github.com/dembrandt/dembrandt-skills/tree/38cd2b7/skills/loading-states-and-perceived-performance) |
+
+## Source: diet103/claude-code-infrastructure-showcase
+
+- Repository: [https://github.com/diet103/claude-code-infrastructure-showcase](https://github.com/diet103/claude-code-infrastructure-showcase) (commit `07f75ce`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `frontend-dev-guidelines` | adjacent | Frontend development guidelines for React/TypeScript applications. Modern patterns including Suspense, lazy loading, useSuspenseQuery, file organization with features directory, MUI v7 styling, TanStack Router, performance optimization, … | [source](https://github.com/diet103/claude-code-infrastructure-showcase/tree/07f75ce/.agents/skills/frontend-dev-guidelines) |
+
+## Source: educlopez/ui-craft
+
+- Repository: [https://github.com/educlopez/ui-craft](https://github.com/educlopez/ui-craft) (commit `2ad8124`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `audit` | adjacent | Technical UI audit — a11y, performance, responsive. Produces a prioritized findings table. Invoke when the user asks for audit on their UI, or mentions 'audit' alongside design / UI / frontend work. | [source](https://github.com/educlopez/ui-craft/tree/2ad8124/.agents/skills/audit) |
+
+## Source: efremidze/swift-patterns-skill
+
+- Repository: [https://github.com/efremidze/swift-patterns-skill](https://github.com/efremidze/swift-patterns-skill) (commit `2e9b66b`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `swift-patterns` | core | Review, refactor, or build SwiftUI features with correct state management, modern API usage, optimal view composition, navigation patterns, performance optimization, and testing best practices. | [source](https://github.com/efremidze/swift-patterns-skill/tree/2e9b66b/swift-patterns) |
+
+## Source: evo-hq/evo
+
+- Repository: [https://github.com/evo-hq/evo](https://github.com/evo-hq/evo) (commit `f5e7e9b`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `report` | core | Read-only evo run reporting. Use when the user invokes /evo:report, asks what happened overnight, asks what improved recently, asks for the best/frontier candidates, asks for a quick score chart without opening the dashboard, or wants the … | [source](https://github.com/evo-hq/evo/tree/f5e7e9b/plugins/evo/npm/skills/report) |
+
+## Source: harperreed/dotfiles
+
+- Repository: [https://github.com/harperreed/dotfiles](https://github.com/harperreed/dotfiles) (commit `6b5ced1`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `personal-finance-planning` | core | Use when asked to organize finances, create a budget, plan debt payoff, build savings goals, audit subscriptions, or do any personal money management task. Triggers on "budget", "finances", "savings", "debt", "subscriptions", "emergency … | [source](https://github.com/harperreed/dotfiles/tree/6b5ced1/.claude/skills-archive/personal-finance-planning) |
+
+## 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 |
+|---|---|---|---|
+| `creative-testing-framework` | adjacent | Design structured ad creative tests with A/B test plans, multivariate creative strategies, sample size calculations, and iteration cadences. Use when planning creative testing for ads, optimizing creative performance, or building a testing … | [source](https://github.com/indranilbanerjee/digital-marketing-pro/tree/a3d119c/skills/creative-testing-framework) |
+
+## 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-strategy` | adjacent | Blog strategy development including topic cluster architecture with hub-and-spoke design, audience mapping, competitive landscape analysis, AI citation surface strategy across ChatGPT/Perplexity/AI Overviews, distribution channel planning … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/blog-strategy) |
+
+## Source: jeffallan/claude-skills
+
+- Repository: [https://github.com/jeffallan/claude-skills](https://github.com/jeffallan/claude-skills) (commit `e8be415`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `flutter-expert` | core | Use when building cross-platform applications with Flutter 3+ and Dart. Invoke for widget development, Riverpod/Bloc state management, GoRouter navigation, platform-specific implementations, performance optimization. | [source](https://github.com/jeffallan/claude-skills/tree/e8be415/skills/flutter-expert) |
+| `angular-architect` | core | Generates Angular 17+ standalone components, configures advanced routing with lazy loading and guards, implements NgRx state management, applies RxJS patterns, and optimizes bundle performance. Use when building Angular 17+ applications … | [source](https://github.com/jeffallan/claude-skills/tree/e8be415/skills/angular-architect) |
