feat: broadcast-technician skill package v0.1.0

PROVENANCE.md

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+# Data provenance — broadcast-technician
+
+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 — broadcast-technician
+    "ESCO (occupation & competences)" : 43
+    "O*NET (tasks & tools)" : 68
+    "Job boards (market evidence)" : 88
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 180
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 43 | 11.2 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 68 | 17.7 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 88 | 22.9 % | references/market.md (full report) + "Market evidence" headline sections |
+| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ |
+| Anthropic official Claude skills | 5 | 1.3 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 180 | 46.9 % | 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).

SKILL.md

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+---
+name: broadcast-technician
+description: "Occupational skill for the role 'broadcast technician' (also: radio and TV technician, broadcast technicians, broadcast engineering technician, broadcasting engineer, broadcasting technician, broadcast transmitting technician). Use when the user asks for typical broadcast technician work such as: Monitor and log transmitter readings.; Play and record broadcast programs, using automation systems.; Set up, operate, and maintain broadcast station computers and networks."
+---
+
+# Broadcast Technician
+
+Broadcast technicians install, start up, maintain, monitor and repair equipment used for the transmission and reception of television and radio broadcast signals. They ensure that all materials are available in a suitable format of transmittable quality according to the transmission deadline. Broadcast technicians also maintain and repair this equipment.
+
+## Core workflow
+
+1. Monitor and log transmitter readings.
+2. Play and record broadcast programs, using automation systems.
+3. Set up, operate, and maintain broadcast station computers and networks.
+4. Install broadcast equipment, troubleshoot equipment problems, and perform maintenance or minor repairs, using hand tools.
+5. Maintain programming logs as required by station management and the Federal Communications Commission.
+6. Control audio equipment to regulate volume and sound quality during radio and television broadcasts.
+7. Monitor strength, clarity, and reliability of incoming and outgoing signals, and adjust equipment as necessary to maintain quality broadcasts.
+8. Observe monitors and converse with station personnel to determine audio and video levels and to ascertain that programs are airing.
+
+## 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)
+
+- audiovisual products
+- broadcast equipment
+- calibrate electronic instruments
+- coordinate activities in audio recording studio
+- electronics principles
+- install low voltage wiring
+- maintain audiovisual equipment
+- maintain electrical equipment
+- maintain electronic equipment
+- manage sound quality
+- media formats
+- meet deadlines
+- monitor quality of broadcasts
+- multimedia systems
+- operate audio equipment
+
+## Hot technologies
+
+- Autodesk AutoCAD
+- Adobe InDesign
+- Microsoft Outlook
+- Adobe Illustrator
+- Adobe Photoshop
+- Microsoft Office software
+- Linux
+- Microsoft Windows
+- UNIX
+- Microsoft PowerPoint
+
+
+<!-- hot-tech -->
+
+## Hot technologies
+
+Top tools from 35 gated job ads (see references/market.md, as of 2026-07-09):
+
+- AutoCAD — 14 %
+- Microsoft Excel — 9 %
+- Microsoft Office — 9 %
+- Windows — 9 %
+
+<!-- hot-tech -->
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/fe4a72af-6206-4d86-90c1-b5fb4b5ba2b2), O*NET 30.3 (27-4012.00). See manifest.json for licensing/attribution.*

manifest.json

@@ -0,0 +1,280 @@
+{
+  "name": "broadcast-technician",
+  "title": "broadcast technician",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/fe4a72af-6206-4d86-90c1-b5fb4b5ba2b2",
+    "esco_code": "3521.2",
+    "isco_group": "3521",
+    "onet_soc": "27-4012.00",
+    "crosswalk_match": "exactMatch"
+  },
+  "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": 27,
+    "dwas": 17,
+    "skills_essential": 19,
+    "skills_optional": 23,
+    "software": 23
+  },
+  "enrichment_ai_skills": {
+    "generated": "2026-07-14",
+    "method": "deterministic mapping (ISCO prefix + title/competence keywords)",
+    "sources": {
+      "anthropics/skills": {
+        "repo": "https://github.com/anthropics/skills",
+        "commit": "f6656c1",
+        "license": "Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available \u2014 see the LICENSE.txt in the upstream skill folder",
+        "skills": 2
+      },
+      "google/skills": {
+        "repo": "https://github.com/google/skills",
+        "commit": "b15f327",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "veniceai/skills": {
+        "repo": "https://github.com/veniceai/skills",
+        "commit": "de089fa",
+        "license": "MIT",
+        "skills": 5
+      },
+      "ConardLi/garden-skills": {
+        "repo": "https://github.com/ConardLi/garden-skills",
+        "commit": "fbd6453",
+        "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": 12
+      },
+      "EveryInc/compound-engineering-plugin": {
+        "repo": "https://github.com/EveryInc/compound-engineering-plugin",
+        "commit": "1a7a4c1",
+        "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
+      },
+      "microsoft/skills": {
+        "repo": "https://github.com/microsoft/skills",
+        "commit": "dc543aa",
+        "license": "MIT",
+        "skills": 1
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 2
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 3
+      },
+      "davepoon/buildwithclaude": {
+        "repo": "https://github.com/davepoon/buildwithclaude",
+        "commit": "3c94e0c",
+        "license": "MIT",
+        "skills": 5
+      },
+      "gooseworks-ai/goose-skills": {
+        "repo": "https://github.com/gooseworks-ai/goose-skills",
+        "commit": "94ec916",
+        "license": "no explicit license \u2014 referenced by link only",
+        "skills": 3
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 6
+      },
+      "sanjay3290/ai-skills": {
+        "repo": "https://github.com/sanjay3290/ai-skills",
+        "commit": "3619692",
+        "license": "Apache-2.0",
+        "skills": 2
+      },
+      "ljagiello/ctf-skills": {
+        "repo": "https://github.com/ljagiello/ctf-skills",
+        "commit": "d19f35f",
+        "license": "MIT",
+        "skills": 1
+      },
+      "wanshuiyin/Auto-claude-code-research-in-sleep": {
+        "repo": "https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep",
+        "commit": "eb5c9d7",
+        "license": "MIT",
+        "skills": 1
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 1
+      },
+      "OpenSenseNova/SenseNova-Skills": {
+        "repo": "https://github.com/OpenSenseNova/SenseNova-Skills",
+        "commit": "d8bb438",
+        "license": "MIT",
+        "skills": 12
+      },
+      "AgriciDaniel/claude-blog": {
+        "repo": "https://github.com/AgriciDaniel/claude-blog",
+        "commit": "49842ea",
+        "license": "MIT",
+        "skills": 1
+      },
+      "infrasity-labs/dev-gtm-claude-skills": {
+        "repo": "https://github.com/infrasity-labs/dev-gtm-claude-skills",
+        "commit": "02cfefb",
+        "license": "MIT",
+        "skills": 1
+      },
+      "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
+      },
+      "eduardo-sl/go-agent-skills": {
+        "repo": "https://github.com/eduardo-sl/go-agent-skills",
+        "commit": "3c45d7f",
+        "license": "MIT",
+        "skills": 1
+      },
+      "mbailey/voicemode": {
+        "repo": "https://github.com/mbailey/voicemode",
+        "commit": "d85cc3b",
+        "license": "MIT",
+        "skills": 1
+      },
+      "affaan-m/everything-claude-code": {
+        "repo": "https://github.com/affaan-m/everything-claude-code",
+        "commit": "ed38744",
+        "license": "MIT",
+        "skills": 1
+      },
+      "pedrohcgs/claude-code-my-workflow": {
+        "repo": "https://github.com/pedrohcgs/claude-code-my-workflow",
+        "commit": "be53c12",
+        "license": "MIT",
+        "skills": 1
+      },
+      "ahacker-1/cre-agent-skills": {
+        "repo": "https://github.com/ahacker-1/cre-agent-skills",
+        "commit": "618734e",
+        "license": "Apache-2.0",
+        "skills": 2
+      },
+      "snyk/agent-scan": {
+        "repo": "https://github.com/snyk/agent-scan",
+        "commit": "f3a4621",
+        "license": "Apache-2.0",
+        "skills": 2
+      },
+      "ThinkInAIXYZ/deepchat": {
+        "repo": "https://github.com/ThinkInAIXYZ/deepchat",
+        "commit": "f275c92",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "hypnguyen1209/offensive-claude": {
+        "repo": "https://github.com/hypnguyen1209/offensive-claude",
+        "commit": "4d62be7",
+        "license": "MIT",
+        "skills": 2
+      },
+      "rampstackco/claude-skills": {
+        "repo": "https://github.com/rampstackco/claude-skills",
+        "commit": "bc6d961",
+        "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
+      },
+      "ComPDFKit/compdf-skills": {
+        "repo": "https://github.com/ComPDFKit/compdf-skills",
+        "commit": "b77153e",
+        "license": "no explicit license \u2014 referenced by link only",
+        "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
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 71,
+      "adjacent": 9
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 43,
+      "onet": 68,
+      "jobads": 88,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 180,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 11.2,
+      "onet": 17.7,
+      "jobads": 22.9,
+      "wiki_ai": 0.0,
+      "anthropic": 1.3,
+      "ai_skills": 46.9,
+      "stackx": 0.0
+    },
+    "method": "content items per source category"
+  },
+  "collar": "white",
+  "computer_work": true
+}

