From 3b8fc723428a5aa5479004de8aa6df5e70f00b4f Mon Sep 17 00:00:00 2001 From: skillfactor-pipeline Date: Fri, 14 Aug 2026 17:48:45 +0200 Subject: [PATCH] feat: surveying-technician skill package v0.1.0 --- PROVENANCE.md | 31 ++++ SKILL.md | 81 ++++++++++ manifest.json | 256 +++++++++++++++++++++++++++++ references/ai-skills.md | 346 ++++++++++++++++++++++++++++++++++++++++ references/market.md | 155 ++++++++++++++++++ references/profile.md | 33 ++++ references/skills.md | 73 +++++++++ references/tasks.md | 33 ++++ references/tools.md | 89 +++++++++++ 9 files changed, 1097 insertions(+) create mode 100644 PROVENANCE.md create mode 100644 SKILL.md create mode 100644 manifest.json create mode 100644 references/ai-skills.md create mode 100644 references/market.md create mode 100644 references/profile.md create mode 100644 references/skills.md create mode 100644 references/tasks.md create mode 100644 references/tools.md diff --git a/PROVENANCE.md b/PROVENANCE.md new file mode 100644 index 0000000..e4a4451 --- /dev/null +++ b/PROVENANCE.md @@ -0,0 +1,31 @@ +# Data provenance — 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 — surveying-technician + "ESCO (occupation & competences)" : 47 + "O*NET (tasks & tools)" : 95 + "Job boards (market evidence)" : 105 + "Anthropic official Claude skills" : 5 + "External AI skill packs (mapped)" : 168 +``` + +| Source | Items | Share | Files | +|---|---|---|---| +| ESCO (occupation & competences) | 47 | 11.2 % | references/profile.md, references/skills.md | +| O*NET (tasks & tools) | 95 | 22.6 % | references/tasks.md, references/tools.md | +| Job boards (market evidence) | 105 | 25.0 % | references/market.md (full report) + "Market evidence" headline sections | +| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ | +| Anthropic official Claude skills | 5 | 1.2 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) | +| External AI skill packs (mapped) | 168 | 40.0 % | references/ai-skills.md (per-source attribution inside) | +| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) | + +Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) · +job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content +paraphrased with source URLs — never copied · external AI skills are +linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md). diff --git a/SKILL.md b/SKILL.md new file mode 100644 index 0000000..78d9668 --- /dev/null +++ b/SKILL.md @@ -0,0 +1,81 @@ +--- +name: surveying-technician +description: "Occupational skill for the role 'surveying technician' (also: engineering technician, mapping technician, land survey technician, surveyor, survey technician, geomatics technician). Use when the user asks for typical surveying technician work such as: Identify, scale, and orient geodetic points, elevations, and other planimetric or topographic features, applying standard mathematical formulas.; Collect information about specific features of the Earth, using aerial photography and other digital remote sensing techniques.; Revise existing maps and charts, making all necessary corrections and adjustments." +--- + +# Surveying Technician + +Surveying technicians carry out technical surveying tasks. They assist surveyors, architects or engineers in surveying related technical tasks such as mapping land, creating construction drawings and operating precise measuring equipment. + +## Core workflow + +1. Identify, scale, and orient geodetic points, elevations, and other planimetric or topographic features, applying standard mathematical formulas. +2. Collect information about specific features of the Earth, using aerial photography and other digital remote sensing techniques. +3. Revise existing maps and charts, making all necessary corrections and adjustments. +4. Compile data required for map preparation, including aerial photographs, survey notes, records, reports, and original maps. +5. Inspect final compositions to ensure completeness and accuracy. +6. Determine map content and layout, as well as production specifications such as scale, size, projection, and colors, and direct production to ensure that specifications are followed. +7. Examine and analyze data from ground surveys, reports, aerial photographs, and satellite images to prepare topographic maps, aerial-photograph mosaics, and related charts. +8. Delineate aerial photographic detail, such as control points, hydrography, topography, and cultural features, using precision stereoplotting apparatus or drafting instruments. + +## 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 +- calibrate precision instrument +- cartography +- compare survey computations +- conduct land surveys +- ensure compliance with safety legislation +- geodesy +- geographic information systems +- geomatics +- interpret geophysical data +- mathematics +- operate surveying instruments +- perform scientific research +- perform surveying calculations +- prepare surveying report + +## Hot technologies + +- Autodesk AutoCAD +- Bentley MicroStation +- Microsoft Access +- Oracle Database +- Structured query language SQL +- Adobe InDesign +- C +- Microsoft Visual Basic +- Adobe Acrobat +- Microsoft SharePoint + + + + +## Hot technologies + +Top tools from 41 gated job ads (see references/market.md, as of 2026-07-20): + +- AutoCAD — 37 % +- Civil 3D — 22 % +- GPS — 17 % +- AutoCAD Civil 3D — 12 % +- data collectors — 12 % +- Total Stations — 12 % +- Microsoft Office — 10 % +- robotic total stations — 10 % +- Carlson — 7 % +- GPS survey equipment — 7 % + + + +--- +*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/624986f9-21ef-4cdf-8cf6-8407a337ec2f), O*NET 30.3 (17-1021.00). See manifest.json for licensing/attribution.