feat: geographic-information-systems-specialist skill package v0.1.0

2026-08-14 17:02:09 +02:00
commit 03520fa062
9 changed files with 1222 additions and 0 deletions
--- a/PROVENANCE.md
+++ b/PROVENANCE.md
@@ -0,0 +1,31 @@
+# Data provenance — geographic-information-systems-specialist
+
+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 — geographic-information-systems-specialist
+    "ESCO (occupation & competences)" : 44
+    "O*NET (tasks & tools)" : 182
+    "Job boards (market evidence)" : 124
+    "Anthropic official Claude skills" : 9
+    "External AI skill packs (mapped)" : 170
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 44 | 8.3 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 182 | 34.4 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 124 | 23.4 % | 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 | 1.7 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 170 | 32.1 % | references/ai-skills.md (per-source attribution inside) |
+| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) |
+
+Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) ·
+job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content
+paraphrased with source URLs — never copied · external AI skills are
+linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md).
--- a/SKILL.md
+++ b/SKILL.md
@@ -0,0 +1,81 @@
+---
+name: geographic-information-systems-specialist
+description: "Occupational skill for the role 'geographic information systems specialist' (also: Earth Observation expert, GIS specialist, geomatics technician, GIS technician, geographic information systems consultant, GIS application specialist). Use when the user asks for typical geographic information systems specialist work such as: Produce data layers, maps, tables, or reports, using spatial analysis procedures or Geographic Information Systems (GIS) technology, equipment, or systems.; Design or prepare graphic representations of Geographic Information Systems (GIS) data, using GIS hardware or software applications.; Maintain or modify existing Geographic Information Systems (GIS) databases."
+---
+
+# Geographic Information Systems Specialist
+
+Geographic information systems specialists use specialised computer systems, engineering measures, and geological concepts to process land, geographic, and geospatial information into visually detailed digital maps and geomodels of a reservoir. They convert technical information like soil density and properties into digital representations to be used by engineers, governments and interested stakeholders.
+
+## Core workflow
+
+1. Produce data layers, maps, tables, or reports, using spatial analysis procedures or Geographic Information Systems (GIS) technology, equipment, or systems.
+2. Design or prepare graphic representations of Geographic Information Systems (GIS) data, using GIS hardware or software applications.
+3. Maintain or modify existing Geographic Information Systems (GIS) databases.
+4. Provide technical expertise in Geographic Information Systems (GIS) technology to clients or users.
+5. Perform computer programming, data analysis, or software development for Geographic Information Systems (GIS) applications, including the maintenance of existing systems or research and development for future enhancements.
+6. Enter data into Geographic Information Systems (GIS) databases, using techniques such as coordinate geometry, keyboard entry of tabular data, manual digitizing of maps, scanning or automatic conversion to vectors, or conversion of other sources of digital data.
+7. Review existing or incoming data for currency, accuracy, usefulness, quality, or completeness of documentation.
+8. Perform geospatial data building, modeling, or analysis, using advanced spatial analysis, data manipulation, or cartography software.
+
+## 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)
+
+- apply digital mapping
+- apply statistical analysis techniques
+- cartography
+- collect mapping data
+- compile GIS-data
+- create GIS reports
+- create thematic maps
+- environmental design
+- execute analytical mathematical calculations
+- geographic information systems
+- geography
+- geological mapping
+- geomatics
+- mathematics
+- perform surveying calculations
+
+## Hot technologies
+
+- SAS
+- The MathWorks MATLAB
+- Docker
+- GitHub
+- Kubernetes
+- Tableau
+- Autodesk AutoCAD
+- Bentley MicroStation
+- Atlassian JIRA
+- Microsoft SQL Server
+
+
+<!-- hot-tech -->
+
+## Hot technologies
+
+Top tools from 52 gated job ads (see references/market.md, as of 2026-07-12):
+
+- ArcGIS Pro — 33 %
+- Python — 33 %
+- ArcGIS Online — 23 %
+- ArcGIS — 13 %
+- ArcGIS Enterprise — 12 %
+- Microsoft Office — 12 %
+- QGIS — 12 %
+- AWS — 10 %
+- ESRI ArcGIS — 10 %
+- JavaScript — 10 %
+
+<!-- hot-tech -->
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/9af8907f-56a7-4170-83b1-3c6ba0997cfa), O*NET 30.3 (15-1299.02). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,268 @@
+{
+  "name": "geographic-information-systems-specialist",
+  "title": "geographic information systems specialist",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/9af8907f-56a7-4170-83b1-3c6ba0997cfa",
+    "esco_code": "2165.3",
+    "isco_group": "2165",
+    "onet_soc": "15-1299.02",
+    "crosswalk_match": "exactMatch"
+  },
+  "sources": [
+    {
+      "name": "ESCO",
+      "version": "1.2.1",
+      "url": "https://esco.ec.europa.eu/"
+    },
+    {
+      "name": "O*NET",
+      "version": "30.3",
+      "url": "https://www.onetcenter.org/",
+      "license": "CC BY 4.0"
+    }
+  ],
+  "attribution": "This package includes information from the O*NET Database (v30.3) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), CC BY 4.0. skillfactor is not endorsed by USDOL/ETA. ESCO data (v1.2.1) (c) European Union, used per the ESCO download conditions: https://esco.ec.europa.eu/en/use-esco/download",
+  "counts": {
+    "tasks": 29,
+    "dwas": 25,
+    "skills_essential": 20,
+    "skills_optional": 23,
+    "software": 127
+  },
+  "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": 3
+      },
+      "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
+      },
+      "nexscope-ai/eCommerce-Skills": {
+        "repo": "https://github.com/nexscope-ai/eCommerce-Skills",
+        "commit": "56f3288",
+        "license": "MIT",
+        "skills": 1
+      },
+      "K-Dense-AI/claude-scientific-skills": {
+        "repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 2
+      },
+      "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": 2
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 12
+      },
+      "AgriciDaniel/claude-blog": {
+        "repo": "https://github.com/AgriciDaniel/claude-blog",
+        "commit": "49842ea",
+        "license": "MIT",
+        "skills": 1
+      },
+      "infrasity-labs/dev-gtm-claude-skills": {
+        "repo": "https://github.com/infrasity-labs/dev-gtm-claude-skills",
+        "commit": "02cfefb",
+        "license": "MIT",
+        "skills": 1
+      },
+      "FlorianBruniaux/claude-code-ultimate-guide": {
+        "repo": "https://github.com/FlorianBruniaux/claude-code-ultimate-guide",
+        "commit": "5395214",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 2
+      },
+      "davepoon/buildwithclaude": {
+        "repo": "https://github.com/davepoon/buildwithclaude",
+        "commit": "3c94e0c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "rsmdt/the-startup": {
+        "repo": "https://github.com/rsmdt/the-startup",
+        "commit": "ff6a0be",
+        "license": "MIT",
+        "skills": 1
+      },
+      "vibeeval/vibecosystem": {
+        "repo": "https://github.com/vibeeval/vibecosystem",
+        "commit": "cea9462",
+        "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
+      },
+      "alirezarezvani/claude-skills": {
+        "repo": "https://github.com/alirezarezvani/claude-skills",
+        "commit": "0241f43",
+        "license": "MIT",
+        "skills": 1
+      },
+      "jabrena/plinth": {
+        "repo": "https://github.com/jabrena/plinth",
+        "commit": "065eae8",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "microsoft/skills": {
+        "repo": "https://github.com/microsoft/skills",
+        "commit": "dc543aa",
+        "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
+      },
+      "rampstackco/claude-skills": {
+        "repo": "https://github.com/rampstackco/claude-skills",
+        "commit": "bc6d961",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nexu-io/open-design": {
+        "repo": "https://github.com/nexu-io/open-design",
+        "commit": "4b66023",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "softaworks/agent-toolkit": {
+        "repo": "https://github.com/softaworks/agent-toolkit",
+        "commit": "3027f20",
+        "license": "MIT",
+        "skills": 1
+      },
+      "samber/cc-skills-golang": {
+        "repo": "https://github.com/samber/cc-skills-golang",
+        "commit": "4881c01",
+        "license": "MIT",
+        "skills": 1
+      },
+      "Chachamaru127/claude-code-harness": {
+        "repo": "https://github.com/Chachamaru127/claude-code-harness",
+        "commit": "9851b1a",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "mohitagw15856/pm-claude-skills": {
+        "repo": "https://github.com/mohitagw15856/pm-claude-skills",
+        "commit": "876fa30",
+        "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": 1
+      },
+      "nWave-ai/nWave": {
+        "repo": "https://github.com/nWave-ai/nWave",
+        "commit": "1d0f13c",
+        "license": "MIT",
+        "skills": 2
+      },
+      "pedrohcgs/claude-code-my-workflow": {
+        "repo": "https://github.com/pedrohcgs/claude-code-my-workflow",
+        "commit": "be53c12",
+        "license": "MIT",
+        "skills": 1
+      },
+      "secondsky/claude-skills": {
+        "repo": "https://github.com/secondsky/claude-skills",
+        "commit": "c4889f6",
+        "license": "MIT",
+        "skills": 1
+      },
+      "ferdinandobons/startup-skill": {
+        "repo": "https://github.com/ferdinandobons/startup-skill",
+        "commit": "a5f97c3",
+        "license": "MIT",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 71,
+      "adjacent": 9
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 44,
+      "onet": 182,
+      "jobads": 124,
+      "wiki_ai": 0,
+      "anthropic": 9,
+      "ai_skills": 170,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 8.3,
+      "onet": 34.4,
+      "jobads": 23.4,
+      "wiki_ai": 0.0,
+      "anthropic": 1.7,
+      "ai_skills": 32.1,
+      "stackx": 0.0
+    },
+    "method": "content items per source category"
+  },
+  "collar": "white",
+  "computer_work": true
+}
--- a/references/ai-skills.md
+++ b/references/ai-skills.md
@@ -0,0 +1,362 @@
+# External AI agent skills — geographic-information-systems-specialist
+
+Proven, publicly available AI agent skills mapped to this occupation.
+Nothing is copied from the sources: every entry is a name, a one-line
+summary and a link to the upstream skill package. Each section names
+its source repository, commit, license and retrieval date.
+
+**Tiers:** `core` = the skill directly exercises a top market hard
+skill, tool or method (from gated job-ad evidence) or an essential
+ESCO competence of this occupation; `adjacent` =
+plausibly useful, secondary. Entries are capped at 12 per source
+and 80 in total per occupation (core first,
+strongest matches survive); everything beyond the caps is excluded
+and logged in the pipeline audit trail, not in this package.
+
+_Matched deterministically (ISCO group + title/competence keywords,
+tiered against market evidence + ESCO essentials) by
+`pipeline/p5_enrich_ai_skills.py` on 2026-07-14._
+
+## Source: anthropics/skills
+
+- Repository: [https://github.com/anthropics/skills](https://github.com/anthropics/skills) (commit `f6656c1`, retrieved 2026-07-14)
+- License: Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available — see the LICENSE.txt in the upstream skill folder
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `brand-guidelines` | adjacent | Applies Anthropic's official brand colors and typography to any sort of artifact that may benefit from having Anthropic's look-and-feel. Use it when brand colors or style guidelines, visual formatting, or company design standards apply. | [source](https://github.com/anthropics/skills/tree/main/skills/brand-guidelines) |
+| `canvas-design` | adjacent | Create beautiful visual art in .png and .pdf documents using design philosophy. You should use this skill when the user asks to create a poster, piece of art, design, or other static piece. Create original visual designs, never copying … | [source](https://github.com/anthropics/skills/tree/main/skills/canvas-design) |
+| `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) |
+| `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) |
+| `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) |
+| `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) |
+
+## Source: ConardLi/garden-skills
+
+- Repository: [https://github.com/ConardLi/garden-skills](https://github.com/ConardLi/garden-skills) (commit `fbd6453`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `web-design-engineer` | core | 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) |
+| `kb-retriever` | adjacent | 面向本地知识库目录的检索和问答助手。核心流程：(1)分层索引导航 (2)遇到PDF/Excel时必须先读取references学习处理方法 (3)处理文件后再检索。按文件类型组合使用 grep、Read、pdfplumber、pandas 进行渐进式检索，避免整文件加载。用户问题涉及"从知识库目录回答问题/检索信息/查资料"时使用。 | [source](https://github.com/ConardLi/garden-skills/tree/fbd6453/skills/kb-retriever) |
+| `gpt-image-2` | adjacent | 面向 GPT Image 2 的图像生成 / 编辑技能。可在 3 种环境下使用：(A) Garden 本地模式，通过 OpenAI 兼容接口直接出图并落盘；(B) Host-Native 模式，把本 Skill 当作提示词工程指引，把渲染好的 prompt 交给宿主 Agent 自带的图像工具出图；(C) Advisor 模式，宿主无任何图像工具时退化为高质量 prompt 顾问。涵盖 18 大类、80+ 个结构化模板，覆盖海报 / UI / 产品 / 信息图 / 学术图 … | [source](https://github.com/ConardLi/garden-skills/tree/fbd6453/skills/gpt-image-2) |
+
+## Source: a5c-ai/babysitter
+
+- Repository: [https://github.com/a5c-ai/babysitter](https://github.com/a5c-ai/babysitter) (commit `44a5d58b`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `gis-mapping-humanities` | core | Create spatial visualizations and geographic analyses for historical and cultural research questions using QGIS/ArcGIS | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/humanities/skills/gis-mapping-humanities) |
+| `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) |
+| `stormwater-management` | core | Skill for integrated stormwater management and green infrastructure design with SWMM modeling, hydrologic analysis, BMP sizing, and MS4 permit compliance. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/environmental-engineering/skills/stormwater-management) |
+| `quantitative-methods` | core | Design and execute statistical analyses including regression modeling, hypothesis testing, power analysis, and robustness checks using R, Stata, SPSS, or Python | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/social-sciences/skills/quantitative-methods) |
+| `thermal-analysis` | core | Skill for thermal management design and heat transfer analysis across conduction, convection, and radiation including heat sink sizing and electronic cooling | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/mechanical-engineering/skills/thermal-analysis) |
+| `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) |
+| `security-sandbox` | core | Isolated analysis environment management for malware and exploit testing. Create and manage isolated VMs, configure Cuckoo Sandbox, set up REMnux/FlareVM environments, manage Docker-based analysis containers, and capture filesystem and … | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/security-research/skills/security-sandbox) |
+| `value-stream-mapper` | core | Value stream mapping skill for current state analysis, waste identification, and future state design with implementation roadmaps | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/operations/skills/value-stream-mapper) |
+| `zemax-optical-designer` | core | Zemax optical design skill for lens systems, imaging optics, and tolerancing analysis | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/physics/skills/zemax-optical-designer) |
+| `A/B Test Design` | core | Statistical experiment design and analysis capabilities for product experimentation | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/product-management/skills/ab-test-design) |
+| `cad-modeling` | core | Expert skill for parametric 3D CAD model development with design intent and configuration management | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/mechanical-engineering/skills/cad-modeling) |
+| `doe-designer` | core | Design of Experiments planning and analysis skill for factorial and response surface experiments. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/industrial-engineering/skills/doe-designer) |
+
+## Source: AgriciDaniel/claude-blog
+
+- Repository: [https://github.com/AgriciDaniel/claude-blog](https://github.com/AgriciDaniel/claude-blog) (commit `49842ea`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `blog-strategy` | core | Blog strategy development including topic cluster architecture with hub-and-spoke design, audience mapping, competitive landscape analysis, AI citation surface strategy across ChatGPT/Perplexity/AI Overviews, distribution channel planning … | [source](https://github.com/AgriciDaniel/claude-blog/tree/49842ea/skills/blog-strategy) |
+
+## Source: 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-asset-management` | core | CRE Asset Management analysis suite — 9 specialist skills for post-acquisition multifamily operations including annual budgeting, monthly variance analysis, rent collection, renewal decisions, lease-up tracking, capex execution, NOI … | [source](https://github.com/ahacker-1/cre-agent-skills/tree/618734e/claude-code-plugins/cre-asset-management) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+
+## Source: basicmachines-co/basic-memory
+
+- Repository: [https://github.com/basicmachines-co/basic-memory](https://github.com/basicmachines-co/basic-memory) (commit `53da71c`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory-literary-analysis` | core | Analyze a complete literary work into a structured Basic Memory knowledge graph. Covers schema design, entity seeding, chapter-by-chapter processing, cross-referencing, validation, and visualization. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-literary-analysis) |
+
+## Source: brycewang-stanford/Auto-Empirical-Research-Skills
+
+- Repository: [https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills) (commit `85bf545`, retrieved 2026-07-14)
+- License: CC-BY-4.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `business-skills` | core | 5 business research skills. Trigger: business strategy, market analysis, competitive intelligence. Design: analytical frameworks and methods for management and innovation research. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/business) |
+| `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) |
+| `cs-skills` | core | 10 computer science skills. Trigger: algorithms, systems research, software engineering, security papers. Design: theory, complexity analysis, code-centric research, and security methods. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/cs) |
+| `geoscience-skills` | core | 6 geoscience & climate skills. Trigger: earth science data, GIS, remote sensing, climate modeling. Design: geospatial tools, satellite data processing, and environmental models. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/geoscience) |
+| `chemistry-skills` | core | 9 chemistry skills. Trigger: chemical structure analysis, reaction prediction, molecular modeling. Design: computational chemistry tools and cheminformatics workflows. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/chemistry) |
+| `economics-skills` | core | 9 economics skills. Trigger: economic modeling, policy analysis, macroeconomic data, FRED. Design: theory plus empirical methods with standard economics databases. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/economics) |
+| `gis-remote-sensing-guide` | core | GIS analysis and remote sensing workflows for geospatial research applications | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/geoscience/gis-remote-sensing-guide) |
+| `statistics-skills` | core | 10 statistical analysis skills. Trigger: statistical tests, Bayesian analysis, hypothesis testing, sampling. Design: method guides covering assumptions, code, and result interpretation. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/analysis/statistics) |
+| `universal-ma-codebook` | core | Universal Meta-Analysis Codebook v2.2 - AI-Human collaboration for meta-analysis data extraction. 4-layer design: Identifiers, Statistics, AI Provenance, Human Verification. Integrates with C5/C6/C7 agents and Category I systematic review … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/universal-ma-codebook) |
+| `distributed-systems-guide` | core | Distributed systems design patterns and analysis for CS research | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/cs/distributed-systems-guide) |
+| `econometrics-skills` | core | 12 econometrics skills. Trigger: causal analysis, regression models, treatment effects, panel data. Design: method-centric guides with R/Python code and diagnostic tests. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/analysis/econometrics) |
+| `finance-skills` | core | 8 finance skills. Trigger: financial modeling, market data, risk analysis, quantitative finance. Design: data sources, quantitative methods, and regulatory frameworks. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/finance) |
+
+## Source: Chachamaru127/claude-code-harness
+
+- Repository: [https://github.com/Chachamaru127/claude-code-harness](https://github.com/Chachamaru127/claude-code-harness) (commit `9851b1a`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `harness-plan` | core | HAR: Research-backed, team-validated task planning, Plans.md management, progress sync. Trigger: create a plan, add tasks, update Plans.md, mark complete, check progress. Do NOT load for: implementation, review, release. | [source](https://github.com/Chachamaru127/claude-code-harness/tree/9851b1a/codex/.codex/skills/harness-plan) |
+
+## Source: davepoon/buildwithclaude
+
+- Repository: [https://github.com/davepoon/buildwithclaude](https://github.com/davepoon/buildwithclaude) (commit `3c94e0c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `moodboard-creator` | core | Create visual moodboards from collected inspiration with iterative refinement. Use after trend research or website analysis to synthesize design direction before implementation. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/frontend-design-pro/skills/moodboard-creator) |
+
+## 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-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) |
+| `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) |
+| `kegg-database` | core | Direct REST API access to KEGG (academic use only). Pathway analysis, gene-pathway mapping, metabolic pathways, drug interactions, ID conversion. For Python workflows with multiple databases, prefer bioservices. Use this for direct … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/kegg-database) |
+| `geopandas` | core | Python library for working with geospatial vector data including shapefiles, GeoJSON, and GeoPackage files. Use when working with geographic data for spatial analysis, geometric operations, coordinate transformations, spatial joins, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/geopandas) |
+| `reactome-database` | core | Query Reactome REST API for pathway analysis, enrichment, gene-pathway mapping, disease pathways, molecular interactions, expression analysis, for systems biology studies. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/reactome-database) |
+| `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) |
+| `regulatory-affairs-head` | core | Senior Regulatory Affairs Manager expertise for HealthTech and MedTech companies. Provides strategic regulatory guidance, submission management, regulatory pathway analysis, global compliance coordination, and cross-functional team … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/regulatory-affairs-head) |
+| `mdr-745-specialist` | core | EU MDR 2017/745 regulation specialist and consultant for medical device requirement management. Provides comprehensive MDR compliance expertise, gap analysis, technical documentation guidance, clinical evidence requirements, and … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/mdr-745-specialist) |
+| `product-strategist` | core | Strategic product leadership toolkit for Head of Product including OKR cascade generation, market analysis, vision setting, and team scaling. Use for strategic planning, goal alignment, competitive analysis, and organizational design. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/business-marketing/product-strategist) |
+| `scientific-critical-thinking` | core | Evaluate research rigor. Assess methodology, experimental design, statistical validity, biases, confounding, evidence quality (GRADE, Cochrane ROB), for critical analysis of scientific claims. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-critical-thinking) |
+| `brenda-database` | core | Access BRENDA enzyme database via SOAP API. Retrieve kinetic parameters (Km, kcat), reaction equations, organism data, and substrate-specific enzyme information for biochemical research and metabolic pathway analysis. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/brenda-database) |
+| `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: ferdinandobons/startup-skill
+
+- Repository: [https://github.com/ferdinandobons/startup-skill](https://github.com/ferdinandobons/startup-skill) (commit `a5f97c3`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `startup-design` | core | Design, validate, and plan a startup from scratch. Covers market research, competitive analysis, business model, brand identity, product definition, financial projections, and validation experiments. Trigger when the user has a startup … | [source](https://github.com/ferdinandobons/startup-skill/tree/a5f97c3/startup-design) |
+
+## Source: FlorianBruniaux/claude-code-ultimate-guide
+
+- Repository: [https://github.com/FlorianBruniaux/claude-code-ultimate-guide](https://github.com/FlorianBruniaux/claude-code-ultimate-guide) (commit `5395214`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `plan-pipeline-start` | core | 5-phase planning: PRD analysis, design review, technical decisions, dynamic research team, metrics. Produces a complete implementation plan + ADRs before any code is written. | [source](https://github.com/FlorianBruniaux/claude-code-ultimate-guide/tree/5395214/examples/skills/plan-pipeline/start) |
+
+## 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 |
+|---|---|---|---|
+| `geomaster` | core | Comprehensive geospatial science skill covering remote sensing, GIS, spatial analysis, machine learning for earth observation, and 30+ scientific domains. Supports satellite imagery processing (Sentinel, Landsat, MODIS, SAR, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/geomaster) |
+| `designing-experiments` | core | Design experiments and quasi-experiments before analysis. Use when choosing study design, treatment/control structure, outcomes, assumptions, validation plans after scientific experiment failure, or which of DiD, ITS, synthetic control, or … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/designing-experiments) |
+| `scientific-critical-thinking` | core | Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-critical-thinking) |
+
+## Source: infrasity-labs/dev-gtm-claude-skills
+
+- Repository: [https://github.com/infrasity-labs/dev-gtm-claude-skills](https://github.com/infrasity-labs/dev-gtm-claude-skills) (commit `02cfefb`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `blog-strategy` | core | Blog strategy development including topic cluster architecture with hub-and-spoke design, audience mapping, competitive landscape analysis, AI citation surface strategy across ChatGPT/Perplexity/AI Overviews, distribution channel planning … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/blog-strategy) |
+
+## Source: jabrena/plinth
+
+- Repository: [https://github.com/jabrena/plinth](https://github.com/jabrena/plinth) (commit `065eae8`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `125-java-concurrency` | core | Use when you need to apply Java concurrency best practices — including thread safety fundamentals, ExecutorService thread pool management, concurrent design patterns like Producer-Consumer, asynchronous programming with CompletableFuture, … | [source](https://github.com/jabrena/plinth/tree/065eae8/skills/125-java-concurrency) |
+
+## 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 |
+|---|---|---|---|
+| `managing-database-migrations` | core | Process use when you need to work with database migrations. This skill provides schema migration management with comprehensive guidance and automation. Trigger with phrases like "create migration", "run migrations", or "manage schema … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/database/database-migration-manager/skills/managing-database-migrations) |
+
+## 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 |
+|---|---|---|---|
+| `geomaster` | core | Comprehensive geospatial science skill covering remote sensing, GIS, spatial analysis, machine learning for earth observation, and 30+ scientific domains. Supports satellite imagery processing (Sentinel, Landsat, MODIS, SAR, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/geomaster) |
+| `scientific-critical-thinking` | core | Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-critical-thinking) |
+
+## 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 |
+|---|---|---|---|
+| `geomaster` | core | Comprehensive geospatial science skill covering remote sensing, GIS, spatial analysis, machine learning for earth observation, and 30+ scientific domains. Supports satellite imagery processing (Sentinel, Landsat, MODIS, SAR, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/geomaster) |
+| `scientific-critical-thinking` | core | Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-critical-thinking) |
+
+## Source: microsoft/skills
+
+- Repository: [https://github.com/microsoft/skills](https://github.com/microsoft/skills) (commit `dc543aa`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `azure-ai-contentsafety-java` | core | Build content moderation applications with Azure AI Content Safety SDK for Java. Use when implementing text/image analysis, blocklist management, or harm detection for hate, violence, sexual content, and self-harm. | [source](https://github.com/microsoft/skills/tree/dc543aa/.github/plugins/azure-sdk-java/skills/azure-ai-contentsafety-java) |
+
+## 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) |
+
+## 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) |
+| `performing-threat-modeling-with-owasp-threat-dragon` | core | Use OWASP Threat Dragon to create data flow diagrams, identify threats using STRIDE and LINDDUN methodologies, and generate threat model reports for secure design review. | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/performing-threat-modeling-with-owasp-threat-dragon) |
+
+## Source: nexscope-ai/eCommerce-Skills
+
+- Repository: [https://github.com/nexscope-ai/eCommerce-Skills](https://github.com/nexscope-ai/eCommerce-Skills) (commit `56f3288`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ecommerce-returns-management` | core | Optimize e-commerce returns process and reduce return rates. Returns policy design, reverse logistics, root cause analysis, and customer retention through better returns experience. | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/ecommerce-returns-management) |
+
+## 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 |
+|---|---|---|---|
+| `deck-open-slide-canvas` | core | Open Design's architecture review: the local daemon + agent-runtime design, the tradeoffs, and the decision to lock. Built as a decision-grade product management deck for staff eng, tech leads, security. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/deck-open-slide-canvas) |
+
+## 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-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) |
+| `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) |
+
+## 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 |
+|---|---|---|---|
+| `power-analysis` | core | Compute statistical power, required sample size, and minimum detectable effect (MDE) for a study design, then write a registry-ready power section. Handles two-arm RCTs (with clustering / ICC and unequal allocation), multiple-arm … | [source](https://github.com/pedrohcgs/claude-code-my-workflow/tree/be53c12/.claude/skills/power-analysis) |
+
+## 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 |
+|---|---|---|---|
+| `cro-optimization` | core | Run conversion rate optimization through hypothesis-driven testing including audit, hypothesis generation, test design, statistical analysis, and rollout decisions. Use this skill whenever the user wants to optimize conversion, run A/B … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/cro-optimization) |
+
+## 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 |
+|---|---|---|---|
+| `security-assessment` | core | Vulnerability review, threat modeling, OWASP patterns, and secure coding assessment. Use when reviewing code security, designing secure systems, performing threat analysis, or validating security implementations. | [source](https://github.com/rsmdt/the-startup/tree/ff6a0be/plugins/team/skills/quality/security-assessment) |
+
+## Source: samber/cc-skills-golang
+
+- Repository: [https://github.com/samber/cc-skills-golang](https://github.com/samber/cc-skills-golang) (commit `4881c01`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `golang-design-patterns` | core | Idiomatic Golang design patterns — functional options, constructors, error flow and cascading, resource management and lifecycle, graceful shutdown, resilience, architecture, dependency injection, data handling, streaming, and more. Apply … | [source](https://github.com/samber/cc-skills-golang/tree/4881c01/skills/golang-design-patterns) |
+
+## Source: secondsky/claude-skills
+
+- Repository: [https://github.com/secondsky/claude-skills](https://github.com/secondsky/claude-skills) (commit `c4889f6`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `sequential-thinking` | core | Systematic step-by-step reasoning with revision and branching. Use for complex problems, multi-stage analysis, design planning, problem decomposition, or encountering unclear scope, alternative approaches needed, revision requirements. | [source](https://github.com/secondsky/claude-skills/tree/c4889f6/plugins/sequential-thinking/skills/sequential-thinking) |
+
+## Source: softaworks/agent-toolkit
+
+- Repository: [https://github.com/softaworks/agent-toolkit](https://github.com/softaworks/agent-toolkit) (commit `3027f20`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `gemini` | core | Use when the user asks to run Gemini CLI for code review, plan review, or big context (>200k) processing. Ideal for comprehensive analysis requiring large context windows. Uses Gemini 3 Pro by default for state-of-the-art reasoning and … | [source](https://github.com/softaworks/agent-toolkit/tree/3027f20/skills/gemini) |
+
+## 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 |
+|---|---|---|---|
+| `elasticsearch-patterns` | core | Mapping design, query optimization, aggregation patterns, index lifecycle management, and search relevance tuning. | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/elasticsearch-patterns) |
+| `vp-engineering` | core | VP Engineering perspective - org design (team topologies), process improvement, cross-team dependencies, engineering culture, OKRs, incident management maturity, platform strategy, DX optimization, release management at scale | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/vp-engineering) |
+
+## Source: veniceai/skills
+
+- Repository: [https://github.com/veniceai/skills](https://github.com/veniceai/skills) (commit `de089fa`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `venice-errors` | adjacent | Handle Venice API errors correctly. Covers the StandardError / DetailedError / ContentViolationError / X402InferencePaymentRequired body shapes, every meaningful status code (400, 401, 402, 403, 415, 422, 429, 500, 503, 504), the 402 … | [source](https://github.com/veniceai/skills/tree/de089fa/skills/venice-errors) |
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,174 @@
+# Market evidence report — geographic-information-systems-specialist
+
+Source: **52 real job ads** (JSearch API, countries: us 52), 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 | 45 | 87 % |
+| junior | 4 | 8 % |
+| senior | 3 | 6 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | ArcGIS Pro | 17 | 33 % |
+| 2 | Python | 17 | 33 % |
+| 3 | ArcGIS Online | 12 | 23 % |
+| 4 | ArcGIS | 7 | 13 % |
+| 5 | ArcGIS Enterprise | 6 | 12 % |
+| 6 | Microsoft Office | 6 | 12 % |
+| 7 | QGIS | 6 | 12 % |
+| 8 | AWS | 5 | 10 % |
+| 9 | ESRI ArcGIS | 5 | 10 % |
+| 10 | JavaScript | 5 | 10 % |
+| 11 | GIS software | 4 | 8 % |
+| 12 | Field Maps | 3 | 6 % |
+| 13 | Git | 3 | 6 % |
+| 14 | GitHub | 3 | 6 % |
+| 15 | Google Earth Pro | 3 | 6 % |
+| 16 | Microsoft Excel | 3 | 6 % |
+| 17 | Microsoft Word | 3 | 6 % |
+| 18 | SharePoint | 3 | 6 % |
+| 19 | SQL | 3 | 6 % |
+| 20 | Survey123 | 3 | 6 % |
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | spatial analysis | 15 | 29 % |
+| 2 | gis analysis | 13 | 25 % |
+| 3 | cartography | 10 | 19 % |
+| 4 | database management | 9 | 17 % |
+| 5 | data management | 8 | 15 % |
+| 6 | geospatial analysis | 7 | 13 % |
+| 7 | data analysis | 6 | 12 % |
+| 8 | geospatial data management | 6 | 12 % |
+| 9 | data visualization | 5 | 10 % |
+| 10 | data review | 4 | 8 % |
+| 11 | database design | 4 | 8 % |
+| 12 | quality assurance | 4 | 8 % |
+| 13 | spatial data analysis | 4 | 8 % |
+| 14 | spatial data management | 4 | 8 % |
+| 15 | cartographic design | 3 | 6 % |
+| 16 | data maintenance | 3 | 6 % |
+| 17 | data manipulation | 3 | 6 % |
+| 18 | data validation | 3 | 6 % |
+| 19 | database administration | 3 | 6 % |
+| 20 | geoid modeling | 3 | 6 % |
+| 21 | gis database development | 3 | 6 % |
+| 22 | mapping | 3 | 6 % |
+| 23 | process improvement | 3 | 6 % |
+| 24 | spatial modeling | 3 | 6 % |
+| 25 | statistical analysis | 3 | 6 % |
+| 26 | survey data processing | 3 | 6 % |
+| 27 | web mapping | 3 | 6 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | map creation | 7 | 13 % |
+| 2 | stakeholder collaboration | 5 | 10 % |
+| 3 | application development | 4 | 8 % |
+| 4 | data cleaning | 4 | 8 % |
+| 5 | report preparation | 4 | 8 % |
+| 6 | airport survey data review | 3 | 6 % |
+| 7 | data analysis | 3 | 6 % |
+| 8 | data collection | 3 | 6 % |
+| 9 | data integration | 3 | 6 % |
+| 10 | data interpretation | 3 | 6 % |
+| 11 | eo service design | 3 | 6 % |
+| 12 | field data support | 3 | 6 % |
+| 13 | problem solving | 3 | 6 % |
+| 14 | runway change documentation | 3 | 6 % |
+| 15 | scientific quality assurance | 3 | 6 % |
+| 16 | technical guidance | 3 | 6 % |
+| 17 | technical support | 3 | 6 % |
+
+## Regional breakdown
+
+> **Corpus note:** 52 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
+
+### US (us)
+
+52 ads.
+
+**Top hard skills:**
+
+- spatial analysis — 29 % (15 ads)
+- gis analysis — 25 % (13 ads)
+- cartography — 19 % (10 ads)
+- database management — 17 % (9 ads)
+- data management — 15 % (8 ads)
+- geospatial analysis — 13 % (7 ads)
+- data analysis — 12 % (6 ads)
+- geospatial data management — 12 % (6 ads)
+- data visualization — 10 % (5 ads)
+- data review — 8 % (4 ads)
+
+**Top tools:**
+
+- ArcGIS Pro — 33 % (17 ads)
+- Python — 33 % (17 ads)
+- ArcGIS Online — 23 % (12 ads)
+- ArcGIS — 13 % (7 ads)
+- ArcGIS Enterprise — 12 % (6 ads)
+- Microsoft Office — 12 % (6 ads)
+- QGIS — 12 % (6 ads)
+- AWS — 10 % (5 ads)
+- ESRI ArcGIS — 10 % (5 ads)
+- JavaScript — 10 % (5 ads)
+
+**Seniority:** mid 87 % · junior 8 % · senior 6 %
+
+### 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 |
+|---|---|
+| GIS Analyst | 6 |
+| GIS Specialist | 4 |
+| GIS Specialist (Geographic Information Systems) | 4 |
+| Earth Observation Scientist - Remote EO Services | 2 |
+| Geographic Information System Specialist - Raleigh, NC/REMOTE | 2 |
+| GIS Shoreline Compiler / Quality Control Specialist | 2 |
+| 911 GIS COORDINATOR | 1 |
+| ArcGIS Geospatial Researcher | 1 |
+| AutoCAD / GIS Specialist | 1 |
+| Consultant - Earth Sciences and Enviroment | 1 |
+| Engineering Technician - GIS Analyst | 1 |
+| Environmental Justice Geographic Information Systems (GIS) Specialist (EJE6) | 1 |
+| Fisheries GIS Analyst | 1 |
+| Forward-Deployed Engineer, Earth Observation Specialist | 1 |
+| Geographic Information System Specialist | 1 |
+| Geographic Information System Specialist II | 1 |
+| Geographic Information Systems Analyst | 1 |
+| Geographic Information Systems Analyst at Cherokee Federal Silver Spring, MD | 1 |
+| Geographic Information Systems Specialist | 1 |
+| GEOGRAPHIC INFORMATION SYSTEMS SPECIALIST (T & E) | 1 |
+| Geographic Information Systems Specialist 3 | 1 |
+| Geospatial Analyst/Software Developer (TS/SCI with Poly Required) | 1 |
+| Geospatial Data Architect - Earth Observation & Climate Services | 1 |
+| GIS Analyst I | 1 |
+| GIS Governance Specialist/Coordinator | 1 |
+
+Methodology: entities extracted per ad ({hard_skills, tools, methods, responsibilities, seniority}), normalized, counted as DISTINCT ads per entity; report threshold ≥ 3 ads. Headline sections in skills.md/tools.md use the stricter ≥ 20 % threshold.
--- a/references/profile.md
+++ b/references/profile.md
@@ -0,0 +1,30 @@
+# Occupation profile — geographic information systems specialist
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/9af8907f-56a7-4170-83b1-3c6ba0997cfa
+- **ESCO code:** 2165.3
+- **ISCO-08 group:** 2165 — Cartographers and surveyors
+- **O*NET-SOC:** 15-1299.02 — Geographic Information Systems Technologists and Technicians (match: exactMatch)
+
+## Description (ESCO)
+
+Geographic information systems specialists use specialised computer systems, engineering measures, and geological concepts to process land, geographic, and geospatial information into visually detailed digital maps and geomodels of a reservoir. They convert technical information like soil density and properties into digital representations to be used by engineers, governments and interested stakeholders.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- Earth Observation expert
+- GIS specialist
+- geomatics technician
+- GIS technician
+- geographic information systems consultant
+- GIS application specialist
+- specialist in geographic information systems
+- GIS data specialist
+- GIS mapping technician
+- geographic information systems expert
+- geographic information systems adviser
+- GIS analyst
+- GIS mapping assistant
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,66 @@
+# Competences — geographic information systems specialist
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/9af8907f-56a7-4170-83b1-3c6ba0997cfa).
+
+## Essential
+
+- **apply digital mapping** (skill/competence)
+- **apply statistical analysis techniques** (skill/competence)
+- **cartography** (knowledge)
+- **collect mapping data** (skill/competence)
+- **compile GIS-data** (skill/competence)
+- **create GIS reports** (skill/competence)
+- **create thematic maps** (skill/competence)
+- **environmental design** (knowledge)
+- **execute analytical mathematical calculations** (skill/competence)
+- **geographic information systems** (knowledge)
+- **geography** (knowledge)
+- **geological mapping** (knowledge)
+- **geomatics** (knowledge)
+- **mathematics** (knowledge)
+- **perform surveying calculations** (skill/competence)
+- **process collected survey data** (skill/competence)
+- **statistics** (knowledge)
+- **surveying** (knowledge)
+- **use databases** (skill/competence)
+- **use geographic information systems** (skill/competence)
+
+## Optional
+
+- analyse environmental data (skill/competence)
+- CAD software (knowledge)
+- collect data using GPS (skill/competence)
+- collect geological data (skill/competence)
+- conduct land surveys (skill/competence)
+- develop computer vision system (skill/competence)
+- develop geological databases (skill/competence)
+- geodesy (knowledge)
+- interpret geophysical data (skill/competence)
+- operate surveying instruments (skill/competence)
+- perform image editing (skill/competence)
+- photogrammetry (knowledge)
+- prepare visual data (skill/competence)
+- solve location and navigation problems by using GPS tools (skill/competence)
+- spatial planning (knowledge)
+- store digital data and systems (skill/competence)
+- surveying methods (knowledge)
+- topography (knowledge)
+- use an application-specific interface (skill/competence)
+- use CAD software (skill/competence)
+- use presentation software (skill/competence)
+- use spreadsheets software (skill/competence)
+- write work-related reports (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 52 ads, as of 2026-07-12)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- spatial analysis — **29 %**
+- gis analysis — **25 %**
+- cartography — **19 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,63 @@
+# Tasks & work activities — geographic information systems specialist
+
+Source: O*NET 30.3, occupation 15-1299.02 (Geographic Information Systems Technologists and Technicians).
+
+## Task statements
+
+- **[Core]** Produce data layers, maps, tables, or reports, using spatial analysis procedures or Geographic Information Systems (GIS) technology, equipment, or systems.
+- **[Core]** Design or prepare graphic representations of Geographic Information Systems (GIS) data, using GIS hardware or software applications.
+- **[Core]** Maintain or modify existing Geographic Information Systems (GIS) databases.
+- **[Core]** Provide technical expertise in Geographic Information Systems (GIS) technology to clients or users.
+- **[Core]** Perform computer programming, data analysis, or software development for Geographic Information Systems (GIS) applications, including the maintenance of existing systems or research and development for future enhancements.
+- **[Core]** Enter data into Geographic Information Systems (GIS) databases, using techniques such as coordinate geometry, keyboard entry of tabular data, manual digitizing of maps, scanning or automatic conversion to vectors, or conversion of other sources of digital data.
+- **[Core]** Review existing or incoming data for currency, accuracy, usefulness, quality, or completeness of documentation.
+- **[Core]** Perform geospatial data building, modeling, or analysis, using advanced spatial analysis, data manipulation, or cartography software.
+- **[Core]** Design or coordinate the development of integrated Geographic Information Systems (GIS) spatial or non-spatial databases.
+- **[Core]** Perform integrated or computerized Geographic Information Systems (GIS) analyses to address scientific problems.
+- **[Core]** