commit 492081f5402965907852bed20f0c321fb093b208 Author: skillfactor-pipeline Date: Fri Aug 14 17:48:16 2026 +0200 feat: hydrographic-surveying-technician skill package v0.1.0 diff --git a/PROVENANCE.md b/PROVENANCE.md new file mode 100644 index 0000000..05fbad5 --- /dev/null +++ b/PROVENANCE.md @@ -0,0 +1,31 @@ +# Data provenance — hydrographic-surveying-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 — hydrographic-surveying-technician + "ESCO (occupation & competences)" : 46 + "O*NET (tasks & tools)" : 137 + "Job boards (market evidence)" : 72 + "Anthropic official Claude skills" : 9 + "External AI skill packs (mapped)" : 164 +``` + +| Source | Items | Share | Files | +|---|---|---|---| +| ESCO (occupation & competences) | 46 | 10.7 % | references/profile.md, references/skills.md | +| O*NET (tasks & tools) | 137 | 32.0 % | references/tasks.md, references/tools.md | +| Job boards (market evidence) | 72 | 16.8 % | references/market.md (full report) + "Market evidence" headline sections | +| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ | +| Anthropic official Claude skills | 9 | 2.1 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) | +| External AI skill packs (mapped) | 164 | 38.3 % | references/ai-skills.md (per-source attribution inside) | +| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) | + +Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) · +job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content +paraphrased with source URLs — never copied · external AI skills are +linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md). diff --git a/SKILL.md b/SKILL.md new file mode 100644 index 0000000..cc5f9a5 --- /dev/null +++ b/SKILL.md @@ -0,0 +1,61 @@ +--- +name: hydrographic-surveying-technician +description: "Occupational skill for the role 'hydrographic surveying technician' (also: marine surveyor, hydrographic survey technologist, mapping technician, oceanographer, surveying technician, oceanographic scientist). Use when the user asks for typical hydrographic surveying technician work such as: Participate in the planning or development of mapping projects.; Verify integrity and accuracy of data contained in remote sensing image analysis systems.; Prepare documentation or presentations, including charts, photos, or graphs." +--- + +# Hydrographic Surveying Technician + +Hydrographic surveying technicians perform oceanographic and surveying operations in marine environments. They assist hydrographic surveyors, using specialised equipment to map and study underwater topography and morphology of bodies of water. They assist in the installation and deployment of hydrographic and surveying equipment and report about their work. + +## Core workflow + +1. Participate in the planning or development of mapping projects. +2. Verify integrity and accuracy of data contained in remote sensing image analysis systems. +3. Prepare documentation or presentations, including charts, photos, or graphs. +4. Merge scanned images or build photo mosaics of large areas, using image processing software. +5. Integrate remotely sensed data with other geospatial data. +6. Consult with remote sensing scientists, surveyors, cartographers, or engineers to determine project needs. +7. Adjust remotely sensed images for optimum presentation by using software to select image displays, define image set categories, or choose processing routines. +8. Manipulate raw data to enhance interpretation, either on the ground or during remote sensing flights. + +## 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) + +- adjust surveying equipment +- assist hydrographic surveys +- bathymetry +- cartography +- collect mapping data +- conduct underwater surveys +- document survey operations +- geodesy +- geomatics +- hydrography +- mathematics +- morphology +- operate surveying instruments +- perform surveying calculations +- prepare surveying report + +## Hot technologies + +- SAS +- The MathWorks MATLAB +- GitHub +- Splunk Enterprise +- Autodesk AutoCAD +- Bentley MicroStation +- Salesforce software +- Microsoft SQL Server +- MySQL +- Amazon Elastic Compute Cloud EC2 + +--- +*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/668943cc-c454-4a1b-a296-2fcb524a6222), O*NET 30.3 (19-4099.03). See manifest.json for licensing/attribution.* diff --git a/manifest.json b/manifest.json new file mode 100644 index 0000000..442d3c5 --- /dev/null +++ b/manifest.json @@ -0,0 +1,256 @@ +{ + "name": "hydrographic-surveying-technician", + "title": "hydrographic surveying technician", + "version": "0.1.0", + "layer": "core", + "language": "en", + "generated": "2026-07-07", + "ids": { + "esco_uri": "http://data.europa.eu/esco/occupation/668943cc-c454-4a1b-a296-2fcb524a6222", + "esco_code": "3111.5", + "isco_group": "3111", + "onet_soc": "19-4099.03", + "crosswalk_match": "closeMatch" + }, + "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": 21, + "dwas": 20, + "skills_essential": 21, + "skills_optional": 24, + "software": 95 + }, + "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 + }, + "sgcarstrends/backend": { + "repo": "https://github.com/sgcarstrends/backend", + "commit": "7231cbc", + "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": 2 + }, + "a5c-ai/babysitter": { + "repo": "https://github.com/a5c-ai/babysitter", + "commit": "44a5d58b", + "license": "MIT", + "skills": 12 + }, + "brycewang-stanford/Auto-Empirical-Research-Skills": { + "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills", + "commit": "85bf545", + "license": "CC-BY-4.0", + "skills": 12 + }, + "ahacker-1/cre-agent-skills": { + "repo": "https://github.com/ahacker-1/cre-agent-skills", + "commit": "618734e", + "license": "Apache-2.0", + "skills": 1 + }, + "nWave-ai/nWave": { + "repo": "https://github.com/nWave-ai/nWave", + "commit": "1d0f13c", + "license": "MIT", + "skills": 2 + }, + "mohitagw15856/pm-claude-skills": { + "repo": "https://github.com/mohitagw15856/pm-claude-skills", + "commit": "876fa30", + "license": "MIT", + "skills": 2 + }, + "gooseworks-ai/goose-skills": { + "repo": "https://github.com/gooseworks-ai/goose-skills", + "commit": "94ec916", + "license": "no explicit license \u2014 referenced by link only", + "skills": 1 + }, + "alirezarezvani/claude-skills": { + "repo": "https://github.com/alirezarezvani/claude-skills", + "commit": "0241f43", + "license": "MIT", + "skills": 6 + }, + "davila7/claude-code-templates": { + "repo": "https://github.com/davila7/claude-code-templates", + "commit": "fa79251", + "license": "MIT", + "skills": 6 + }, + "K-Dense-AI/claude-scientific-skills": { + "repo": "https://github.com/K-Dense-AI/claude-scientific-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 