* diff --git a/manifest.json b/manifest.json new file mode 100644 index 0000000..4556afa --- /dev/null +++ b/manifest.json @@ -0,0 +1,256 @@ +{ + "name": "surveying-technician", + "title": "surveying technician", + "version": "0.1.0", + "layer": "core", + "language": "en", + "generated": "2026-07-07", + "ids": { + "esco_uri": "http://data.europa.eu/esco/occupation/624986f9-21ef-4cdf-8cf6-8407a337ec2f", + "esco_code": "3112.10", + "isco_group": "3112", + "onet_soc": "17-1021.00", + "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": 14, + "dwas": 10, + "skills_essential": 23, + "skills_optional": 23, + "software": 70 + }, + "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 + }, + "a5c-ai/babysitter": { + "repo": "https://github.com/a5c-ai/babysitter", + "commit": "44a5d58b", + "license": "MIT", + "skills": 6 + }, + "brycewang-stanford/Auto-Empirical-Research-Skills": { + "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills", + "commit": "85bf545", + "license": "CC-BY-4.0", + "skills": 2 + }, + "alirezarezvani/claude-skills": { + "repo": "https://github.com/alirezarezvani/claude-skills", + "commit": "0241f43", + "license": "MIT", + "skills": 2 + }, + "K-Dense-AI/claude-scientific-skills": { + "repo": "https://github.com/K-Dense-AI/claude-scientific-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 5 + }, + "K-Dense-AI/scientific-agent-skills": { + "repo": "https://github.com/K-Dense-AI/scientific-agent-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 5 + }, + "mukul975/Anthropic-Cybersecurity-Skills": { + "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills", + "commit": "673da1f", + "license": "Apache-2.0", + "skills": 10 + }, + "sanjay3290/ai-skills": { + "repo": "https://github.com/sanjay3290/ai-skills", + "commit": "3619692", + "license": "Apache-2.0", + "skills": 1 + }, + "davila7/claude-code-templates": { + "repo": "https://github.com/davila7/claude-code-templates", + "commit": "fa79251", + "license": "MIT", + "skills": 6 + }, + "ComPDFKit/compdf-skills": { + "repo": "https://github.com/ComPDFKit/compdf-skills", + "commit": "b77153e", + "license": "no explicit license \u2014 referenced by link only", + "skills": 1 + }, + "foryourhealth111-pixel/Vibe-Skills": { + "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills", + "commit": "34429a8", + "license": "Apache-2.0", + "skills": 7 + }, + "harperreed/dotfiles": { + "repo": "https://github.com/harperreed/dotfiles", + "commit": "6b5ced1", + "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": 2 + }, + "mohitagw15856/pm-claude-skills": { + "repo": "https://github.com/mohitagw15856/pm-claude-skills", + "commit": "876fa30", + "license": "MIT", + "skills": 2 + }, + "basicmachines-co/basic-memory": { + "repo": "https://github.com/basicmachines-co/basic-memory", + "commit": "53da71c", + "license": "custom (see upstream LICENSE)", + "skills": 1 + }, + "nWave-ai/nWave": { + "repo": "https://github.com/nWave-ai/nWave", + "commit": "1d0f13c", + "license": "MIT", + "skills": 2 + }, + "billy-enrizky/openbrowser-ai": { + "repo": "https://github.com/billy-enrizky/openbrowser-ai", + "commit": "168d43e", + "license": "MIT", + "skills": 1 + }, + "zebbern/claude-code-guide": { + "repo": "https://github.com/zebbern/claude-code-guide", + "commit": "d2c5280", + "license": "MIT", + "skills": 2 + }, + "wanshuiyin/Auto-claude-code-research-in-sleep": { + "repo": "https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep", + "commit": "eb5c9d7", + "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": 1 + }, + "ljagiello/ctf-skills": { + "repo": "https://github.com/ljagiello/ctf-skills", + "commit": "d19f35f", + "license": "MIT", + "skills": 1 + }, + "OpenSenseNova/SenseNova-Skills": { + "repo": "https://github.com/OpenSenseNova/SenseNova-Skills", + "commit": "d8bb438", + "license": "MIT", + "skills": 9 + }, + "claude-world/director-mode-lite": { + "repo": "https://github.com/claude-world/director-mode-lite", + "commit": "9d0c333", + "license": "MIT", + "skills": 1 + }, + "hypnguyen1209/offensive-claude": { + "repo": "https://github.com/hypnguyen1209/offensive-claude", + "commit": "4d62be7", + "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 + }, + "dotnet/skills": { + "repo": "https://github.com/dotnet/skills", + "commit": "79a2ada", + "license": "MIT", + "skills": 1 + }, + "affaan-m/everything-claude-code": { + "repo": "https://github.com/affaan-m/everything-claude-code", + "commit": "ed38744", + "license": "MIT", + "skills": 1 + }, + "HeshamFS/materials-simulation-skills": { + "repo": "https://github.com/HeshamFS/materials-simulation-skills", + "commit": "fa1ce8d", + "license": "Apache-2.0", + "skills": 1 + }, + "googleworkspace/cli": { + "repo": "https://github.com/googleworkspace/cli", + "commit": "a3768d0", + "license": "Apache-2.0", + "skills": 1 + }, + "pedrohcgs/claude-code-my-workflow": { + "repo": "https://github.com/pedrohcgs/claude-code-my-workflow", + "commit": "be53c12", + "license": "MIT", + "skills": 1 + }, + "alinaqi/claude-bootstrap": { + "repo": "https://github.com/alinaqi/claude-bootstrap", + "commit": "f61ec87", + "license": "MIT", + "skills": 1 + } + }, + "total_skills": 80, + "tiers": { + "core": 78, + "adjacent": 2 + } + }, + "provenance": { + "items": { + "esco": 47, + "onet": 95, + "jobads": 105, + "wiki_ai": 0, + "anthropic": 5, + "ai_skills": 168, + "stackx": 0 + }, + "share_percent": { + "esco": 11.2, + "onet": 22.6, + "jobads": 25.0, + "wiki_ai": 0.0, + "anthropic": 1.2, + "ai_skills": 40.0, + "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..e4727a2 --- /dev/null +++ b/references/ai-skills.md @@ -0,0 +1,346 @@ +# External AI agent skills — 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 | +|---|---|---|---| +| `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: 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 | +|---|---|---|---| +| `cpm-schedule-generator` | core | Critical Path Method scheduling skill for