references/ai-skills.md

@@ -0,0 +1,378 @@
+# External AI agent skills — broadcast-technician
+
+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 |
+|---|---|---|---|
+| `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) |
+| `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) |
+
+## 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-video-presentation` | adjacent | 把一篇文章或口播稿，做成"看起来像视频"的点击驱动 16:9 网页演示，可选合成口播音频。流程：原始文章 → **一次产出**口播稿 + outline 开发计划 → 用户**一次对齐** 5 件事（稿子 / outline / 主题 / 素材 / 开发模式）→ 网页开发（逐章 / 顺序 / 并行）→ 可选音频合成（provider-agnostic：内置 MiniMax mmx-cli + OpenAI TTS，可换 ElevenLabs / edge-tts / … | [source](https://github.com/ConardLi/garden-skills/tree/fbd6453/skills/web-video-presentation) |
+
+## 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 |
+|---|---|---|---|
+| `accessibility-testing` | core | Mobile accessibility testing skill for WCAG compliance, VoiceOver/TalkBack validation, dynamic type support, color contrast analysis, and accessibility auditing across iOS and Android platforms. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/mobile-development/skills/accessibility-testing) |
+
+## Source: affaan-m/everything-claude-code
+
+- Repository: [https://github.com/affaan-m/everything-claude-code](https://github.com/affaan-m/everything-claude-code) (commit `ed38744`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `benchmark-methodology` | core | Use after competitive-platform-analysis has produced a tiered competitor set. Scores each competitor across nine weighted dimensions (positioning, voice, visual craft, offer packaging, evidence, enterprise-readiness, thought leadership, … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/.agents/skills/benchmark-methodology) |
+
+## Source: AgriciDaniel/claude-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-google` | core | Google API integration for blog performance: PageSpeed Insights, CrUX Core Web Vitals with 25-week history, Search Console performance, URL Inspection, Indexing API, GA4 organic traffic, NLP entity analysis for E-E-A-T, YouTube video … | [source](https://github.com/AgriciDaniel/claude-blog/tree/49842ea/skills/blog-google) |
+
+## Source: ahacker-1/cre-agent-skills
+
+- Repository: [https://github.com/ahacker-1/cre-agent-skills](https://github.com/ahacker-1/cre-agent-skills) (commit `618734e`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `cre-office` | core | CRE Office analysis suite - 8 specialist skills for U.S. office acquisitions, refinancings, lease-up, tenant credit, TI/LC underwriting, financing fit, and investment committee memo writing. | [source](https://github.com/ahacker-1/cre-agent-skills/tree/618734e/claude-code-plugins/cre-office) |
+| `cre-underwriting` | core | CRE Underwriting analysis suite — 3 specialist skills for building pro formas, running sensitivity scenarios, and writing investment committee memos for multifamily acquisitions. | [source](https://github.com/ahacker-1/cre-agent-skills/tree/618734e/claude-code-plugins/cre-underwriting) |
+
+## 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-literary-analysis` | core | Analyze a complete literary work into a structured Basic Memory knowledge graph. Covers schema design, entity seeding, chapter-by-chapter processing, cross-referencing, validation, and visualization. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-literary-analysis) |
+
+## 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 |
+|---|---|---|---|
+| `g6` | core | VS-Enhanced Academic Style Humanizer - Transforms writing patterns to achieve authentic scholarly voice Applies transformations from G5 analysis to create natural academic prose Use when: improving AI-assisted writing quality, preparing … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/g6) |
+
+## Source: ComPDFKit/compdf-skills
+
+- Repository: [https://github.com/ComPDFKit/compdf-skills](https://github.com/ComPDFKit/compdf-skills) (commit `b77153e`, retrieved 2026-07-14)
+- License: no explicit license — referenced by link only
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `pdf-to-word-docx` | core | PDF to Word converts PDF to editable Word/DOCX with AI-powered layout analysis and table recognition, built on ComPDF Conversion SDK to better preserve tables, multi-column layouts, lists, and images for downstream editing. It fits … | [source](https://github.com/ComPDFKit/compdf-skills/tree/b77153e/skills/pdf-to-word-docx) |
+
+## 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 |
+|---|---|---|---|
+| `tubeify` | core | Remove pauses, filler words (um, uh), and dead air from raw YouTube recordings via the Tubeify API. Use when the user wants to edit a video, clean up audio, trim silences, or polish a raw recording for YouTube. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/tubeify) |
+| `ops-speedup` | core | Cross-platform, hardware-adaptive system optimizer. Auto-detects macOS / Linux / WSL / Windows (MINGW/Cygwin/MSYS2) and CPU/RAM/disk/GPU profile, then picks the right cleanup strategy. Scans reclaimable disk space, memory pressure, runaway … | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/claude-ops/skills/ops-speedup) |
+| `docx` | core | Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new … | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/docx) |
+| `hookradar-creative-intelligence` | core | Use when researching competitors, paid ads, Meta Ad Library creatives, TikTok ads, Instagram/TikTok organic videos, HookRadar MCP data, creative trends, AI creative analysis, reports, downloadable ad/video assets, or shareable creative … | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/hookradar-creative-intelligence/skills/hookradar-creative-intelligence) |
+| `xlsx` | core | Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new … | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/xlsx) |
+
+## 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 |
+|---|---|---|---|
+| `senior-computer-vision` | core | World-class computer vision skill for image/video processing, object detection, segmentation, and visual AI systems. Expertise in PyTorch, OpenCV, YOLO, SAM, diffusion models, and vision transformers. Includes 3D vision, video analysis, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/senior-computer-vision) |
+| `motion-canvas` | core | Complete production-ready guide for Motion Canvas with ESM/CommonJS workarounds, full setup templates, and troubleshooting for programmatic video creation using TypeScript | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/video/motion-canvas) |
+| `Excel Analysis` | core | Analyze Excel spreadsheets, create pivot tables, generate charts, and perform data analysis. Use when analyzing Excel files, spreadsheets, tabular data, or .xlsx files. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/excel-analysis) |
+
+## Source: eduardo-sl/go-agent-skills
+
+- Repository: [https://github.com/eduardo-sl/go-agent-skills](https://github.com/eduardo-sl/go-agent-skills) (commit `3c45d7f`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `go-troubleshooting` | core | Diagnose runtime problems in Go programs: panics and stack traces, deadlocks, goroutine leaks, memory leaks, OOM kills, race reports, and debugging with delve and pprof. Use when: "debug this panic", "read this stack trace", "deadlock", … | [source](https://github.com/eduardo-sl/go-agent-skills/tree/3c45d7f/skills/(safety)/go-troubleshooting) |
+
+## Source: EveryInc/compound-engineering-plugin
+