1 + }, + "foryourhealth111-pixel/Vibe-Skills": { + "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills", + "commit": "34429a8", + "license": "Apache-2.0", + "skills": 3 + }, + "K-Dense-AI/scientific-agent-skills": { + "repo": "https://github.com/K-Dense-AI/scientific-agent-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 1 + }, + "mukul975/Anthropic-Cybersecurity-Skills": { + "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills", + "commit": "673da1f", + "license": "Apache-2.0", + "skills": 4 + }, + "rsmdt/the-startup": { + "repo": "https://github.com/rsmdt/the-startup", + "commit": "ff6a0be", + "license": "MIT", + "skills": 3 + }, + "ljagiello/ctf-skills": { + "repo": "https://github.com/ljagiello/ctf-skills", + "commit": "d19f35f", + "license": "MIT", + "skills": 1 + }, + "rampstackco/claude-skills": { + "repo": "https://github.com/rampstackco/claude-skills", + "commit": "bc6d961", + "license": "MIT", + "skills": 2 + }, + "SnailSploit/Claude-Red": { + "repo": "https://github.com/SnailSploit/Claude-Red", + "commit": "aeb41ec", + "license": "MIT", + "skills": 1 + }, + "0xwilliamortiz/claude-red": { + "repo": "https://github.com/0xwilliamortiz/claude-red", + "commit": "ad8436b", + "license": "MIT", + "skills": 1 + }, + "syahiidkamil/Software-Engineer-AI-Agent-Atlas": { + "repo": "https://github.com/syahiidkamil/Software-Engineer-AI-Agent-Atlas", + "commit": "fc0bf11", + "license": "no explicit license \u2014 referenced by link only", + "skills": 1 + }, + "vibeeval/vibecosystem": { + "repo": "https://github.com/vibeeval/vibecosystem", + "commit": "cea9462", + "license": "MIT", + "skills": 1 + }, + "pedrohcgs/claude-code-my-workflow": { + "repo": "https://github.com/pedrohcgs/claude-code-my-workflow", + "commit": "be53c12", + "license": "MIT", + "skills": 1 + }, + "nowork-studio/NotFair": { + "repo": "https://github.com/nowork-studio/NotFair", + "commit": "99bda4b", + "license": "MIT", + "skills": 1 + }, + "Leonxlnx/taste-skill": { + "repo": "https://github.com/Leonxlnx/taste-skill", + "commit": "b177427", + "license": "MIT", + "skills": 1 + }, + "nexu-io/open-design": { + "repo": "https://github.com/nexu-io/open-design", + "commit": "4b66023", + "license": "Apache-2.0", + "skills": 1 + }, + "elementalsouls/Claude-BugHunter": { + "repo": "https://github.com/elementalsouls/Claude-BugHunter", + "commit": "05098fc", + "license": "MIT", + "skills": 1 + }, + "browser-act/skills": { + "repo": "https://github.com/browser-act/skills", + "commit": "51daea1", + "license": "MIT", + "skills": 1 + }, + "squirrelscan/squirrelscan": { + "repo": "https://github.com/squirrelscan/squirrelscan", + "commit": "683c711", + "license": "MIT", + "skills": 1 + } + }, + "total_skills": 80, + "tiers": { + "core": 72, + "adjacent": 8 + } + }, + "provenance": { + "items": { + "esco": 46, + "onet": 137, + "jobads": 72, + "wiki_ai": 0, + "anthropic": 9, + "ai_skills": 164, + "stackx": 0 + }, + "share_percent": { + "esco": 10.7, + "onet": 32.0, + "jobads": 16.8, + "wiki_ai": 0.0, + "anthropic": 2.1, + "ai_skills": 38.3, + "stackx": 0.0 + }, + "method": "content items per source category" + }, + "collar": "white", + "computer_work": true +} \ No newline at end of file diff --git a/references/ai-skills.md b/references/ai-skills.md new file mode 100644 index 0000000..b5f67ba --- /dev/null +++ b/references/ai-skills.md @@ -0,0 +1,346 @@ +# External AI agent skills — hydrographic-surveying-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 | +|---|---|---|---| +| `brand-guidelines` | core | 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) | +| `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) | +| `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) | +| `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 | +|---|---|---|---| +| `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) | +| `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) | + +## Source: 0xwilliamortiz/claude-red + +- Repository: [https://github.com/0xwilliamortiz/claude-red](https://github.com/0xwilliamortiz/claude-red) (commit `ad8436b`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `offensive-reporting` | core | Penetration test and red team report writing methodology. Covers executive summary structuring (risk-led narrative for non-technical readers), technical finding format (title, severity, affected scope, narrative, reproduction steps, … | [source](https://github.com/0xwilliamortiz/claude-red/tree/ad8436b/Skills/utility/offensive-reporting) | + +## 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 | +|---|---|---|---| +| `Survey Design` | core | Design and analyze surveys for product validation and user research | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/product-management/skills/survey-design) | +| `engagement-survey` | core | Design, administer, and analyze employee engagement surveys with action planning | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/human-resources/skills/engagement-survey) | +| `survey-platform` | core | Integrate with survey platforms to create, distribute, and analyze user surveys | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/ux-ui-design/skills/survey-platform) | +| `hvac-design` | core | Skill for HVAC system design and analysis per ASHRAE standards including load calculations, equipment selection, and energy efficiency analysis | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/mechanical-engineering/skills/hvac-design) | +| `survey-design-administration` | core | Develop survey instruments, implement sampling strategies, optimize response rates, and manage multi-mode data collection | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/social-sciences/skills/survey-design-administration) | +| `gnc-simulation` | core | Skill for guidance, navigation, and control system simulation and analysis | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/aerospace-engineering/skills/gnc-simulation) | +| `learning-needs-analysis` | core | Conduct comprehensive learner audience analysis, identify performance gaps, and determine instructional requirements using surveys, interviews, and data analysis | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/education/skills/learning-needs-analysis) | +| `oee-calculator` | core | Overall Equipment Effectiveness calculation and analysis skill with availability, performance, and quality tracking | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/operations/skills/oee-calculator) | +| `quality-assurance-review` | core | Conduct systematic quality reviews of instructional materials using established rubrics (Quality Matters) and design standards | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/education/skills/quality-assurance-review) | +| `academic-writing-publication` | core | Prepare manuscripts following APA, ASA, or discipline-specific guidelines with proper reporting standards and peer review navigation | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/social-sciences/skills/academic-writing-publication) | +| `membrane-system-design` | core | Expert skill for membrane filtration and separation system design including process selection, flux calculations, fouling analysis, and concentrate management. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/environmental-engineering/skills/membrane-system-design) | +| `spacecraft-thermal` | core | Skill for spacecraft thermal control system design and analysis | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/aerospace-engineering/skills/spacecraft-thermal) | + +## 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-legal` | core | CRE Legal review suite — 6 specialist skills for PSA review, title & survey analysis, estoppel tracking, loan document review, insurance coordination, and transfer document preparation for multifamily acquisitions. | [source](https://github.com/ahacker-1/cre-agent-skills/tree/618734e/claude-code-plugins/cre-legal) | + +## 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 | +|---|---|---|---| +| `pricing-strategist` | core | Use when designing or revisiting product pricing — selecting a pricing model (subscription seat-based, usage-based, value-based, freemium, or hybrid), running Van Westendorp Price Sensitivity Meter analysis on WTP survey data, or designing … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/commercial/skills/pricing-strategist) | +| `quality-manager-qms-iso13485` | core | ISO 13485 Quality Management System implementation and maintenance for medical device organizations. Provides QMS design, documentation control, internal auditing, CAPA management, and certification support. Use when working with medical … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/ra-qm-team/skills/quality-manager-qms-iso13485) | +| `soc2-compliance` | core | Use when the user asks to prepare for SOC 2 audits, map Trust Service Criteria, build control matrices, collect audit evidence, perform gap analysis, or assess SOC 2 Type I vs Type II readiness. | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/ra-qm-team/skills/soc2-compliance) | +| `business-investment-advisor` | core | Business investment analysis and capital allocation advisor. Use when evaluating whether to invest in equipment, real estate, a new business, hiring, technology, or any capital expenditure. Also use for ROI calculations, IRR, NPV, payback … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/finance/business-investment-advisor/skills/business-investment-advisor) | +| `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) | +| `churn-prevention` | core | Reduce voluntary and involuntary churn through cancel flow design, save offers, exit surveys, and dunning sequences. Use when designing or optimizing a cancel flow, building save offers, setting up dunning emails, or reducing … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/marketing-skill/skills/churn-prevention) | + +## Source: browser-act/skills + +- Repository: [https://github.com/browser-act/skills](https://github.com/browser-act/skills) (commit `51daea1`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `amazon-competitor-analyzer` | core | Scrapes Amazon product data from ASINs using browseract.com automation API and performs surgical competitive analysis. Compares specifications, pricing, review quality, and visual strategies to identify competitor moats and vulnerabilities. | [source](https://github.com/browser-act/skills/tree/51daea1/solutions/ecommerce/amazon-competitor-analyzer) | + +## 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 | +|---|---|---|---| +| `survey-research-guide` | core | Design, deploy, and analyze surveys for social science and organizational res... | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/social-science/survey-research-guide) | +| `code-llm-papers-guide` | core | Survey and paper collection on LLMs for code generation | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/cs/code-llm-papers-guide) | +| `deep-research-skills` | core | 13 deep research & systematic reviews skills. Trigger: systematic reviews, multi-source synthesis, comprehensive literature surveys. Design: multi-step research protocols with quality assessment and evidence grading. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/deep-research) | +| `education-data-source-crdc` | core | CRDC — biennial OCR survey of all U.S. public schools (2011-2021). Discipline, course access, harassment, restraint/seclusion by race/sex/disability/EL. Use for civil rights and equity analysis. 2020-21 COVID-impacted; 2011-14 sampled, not … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-source-crdc) | +| `r-python-translation` | core | R-to-Python translation for data analysis. Maps R packages (tidyverse, ggplot2, fixest, survey, sf, plm) to Python equivalents (polars, plotnine, pyfixest, svy, geopandas). Use when user has R background or requests R-equivalent code … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/r-python-translation) | +| `ecology-skills` | core | 5 ecology & environmental science skills. Trigger: biodiversity surveys, species data, environmental monitoring. Design: field data collection, spatial analysis, and conservation biology workflows. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/ecology) | +| `proofread` | core | Run the proofreading protocol on manuscript files. Checks grammar, typos, overflow, consistency, and academic writing quality. Produces a report without editing files. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/14-luischanci-claude-code-research-starter/dot-claude/skills/proofread) | +| `review-julia` | core | Run the Julia code review protocol on Julia scripts. Checks code quality, type stability, parallel computing patterns, and scientific computing standards. Produces a report without editing files. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/14-luischanci-claude-code-research-starter/dot-claude/skills/review-julia) | +| `review-r` | core | Run the R code review protocol on R scripts. Checks code quality, reproducibility, domain correctness, and professional standards. Produces a report without editing files. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/14-luischanci-claude-code-research-starter/dot-claude/skills/review-r) | +| `code-review-excellence` | core | This skill should be used when the user asks to review a diff or pull request, write review comments, audit code quality, establish review standards, or improve how a team performs code review. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/33-Galaxy-Dawn-claude-scholar/skills/code-review-excellence) | +| `g2` | core | Publication Specialist - Writing, Review, Pre-registration & Quality Assurance Light VS applied: Avoids template-based writing + audience-specific message design Absorbed G3 (Peer Review Strategist), G4 (Pre-registration Composer), F1-F3 … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/g2) | +| `g5` | core | VS-Enhanced Academic Style Auditor - Academic Writing Quality Analysis Identifies 24+ writing patterns that reduce scholarly quality, adapted from Wikipedia AI Cleanup guidelines Use when: checking drafts before submission, improving … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/g5) | + +## 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 | +|---|---|---|---| +| `quality-documentation-manager` | core | Senior Quality Documentation Manager for comprehensive documentation control and regulatory document review. Provides document management system design, change control, configuration management, and regulatory documentation oversight. Use … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/quality-documentation-manager) | +| `quality-manager-qms-iso13485` | core | ISO 13485 Quality Management System specialist for medical device companies. Provides QMS implementation, maintenance, process optimization, and compliance expertise. Use for QMS design, documentation control, management review, internal … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/quality-manager-qms-iso13485) | +| `neuropixels-analysis` | core | Neuropixels neural recording analysis. Load SpikeGLX/OpenEphys data, preprocess, motion correction, Kilosort4 spike sorting, quality metrics, Allen/IBL curation, AI-assisted visual analysis, for Neuropixels 1.0/2.0 extracellular … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/neuropixels-analysis) | +| `senior-qa` | core | Comprehensive QA and testing skill for quality assurance, test automation, and testing strategies for ReactJS, NextJS, NodeJS applications. Includes test suite generation, coverage analysis, E2E testing setup, and quality metrics. Use when … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/senior-qa) | +| `architecture` | core | Architectural decision-making framework. Requirements analysis, trade-off evaluation, ADR documentation. Use when making architecture decisions or analyzing system design. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/architecture) | +| `bioservices` | core | Primary Python tool for 40+ bioinformatics services. Preferred for multi-database workflows: UniProt, KEGG, ChEMBL, PubChem, Reactome, QuickGO. Unified API for queries, ID mapping, pathway analysis. For direct REST control, use individual … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/bioservices) | + +## Source: elementalsouls/Claude-BugHunter + +- Repository: [https://github.com/elementalsouls/Claude-BugHunter](https://github.com/elementalsouls/Claude-BugHunter) (commit `05098fc`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `triage-validation` | core | Finding validation before writing any report — 7-Question Gate (all 7 questions), 4 pre-submission gates, always-rejected list, conditionally valid with chain table, CVSS 3.1 quick reference, severity decision guide, report title formula, … | [source](https://github.com/elementalsouls/Claude-BugHunter/tree/05098fc/skills/triage-validation) | + +## 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 | +|---|---|---|---| +| `markdown-mermaid-writing` | core | Comprehensive markdown and Mermaid diagram writing skill that establishes text-based diagrams as the DEFAULT documentation standard. Use this skill when creating ANY scientific document, report, analysis, or visualization — it ensures all … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/markdown-mermaid-writing) | +| `neuropixels-analysis` | core | Neuropixels neural recording analysis. Load SpikeGLX/OpenEphys data, preprocess, motion correction, Kilosort4 spike sorting, quality metrics, Allen/IBL curation, AI-assisted visual analysis, for Neuropixels 1.0/2.0 extracellular … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/neuropixels-analysis) | +| `tdd-guide` | core | Test-first development route for TDD, writing failing tests first, RED -> GREEN -> REFACTOR, and behavior-changing feature/bug/refactor work. Do not use for already-failing test root-cause debugging, test-report packaging, or final … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/tdd-guide) | + +## 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 | +|---|---|---|---| +| `customer-story-builder` | core | Take raw customer inputs — interview transcripts, survey responses, Slack quotes, support tickets, review excerpts — and generate a structured case study draft with problem/solution/result narrative, pull-quotes, metric callouts, and … | [source](https://github.com/gooseworks-ai/goose-skills/tree/94ec916/skills/content/composites/customer-story-builder) | + +## 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 | +|---|---|---|---| +| `survey-design` | core | Design surveys that collect reliable, unbiased quantitative data to validate hypotheses and measure user attitudes at scale. | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/survey-design) | +| `affinity-diagram` | core | Organize qualitative research data into an affinity diagram with themes, clusters, and insight statements. Use when synthesizing large amounts of qualitative data from interviews, observations, or surveys. | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/product-designers/affinity-diagram) | + +## 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 | +|---|---|---|---| +| `markdown-mermaid-writing` | core | Comprehensive markdown and Mermaid diagram writing skill. Use when creating any scientific document, report, analysis, or visualization. Establishes text-based diagrams as the default documentation standard with full style guides (markdown … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/markdown-mermaid-writing) | + +## 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 | +|---|---|---|---| +| `markdown-mermaid-writing` | core | Comprehensive markdown and Mermaid diagram writing skill. Use when creating any scientific document, report, analysis, or visualization. Establishes text-based diagrams as the