construction schedule development and analysis | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/civil-engineering/skills/cpm-schedule-generator) | +| `merger-model-builder` | core | M&A merger model construction skill with accretion/dilution analysis and synergy modeling | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/finance-accounting/skills/merger-model-builder) | +| `bayesian-network-analyzer` | core | Bayesian network construction and inference skill for probabilistic reasoning, causal analysis, and belief updating | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/decision-intelligence/skills/bayesian-network-analyzer) | +| `lbo-model-builder` | core | Leveraged Buyout model construction skill for private equity transaction analysis | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/finance-accounting/skills/lbo-model-builder) | +| `memory-leak-detector` | core | Detect memory leaks in desktop applications through heap analysis and object tracking | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/desktop-development/skills/memory-leak-detector) | +| `nvenc-nvdec` | core | NVIDIA hardware video encoding/decoding integration. Configure NVENC encoding parameters, set up NVDEC decoding pipelines, handle codec configurations, integrate with CUDA for pre/post processing, and manage video memory surfaces. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/gpu-programming/skills/nvenc-nvdec) | + +## 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 | +|---|---|---|---| +| `nutrient-document-processing` | core | Nutrient DWS API を使用してドキュメントの処理、変換、OCR、抽出、編集、署名、フォーム入力を行います。PDF、DOCX、XLSX、PPTX、HTML、画像に対応しています。 | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/docs/ja-JP/skills/nutrient-document-processing) | + +## 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) | + +## Source: alinaqi/claude-bootstrap + +- Repository: [https://github.com/alinaqi/claude-bootstrap](https://github.com/alinaqi/claude-bootstrap) (commit `f61ec87`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `code-graph` | core | AST-based code graph for fast symbol lookup, dependency analysis, and blast radius via codebase-memory-mcp MCP server | [source](https://github.com/alinaqi/claude-bootstrap/tree/f61ec87/skills/code-graph) | + +## 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 | +|---|---|---|---| +| `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) | +| `financial-analyst` | core | Performs financial ratio analysis, DCF valuation, budget variance analysis, and rolling forecast construction for strategic decision-making. Use when analyzing financial statements, building valuation models, assessing budget variances, or … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/finance/skills/financial-analyst) | + +## 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: billy-enrizky/openbrowser-ai + +- Repository: [https://github.com/billy-enrizky/openbrowser-ai](https://github.com/billy-enrizky/openbrowser-ai) (commit `168d43e`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `page-analysis` | core | Analyze web page content, structure, and layout to understand what a page contains and how it is organized. Trigger when the user asks to: analyze a page, understand page structure, inspect a website, summarize page content, examine page … | [source](https://github.com/billy-enrizky/openbrowser-ai/tree/168d43e/plugin/skills/page-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 | +|---|---|---|---| +| `i3` | core | RAG Builder with Parallel Document Processing Vector database construction with local embeddings (zero cost) Handles PDF download, text extraction, chunking, and vector database creation Absorbed B5 (Parallel Document Processor) … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/i3) | +| `markitdown` | core | Convert various file formats (PDF, Office documents, images, audio, web content, structured data) to Markdown optimized for LLM processing. Use when converting documents to markdown, extracting text from PDFs/Office files, transcribing … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/67-econfin-workflow-toolkit/markitdown) | + +## Source: claude-world/director-mode-lite + +- Repository: [https://github.com/claude-world/director-mode-lite](https://github.com/claude-world/director-mode-lite) (commit `9d0c333`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `handoff-gemini` | core | Delegate long-context analysis, research, and large-document summarization to Google Gemini CLI (1M-token context) via non-interactive `gemini -p`, preserving Claude context. Use when the user says 'use gemini'/'hand off to gemini' or a … | [source](https://github.com/claude-world/director-mode-lite/tree/9d0c333/skills/handoff-gemini) | + +## 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: davila7/claude-code-templates + +- Repository: [https://github.com/davila7/claude-code-templates](https://github.com/davila7/claude-code-templates) (commit `fa79251`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `latex-posters` | core | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/latex-posters) | +| `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) | +| `dask` | core | Parallel/distributed computing. Scale pandas/NumPy beyond memory, parallel DataFrames/Arrays, multi-file processing, task graphs, for larger-than-RAM datasets and parallel workflows. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/dask) | +| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-slides) | +| `vaex` | core | Use this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM. Vaex excels at out-of-core DataFrame operations, lazy evaluation, fast aggregations, efficient visualization of big data, and … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/vaex) | +| `code-review-excellence` | core | Transform code reviews from gatekeeping to knowledge sharing through constructive feedback, systematic analysis, and collaborative improvement. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/productivity/code-review-excellence) | + +## Source: dotnet/skills + +- Repository: [https://github.com/dotnet/skills](https://github.com/dotnet/skills) (commit `79a2ada`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `mcp-csharp-test` | core | Test C# MCP servers at multiple levels: unit tests for individual tools and integration tests using the MCP client SDK. USE FOR: unit testing MCP tool methods, integration testing with in-memory MCP client/server, end-to-end testing via … | [source](https://github.com/dotnet/skills/tree/79a2ada/plugins/dotnet-ai/skills/mcp-csharp-test) | + +## Source: 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 | +|---|---|---|---| +| `slides-as-code` | core | Build research slides with text-first source (Slidev/Marp/Reveal/Quarto) and reproducible export (PDF). Includes structure, figure reuse rules, and quality checklist for top-tier scientific presentations. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/slides-as-code) | +| `xlsx` | core | Spreadsheet toolkit (.xlsx/.csv). Create/edit with formulas/formatting, analyze data, visualization, recalculate formulas, for spreadsheet processing and analysis. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/xlsx) | +| `dask` | core | Parallel/distributed computing. Scale pandas/NumPy beyond memory, parallel DataFrames/Arrays, multi-file processing, task graphs, for larger-than-RAM datasets and parallel workflows. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/dask) | +| `docx` | core | Document toolkit (.docx). Create/edit documents, tracked changes, comments, formatting preservation, text extraction, for professional document processing. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/document-skills/docx) | +| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-slides) | +| `vaex` | core | Use this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM. Vaex excels at out-of-core DataFrame operations, lazy evaluation, fast aggregations, efficient visualization of big data, and … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/vaex) | +| `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: googleworkspace/cli + +- Repository: [https://github.com/googleworkspace/cli](https://github.com/googleworkspace/cli) (commit `a3768d0`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `recipe-backup-sheet-as-csv` | core | Export a Google Sheets spreadsheet as a CSV file for local backup or processing. | [source](https://github.com/googleworkspace/cli/tree/a3768d0/skills/recipe-backup-sheet-as-csv) | + +## 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 | +|---|---|---|---| +| `investor-call-prep` | core | Prepare for investor calls by pulling upcoming meetings from Google Calendar, deeply researching each investor and their firm (website scraping, portfolio analysis, thesis extraction), checking for competitor conflicts, and outputting an … | [source](https://github.com/gooseworks-ai/goose-skills/tree/94ec916/skills/research/capabilities/investor-call-prep) | + +## Source: harperreed/dotfiles + +- Repository: [https://github.com/harperreed/dotfiles](https://github.com/harperreed/dotfiles) (commit `6b5ced1`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `summarize-meetings` | core | Use when processing, summarizing, or extracting insights from meeting notes in the Obsidian vault. Triggers on "summarize meetings", "process meetings", "meeting summaries", "extract from meetings", "meeting insights". | [source](https://github.com/harperreed/dotfiles/tree/6b5ced1/.claude/skills-archive/summarize-meetings) | + +## Source: HeshamFS/materials-simulation-skills + +- Repository: [https://github.com/HeshamFS/materials-simulation-skills](https://github.com/HeshamFS/materials-simulation-skills) (commit `fa1ce8d`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `post-processing` | core | Extract, analyze, and summarize simulation output data — pull spatial fields at specific timesteps, compute time-series trends and detect steady state, extract line profiles through the domain, generate statistical summaries and … | [source](https://github.com/HeshamFS/materials-simulation-skills/tree/fa1ce8d/skills/simulation-workflow/post-processing) | + +## 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 | +|---|---|---|---| +| `incident-response` | core | Use when responding to or forensically investigating an incident — triage acquisition (Velociraptor/KAPE), Volatility 3 memory forensics, Chainsaw/Hayabusa EVTX timelining, anti-forensics detection, cloud IR, ransomware/ESXi response | [source](https://github.com/hypnguyen1209/offensive-claude/tree/4d62be7/skills/incident-response) | +| `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: 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 | +|---|---|---|---| +| `granola-core-workflow-b` | core | Post-meeting note processing, sharing, and follow-up workflows in Granola. Use when enhancing notes after meetings, sharing to Slack/Notion/CRM, drafting follow-up emails, or processing action items. Trigger: "granola post-meeting", "share … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/granola-pack/skills/granola-core-workflow-b) | +| `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) | + +## 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 | +|---|---|---|---| +| `pathml` | core | Full-featured computational pathology toolkit. Use for advanced WSI analysis including multiplexed immunofluorescence (CODEX, Vectra), nucleus segmentation, tissue graph construction, and ML model training on pathology data. Supports 160+ … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/pathml) | +| `latex-posters` | core | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/latex-posters) | +| `dask` | core | Distributed computing for larger-than-RAM pandas/NumPy workflows. Use when you need to scale existing pandas/NumPy code beyond memory or across clusters. Best for parallel file processing, distributed ML, integration with existing pandas … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/dask) | +| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-slides) | +| `vaex` | core | Use this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM. Vaex excels at out-of-core DataFrame operations, lazy evaluation, fast aggregations, efficient visualization of big data, and … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/vaex) | + +## 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 | +|---|---|---|---| +| `pathml` | core | Full-featured computational pathology toolkit. Use for advanced WSI analysis including multiplexed immunofluorescence (CODEX, Vectra), nucleus segmentation, tissue graph construction, and ML model training on pathology data. Supports 160+ … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/pathml) | +| `latex-posters` | core | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/latex-posters) | +| `dask` | core | Distributed computing for larger-than-RAM pandas/NumPy workflows. Use when you need to scale existing pandas/NumPy code beyond memory or across clusters. Best for parallel file processing, distributed ML, integration with existing pandas … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/dask) | +| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-slides) | +| `vaex` | core | Use this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM. Vaex excels at out-of-core DataFrame operations, lazy evaluation, fast aggregations, efficient visualization of big data, and … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/vaex) | + +## 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 | +|---|---|---|---| +| `kyc-escalation` | core | Write an internal KYC/AML escalation memo: a factual time-stamped trigger description, customer-profile vs activity mismatch analysis, red-flag taxonomy mapping, outstanding information, and a recommendation with rationale. Use when asked … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-banking/skills/kyc-escalation) | +| `win-loss-analysis` | core | Analyze why deals are won and lost and turn it into an action plan. Use when asked to run a win/loss analysis, review closed-won and closed-lost deals, understand why the team is losing to a competitor, or summarize sales feedback into … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-pmm/skills/win-loss-analysis) | + +## Source: mukul975/Anthropic-Cybersecurity-Skills + +- Repository: [https://github.com/mukul975/Anthropic-Cybersecurity-Skills](https://github.com/mukul975/Anthropic-Cybersecurity-Skills) (commit `673da1f`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `analyzing-macro-malware-in-office-documents` | core | Analyzes malicious VBA macros embedded in Microsoft Office documents (Word, Excel, PowerPoint) to identify download cradles, payload execution, persistence mechanisms, and anti-analysis techniques. Uses olevba, oledump, and VBA … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-macro-malware-in-office-documents) | +| `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) | +| `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) | +| `extracting-memory-artifacts-with-rekall` | core | Uses Rekall memory forensics framework to analyze memory dumps for process hollowing, injected code via VAD anomalies, hidden processes, and rootkit detection. Applies plugins like pslist, psscan, vadinfo, malfind, and dlllist to extract … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/extracting-memory-artifacts-with-rekall) | +| `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-security-logs-with-splunk` | core | Leverages Splunk Enterprise Security and SPL (Search Processing Language) to investigate security incidents through log correlation, timeline reconstruction, and anomaly detection. Covers Windows event logs, firewall logs, proxy logs, and … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-security-logs-with-splunk) | +| `detecting-rootkit-activity` | core | Detects rootkit presence on compromised systems by identifying hidden processes, hooked system calls, modified kernel structures, hidden files, and covert network connections using memory forensics, cross-view detection, and integrity … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/detecting-rootkit-activity) | +| `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) | +| `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) | + +## 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-production-readiness` | core | Monitoring, observability, operational procedures, CI/CD lessons learned, and quality gate definitions. Load when assessing production readiness or validating operational excellence. | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-production-readiness) | +| `nw-stakeholder-engagement` | core | Demonstration preparation, audience-tailored presentations, feedback collection, and business outcome measurement. Load when preparing demos or measuring business value delivery. | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-stakeholder-engagement) | + +## 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 | +|---|---|---|---| +| `excel-conditional-comparison-and-large-file-processing` | core | 对比Excel多表中的特定系数并对异常值进行颜色标记。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-cell-coloring/duplicate-value-coloring) | +| `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-large-file-processing-and-cleaning` | core | 读取多 sheet Excel 文件，动态识别目标列进行统计，并使用正则清洗文本字段提取中文字符，最终输出标准化 Excel 文件。