+| `database-optimizer` | adjacent | Optimizes database queries and improves performance across PostgreSQL and MySQL systems. Use when investigating slow queries, analyzing execution plans, or optimizing database performance. Invoke for index design, query rewrites, … | [source](https://github.com/jeffallan/claude-skills/tree/e8be415/skills/database-optimizer) |
+
+## 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 |
+|---|---|---|---|
+| `clay-architecture-variants` | core | Choose and implement Clay integration architecture for different scales and use cases. Use when designing new Clay integrations, comparing direct vs queue-based vs event-driven, or planning architecture for Clay-powered data operations. … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/clay-pack/skills/clay-architecture-variants) |
+| `salesforce-architecture-variants` | core | Choose and implement Salesforce integration architecture patterns for different scales. Use when designing new Salesforce integrations, choosing between polling/event-driven/Heroku Connect, or planning migration paths for Salesforce … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/salesforce-pack/skills/salesforce-architecture-variants) |
+| `apify-cost-tuning` | core | Optimize Apify platform costs through memory tuning, compute unit management, and proxy budgeting. Use when analyzing Apify billing, reducing Actor run costs, or implementing usage monitoring and budget alerts. Trigger: "apify cost", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/apify-pack/skills/apify-cost-tuning) |
+| `exa-load-scale` | adjacent | Implement Exa load testing, capacity planning, and scaling strategies. Use when running performance tests, planning capacity for Exa integrations, or designing high-throughput search architectures. Trigger with phrases like "exa load … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/exa-pack/skills/exa-load-scale) |
+| `firecrawl-performance-tuning` | adjacent | Optimize Firecrawl scraping performance with caching, batch scraping, and format selection. Use when experiencing slow scrapes, optimizing credit usage per page, or building high-throughput scraping pipelines. Trigger with phrases like … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/firecrawl-pack/skills/firecrawl-performance-tuning) |
+| `quicknode-performance-tuning` | adjacent | QuickNode performance tuning \u2014 blockchain RPC and Web3 infrastructure\ \ integration.\nUse when working with QuickNode for blockchain development.\nTrigger\ \ with phrases like \"quicknode performance tuning\", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/quicknode-pack/skills/quicknode-performance-tuning) |
+| `analyzing-query-performance` | adjacent | Execute use when you need to work with query optimization. This skill provides query performance analysis with comprehensive guidance and automation. Trigger with phrases like "optimize queries", "analyze performance", or "improve query … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/database/query-performance-analyzer/skills/analyzing-query-performance) |
+| `cursor-performance-tuning` | adjacent | Optimize Cursor IDE performance: reduce memory usage, speed up indexing, tune AI features, and manage extensions for large codebases. Triggers on "cursor performance", "cursor slow", "cursor optimization", "cursor memory", "speed up … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/cursor-pack/skills/cursor-performance-tuning) |
+
+## 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 |
+|---|---|---|---|
+| `react-native` | core | React Native and Expo patterns for building performant mobile apps. Covers list performance, animations with Reanimated, navigation, UI patterns, state management, platform-specific code, and Expo workflows. Use when building or reviewing … | [source](https://github.com/jezweb/claude-skills/tree/e875a6b/plugins/frontend/skills/react-native) |
+
+## 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 |
+|---|---|---|---|
+| `nodejs-core` | adjacent | Debugs native module crashes, optimizes V8 performance, configures node-gyp builds, writes N-API/node-addon-api bindings, and diagnoses libuv event loop issues in Node.js. Use when working with C++ addons, native modules, binding.gyp, … | [source](https://github.com/mcollina/skills/tree/5b2a813/skills/nodejs-core) |
+
+## Source: mikeyobrien/ralph-orchestrator
+
+- Repository: [https://github.com/mikeyobrien/ralph-orchestrator](https://github.com/mikeyobrien/ralph-orchestrator) (commit `407cb96`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `pdd` | adjacent | Transforms a rough idea into a detailed design document with implementation plan. Follows Prompt-Driven Development — iterative requirements clarification, research, design, and planning. | [source](https://github.com/mikeyobrien/ralph-orchestrator/tree/407cb96/.claude/skills/pdd) |
+
+## 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 |