default documentation standard with full style guides (markdown … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/markdown-mermaid-writing) | + +## Source: Leonxlnx/taste-skill + +- Repository: [https://github.com/Leonxlnx/taste-skill](https://github.com/Leonxlnx/taste-skill) (commit `b177427`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `stitch-design-taste` | core | Semantic Design System Skill for Google Stitch. Generates agent-friendly DESIGN.md files that enforce premium, anti-generic UI standards — strict typography, calibrated color, asymmetric layouts, perpetual micro-motion, and … | [source](https://github.com/Leonxlnx/taste-skill/tree/b177427/skills/stitch-skill) | + +## 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: 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 | +|---|---|---|---| +| `csat-nps-analysis` | core | Analyse CSAT / NPS / CES survey results and turn the score into actions. Use when asked to analyse NPS, CSAT, or CES data, compute an NPS score, interpret survey verbatims, or build a voice-of-customer readout. Produces a readout — the … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-support/skills/csat-nps-analysis) | +| `api-docs-writer` | core | Write clear, developer-facing API documentation. Use when asked to document an API endpoint, write API reference docs, create a developer guide, or turn a raw spec/Postman collection into documentation. Produces endpoint documentation with … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-engineering/skills/api-docs-writer) | + +## 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-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) | +| `detecting-process-injection-techniques` | core | Detects and analyzes process injection techniques used by malware including classic DLL injection, process hollowing, APC injection, thread hijacking, and reflective loading. Uses memory forensics, API monitoring, and behavioral analysis … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/detecting-process-injection-techniques) | +| `analyzing-disk-image-with-autopsy` | core | Perform comprehensive forensic analysis of disk images using Autopsy to recover files, examine artifacts, and build investigation timelines. | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-disk-image-with-autopsy) | + +## 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 | +|---|---|---|---| +| `stitch-design-taste` | core | Semantic Design System Skill for Google Stitch. Generates agent-friendly DESIGN.md files that enforce premium, anti-generic UI standards — strict typography, calibrated color, asymmetric layouts, perpetual micro-motion, and … | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/stitch-skill) | + +## Source: nowork-studio/NotFair + +- Repository: [https://github.com/nowork-studio/NotFair](https://github.com/nowork-studio/NotFair) (commit `99bda4b`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `seo-page` | core | Single-page SEO audit: deep content quality evaluation using Google's E-E-A-T framework, Helpful Content guidelines, on-page SEO factors, search intent alignment, technical signals, and readability analysis. Fetches GSC performance data … | [source](https://github.com/nowork-studio/NotFair/tree/99bda4b/seo/seo-page) | + +## Source: nWave-ai/nWave + +- Repository: [https://github.com/nWave-ai/nWave](https://github.com/nWave-ai/nWave) (commit `1d0f13c`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `nw-investigation-techniques` | core | Evidence collection methods, problem categorization, analysis techniques, and solution design patterns | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-investigation-techniques) | +| `nw-interviewing-techniques` | core | Mom Test questioning toolkit, JTBD analysis, interview conduct, assumption testing framework, and hypothesis design | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-interviewing-techniques) | + +## 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 | +|---|---|---|---| +| `preregister` | core | Draft a structured preregistration document (OSF, AsPredicted, or AEA RCT Registry style) from a research spec or free-form study description. Output is a Markdown file with hypotheses, design, sampling plan, analysis plan, exclusions, and … | [source](https://github.com/pedrohcgs/claude-code-my-workflow/tree/be53c12/.claude/skills/preregister) | + +## 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 | +|---|---|---|---| +| `documentation-strategy` | core | Design and run a documentation system for a team or product. Use this skill when planning what to document, choosing a documentation tool, organizing existing docs, fixing stale documentation, designing a maintenance cadence, or scoping … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/documentation-strategy) | +| `programmatic-seo` | core | How to design and run a programmatic SEO program that produces durable traffic instead of penalty-bait. Data source identification, template design, schema patterns, quality control at scale, internal linking architecture, crawl budget … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/programmatic-seo) | + +## 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 | +|---|---|---|---| +| `code-quality-review` | core | Unified code review skill for correctness, design, readability, security, performance, testability, accessibility, and error-handling conventions. Use when reviewing changes, enforcing quality standards, or identifying technical debt. | [source](https://github.com/rsmdt/the-startup/tree/ff6a0be/plugins/team/skills/quality/code-quality-review) | +| `requirements-elicitation` | core | Requirement gathering techniques, stakeholder analysis, user story patterns, and specification validation. Use when clarifying vague requirements, resolving conflicting needs, documenting specifications, or validating requirements with … | [source](https://github.com/rsmdt/the-startup/tree/ff6a0be/plugins/team/skills/cross-cutting/requirements-elicitation) | +| `technical-writing` | core | Create architectural decision records (ADRs), system documentation, API documentation, and operational runbooks. Use when capturing design decisions, documenting system architecture, creating API references, or writing operational … | [source](https://github.com/rsmdt/the-startup/tree/ff6a0be/plugins/team/skills/development/technical-writing) | + +## Source: sgcarstrends/backend + +- Repository: [https://github.com/sgcarstrends/backend](https://github.com/sgcarstrends/backend) (commit `7231cbc`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `posthog-survey-creator` | core | Create