+- Repository: [https://github.com/EveryInc/compound-engineering-plugin](https://github.com/EveryInc/compound-engineering-plugin) (commit `1a7a4c1`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ce-riffrec-feedback-analysis` | core | Analyze Riffrec feedback captures from bundles or standalone recordings. Always load for `riffrec-*.zip`, `session.json` + `events.json` + `recording.webm` + `voice.webm` bundles, `.mp4`/`.mov`/`.webm` videos, `.m4a`/`.mp3`/`.wav` audio, … | [source](https://github.com/EveryInc/compound-engineering-plugin/tree/1a7a4c1/skills/ce-riffrec-feedback-analysis) |
+
+## Source: foryourhealth111-pixel/Vibe-Skills
+
+- Repository: [https://github.com/foryourhealth111-pixel/Vibe-Skills](https://github.com/foryourhealth111-pixel/Vibe-Skills) (commit `34429a8`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `senior-computer-vision` | core | World-class computer vision skill for image/video processing, object detection, segmentation, and visual AI systems. Expertise in PyTorch, OpenCV, YOLO, SAM, diffusion models, and vision transformers. Includes 3D vision, video analysis, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/senior-computer-vision) |
+| `xan` | core | High-performance CSV processing with xan CLI for large tabular datasets, streaming transformations, and low-memory pipelines. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/xan) |
+
+## Source: gooseworks-ai/goose-skills
+
+- Repository: [https://github.com/gooseworks-ai/goose-skills](https://github.com/gooseworks-ai/goose-skills) (commit `94ec916`, retrieved 2026-07-14)
+- License: no explicit license — referenced by link only
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `video-polish` | core | Takes an existing screen recording or demo video and adds professional zoom/pan effects synchronized to the narration. Uses transcript-driven zoom targeting and Remotion for rendering. Optionally replaces audio with a soundtrack. | [source](https://github.com/gooseworks-ai/goose-skills/tree/94ec916/skills/design/packs/video-production/video-polish) |
+| `create-video-seedance-2-fal` | core | Generate a single 4-15s vertical video clip with ByteDance Seedance 2.0 reference-to-video via fal.ai. Multi-image reference (avatar + product + setting), native lip-synced VO + ambient audio via `generate_audio: true`, internal multi-cut … | [source](https://github.com/gooseworks-ai/goose-skills/tree/94ec916/skills/ads/packs/ugc-video-formats/create-video-seedance-2-fal) |
+| `voice-of-customer-synthesizer` | core | Aggregate customer feedback from multiple sources — support tickets, NPS comments, Slack messages, G2 reviews, call transcripts, survey responses — into a unified VoC report with theme clustering, sentiment analysis, trend detection, and … | [source](https://github.com/gooseworks-ai/goose-skills/tree/94ec916/skills/research/composites/voice-of-customer-synthesizer) |
+
+## Source: hypnguyen1209/offensive-claude
+
+- Repository: [https://github.com/hypnguyen1209/offensive-claude](https://github.com/hypnguyen1209/offensive-claude) (commit `4d62be7`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `malware-analysis` | core | Use when reverse-engineering or detecting malware — static triage + capa/YARA-X, emulation/DBI/.NET unpacking, dynamic/fileless/Volatility 3 memory analysis, C2 config extraction (Cobalt Strike/CAPE), C2 traffic detection (JA4+, beaconing) | [source](https://github.com/hypnguyen1209/offensive-claude/tree/4d62be7/skills/malware-analysis) |
+| `vulnerability-analysis` | core | Use when auditing source code for vulnerabilities — drive CodeQL/Semgrep/Joern to taint untrusted data source-to-sink across injection, memory safety, deserialization/prototype-pollution, secrets/crypto/authz/race, and supply-chain risks | [source](https://github.com/hypnguyen1209/offensive-claude/tree/4d62be7/skills/vulnerability-analysis) |
+
+## 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-google` | core | Google API integration for blog performance: PageSpeed Insights, CrUX Core Web Vitals with 25-week history, Search Console performance, URL Inspection, Indexing API, GA4 organic traffic, NLP entity analysis for E-E-A-T, YouTube video … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/blog-google) |
+
+## 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 |
+|---|---|---|---|
+| `abridge-performance-tuning` | core | Optimize Abridge clinical AI integration performance for high-volume deployments. Use when reducing note generation latency, optimizing audio streaming throughput, improving FHIR push performance, or scaling for multi-site health systems. … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/abridge-pack/skills/abridge-performance-tuning) |
+| `speak-debug-bundle` | core | Collect diagnostic information for Speak API issues: auth verification, audio format validation, session inspection, and network testing. Use when implementing debug bundle features, or troubleshooting Speak language learning integration … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/speak-pack/skills/speak-debug-bundle) |
+| `speak-prod-checklist` | core | Production readiness checklist for Speak language learning integrations: auth, audio pipeline, monitoring, and compliance. Use when implementing prod checklist features, or troubleshooting Speak language learning integration issues. … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/speak-pack/skills/speak-prod-checklist) |
+| `speak-security-basics` | core | Security best practices for Speak API keys, audio data privacy, student data protection, and COPPA/FERPA compliance. Use when implementing security basics features, or troubleshooting Speak language learning integration issues. Trigger … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/speak-pack/skills/speak-security-basics) |
+| `speak-common-errors` | core | Diagnose and fix common Speak API errors: authentication failures, audio format issues, rate limits, and session management problems. Use when implementing common errors features, or troubleshooting Speak language learning integration … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/speak-pack/skills/speak-common-errors) |
+| `assemblyai-core-workflow-b` | core | Execute AssemblyAI streaming transcription and LeMUR workflows. Use when implementing real-time speech-to-text, live captions, voice agents, or LLM-powered audio analysis with LeMUR. Trigger with phrases like "assemblyai streaming", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/assemblyai-pack/skills/assemblyai-core-workflow-b) |
+| `granola-install-auth` | core | Install and configure Granola AI meeting notes with calendar and audio permissions. Use when setting up Granola for the first time, connecting Google/Outlook calendars, granting macOS Screen Recording permission, or configuring Windows … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/granola-pack/skills/granola-install-auth) |
+| `speak-sdk-patterns` | core | Production patterns for Speak language learning API: conversation sessions, pronunciation assessment, audio preprocessing, and batch operations. Use when implementing sdk patterns features, or troubleshooting Speak language learning … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/speak-pack/skills/speak-sdk-patterns) |
+| `assemblyai-core-workflow-a` | core | Execute AssemblyAI primary workflow: async transcription with audio intelligence. Use when transcribing audio/video files, enabling speaker diarization, sentiment analysis, entity detection, PII redaction, or content moderation. Trigger … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/assemblyai-pack/skills/assemblyai-core-workflow-a) |
+| `granola-common-errors` | core | Troubleshoot common Granola errors \u2014 audio capture failures, transcription\ \ issues,\ncalendar sync problems, and integration errors. Platform-specific fixes\ \ for macOS and Windows.\nTrigger: \"granola error\", \"granola not … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/granola-pack/skills/granola-common-errors) |
+| `klingai-debug-bundle` | core | Set up logging and debugging for Kling AI API integrations. Use when troubleshooting video generation or building observability. Trigger with phrases like ''klingai debug'', ''kling ai logging'', ''klingai troubleshoot'', ''debug kling … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/klingai-pack/skills/klingai-debug-bundle) |
+| `retellai-common-errors` | core | Diagnose and fix Retell AI voice agent errors: call failures, webhook issues, voice quality. Use when encountering Retell AI errors, debugging call issues, or troubleshooting agents. Trigger with phrases like "retell error", "call failed", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/retellai-pack/skills/retellai-common-errors) |
+
+## 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 |
+|---|---|---|---|
+| `open-notebook` | core | Self-hosted, open-source alternative to Google NotebookLM for AI-powered research and document analysis. Use when organizing research materials into notebooks, ingesting diverse content sources (PDFs, videos, audio, web pages, Office … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/open-notebook) |
+
+## 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 |
+|---|---|---|---|
+| `open-notebook` | core | Self-hosted, open-source alternative to Google NotebookLM for AI-powered research and document analysis. Use when organizing research materials into notebooks, ingesting diverse content sources (PDFs, videos, audio, web pages, Office … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/open-notebook) |
+
+## 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-forensics` | core | Provides digital forensics and signal analysis techniques for CTF challenges. Use when analyzing disk images, memory dumps, event logs, network captures, cryptocurrency transactions, steganography, PDF analysis, Windows registry, … | [source](https://github.com/ljagiello/ctf-skills/tree/d19f35f/ctf-forensics) |
+
+## Source: mbailey/voicemode
+
+- Repository: [https://github.com/mbailey/voicemode](https://github.com/mbailey/voicemode) (commit `d85cc3b`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `voicemode` | core | Voice interaction for Claude Code. Use when users mention voice mode, speak, talk, converse, voice status, or voice troubleshooting. | [source](https://github.com/mbailey/voicemode/tree/d85cc3b/.claude/skills/voicemode) |
+
+## Source: microsoft/skills
+
+- Repository: [https://github.com/microsoft/skills](https://github.com/microsoft/skills) (commit `dc543aa`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `azure-ai-contentunderstanding-py` | core | Azure AI Content Understanding SDK for Python. Use for multimodal content extraction from documents, images, audio, and video. Triggers: "azure-ai-contentunderstanding", "ContentUnderstandingClient", "multimodal analysis", "document … | [source](https://github.com/microsoft/skills/tree/dc543aa/.github/plugins/azure-sdk-python/skills/azure-ai-contentunderstanding-py) |
+
+## Source: mukul975/Anthropic-Cybersecurity-Skills
+
+- Repository: [https://github.com/mukul975/Anthropic-Cybersecurity-Skills](https://github.com/mukul975/Anthropic-Cybersecurity-Skills) (commit `673da1f`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `analyzing-memory-dumps-with-volatility` | core | Analyzes RAM memory dumps from compromised systems using the Volatility framework to identify malicious processes, injected code, network connections, loaded modules, and extracted credentials. Supports Windows, Linux, and macOS memory … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-memory-dumps-with-volatility) |
+| `analyzing-linux-kernel-rootkits` | core | Detect kernel-level rootkits in Linux memory dumps using Volatility3 linux plugins (check_syscall, lsmod, hidden_modules), rkhunter system scanning, and /proc vs /sys discrepancy analysis to identify hooked syscalls, hidden kernel modules, … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-linux-kernel-rootkits) |
+| `analyzing-macro-malware-in-office-documents` | core | Analyzes malicious VBA macros embedded in Microsoft Office documents (Word, Excel, PowerPoint) to identify download cradles, payload execution, persistence mechanisms, and anti-analysis techniques. Uses olevba, oledump, and VBA … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-macro-malware-in-office-documents) |
+| `analyzing-memory-forensics-with-lime-and-volatility` | core | Performs Linux memory acquisition using LiME (Linux Memory Extractor) kernel module and analysis with Volatility 3 framework. Extracts process lists, network connections, bash history, loaded kernel modules, and injected code from Linux … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-memory-forensics-with-lime-and-volatility) |
+| `conducting-memory-forensics-with-volatility` | core | Performs memory forensics analysis using Volatility 3 to extract evidence of malware execution, process injection, network connections, and credential theft from RAM dumps captured during incident response. Covers memory acquisition, … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/conducting-memory-forensics-with-volatility) |
+| `performing-endpoint-forensics-investigation` | core | Performs digital forensics investigation on compromised endpoints including memory acquisition, disk imaging, artifact analysis, and timeline reconstruction. Use when investigating security incidents, collecting evidence for legal … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/performing-endpoint-forensics-investigation) |
+
+## 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 |
+|---|---|---|---|
+| `swiss-user-research-video-template` | core | Swiss-style user-research narrative template in warm-paper editorial aesthetics. Use when users ask for a premium research deck or story-first live artifact with minimalist typography, high-clarity layout, subtle motion, donut breakdowns, … | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/swiss-user-research-video-template) |
+
+## 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 |
+|---|---|---|---|
+| `multi-sheet-reading-and-analysis` | core | 用于读取多工作表Excel文件，动态评估数据量以启用Parquet大文件优化，并执行正则清洗、分类汇总、线性拟合及生成带格式的图表与结果文件。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-reading/multi-sheet-reading) |
+| `excel-multi-sheet-dynamic-analysis` | core | 用于分析包含多个Sheet的Excel文件，动态判断数据量级以决定是否转换为Parquet进行大文件处理，并支持跨Sheet的特定字段统计、数据清洗、交叉分析与可视化，最终生成带下载链接的汇总报告。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-reading/specific-sheet-reading) |
+| `excel-multi-sheet-threshold-analysis` | core | 统计多Sheet Excel总行数并根据规模选择处理策略，提取特定维度信息进行去重统计，并生成摘要与明细报表。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-cleaning/duplicate-removal) |
+| `multi-file-excel-parquet-analysis` | core | 读取多 Sheet Excel 文件并统计规模，支持大文件向 Parquet 格式转换、分类数据统计及可视化报告生成。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-reading/multi-file-reading) |
+| `range-reading-and-large-file-analysis` | core | 读取多 Sheet Excel 文件，根据数据量动态选择处理策略，支持特定区域数据提取、大文件 Parquet 转换、统计分析及可视化图表生成。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-reading/range-reading) |
+| `single-sheet-reading-and-analysis` | core | 读取并解析单个Excel工作表数据，支持合并单元格处理、数据清洗、交叉分析及多维度可视化，适用于需要从单表中提取关键指标并进行趋势模拟与图表生成的场景。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-reading/single-sheet-reading) |