+|---|---|---|---|
+| `paid-acquisition-plan` | adjacent | Plan a paid acquisition / performance marketing program with unit economics that work. Use when asked to plan paid media, allocate an ad budget across channels, set CAC/LTV targets, or structure a creative-testing program. Produces a paid … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-growth/skills/paid-acquisition-plan) |
+
+## Source: nexscope-ai/eCommerce-Skills
+
+- Repository: [https://github.com/nexscope-ai/eCommerce-Skills](https://github.com/nexscope-ai/eCommerce-Skills) (commit `56f3288`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `tiktok-shop-affiliate-program` | core | TikTok Shop affiliate program strategy and creator collaboration. Commission structures, creator recruitment, sample management, performance tracking, and partnership optimization. Use when the user asks about TikTok Shop affiliates, … | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/tiktok-shop-affiliate-program) |
+| `tiktok-creator-marketplace` | core | TikTok Creator Marketplace strategy and campaign management. Finding creators, negotiation tactics, campaign execution, performance tracking, and relationship building. Use when the user asks about TikTok Creator Marketplace, finding … | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/tiktok-creator-marketplace) |
+
+## Source: nexu-io/open-design
+
+- Repository: [https://github.com/nexu-io/open-design](https://github.com/nexu-io/open-design) (commit `4b66023`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `html-ppt-zhangzara-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/design-templates/html-ppt-zhangzara-raw-grid) |
+
+## Source: obra/superpowers-skills
+
+- Repository: [https://github.com/obra/superpowers-skills](https://github.com/obra/superpowers-skills) (commit `cdcd624`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `Brainstorming Ideas Into Designs` | core | Interactive idea refinement using Socratic method to develop fully-formed designs | [source](https://github.com/obra/superpowers-skills/tree/cdcd624/skills/collaboration/brainstorming) |
+
+## 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 |
+|---|---|---|---|
+| `blip-2-vision-language` | adjacent | Vision-language pre-training framework bridging frozen image encoders and LLMs. Use when you need image captioning, visual question answering, image-text retrieval, or multimodal chat with state-of-the-art zero-shot performance. | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/18-multimodal/blip-2) |
+| `openrlhf-training` | adjacent | High-performance RLHF framework with Ray+vLLM acceleration. Use for PPO, GRPO, RLOO, DPO training of large models (7B-70B+). Built on Ray, vLLM, ZeRO-3. 2× faster than DeepSpeedChat with distributed architecture and GPU resource sharing. | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/06-post-training/openrlhf) |
+
+## Source: qdrant/skills
+
+- Repository: [https://github.com/qdrant/skills](https://github.com/qdrant/skills) (commit `2a06cb1`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `qdrant-performance-optimization` | adjacent | Navigation hub linking sub-skills for proactive Qdrant tuning: search speed, indexing performance, and memory usage optimization. Use when planning configuration or capacity changes to improve speed and efficiency. For diagnosing an active … | [source](https://github.com/qdrant/skills/tree/2a06cb1/skills/qdrant-performance-optimization) |
+
+## 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` | core | 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: rsmdt/the-startup
+
+- Repository: [https://github.com/rsmdt/the-startup](https://github.com/rsmdt/the-startup) (commit `ff6a0be`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `performance-analysis` | adjacent | Measurement approaches, profiling patterns, bottleneck identification, and optimization guidance. Use when diagnosing performance issues, establishing baselines, identifying bottlenecks, or planning for scale. Always measure before … | [source](https://github.com/rsmdt/the-startup/tree/ff6a0be/plugins/team/skills/quality/performance-analysis) |
+
+## 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 |
+|---|---|---|---|
+| `harness-score` | core | 5-dimension harness readiness scorecard from `metaharness score <path>`. Returns harnessFit / compileConfidence / taskCoverage / toolSafety / memoryUsefulness + estCostPerRunUsd + scaffoldReady. Pure-read; subprocess invocation; degrades … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/plugins/ruflo-metaharness/skills/harness-score) |
+
+## 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 |
+|---|---|---|---|