and configure surveys in PostHog through guided conversation. Use this skill when a user wants to create a survey, collect user feedback, run NPS/CSAT/CES/PMF surveys, gather product feedback, or understand user sentiment. The skill … | [source](https://github.com/sgcarstrends/backend/tree/7231cbc/.agents/skills/posthog-survey-creator) | + +## Source: SnailSploit/Claude-Red + +- Repository: [https://github.com/SnailSploit/Claude-Red](https://github.com/SnailSploit/Claude-Red) (commit `aeb41ec`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `offensive-reporting` | core | Penetration test and red team report writing methodology. Covers executive summary structuring (risk-led narrative for non-technical readers), technical finding format (title, severity, affected scope, narrative, reproduction steps, … | [source](https://github.com/SnailSploit/Claude-Red/tree/aeb41ec/Skills/utility/offensive-reporting) | + +## Source: squirrelscan/squirrelscan + +- Repository: [https://github.com/squirrelscan/squirrelscan](https://github.com/squirrelscan/squirrelscan) (commit `683c711`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `audit-website` | core | Audit a website with the squirrelscan CLI and fix the findings in code. Runs SEO, performance, security, technical, content, accessibility, and 15 other rule categories (260+ rules), returns an LLM-optimized report, then drives an … | [source](https://github.com/squirrelscan/squirrelscan/tree/683c711/skills/audit-website) | + +## Source: syahiidkamil/Software-Engineer-AI-Agent-Atlas + +- Repository: [https://github.com/syahiidkamil/Software-Engineer-AI-Agent-Atlas](https://github.com/syahiidkamil/Software-Engineer-AI-Agent-Atlas) (commit `fc0bf11`, retrieved 2026-07-14) +- License: no explicit license — referenced by link only + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `postgresql-code-review` | core | PostgreSQL-specific code review assistant focusing on PostgreSQL best practices, anti-patterns, and unique quality standards. Covers JSONB operations, array usage, custom types, schema design, function optimization, and … | [source](https://github.com/syahiidkamil/Software-Engineer-AI-Agent-Atlas/tree/fc0bf11/.claude/skills/postgresql-code-review) | + +## 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 | +|---|---|---|---| +| `prd-writer` | core | Product Requirements Document writing - PRD templates, MoSCoW prioritization, user personas, competitive analysis, feature specs, acceptance criteria, risk assessment | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/prd-writer) | + +## 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) | diff --git a/references/market.md b/references/market.md new file mode 100644 index 0000000..da73221 --- /dev/null +++ b/references/market.md @@ -0,0 +1,62 @@ +# Market evidence report — hydrographic-surveying-technician + +Source: **5 real job ads** (JSearch API, countries: us 5), extracted into the MSSQL evidence store; as of 2026-07-12. +This report contains extracted, aggregated facts only — no ad text is +reproduced (copyright / platform terms). + +## Seniority distribution + +| Seniority | Ads | Share | +|---|---|---| +| mid | 3 | 60 % | +| n/a | 1 | 20 % | +| senior | 1 | 20 % | + +## Tools — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| + +## Hard skills — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | hydrographic surveying | 4 | 80 % | + +## Methods — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| + +## Responsibilities — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| + +## Regional breakdown + +> **Corpus note:** 5 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** — 5 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 | +|---|---| +| Online Hydrographic Surveyor - Offshore Energy | 2 | +| Marine Surveyor. | 1 | +| Offshore Hydrographic Surveyor - 401(k) & Profit Sharing | 1 | +| Senior Hydrographic Surveyor - Dredging & Marine Ops | 1 | + +Methodology: entities extracted per ad ({hard_skills, tools, methods, responsibilities, seniority}), normalized, counted as DISTINCT ads per entity; report threshold ≥ 3 ads. Headline sections in skills.md/tools.md use the stricter ≥ 20 % threshold. diff --git a/references/profile.md b/references/profile.md new file mode 100644 index 0000000..531286f --- /dev/null +++ b/references/profile.md @@ -0,0 +1,26 @@ +# Occupation profile — hydrographic surveying technician + +- **ESCO URI:** http://data.europa.eu/esco/occupation/668943cc-c454-4a1b-a296-2fcb524a6222 +- **ESCO code:** 3111.5 +- **ISCO-08 group:** 3111 — Chemical and physical science technicians +- **O*NET-SOC:** 19-4099.03 — Remote Sensing Technicians (match: closeMatch) + +## Description (ESCO) + +Hydrographic surveying technicians perform oceanographic and surveying operations in marine environments. They assist hydrographic surveyors, using specialised equipment to map and study underwater topography and morphology of bodies of water. They assist in the installation and deployment of hydrographic and surveying equipment and report about their work. + +## Definition + +nan + +## Alternative labels + +- marine surveyor +- hydrographic survey technologist +- mapping technician +- oceanographer +- surveying technician +- oceanographic scientist +- marine surveying technician +- hydrographic surveyor +- oceanographic surveyor diff --git a/references/skills.md b/references/skills.md new file mode 100644 index 0000000..01c1b41 --- /dev/null +++ b/references/skills.md @@ -0,0 +1,119 @@ +# Competences — hydrographic surveying technician + +Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/668943cc-c454-4a1b-a296-2fcb524a6222). + +## Essential + +- **adjust surveying equipment** (skill/competence) +- **assist hydrographic surveys** (skill/competence) +- **bathymetry** (knowledge) +- **cartography** (knowledge) +- **collect mapping data** (skill/competence) +- **conduct underwater surveys** (skill/competence) +- **document survey operations** (skill/competence) +- **geodesy** (knowledge) +- **geomatics** (knowledge) +- **hydrography** (knowledge) +- **mathematics** (knowledge) +- **morphology** (knowledge) +- **operate surveying instruments** (skill/competence) +- **perform surveying calculations** (skill/competence) +- **prepare surveying report** (skill/competence) +- **record survey data** (skill/competence) +- **survey techniques** (knowledge) +- **surveying** (knowledge) +- **surveying methods** (knowledge) +- **topography** (knowledge) +- **write work-related reports** (skill/competence) + +## Optional + +- analyse scientific data (skill/competence) +- apply digital mapping (skill/competence) +- apply scientific methods (skill/competence) +- assist scientific research (skill/competence) +- collect data using GPS (skill/competence) +- collect geological data (skill/competence) +- conduct research before survey (skill/competence) +- create GIS reports (skill/competence) +- create thematic maps (skill/competence) +- develop geological databases (skill/competence) +- geographic information systems (knowledge) +- geography (knowledge) +- geology (knowledge) +- interpret geophysical data (skill/competence) +- oceanography (knowledge) +- operate marine communication systems (skill/competence) +- operate marine machinery systems (skill/competence) +- prepare geological map sections (skill/competence) +- process collected survey data (skill/competence) +- provide information on geological characteristics (skill/competence) +- use CAD software (skill/competence) +- use geographic information systems (skill/competence) +- vessel safety equipment (knowledge) +- write technical reports (skill/competence) + + + +## Market evidence (job-ad analysis, 5 ads, as of 2026-07-12) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Hard skills + +- hydrographic surveying — **80 %** +- navigation — **40 %** +- quality control — **40 %** +- calibration — **40 %** +- data analysis — **40 %** +- data interpretation — **40 %** +- troubleshooting — **40 %** +- underwater surveys — **20 %** +- technical report writing — **20 %** +- system maintenance — **20 %** +- system operation — **20 %** +- data quality assurance — **20 %** +- data collection — **20 %** +- cargo condition survey — **20 %** +- casualty investigation — **20 %** +- data surveys — **20 %** +- draft survey — **20 %** +- equipment positioning — **20 %** +- bunker survey — **20 %** +- hull inspection — **20 %** +- machinery damage assessment — **20 %** +- marine surveying — **20 %** + +### Methods + +- incident and injury free safety program — **20 %** +- offshore surveying techniques — **20 %** +- onshore surveying techniques — **20 %** +- QA/QC standards — **20 %** + +### Responsibilities + +- sensor interfacing — **40 %** +- survey log maintenance — **40 %** +- vessel crew direction — **40 %** +- project progress updates — **40 %** +- error identification — **40 %** +- data quality inspection — **40 %** +- data processing — **20 %** +- data collection — **20 %** +- field operation report writing — **20 %** +- equipment maintenance — **20 %** +- equipment operation — **20 %** +- navigation display maintenance — **20 %** +- navigation display management — **20 %** +- record updating — **20 %** +- report provision — **20 %** +- inspection execution — **20 %** +- site visit management — **20 %** +- supporting construction projects — **20 %** +- supporting dredging projects — **20 %** +- survey equipment operation — **20 %** +- survey equipment troubleshooting — **20 %** +- system status checks — **20 %** + + diff --git a/references/tasks.md b/references/tasks.md new file mode 100644 index 0000000..66e92ed --- /dev/null +++ b/references/tasks.md @@ -0,0 +1,50 @@ +# Tasks & work activities — hydrographic surveying technician + +Source: O*NET 30.3, occupation 19-4099.03 (Remote Sensing Technicians). + +## Task statements + +- **[Core]** Participate in the planning or development of mapping projects. +- **[Core]** Verify integrity and accuracy of data contained in remote sensing image analysis systems. +- **[Core]** Prepare documentation or presentations, including charts, photos, or graphs. +- **[Core]** Merge scanned images or build photo mosaics of large areas, using image processing software. +- **[Core]** Integrate remotely sensed data with other geospatial data. +- **[Core]** Consult with remote sensing scientists, surveyors, cartographers, or engineers to determine project needs. +- **[Core]** Adjust remotely sensed images for optimum presentation by using software to select image displays, define image set categories, or choose processing routines. +- **[Core]** Manipulate raw data to enhance interpretation, either on the ground or during remote sensing flights. +- **[Core]** Collect geospatial data, using technologies such as aerial photography, light and radio wave detection systems, digital satellites, or thermal energy systems. +- **[Supplemental]** Maintain records of survey data. +- **[Supplemental]** Document methods used and write technical reports containing information collected. +- **[Supplemental]** Develop specialized computer software routines to customize and integrate image analysis. +- **[Supplemental]** Collect verification data on the ground, using equipment such as global positioning receivers, digital cameras, or notebook computers. +- **[Supplemental]** Monitor raw data quality during collection, and make equipment corrections as necessary. +- **[Supplemental]** Evaluate remote sensing project requirements to determine the types of equipment or computer software necessary to meet project requirements, such as specific image types or output resolutions. +- **[Supplemental]** Develop or maintain geospatial information databases. +- **[Supplemental]** Correct raw data for errors due to factors such as skew or atmospheric variation. +- **[Supplemental]** Calibrate data collection equipment. +- **[nan]** Collaborate with agricultural workers to apply remote sensing information to efforts to reduce negative environmental impacts of farming practices. +- **[nan]** Collect remote sensing data for forest or carbon tracking activities involved in assessing the impact of environmental change. +- **[nan]** Provide remote sensing data for use in addressing environmental issues, such as surface water modeling or dust cloud detection. + +## Detailed work activities + +- Analyze geological or geographical data. +- Analyze physical, survey, or geographic data. +- Calibrate scientific or technical equipment. +- Collaborate with outside groups to develop programs or projects. +- Collaborate with technical specialists to resolve design or development problems. +- Collect environmental data or samples. +- Collect geographical or geological field data. +- Communicate project information to others. +- Communicate results of environmental research. +- Create images or other visual displays. +- Create maps. +- Determine types of equipment, tools, or materials needed for jobs. +- Develop software or applications for scientific or technical use. +- Develop technical or scientific databases. +- Evaluate characteristics of equipment or systems. +- Evaluate data quality. +- Plan environmental research. +- Prepare scientific or technical reports or presentations. +- Record research or operational