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-reading/structured-header-reading) | +| `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) | +| `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) | +| `text-normalization-and-large-file-processing` | core | 对Excel文件进行文本标准化清洗（如去除异常前缀、提取纯中文字符等），并，最终输出清洗后的Excel文件并提供下载链接。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-cleaning/text-normalization) | +| `categorical-comparison-analysis` | core | 对两类分类数据进行对比分析，统计数量差异与比例关系并生成可视化图表。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-analysis/comparison-analysis) | +| `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) | + +## 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: 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 | +|---|---|---|---| +| `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: 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) | +| `vc-industry-research` | core | Generate professional primary market / venture capital industry research reports, including sector deep-dives, investment memos, and market analysis. Produces detailed PDF reports covering TMT, consumer, healthcare, and industrials. … | [source](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/vc-industry-research) | diff --git a/references/market.md b/references/market.md new file mode 100644 index 0000000..838e768 --- /dev/null +++ b/references/market.md @@ -0,0 +1,155 @@ +# Market evidence report — surveying-technician + +Source: **41 real job ads** (JSearch API, countries: us 41), extracted into the MSSQL evidence store; as of 2026-07-20. +This report contains extracted, aggregated facts only — no ad text is +reproduced (copyright / platform terms). + +## Seniority distribution + +| Seniority | Ads | Share | +|---|---|---| +| mid | 20 | 49 % | +| junior | 13 | 32 % | +| n/a | 5 | 12 % | +| senior | 3 | 7 % | + +## Tools — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | AutoCAD | 15 | 37 % | +| 2 | Civil 3D | 9 | 22 % | +| 3 | GPS | 7 | 17 % | +| 4 | AutoCAD Civil 3D | 5 | 12 % | +| 5 | data collectors | 5 | 12 % | +| 6 | Total Stations | 5 | 12 % | +| 7 | Microsoft Office | 4 | 10 % | +| 8 | robotic total stations | 4 | 10 % | +| 9 | Carlson | 3 | 7 % | +| 10 | GPS survey equipment | 3 | 7 % | +| 11 | NavVis Ivion | 3 | 7 % | +| 12 | Revit | 3 | 7 % | +| 13 | Trimble Business Center | 3 | 7 % | + +## Hard skills — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | data collection | 11 | 27 % | +| 2 | topographic surveying | 11 | 27 % | +| 3 | boundary surveying | 9 | 22 % | +| 4 | data processing | 7 | 17 % | +| 5 | as-built surveying | 5 | 12 % | +| 6 | construction layout | 5 | 12 % | +| 7 | data analysis | 5 | 12 % | +| 8 | land surveying | 5 | 12 % | +| 9 | quality control | 5 | 12 % | +| 10 | surveying | 5 | 12 % | +| 11 | cad drafting | 4 | 10 % | +| 12 | construction staking | 4 | 10 % | +| 13 | survey data processing | 4 | 10 % | +| 14 | boundary surveys | 3 | 7 % | +| 15 | construction stakeout computations | 3 | 7 % | +| 16 | data acquisition | 3 | 7 % | +| 17 | data interpretation | 3 | 7 % | +| 18 | field data reduction | 3 | 7 % | +| 19 | plan reading | 3 | 7 % | +| 20 | utility mapping | 3 | 7 % | + +## Methods — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| + +## Responsibilities — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | equipment maintenance | 10 | 24 % | +| 2 | field data collection | 5 | 12 % | +| 3 | project coordination | 4 | 10 % | +| 4 | cut sheet preparation | 3 | 7 % | +| 5 | data collection | 3 | 7 % | +| 6 | data processing | 3 | 7 % | +| 7 | field crew support | 3 | 7 % | +| 8 | field data processing | 3 | 7 % | +| 9 | field data reduction | 3 | 7 % | +| 10 | field note documentation | 3 | 7 % | +| 11 | project documentation | 3 | 7 % | + +## Regional breakdown + +> **Corpus note:** 41 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative. + +### US (us) + +41 ads. + +**Top hard skills:** + +- data collection — 27 % (11 ads) +- topographic surveying — 27 % (11 ads) +- boundary surveying — 22 % (9 ads) +- data processing — 17 % (7 ads) +- as-built surveying — 12 % (5 ads) +- construction layout — 12 % (5 ads) +- data analysis — 12 % (5 ads) +- land surveying — 12 % (5 ads) +- quality control — 12 % (5 ads) +- surveying — 12 % (5 ads) + +**Top tools:** + +- AutoCAD — 37 % (15 ads) +- Civil 3D — 22 % (9 ads) +- GPS — 17 % (7 ads) +- AutoCAD Civil 3D — 12 % (5 ads) +- data collectors — 12 % (5 ads) +- Total Stations — 12 % (5 ads) +- Microsoft Office — 10 % (4 ads) +- robotic total stations — 10 % (4 ads) +- Carlson — 7 % (3 ads) +- GPS survey equipment — 7 % (3 ads) + +**Seniority:** mid 49 % · junior 32 % · n/a 12 % · senior 7 % + +### 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 | +|---|---| +| Survey Technician | 10 | +| Land Survey Technician | 2 | +| Survey CAD Technician | 2 | +| Survey Field Technician I (Rod Person) | 2 | +| Survey Technician (3D Laser Scanning) | 2 | +| Survey Technician I | 2 | +| Surveying Technician | 2 | +| CAD Survey Technician II | 1 | +| Field Survey Instrument Technician – Precise Mapping & Setup | 1 | +| Field Survey Technician | 1 | +| Field Surveyor / Survey Technician | 1 | +| Geomatics Technician I | 1 | +| IN-OFFICE Survey Technician | 1 | +| Land Research Survey Technician | 1 | +| Land Survey Field Technician | 1 | +| Land Surveyor | 1 | +| Senior Subsurface Utility Survey Technician | 1 | +| Senior Survey Technician | 1 | +| Senior Survey Technician, Land Development | Herndon, VA, Richmond, VA, Warrenton, VA | Bohler | 1 | +| Survey AutoCAD Technician | 1 | +| Survey Field Technician - Instrument Operator | 1 | +| Survey Field Technician I | 1 | +| Survey Technician - Chantilly, VA | 1 | +| Survey