+| `category-filtering-and-difficulty-analysis` | core | 对Excel数据进行自定义分类统计、交叉分析与可视化，并基于多维度指标（如文本长度、术语密度、正则匹配等）进行综合评分与分级，适用于多类别数据分布统计及文本内容难度/质量评估场景。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-filtering/category-filtering) |
+| `dynamic-large-file-parquet-analysis` | core | 动态统计Excel总行数，当数据量过大（≥10000行）时自动转换为Parquet格式加速读取，并对指定目标列进行条件筛选、分类汇总与结果导出，适用于超大体积Excel文件的快速读取与统计分析。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-table-styling/table-theme-styling) |
+| `dynamic-percentage-and-large-file-analysis` | core | 根据文件行数动态切换大文件处理策略（Parquet转换），通过逐行扫描或列匹配提取关键指标并计算占比、均值等统计量，最终输出结构化Excel报告及可视化图表。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-statistics/percentage-calculation) |
+| `excel-data-analysis-and-report-generation` | core | 从Excel提取多类型数据，并生成包含可视化图表与下载链接的综合分析报告。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-result-export/report-generation-export) |
+| `excel-smart-analysis-and-cleaning` | core | 对多 Sheet Excel 进行智能清洗、跨表核对与可视化分析。。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-cleaning/missing-value-handling) |
+| `excel-threshold-analysis-and-styling` | core | 根据 Excel 数据量级自动判断处理策略，执行数值列清洗、条件过滤，并使用 openpyxl 对符合条件的单元格进行样式标记与导出。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-filtering/threshold-filtering) |
+
+## Source: pedrohcgs/claude-code-my-workflow
+
+- Repository: [https://github.com/pedrohcgs/claude-code-my-workflow](https://github.com/pedrohcgs/claude-code-my-workflow) (commit `be53c12`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `coauthor-brief` | core | Generate a co-author / collaborator handoff brief for a multi-author, multi-machine project — summarizing what changed since the last brief (git delta), the current state of each artifact (manuscript, analysis, slides), open questions, how … | [source](https://github.com/pedrohcgs/claude-code-my-workflow/tree/be53c12/.claude/skills/coauthor-brief) |
+
+## Source: rampstackco/claude-skills
+
+- Repository: [https://github.com/rampstackco/claude-skills](https://github.com/rampstackco/claude-skills) (commit `bc6d961`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `media-asset-management` | core | Plan and run a media pipeline for images, video, and downloadable assets. Use this skill when designing image storage and delivery, choosing formats (WebP, AVIF), setting up responsive images, picking a video host, organizing a brand asset … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/media-asset-management) |
+
+## Source: sanjay3290/ai-skills
+
+- Repository: [https://github.com/sanjay3290/ai-skills](https://github.com/sanjay3290/ai-skills) (commit `3619692`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `google-tts` | core | Convert documents and text to audio using Google Cloud Text-to-Speech. Use this skill when the user wants to: narrate a document, read aloud text, generate audio from a file, convert text to speech, create a recording of documentation or … | [source](https://github.com/sanjay3290/ai-skills/tree/3619692/skills/google-tts) |
+| `deep-research` | core | Execute autonomous multi-step research using Google Gemini Deep Research Agent. Use for: market analysis, competitive landscaping, literature reviews, technical research, due diligence. Takes 2-10 minutes but produces detailed, cited … | [source](https://github.com/sanjay3290/ai-skills/tree/3619692/skills/deep-research) |
+
+## Source: snyk/agent-scan
+
+- Repository: [https://github.com/snyk/agent-scan](https://github.com/snyk/agent-scan) (commit `f3a4621`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `docx` | core | Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new … | [source](https://github.com/snyk/agent-scan/tree/f3a4621/tests/skills/docx) |
+| `xlsx` | core | Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new … | [source](https://github.com/snyk/agent-scan/tree/f3a4621/tests/skills/xlsx) |
+
+## Source: ThinkInAIXYZ/deepchat
+
+- Repository: [https://github.com/ThinkInAIXYZ/deepchat](https://github.com/ThinkInAIXYZ/deepchat) (commit `f275c92`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `docx` | core | Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new … | [source](https://github.com/ThinkInAIXYZ/deepchat/tree/f275c92/resources/skills/docx) |
+
+## Source: wanshuiyin/Auto-claude-code-research-in-sleep
+
+- Repository: [https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep) (commit `eb5c9d7`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `system-profile` | core | Profile a target (script, process, GPU, memory, interconnect) for performance analysis. Use when user says \"profile\", \"benchmark\", \"bottleneck\", or wants performance analysis. | [source](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/eb5c9d7/skills/skills-codex/system-profile) |
+
+## Source: zebbern/claude-code-guide
+
+- Repository: [https://github.com/zebbern/claude-code-guide](https://github.com/zebbern/claude-code-guide) (commit `d2c5280`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `regression-modeler` | core | Run regression analysis (OLS or logistic) on uploaded CSV/Excel data, generating coefficients, R², p-values, VIF, and plain-language interpretation. Triggered by requests for regression modeling, fitting data, testing significance, … | [source](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/regression-modeler) |
+
+## Source: google/skills
+
+- Repository: [https://github.com/google/skills](https://github.com/google/skills) (commit `b15f327`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ima-sdk-basics` | adjacent | Use this skill for Interactive Media Ads (IMA) SDK client-side ad insertion when you are requesting video ads client-side into websites, apps, TVs or other platforms with VAST or VMAP. Do not use for Dynamic Ad Insertion (DAI), SSAI, or … | [source](https://github.com/google/skills/tree/b15f327/skills/ads/interactive-media-ads/ima-sdk-basics) |
+
+## 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-audio-speech` | adjacent | Generate speech from text via POST /audio/speech. Covers TTS models (Kokoro, Qwen 3, xAI, Inworld, Chatterbox, Orpheus, ElevenLabs Turbo, MiniMax, Gemini Flash), voices per family, output formats (mp3/opus/aac/flac/wav/pcm), streaming, … | [source](https://github.com/veniceai/skills/tree/de089fa/skills/venice-audio-speech) |
+| `venice-audio-transcription` | adjacent | Transcribe audio files to text via POST /audio/transcriptions. Covers supported models (Parakeet, Whisper, Wizper, Scribe, xAI STT), supported formats (wav/flac/m4a/aac/mp4/mp3/ogg/webm), response formats (json/text), timestamps, and … | [source](https://github.com/veniceai/skills/tree/de089fa/skills/venice-audio-transcription) |
+| `venice-chat` | adjacent | Call POST /chat/completions on Venice. Covers the OpenAI-compatible request shape, Venice-only venice_parameters (web search, E2EE, characters, thinking control, X search), multimodal inputs (images/audio/video), tool calls, reasoning … | [source](https://github.com/veniceai/skills/tree/de089fa/skills/venice-chat) |
+| `venice-video` | adjacent | Generate and transcribe videos via Venice. Covers the async /video/quote + /video/queue + /video/retrieve + /video/complete loop, text-to-video, image-to-video, video-to-video (upscale), audio input, reference images, scene and element … | [source](https://github.com/veniceai/skills/tree/de089fa/skills/venice-video) |
+| `venice-audio-music` | adjacent | Async music / audio-track generation via Venice. Covers the /audio/quote + /audio/queue + /audio/retrieve + /audio/complete lifecycle, lyrics vs instrumental, voice selection, duration, language, speed, model capability probing, and … | [source](https://github.com/veniceai/skills/tree/de089fa/skills/venice-audio-music) |

references/berufsbild-de.md

@@ -0,0 +1,99 @@
+# Berufsbild (Deutschland) — Informationselektroniker/in
+
+> **Quelle:** BERUFENET, Bundesagentur für Arbeit — Beruf-ID 134721,
+> KldB 2010: B 26312 · via öffentliche BERUFENET-API,
+> abgerufen 2026-07-12. Automatisches Label-Matching
+> (Score 1.00); Inhalte paraphrasiert/gekürzt, Volltext beim
+> Original: https://web.arbeitsagentur.de/berufenet/beruf/134721
+
+## Steckbrief
+
+Berufstyp
+Anerkannter Ausbildungsberuf
+Ausbildungsart
+Duale Ausbildung im Handwerk (geregelt durch Ausbildungsverordnung)
+Ausbildungsdauer
+3,5 Jahre
+Lernorte
+Ausbildungsbetrieb und Berufsschule (duale Ausbildung)
+Was macht man in diesem Beruf?Informationselektroniker/innen analysieren die Anforderungen ihrer Kunden z.B. an Telefon-, Sicherheits- oder gebäudetechnische Anlagen, Computerarbeitsplätze, Netzwerke oder Unterhaltungselektronik. Sie installieren Hard- und Softwarekomponenten, richten Programme, Zubehör und Netzwerke ein und passen ggf. die Software an. Außerdem weisen sie die Benutzer in die Bedienung der neuen Systeme ein. Sie warten Systeme und Anlagen und unterstützen ihre Kunden bei technischen Problemen. Beispielsweise gehen sie Störungen von Hard- oder Software auf den Grund oder reparieren TV-Geräte, Kameras, Satellitenanlagen oder Computer. 
+Wo arbeitet man?Beschäftigungsbetriebe:Informationselektroniker/innen finden Beschäftigung
+in Betrieben des Informationstechnikerhandwerks
+
+bei Herstellern von Bürosystemen, in Softwarehäusern
+
+bei Rundfunkveranstaltern
+
+Arbeitsorte:Informationselektroniker/innen arbeiten in erster Linie
+in Werkstätten
+
+in den Räumlichkeiten v
+
+## Die Ausbildung im Überblick
+
+Informationselektroniker/in ist ein 3,5-jähriger anerkannter Ausbildungsberuf im Handwerk.
+
+## Abschluss-/Berufsbezeichnungen
+
+AbschlussbezeichnungInformationselektroniker/Informationselektronikerin
+
+## Entwicklung der Ausbildung
+
+1940:Anerkennung des Berufs Büromaschinenmechaniker/in
+1957:Anerkennung des Berufsbildes für das Radio- und Fernsehtechniker-Handwerk
+1987:Ausbildungsordnungen nach dem Berufsbildungsgesetz für die Berufe Büroinformationselektroniker/in sowie Radio- und Fernsehtechniker/in treten in Kraft
+Aufhebung des Vorläuferberufs Büromaschinenmechaniker/in
+1999:Anerkennung des Berufs Informationselektroniker/in
+Ausbildung in zwei Schwerpunkten (Bürosystemtechnik, Geräte- und Systemtechnik)
+Aufhebung der Vorläuferberufe Büroinformationselektroniker/in und Radio- und Fernsehtechniker/in
+2020:Novellierung des Berufsbildungsgesetzes (BBiG) und der Handwerksordnung (HWO): u.a. Einführung einer Mindestausbildungsvergütung; Erweiterung der Möglichkeit, Ausbildungen in Teilzeit zu absolvieren.
+2021:Neuordnung der Ausbildung; Integration von Inhalten des zum 1. August 2021 aufgehobenen Ausbildungsberufs Elektroniker/in der Fachrichtung Informations- und Telekommunikationstechnik. Die Abschluss- bzw. Gesellenprüfung wird nunmehr in zwei zeitlich auseinanderfallenden Teilen durchgeführt. 
+Aufhebung des Vorläuferberufs Informationselektroniker/Informationselektronikerin (mit Schwerpunkten)
+2024:Inkrafttreten des Berufsbildungsvalidierungs- und -digitalisierungsgesetzes mit Anpassungen im Berufsbildungsgesetz (BBiG) und der Handwerksordnung (HWO): u.a. gesetzliche Verankerung der Möglichkeit des Vermittlung von Ausbildungsinhalten ohne gleichzeitige Anwesenheit der Auszubildenden und der Ausbildenden; dazu werden digitale Informationstechniken sowie Lern- und Kommunikationsmittel genutzt; im Berufsbildungsgesetz (BBiG) bzw. in der Handwerksordnung (HWO) gesetzlich festgehalten
+" name="Digitales mobiles Ausbilden">digitalen mobilen Ausbildens; Einführung eines Feststellungs- und Bescheinigungsverfahrens (Berufsvalidierung) der individuellen beruflichen Handlungsfähigkeit am Maßstab eines anerkannten Ausbildungsberufs unabhängig von einem formalen Berufsausbildungsabschluss.
+
+## Ausbildung im Ausland
+
+Auszubildende können Teile der Ausbildung im Ausland absolvieren, z.B.:
+Verschiedene europäische Länder
+Auslandspraktikum im Rahmen der Zusatzqualifikation "Europaassistent/in"
+Dauer: mindestens 3 Wochen
+Zugangsvoraussetzung: mittlerer Bildungsabschluss
+ Weitere Informationen zur Zusatzqualifikation Europaassistent/in
+
+## Zusatzqualifikationen
+
+Die Zusatzqualifikation "Europaassistent/in" richtet sich an Auszubildende mit mindestens einem auch: Realschulabschluss, Mittlerer Schulabschluss (an der Mittelschule), Mittlere Reife, Fachoberschulreife, Sekundarabschluss I - Realschulabschluss, Qualifizierter Sekundarabschluss I, Mittlerer Abschluss
+ Schulabschluss, der mit Abschluss der 10. Klasse z.B. an einer Realschule (plus), Sekundarschule oder Regelschule erworben wird (die Regelungen zum Erwerb können sich je nach Bundesland untetscheiden); berechtigt zum Besuch weiterführender allgemeinbildender oder beruflicher Schulen; ein nachträglicher Erwerb ist an der Abendschule möglich
+" name="Mittlerer Bildungsabschluss">mittleren Bildungsabschluss. Sie erweitert die Erstausbildung um interkulturelle Kompetenzen und bietet den Auszubildenden die Möglichkeit, Fremdsprachenkenntnisse zu verbessern. Dazu besuchen die Auszubildenden zusätzlichen Berufsschulunterricht, z.B. im Europäischen Waren- und Wirtschaftsrecht, und absolvieren ein mehrwöchiges Praktikum im Ausland. Die zuständige Kammer erteilt weitere Informationen, z.B.:
+Europaassistent/in
+
+## Ausbildungsinhalte
+
+Im Ausbildungsbetrieb lernen die Auszubildenden beispielsweise:wie man Arbeitsschritte und Teilaufgaben plant, die Einhaltung von Terminen verfolgt und die Auftragsabwicklung mit den Beteiligten abstimmt
+
+wie man Erwartungen und Bedarf von Kunden ermittelt, Kunden über Dienstleistungen und Produkte berät und über den Auftrag hinausgehende Leistungen anbietet
+
+welche Maßnahmen zum Datenschutz es gibt, wie man sie in Systeme integriert und ihre Effizienz feststellt 
+
+Bestimmungen und Sicherheitsregeln bei der Arbeit an elektrischen Anlagen und Betriebsmitteln zu beachten und ihre Wirksamkeit zu prüfen
+
+wie man Datenübertragungs- und -verarbeitungsanlagen bestimmt, deren technische Standards ermittelt und zukunftssichere, lokale oder cloudbasierte Systemlösungen ausarbeitet
+
+Messverfahren und -geräte anzuwenden, Messergebnisse zu bewerten und zu dokumentieren, systematische Fehlersuchen durchzuführen und Fehler zu beheben
+
+wie man Geräte, Verteilungseinrichtungen, Leitungsführungssysteme auswählt und montiert sowie Versorgungs- und Datenübertragungsleitungen normgerecht verlegt 
+
+Informationstechnik (IT): Hardware- und Softwarekomponenten, die zu einem funktionierenden (vernetzten oder unvernetzten) Computersystem aufeinander abgestimmt und zusammenstellt sind
+" name="Konfiguration">Hard- und Softwarekonfigurationen, auch: Operating System
+ Alle gespeicherten Programme, die Bedienung, Betrieb und Steuerung einer IT-Anlage ermöglichen und gewährleisten
+" name="Betriebssystem">Betriebssysteme und Komponenten kundenspezifisch auszuwählen, kundengerecht einzurichten und in Betrieb zu nehmen
+
+wie man Software zur Steuerung von Systemen mittels Programmiersprache kundenspezifisch anpasst, Betriebssysteme installiert und in Betrieb nimmt
+
+wie man Wartungsarbeiten an Hard- und Software plant, durchführt sowie dokumentiert und wie man bei Anwenderrückfragen technische Hilfestellung gibt 
+
+Darüber hinaus werden während der gesamten Ausbildung Kenntnisse über Themen wie Sicherheit und Gesundheit bei der Arbeit, Organisation des Ausbildungsbetriebs, Kenntnisse über die digitalisierte Arbeitswelt sowie Umweltschutz und Nachhaltigkeit vermittelt.
+In der Berufsschule erwirbt man weitere Kenntnisse:in berufsspezifischen Lernfeldern (z.B. elektrische Systeme planen und installieren, anwenderspezifische Systeme auswählen und integrieren)
+
+in allgemeinbildenden Fächern wie Deutsch und Wirtschafts- und Sozialkunde

references/market.md

@@ -0,0 +1,142 @@
+# Market evidence report — broadcast-technician
+
+Source: **35 real job ads** (JSearch API, countries: us 35), extracted into the MSSQL evidence store; as of 2026-07-09.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 27 | 77 % |
+| junior | 4 | 11 % |
+| senior | 2 | 6 % |
+| lead | 1 | 3 % |
+| n/a | 1 | 3 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | AutoCAD | 5 | 14 % |
+| 2 | Microsoft Excel | 3 | 9 % |
+| 3 | Microsoft Office | 3 | 9 % |
+| 4 | Windows | 3 | 9 % |
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | troubleshooting | 9 | 26 % |
+| 2 | broadcast engineering | 5 | 14 % |
+| 3 | equipment installation | 5 | 14 % |
+| 4 | schematic reading | 5 | 14 % |
+| 5 | commissioning | 4 | 11 % |
+| 6 | electrical troubleshooting | 4 | 11 % |
+| 7 | generator maintenance | 4 | 11 % |
+| 8 | hvac repair | 4 | 11 % |
+| 9 | tonnage calculation | 4 | 11 % |
+| 10 | broadcast system installation | 3 | 9 % |
+| 11 | equipment maintenance | 3 | 9 % |
+| 12 | kW requirement calculation | 3 | 9 % |
+| 13 | signal flow analysis | 3 | 9 % |
+| 14 | technical troubleshooting | 3 | 9 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | preventive maintenance | 4 | 11 % |
+| 2 | EPA compliance | 3 | 9 % |
+| 3 | OSHA compliance | 3 | 9 % |
+| 4 | system integration | 3 | 9 % |
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | equipment repair | 7 | 20 % |
+| 2 | equipment maintenance | 6 | 17 % |
+| 3 | broadcast power support | 4 | 11 % |
+| 4 | client communication | 4 | 11 % |
+| 5 | failure troubleshooting | 4 | 11 % |
+| 6 | broadcast system support | 3 | 9 % |
+| 7 | equipment installation | 3 | 9 % |
+| 8 | equipment troubleshooting | 3 | 9 % |
+
+## Regional breakdown
+
+> **Corpus note:** 35 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
+
+### US (us)
+
+35 ads.
+
+**Top hard skills:**
+
+- troubleshooting — 26 % (9 ads)
+- broadcast engineering — 14 % (5 ads)
+- equipment installation — 14 % (5 ads)
+- schematic reading — 14 % (5 ads)
+- commissioning — 11 % (4 ads)
+- electrical troubleshooting — 11 % (4 ads)
+- generator maintenance — 11 % (4 ads)
+- hvac repair — 11 % (4 ads)
+- tonnage calculation — 11 % (4 ads)
+- broadcast system installation — 9 % (3 ads)
+
+**Top tools:**
+
+- AutoCAD — 14 % (5 ads)
+- Microsoft Excel — 9 % (3 ads)
+- Microsoft Office — 9 % (3 ads)
+- Windows — 9 % (3 ads)
+- Aggreko generators — 6 % (2 ads)
+- Biamp systems — 6 % (2 ads)
+- Broadcast Electronics AudioVault — 6 % (2 ads)
+- Chyron graphics systems — 6 % (2 ads)
+- Crestron systems — 6 % (2 ads)
+- diesel engines — 6 % (2 ads)
+
+**Seniority:** mid 77 % · junior 11 % · senior 6 % · lead 3 % · n/a 3 %
+
+### 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 |
+|---|---|
+| Broadcast Engineer | 5 |
+| Aggreko Event Services Broadcast Technician | 3 |
+| AES Broadcast Technician | 1 |
+| Broadcast Engineer — Live TV Transmission & Systems Expert | 1 |
+| Broadcast Engineer in Charge | 1 |
+| Broadcast Engineer: Studio & Transmission Systems Expert | 1 |
+| Broadcast IT Field Engineer — 24/7 Live Ops | 1 |
+| Broadcast Systems Technician (On-Site) | 1 |
+| Broadcast Systems Technician (On-Site) Job at OESC (Oneida ESC Group) in Fort Me | 1 |
+| Chief Broadcast Engineer | 1 |
+| Field Radio & Communications Technician | 1 |
+| Junior AV & Live Broadcast Technician (DC Onsite) | 1 |
+| Live Broadcast Studio Technician | 1 |
+| Radio Broadcast Technician I (USAGM) | 1 |
+| Radio Frequency Technician | 1 |
+| Radio Frequency technician/ RF Repair Technician | 1 |
+| Remote Broadcast & AV Engineer for AI-driven Media | 1 |
+| Remote Broadcast & AV Technician | 1 |
+| Remote Broadcast Technician for Live Events Job at Wasatch Property Management, | 1 |
+| Repair Technician - RF/Radio @ Lanham, MD | 1 |
+| RF (Radio Frequency) Repair Technician | 1 |
+| RF Broadcast Engineering Technologist, Senior | 1 |
+| Senior Broadcast Systems Engineer — 24/7 Tech Ops | 1 |
+| Senior RF Broadcast Engineer — Top Secret Clearance | 1 |
+| Studio Operations Lead: Live Broadcast Technician | 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.

references/profile.md

@@ -0,0 +1,26 @@
+# Occupation profile — broadcast technician
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/fe4a72af-6206-4d86-90c1-b5fb4b5ba2b2
+- **ESCO code:** 3521.2
+- **ISCO-08 group:** 3521 — Broadcasting and audiovisual technicians
+- **O*NET-SOC:** 27-4012.00 — Broadcast Technicians (match: exactMatch)
+
+## Description (ESCO)
+
+Broadcast technicians install, start up, maintain, monitor and repair equipment used for the transmission and reception of television and radio broadcast signals. They ensure that all materials are available in a suitable format of transmittable quality according to the transmission deadline. Broadcast technicians also maintain and repair this equipment.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- radio and TV technician
+- broadcast technicians
+- broadcast engineering technician
+- broadcasting engineer
+- broadcasting technician
+- broadcast transmitting technician
+- broadcast transmitting equipment operator
+- broadcasting equipment operator
+- broadcast transmitter operator

references/skills.md

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+# Competences — broadcast technician
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/fe4a72af-6206-4d86-90c1-b5fb4b5ba2b2).
+
+## Essential
+
+- **audiovisual products** (knowledge)
+- **broadcast equipment** (knowledge)
+- **calibrate electronic instruments** (skill/competence)
+- **coordinate activities in audio recording studio** (skill/competence)
+- **electronics principles** (knowledge)
+- **install low voltage wiring** (skill/competence)
+- **maintain audiovisual equipment** (skill/competence)
+- **maintain electrical equipment** (skill/competence)
+- **maintain electronic equipment** (skill/competence)
+- **manage sound quality** (skill/competence)
+- **media formats** (knowledge)
+- **meet deadlines** (skill/competence)
+- **monitor quality of broadcasts** (skill/competence)
+- **multimedia systems** (knowledge)
+- **operate audio equipment** (skill/competence)
+- **operate electronic measuring instruments** (skill/competence)
+- **select recording source** (skill/competence)
+- **set up broadcast equipment** (skill/competence)
+- **use audio reproduction software** (skill/competence)
+
+## Optional
+
+- adjust video transmissions (skill/competence)
+- administer ICT system (skill/competence)
+- align antennae with receiving dishes (skill/competence)
+- assemble video tape footage (skill/competence)
+- assist multimedia operator (skill/competence)
+- audio technology (knowledge)
+- audiovisual equipment (knowledge)
+- broadcast using Internet Protocol (skill/competence)
+- develop programming schedule (skill/competence)
+- edit recorded sound (skill/competence)
+- execute integration testing (skill/competence)
+- ICT communications protocols (knowledge)
+- maintain broadcast equipment (skill/competence)
+- maintain internet protocol configuration (skill/competence)
+- operate audio-signal processors (skill/competence)
+- operate broadcast equipment (skill/competence)
+- operate remote broadcast equipment (skill/competence)
+- provide multimedia content (skill/competence)
+- record multi-track sound (skill/competence)
+- set up audiovisual peripheral equipment (skill/competence)
+- set up portable field transmission equipment (skill/competence)
+- set up sound equipment (skill/competence)
+- signal cues to announcers (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 35 ads, as of 2026-07-09)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- troubleshooting — **26 %**
+
+### Responsibilities
+
+- equipment repair — **20 %**
+
+<!-- market-evidence -->

references/tasks.md

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+# Tasks & work activities — broadcast technician
+
+Source: O*NET 30.3, occupation 27-4012.00 (Broadcast Technicians).
+
+## Task statements
+
+- **[Core]** Monitor and log transmitter readings.
+- **[Core]** Play and record broadcast programs, using automation systems.
+- **[Core]** Set up, operate, and maintain broadcast station computers and networks.
+- **[Core]** Install broadcast equipment, troubleshoot equipment problems, and perform maintenance or minor repairs, using hand tools.
+- **[Core]** Maintain programming logs as required by station management and the Federal Communications Commission.
+- **[Core]** Control audio equipment to regulate volume and sound quality during radio and television broadcasts.
+- **[Core]** Monitor strength, clarity, and reliability of incoming and outgoing signals, and adjust equipment as necessary to maintain quality broadcasts.
+- **[Core]** Observe monitors and converse with station personnel to determine audio and video levels and to ascertain that programs are airing.
+- **[Core]** Preview scheduled programs to ensure that signals are functioning and programs are ready for transmission.
+- **[Core]** Select sources from which programming will be received or through which programming will be transmitted.
+- **[Core]** Report equipment problems, ensure that repairs are made, and make emergency repairs to equipment when necessary and possible.
+- **[Core]** Substitute programs in cases where signals fail.
+- **[Core]** Design and modify equipment to employer specifications.
+- **[Supplemental]** Make commercial dubs.
+- **[Supplemental]** Develop employee work schedules.
+- **[Supplemental]** Regulate the fidelity, brightness, and contrast of video transmissions, using video console control panels.
+- **[Supplemental]** Record sound onto tape or film for radio or television, checking its quality and making adjustments where necessary.
+- **[Supplemental]** Align antennae with receiving dishes to obtain the clearest signal for transmission of broadcasts from field locations.
+- **[Supplemental]** Organize recording sessions and prepare areas, such as radio booths and television stations, for recording.
+- **[Supplemental]** Instruct trainees in use of television production equipment, filming of events, and copying and editing graphics or sound onto videotape.
+- **[Supplemental]** Schedule programming or read television programming logs to determine which programs are to be recorded or aired.
+- **[Supplemental]** Edit broadcast material electronically, using computers.
+- **[Supplemental]** Give technical directions to other personnel during filming.
+- **[Supplemental]** Set up and operate portable field transmission equipment outside the studio.
+- **[Supplemental]** Determine the number, type, and approximate location of microphones needed for best sound recording or transmission quality, and position them appropriately.
+- **[Supplemental]** Prepare reports outlining past and future programs, including content.
+- **[Supplemental]** Discuss production requirements with clients.
+
+## Detailed work activities
+
+- Confer with clients to determine needs.
+- Coordinate activities of production personnel.
+- Design electrical equipment or systems.
+- Design tools, fixtures, or other devices for production equipment.
+- Determine technical requirements of productions or projects.
+- Direct productions or performances.
+- Edit audio or video recordings.
+- Maintain logs of production activities.
+- Maintain recording or broadcasting equipment.
+- Monitor broadcasting operations to ensure proper functioning.
+- Notify others of equipment problems.
+- Operate audio recording equipment.
+- Operate communications, transmissions, or broadcasting equipment.
+- Operate control consoles for sound, lighting or video.
+- Read materials to determine needed actions.
+- Schedule operational activities.
+- Train others on work processes.

references/tools.md

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+# Tools & technology — broadcast technician
+
+Source: O*NET 30.3 'Software Skills' for 27-4012.00.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| Autodesk AutoCAD | Computer aided design CAD software | yes |
+| Adobe InDesign | Desktop publishing software | yes |
+| Microsoft Outlook | Electronic mail software | yes |
+| Adobe Illustrator | Graphics or photo imaging software | yes |
+| Adobe Photoshop | Graphics or photo imaging software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Linux | Operating system software | yes |
+| Microsoft Windows | Operating system software | yes |
+| UNIX | Operating system software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Adobe After Effects | Video creation and editing software | yes |
+| Microsoft Word | Word processing software | yes |
+| Dassault Systemes CATIA | Computer aided design CAD software |  |
+| Email software | Electronic mail software |  |
+| Adobe Audition | Music or sound editing software |  |
+| Cisco IOS | Operating system software |  |
+| Adobe Premiere Pro | Video creation and editing software |  |
+| Apple Final Cut Pro | Video creation and editing software |  |
+| Avid Technology audio visual editing software | Video creation and editing software |  |
+| Character generator software | Video creation and editing software |  |
+| Video decoder software | Video creation and editing software |  |
+| Video encoder software | Video creation and editing software |  |