data. +- Verify accuracy of data. diff --git a/references/tools.md b/references/tools.md new file mode 100644 index 0000000..cfb8db7 --- /dev/null +++ b/references/tools.md @@ -0,0 +1,122 @@ +# Tools & technology — hydrographic surveying technician + +Source: O*NET 30.3 'Software Skills' for 19-4099.03. + +| Software | Category | Hot technology | +|---|---|---| +| SAS | Analytical or scientific software | yes | +| The MathWorks MATLAB | Analytical or scientific software | yes | +| GitHub | Application server software | yes | +| Splunk Enterprise | Cloud-based management software | yes | +| Autodesk AutoCAD | Computer aided design CAD software | yes | +| Bentley MicroStation | Computer aided design CAD software | yes | +| Salesforce software | Customer relationship management CRM software | yes | +| Microsoft SQL Server | Data base management system software | yes | +| MySQL | Data base management system software | yes | +| Amazon Elastic Compute Cloud EC2 | Data base user interface and query software | yes | +| Amazon Web Services AWS software | Data base user interface and query software | yes | +| Microsoft Access | Data base user interface and query software | yes | +| Oracle Database | Data base user interface and query software | yes | +| ServiceNow | Data base user interface and query software | yes | +| Structured query language SQL | Data base user interface and query software | yes | +| Google Analytics | Data mining software | yes | +| C | Development environment software | yes | +| Microsoft .NET Framework | Development environment software | yes | +| Microsoft Azure software | Development environment software | yes | +| Microsoft PowerShell | Development environment software | yes | +| Microsoft Visual Studio | Development environment software | yes | +| Microsoft Outlook | Electronic mail software | yes | +| SAP software | Enterprise resource planning ERP software | yes | +| Ansible software | Expert system software | yes | +| Git | File versioning software | yes | +| ESRI ArcGIS software | Geographic information system | yes | +| Adobe Creative Cloud software | Graphics or photo imaging software | yes | +| Adobe Photoshop | Graphics or photo imaging software | yes | +| C# | Object or component oriented development software | yes | +| C++ | Object or component oriented development software | yes | +| Oracle Java | Object or component oriented development software | yes | +| Perl | Object or component oriented development software | yes | +| Python | Object or component oriented development software | yes | +| R | Object or component oriented development software | yes | +| Microsoft Office software | Office suite software | yes | +| Linux | Operating system software | yes | +| Microsoft Windows | Operating system software | yes | +| Microsoft Windows Server | Operating system software | yes | +| Shell script | Operating system software | yes | +| UNIX | Operating system software | yes | +| UNIX Shell | Operating system software | yes | +| Microsoft PowerPoint | Presentation software | yes | +| Atlassian Confluence | Project management software | yes | +| Atlassian JIRA | Project management software | yes | +| Microsoft Project | Project management software | yes | +| Microsoft Excel | Spreadsheet software | yes | +| AJAX | Web platform development software | yes | +| Cascading style sheets CSS | Web platform development software | yes | +| Hypertext markup language HTML | Web platform development software | yes | +| JavaScript | Web platform development software | yes | +| jQuery | Web platform development software | yes | +| React | Web platform development software | yes | +| Microsoft Word | Word processing software | yes | +| Agisoft Metashape | Analytical or scientific software | | +| Calibration software | Analytical or scientific software | | +| CloudCompare | Analytical or scientific software | | +| Common MASINT Exploitation Tool COMET | Analytical or scientific software | | +| Corpscon | Analytical or scientific software | | +| Definiens Developer | Analytical or scientific software | | +| FLIR Thermal Studio Suite | Analytical or scientific software | | +| GeoCue LIDAR and drone mapping software | Analytical or scientific software | | +| GeoCue PointVue LE | Analytical or scientific software | | +| Kitty Hawk | Analytical or scientific software | | +| Laser imaging detection and ranging LIDAR system | Analytical or scientific software | | +| Litchi | Analytical or scientific software | | +| LP360 | Analytical or scientific software | | +| Opticks | Analytical or scientific software | | +| Pix4D Pix4Dmapper | Analytical or scientific software | | +| Terrasolid TerraScan | Analytical or scientific software | | +| UgCS | Analytical or scientific software | | +| ArduPilot Mission Planner | Aviation ground support software | | +| Aeronautical charts | Charting software | | +| VMware | Clustering software | | +| Mathsoft Mathcad | Computer aided design CAD software | | +| Structure query language SQL | Data base user interface and query software | | +| Interface definition language IDL | Development environment software | | +| Verilog | Development environment software | | +| ESRI ArcCatalog | Geographic information system | | +| ESRI ArcMap | Geographic information system | | +| ESRI ArcView 3D Analyst | Geographic information system | | +| Geographic information system GIS systems | Geographic information system | | +| QGIS | Geographic information system | | +| Microsoft Image Composite Editor | Graphics or photo imaging software | | +| Web browser software | Internet browser software | | +| Applied Imagery Quick Terrain Modeler | Map creation software | | +| BAE Systems SOCET SET | Map creation software | | +| ESRI Site Scan for ArcGIS | Map creation software | | +| ITT Visual Information Solutions ENVI | Map creation software | | +| Leica Geosystems ERDAS IMAGINE | Map creation software | | +| OpenDroneMap | Map creation software | | +| Global positioning system GPS software | Mobile location based services software | | +| Magellan Firmware | Operating system software | | +| Debugging software | Program testing software | | +| Airdata | Project management software | | +| Hypertext preprocessor PHP | Web platform development software | | + + + +## Market evidence (job-ad analysis, 5 ads, as of 2026-07-12) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Tools + +- Qimera — **40 %** +- QINSY — **40 %** +- scanning sonar — **40 %** +- EIVA — **40 %** +- GNSS receivers — **20 %** +- GPS — **20 %** +- Gyros — **20 %** +- Motion Reference Units — **20 %** +- mulit-beam echo sounders — **20 %** +- USBL — **20 %** + +