Technician - Computations | 1 | +| Survey Technician/Instrument Operator | 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..e2daf16 --- /dev/null +++ b/references/profile.md @@ -0,0 +1,33 @@ +# Occupation profile — surveying technician + +- **ESCO URI:** http://data.europa.eu/esco/occupation/624986f9-21ef-4cdf-8cf6-8407a337ec2f +- **ESCO code:** 3112.10 +- **ISCO-08 group:** 3112 — Civil engineering technicians +- **O*NET-SOC:** 17-1021.00 — Cartographers and Photogrammetrists (match: closeMatch) + +## Description (ESCO) + +Surveying technicians carry out technical surveying tasks. They assist surveyors, architects or engineers in surveying related technical tasks such as mapping land, creating construction drawings and operating precise measuring equipment. + +## Definition + +nan + +## Alternative labels + +- engineering technician +- mapping technician +- land survey technician +- surveyor +- survey technician +- geomatics technician +- archaeological field technician +- survey party chief +- survey CAD technician +- instrument woman +- agricultural global positioning system mapper +- instrument man +- topographic survey technician +- land survey technologist +- transport engineering technician +- stereoplotter operator diff --git a/references/skills.md b/references/skills.md new file mode 100644 index 0000000..a14aed1 --- /dev/null +++ b/references/skills.md @@ -0,0 +1,73 @@ +# Competences — surveying technician + +Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/624986f9-21ef-4cdf-8cf6-8407a337ec2f). + +## Essential + +- **adjust surveying equipment** (skill/competence) +- **calibrate precision instrument** (skill/competence) +- **cartography** (knowledge) +- **compare survey computations** (skill/competence) +- **conduct land surveys** (skill/competence) +- **ensure compliance with safety legislation** (skill/competence) +- **geodesy** (knowledge) +- **geographic information systems** (knowledge) +- **geomatics** (knowledge) +- **interpret geophysical data** (skill/competence) +- **mathematics** (knowledge) +- **operate surveying instruments** (skill/competence) +- **perform scientific research** (skill/competence) +- **perform surveying calculations** (skill/competence) +- **prepare surveying report** (skill/competence) +- **process collected survey data** (skill/competence) +- **record survey data** (skill/competence) +- **survey techniques** (knowledge) +- **surveying** (knowledge) +- **surveying methods** (knowledge) +- **technical drawings** (knowledge) +- **topography** (knowledge) +- **use technical drawing software** (skill/competence) + +## Optional + +- adjust engineering designs (skill/competence) +- apply digital mapping (skill/competence) +- civil engineering (knowledge) +- collect data using GPS (skill/competence) +- collect geological data (skill/competence) +- collect mapping data (skill/competence) +- compile GIS-data (skill/competence) +- conduct research before survey (skill/competence) +- create GIS reports (skill/competence) +- create thematic maps (skill/competence) +- determine property boundaries (skill/competence) +- develop geological databases (skill/competence) +- engineering principles (knowledge) +- engineering processes (knowledge) +- geography (knowledge) +- geology (knowledge) +- prepare geological map sections (skill/competence) +- quantity surveying (knowledge) +- urban planning law (knowledge) +- use CAD software (skill/competence) +- use geographic information systems (skill/competence) +- use spreadsheets software (skill/competence) +- value properties (skill/competence) + + + +## Market evidence (job-ad analysis, 41 ads, as of 2026-07-20) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Hard skills + +- data collection — **27 %** +- topographic surveying — **27 %** +- boundary surveying — **22 %** + +### Responsibilities + +- equipment maintenance — **24 %** + + diff --git a/references/tasks.md b/references/tasks.md new file mode 100644 index 0000000..1387956 --- /dev/null +++ b/references/tasks.md @@ -0,0 +1,33 @@ +# Tasks & work activities — surveying technician + +Source: O*NET 30.3, occupation 17-1021.00 (Cartographers and Photogrammetrists). + +## Task statements + +- **[Core]** Identify, scale, and orient geodetic points, elevations, and other planimetric or topographic features, applying standard mathematical formulas. +- **[Core]** Collect information about specific features of the Earth, using aerial photography and other digital remote sensing techniques. +- **[Core]** Revise existing maps and charts, making all necessary corrections and adjustments. +- **[Core]** Compile data required for map preparation, including aerial photographs, survey notes, records, reports, and original maps. +- **[Core]** Inspect final compositions to ensure completeness and accuracy. +- **[Core]** Determine map content and layout, as well as production specifications such as scale, size, projection, and colors, and direct production to ensure that specifications are followed. +- **[Core]** Examine and analyze data from ground surveys, reports, aerial photographs, and satellite images to prepare topographic maps, aerial-photograph mosaics, and related charts. +- **[Core]** Delineate aerial photographic detail, such as control points, hydrography, topography, and cultural features, using precision stereoplotting apparatus or drafting instruments. +- **[Core]** Build and update digital databases. +- **[Core]** Prepare and alter trace maps, charts, tables, detailed drawings, and three-dimensional optical models of terrain using stereoscopic plotting and computer graphics equipment. +- **[Core]** Study legal records to establish boundaries of local, national, and international properties. +- **[Supplemental]** Select aerial photographic and remote sensing techniques and plotting equipment needed to meet required standards of accuracy. +- **[Supplemental]** Determine guidelines that specify which source material is acceptable for use. +- **[Supplemental]** Travel over photographed areas to observe, identify, record, and verify all relevant features. + +## Detailed work activities + +- Analyze physical, survey, or geographic data. +- Calculate geographic positions from survey data. +- Create maps. +- Determine design criteria or specifications. +- Determine operational methods. +- Gather physical survey data. +- Inspect finished products to locate flaws. +- Operate computer systems. +- Select tools, equipment, or technologies for use in operations or projects. +- Survey land or bodies of water to measure or determine features. diff --git a/references/tools.md b/references/tools.md new file mode 100644 index 0000000..9d15fcd --- /dev/null +++ b/references/tools.md @@ -0,0 +1,89 @@ +# Tools & technology — surveying technician + +Source: O*NET 30.3 'Software Skills' for 17-1021.00. + +| Software | Category | Hot technology | +|---|---|---| +| Autodesk AutoCAD | Computer aided design CAD software | yes | +| Bentley MicroStation | Computer aided design CAD software | yes | +| Microsoft Access | Data base user interface and query software | yes | +| Oracle Database | Data base user interface and query software | yes | +| Structured query language SQL | Data base user interface and query software | yes | +| Adobe InDesign | Desktop publishing software | yes | +| C | Development environment software | yes | +| Microsoft Visual Basic | Development environment software | yes | +| Adobe Acrobat | Document management software | yes | +| Microsoft SharePoint | Document management software | yes | +| Microsoft Outlook | Electronic mail software | yes | +| Extensible markup language XML | Enterprise application integration software | yes | +| SAP software | Enterprise resource planning ERP software | yes | +| ESRI ArcGIS software | Geographic information system | yes | +| Adobe Creative Cloud software | Graphics or photo imaging software | yes | +| Adobe Illustrator | Graphics or photo imaging software | yes | +| Adobe Photoshop | Graphics or photo imaging software | yes | +| Python | Object or component oriented development software | yes | +| Microsoft Office software | Office suite software | yes | +| Microsoft Windows | Operating system software | yes | +| Microsoft PowerPoint | Presentation software | yes | +| Microsoft Excel | Spreadsheet software | yes | +| JavaScript Object Notation JSON | Web platform development software | yes | +| Microsoft Word | Word processing software | yes | +| Boeing Kork Digital Mapping | Analytical or scientific software | | +| Boeing SoftPlotter | Analytical or scientific software | | +| Image analysis software | Analytical or scientific software | | +| RSI ENVI | Analytical or scientific software | | +| Terrasolid TerraScan | Analytical or scientific software | | +| Textron Systems Geospatial Solutions RemoteView | Analytical or scientific software | | +| Cosmo Software Cosmo World | Computer aided design CAD software | | +| MultiGen Paradigm Vega Prime | Computer aided design CAD software | | +| SAP Adaptive Server Enterprise | Data base management system software | | +| Autodesk World | Data base user interface and query software | | +| Arbor Image Draftsman | Data compression software | | +| Corporate Montage CADScript | Desktop publishing software | | +| QuarkXPress | Desktop publishing software | | +| Software development tools | Development environment software | | +| Standardized general markup language SGML | Development environment software | | +| Email software | Electronic mail software | | +| Leica AEROPLAN LiDAR | Flight control software | | +| ESRI ArcInfo | Geographic information system | | +| ESRI ArcView | Geographic information system | | +| ESRI software | Geographic information system | | +| Geographic information system GIS software | Geographic information system | | +| Geographic information system GIS systems | Geographic information system | | +| Aldus FreeHand | Graphics or photo imaging software | | +| Corel CorelDraw Graphics Suite | Graphics or photo imaging software | | +| Image processing software | Graphics or photo imaging software | | +| Steroplotter software | Graphics or photo imaging software | | +| Digital databases | Information retrieval or search software | | +| Master Seafloor Digital Database | Information retrieval or search software | | +| Rand McNally World Digital Database | Information retrieval or search software | | +| World Vector Shoreline | Information retrieval or search software | | +| Microsoft Internet Explorer | Internet browser software | | +| Aerotriangulation adjustment software | Map creation software | | +| Bentley Systems InRoads Suite | Map creation software | | +| Digital mapping software | Map creation software | | +| ERDAS ER Mapper | Map creation software | | +| Geomechanical design analysis GDA software | Map creation software | | +| Hexagon Intergraph | Map creation software | | +| Intergraph ImageStation Stereo Softcopy Kit SSK | Map creation software | | +| MapInfo | Map creation software | | +| Mapping software | Map creation software | | +| Mapthematics GeoCart | Map creation software | | +| Precision analytical aerotriangulation pugging software | Map creation software | | +| RockWare ArcMap | Map creation software | | +| IBM iSeries Access | Platform interconnectivity software | | +| Adobe Dreamweaver | Web page creation and editing software | | +| Quark Immedia | Web page creation and editing software | | + + + +## Market evidence (job-ad analysis, 41 ads, as of 2026-07-20) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Tools + +- AutoCAD — **37 %** +- Civil 3D — **22 %** + +