+| `harness-score` | core | 5-dimension harness readiness scorecard from `metaharness score <path>`. Returns harnessFit / compileConfidence / taskCoverage / toolSafety / memoryUsefulness + estCostPerRunUsd + scaffoldReady. Pure-read; subprocess invocation; degrades … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/plugins/ruflo-metaharness/skills/harness-score) |
+
+## Source: secondsky/claude-skills
+
+- Repository: [https://github.com/secondsky/claude-skills](https://github.com/secondsky/claude-skills) (commit `c4889f6`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `cloudflare-workers-multi-lang` | adjacent | Multi-language Workers development with Rust, Python, and WebAssembly. Use when building Workers in languages other than JavaScript/TypeScript, or when integrating WASM modules for performance-critical code. | [source](https://github.com/secondsky/claude-skills/tree/c4889f6/plugins/cloudflare-workers/skills/cloudflare-workers-multi-lang) |
+
+## Source: timescale/pg-aiguide
+
+- Repository: [https://github.com/timescale/pg-aiguide](https://github.com/timescale/pg-aiguide) (commit `b4f11a4`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `design-postgis-tables` | core | Comprehensive PostGIS spatial table design reference covering geometry types, coordinate systems, spatial indexing, and performance patterns for location-based applications | [source](https://github.com/timescale/pg-aiguide/tree/b4f11a4/skills/design-postgis-tables) |
+
+## 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 |
+|---|---|---|---|
+| `yara-rule-authoring` | adjacent | Guides authoring of high-quality YARA-X detection rules for malware identification. Use when writing, reviewing, or optimizing YARA rules. Covers naming conventions, string selection, performance optimization, migration from legacy YARA, … | [source](https://github.com/trailofbits/skills/tree/cfe5d7b/plugins/yara-authoring/skills/yara-rule-authoring) |
+
+## Source: vibeeval/vibecosystem
+
+- Repository: [https://github.com/vibeeval/vibecosystem](https://github.com/vibeeval/vibecosystem) (commit `cea9462`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `frontend-patterns` | core | React, Next.js, TypeScript frontend patterns - component design, state management, performance | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/frontend-patterns) |
+| `cto-advisor` | core | CTO-level advisory - build vs buy decisions, tech debt quantification, team scaling, ADRs, technology evaluation (RICE), budget planning, TCO, vendor management, DORA/SPACE metrics | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/cto-advisor) |
+| `content-strategy` | adjacent | Content marketing strategy - content audit, editorial calendar, SEO optimization, content funnel (TOFU/MOFU/BOFU), performance metrics, developer content, social media planning | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/content-strategy) |
+
+## 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 |
+|---|---|---|---|
+| `database-optimizer` | adjacent | Use when investigating slow queries, analyzing execution plans, or optimizing database performance. Invoke for index design, query rewrites, configuration tuning, partitioning strategies, lock contention resolution. | [source](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/database-optimizer) |
+
+## 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 |
+|---|---|---|---|
+| `blip-2-vision-language` | adjacent | Vision-language pre-training framework bridging frozen image encoders and LLMs. Use when you need image captioning, visual question answering, image-text retrieval, or multimodal chat with state-of-the-art zero-shot performance. | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/18-multimodal/blip-2) |
+
+## Source: veniceai/skills
+
+- Repository: [https://github.com/veniceai/skills](https://github.com/veniceai/skills) (commit `de089fa`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `venice-errors` | adjacent | Handle Venice API errors correctly. Covers the StandardError / DetailedError / ContentViolationError / X402InferencePaymentRequired body shapes, every meaningful status code (400, 401, 402, 403, 415, 422, 429, 500, 503, 504), the 402 … | [source](https://github.com/veniceai/skills/tree/de089fa/skills/venice-errors) |
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,91 @@
+# Market evidence report — choirmaster-choirmistress
+
+Source: **26 real job ads** (JSearch API, countries: us 26), extracted into the MSSQL evidence store; as of 2026-07-10.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 15 | 58 % |
+| n/a | 11 | 42 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | choir direction | 8 | 31 % |
+| 2 | music selection | 7 | 27 % |
+| 3 | choral conducting | 4 | 15 % |
+| 4 | event coordination | 4 | 15 % |
+| 5 | student development | 4 | 15 % |
+| 6 | organ playing | 3 | 12 % |
+| 7 | performance management | 3 | 12 % |
+| 8 | program planning | 3 | 12 % |
+| 9 | repertoire selection | 3 | 12 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | event planning | 4 | 15 % |
+| 2 | competition organization | 3 | 12 % |
+| 3 | event coordination | 3 | 12 % |
+| 4 | music selection | 3 | 12 % |
+| 5 | rehearsal leadership | 3 | 12 % |
+
+## Regional breakdown
+
+> **Corpus note:** 26 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** — 26 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+### UK (gb)
+
+**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+### EU/DACH (de, at, ch, nl)
+
+**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+
+## Job title variants in the market
+
+| Title | Ads |
+|---|---|
+| Show Choir Director: Lead Rehearsals & Performances | 3 |
+| Choir Director | 2 |
+| Choir Director (part-time) | 2 |
+| Part-Time Music Director: Lead Church Choir & Worship | 2 |
+| Artistic Director | 1 |
+| Choral Director | 1 |
+| Choral Director, Varsity Singers (Part-Time) | 1 |
+| Church Organist/Choir Director | 1 |
+| Concert Choir Director | 1 |
+| Director of Music Ministry and Chancel Choir | 1 |
+| Director of Sacred Music | 1 |
+| Director of Worship Music & Choir Leadership | 1 |
+| Director, Choral Studies and VUU Choir | 1 |
+| District Choir Director | 1 |
+| Gospel Choir Director, Part-Time | 1 |
+| High School Concert Choir Director & Mentor | 1 |
+| Organist/Choir Director | 1 |
+| Part-Time College Choir Director: Lead Rehearsals&Concerts | 1 |
+| Part-Time Organist & Choir Director — Historic Church | 1 |
+| Select/Show Choir Director | 1 |
+| Select/Show Choir Director | 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 +1,21 @@
+# Occupation profile — choirmaster/choirmistress
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/cf7b89d0-1cf9-4567-a8bf-9d6905a2b31b
+- **ESCO code:** 2652.3.1.1
+- **ISCO-08 group:** 2652 — Musicians, singers and composers
+
+## Description (ESCO)
+
+Choirmasters/choirmistresses manage various aspects of the vocal, and sometimes instrumental, performances of musical groups, such as choirs, ensembles, or glee clubs.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- choir leader
+- choir director
+- choral director
+- choirmaster
+- choirmistress
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,51 @@
+# Competences — choirmaster/choirmistress
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/cf7b89d0-1cf9-4567-a8bf-9d6905a2b31b).
+
+## Essential
+
+- **collaborate with music librarians** (skill/competence)
+- **communicate performance aspects** (skill/competence)
+- **conduct guest soloists** (skill/competence)
+- **coordinate performance tours** (skill/competence)
+- **develop musical ideas** (skill/competence)
+- **engage composers** (skill/competence)
+- **manage fundraising activities** (skill/competence)
+- **manage musical staff** (skill/competence)
+- **music literature** (knowledge)
+- **musical genres** (knowledge)
+- **musical theory** (knowledge)
+- **plan musical performances** (skill/competence)
+- **position musicians** (skill/competence)
+- **read musical score** (skill/competence)
+- **select musical performers** (skill/competence)
+- **select vocalists** (skill/competence)
+- **strive for excellence in musical performance** (skill/competence)
+- **study musical scores** (skill/competence)
+- **subject of music coaching** (knowledge)
+- **supervise music groups** (skill/competence)
+- **work with composers** (skill/competence)
+- **work with soloists** (skill/competence)
+
+## Optional
+
+- art-historical values (knowledge)
+- business management principles (knowledge)
+- collaborate with choreographers (skill/competence)
+- cultural projects (knowledge)
+- develop cultural activities (skill/competence)
+- organise cultural events (skill/competence)
+- participate as a performer in the creative process (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 26 ads, as of 2026-07-10)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- choir direction — **31 %**
+- music selection — **27 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,55 @@
+# Tasks & work activities — choirmaster/choirmistress
+
+Source: O*NET 30.3, occupation 27-2041.00 (Music Directors and Composers) — manual nearest-occupation mapping via ISCO group 2652; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+## Task statements
+
+- **[Core]** Use gestures to shape the music being played, communicating desired tempo, phrasing, tone, color, pitch, volume, and other performance aspects.
+- **[Core]** Direct groups at rehearsals and live or recorded performances to achieve desired effects such as tonal and harmonic balance dynamics, rhythm, and tempo.
+- **[Core]** Study scores to learn the music in detail, and to develop interpretations.
+- **[Core]** Apply elements of music theory to create musical and tonal structures, including harmonies and melodies.
+- **[Core]** Consider such factors as ensemble size and abilities, availability of scores, and the need for musical variety, to select music to be performed.
+- **[Core]** Determine voices, instruments, harmonic structures, rhythms, tempos, and tone balances required to achieve the effects desired in a musical composition.
+- **[Core]** Experiment with different sounds, and types and pieces of music, using synthesizers and computers as necessary to test and evaluate ideas.
+- **[Core]** Transcribe ideas for musical compositions into musical notation, using instruments, pen and paper, or computers.
+- **[Core]** Audition and select performers for musical presentations.
+- **[Core]** Plan and schedule rehearsals and performances, and arrange details such as locations, accompanists, and instrumentalists.
+- **[Core]** Write musical scores for orchestras, bands, choral groups, or individual instrumentalists or vocalists, using knowledge of music theory and of instrumental and vocal capabilities.
+- **[Core]** Position members within groups to obtain balance among instrumental or vocal sections.
+- **[Core]** Perform administrative tasks such as applying for grants, developing budgets, negotiating contracts, and designing and printing programs and other promotional materials.
+- **[Core]** Confer with producers and directors to define the nature and placement of film or television music.
+- **[Core]** Meet with soloists and concertmasters to discuss and prepare for performances.
+- **[Core]** Fill in details of orchestral sketches, such as adding vocal parts to scores.
+- **[Core]** Explore and develop musical ideas based on sources such as imagination or sounds in the environment.
+- **[Core]** Write music for commercial mediums, including advertising jingles or film soundtracks.
+- **[Core]** Transpose music from one voice or instrument to another to accommodate particular musicians.
+- **[Core]** Rewrite original musical scores in different musical styles by changing rhythms, harmonies, or tempos.
+- **[Core]** Arrange music composed by others, changing the music to achieve desired effects.
+- **[Core]** Assign and review staff work in such areas as scoring, arranging, and copying music, and vocal coaching.
+- **[Core]** Study films or scripts to determine how musical scores can be used to create desired effects or moods.
+- **[Core]** Transcribe musical compositions and melodic lines to adapt them to a particular group, or to create a particular musical style.
+- **[Core]** Create original musical forms, or write within circumscribed musical forms such as sonatas, symphonies, or operas.
+- **[Core]** Collaborate with other colleagues, such as copyists, to complete final scores.
+- **[Core]** Copy parts from scores for individual performers.
+- **[Supplemental]** Coordinate and organize tours, or hire touring companies to arrange concert dates, venues, accommodations, and transportation for longer tours.
+- **[nan]** Produce recordings of music.
+- **[nan]** Stay abreast of the latest trends in music and music technology.
+
+## Detailed work activities
+
+- Audition or interview potential performers or staff members.
+- Collaborate with others to determine technical details of productions.
+- Collaborate with others to prepare or perform artistic productions.
+- Coordinate artistic activities.
+- Coordinate logistics for productions or events.
+- Coordinate musical rehearsals or performances.
+- Create musical compositions, arrangements or scores.
+- Design layout of art or product exhibits, displays, or promotional materials.
+- Determine presentation subjects or content.
+- Direct fundraising or financing activities.
+- Negotiate for services.
+- Operate audio recording equipment.
+- Select staff, team members, or performers.
+- Stay informed about current developments in field of specialization.
+- Study details of musical compositions.
+- Study scripts to determine project requirements.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,92 @@
+# Tools & technology — choirmaster/choirmistress
+
+Source: O*NET 30.3, occupation 27-2041.00 (Music Directors and Composers) — manual nearest-occupation mapping via ISCO group 2652; 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 Word | Word processing software | yes |
+| Anvil Studio | Music or sound editing software |  |
+| Apple Final Cut Pro | Video creation and editing software |  |
+| Apple MainStage | Music or sound editing software |  |
+| Arobas Music Guitar Pro | Music or sound editing software |  |
+| Arpege Music Pizzicato | Music or sound editing software |  |
+| Audacity | Music or sound editing software |  |
+| Audio Chaos Soundscape Generator | Music or sound editing software |  |
+| Audiveris | Music or sound editing software |  |
+| Avid Pro Tools | Music or sound editing software |  |
+| Avid Technology Sibelius | Music or sound editing software |  |
+| Azemus FS | Music or sound editing software |  |
+| Basic Music Composer | Music or sound editing software |  |
+| Cakewalk SONAR | Music or sound editing software |  |
+| Canorus | Music or sound editing software |  |
+| ChordWizard Software Soundtrix Gold | Music or sound editing software |  |
+| Click MusicalKEYS | Music or sound editing software |  |
+| Curto Drum | Music or sound editing software |  |
+| D'accord Music Software iChords | Music or sound editing software |  |
+| Denemo | Music or sound editing software |  |
+| Desktop Piano and Drums | Music or sound editing software |  |
+| DigiPiano | Music or sound editing software |  |
+| Dream Computer Piano | Music or sound editing software |  |
+| Easy Music Composer Free | Music or sound editing software |  |
+| Epinoisis Software Digital Ear | Music or sound editing software |  |
+| FlexiMusic Composer | Music or sound editing software |  |
+| GenieSoft Overture | Music or sound editing software |  |
+| HS Virtual Piano | Music or sound editing software |  |
+| IK Multimedia GrooveMaker | Music or sound editing software |  |
+| Image-Line FL Studio | Music or sound editing software |  |
+| Impro-Visor | Music or sound editing software |  |
+| Jackbeat | Music or sound editing software |  |
+| Javamin Composer | Music or sound editing software |  |
+| Korg EM-1 Editor | Music or sound editing software |  |
+| Lauriso Software Music Publisher | Music or sound editing software |  |
+| Little Piano | Music or sound editing software |  |
+| MadTracker | Music or sound editing software |  |
+| Maestro Music Software MagicScore | Music or sound editing software |  |
+| MAGIX Music Maker | Music or sound editing software |  |
+| MakeMusic Finale | Music or sound editing software |  |
+| Making Waves Audio Making Waves | Music or sound editing software |  |
+| MediaShout | Presentation software |  |
+| Microsoft Publisher | Desktop publishing software |  |
+| MIDI Maestro | Music or sound editing software |  |
+| MIDI Score Creator | Music or sound editing software |  |
+| MidiSwing | Music or sound editing software |  |
+| Mozart Music Software Mozart | Music or sound editing software |  |
+| MuseScore | Music or sound editing software |  |
+| Music Director Pro | Data base user interface and query software |  |
+| Musical Palette | Music or sound editing software |  |
+| MusicDevelopments RapidComposer | Music or sound editing software |  |
+| MusicGraph | Music or sound editing software |  |
+| Musilogic HarmonyBuilder | Music or sound editing software |  |
+| Myriad Software Harmony Assistant | Music or sound editing software |  |
+| Notation Software Notation Composer | Music or sound editing software |  |
+| NoteWorthy Software NoteWorthy Composer | Music or sound editing software |  |
+| Open Song Composer | Music or sound editing software |  |
+| PianoFX STUDIO | Music or sound editing software |  |
+| PianoRollComposer | Music or sound editing software |  |
+| Power Tab Editor | Music or sound editing software |  |
+| Proxima Controller | Music or sound editing software |  |
+| Renoise | Music or sound editing software |  |
+| Rhythm Rascal | Music or sound editing software |  |
+| Sonoma Wire Works RiffWorks | Music or sound editing software |  |
+| Storm Music Studio | Music or sound editing software |  |
+| SVArTracker | Music or sound editing software |  |
+| SwarMala | Music or sound editing software |  |
+| TabIt | Music or sound editing software |  |
+| TablEdit | Music or sound editing software |  |
+| Tonality Systems Symoblic Composer | Music or sound editing software |  |
+| Truepianos | Music or sound editing software |  |
+| TuxGuitar | Music or sound editing software |  |
+| Twelve Tone Matrix Calculator | Music or sound editing software |  |
+| Twelve Tone Row Analyzer | Music or sound editing software |  |
+| Underware Design DTAB | Music or sound editing software |  |
+| VBRhapsody | Music or sound editing software |  |
+| Visiv SharpEye | Music or sound editing software |  |
+| Widisoft WIDI Recognition System | Music or sound editing software |  |
+| Wusik Wusikstation VSTi | Music or sound editing software |  |
+| Xitona Software Voice Composer | Music or sound editing software |  |
+| XT Software energyXT | Music or sound editing software |  |
+| ZynAddSubFX | Music or sound editing software |  |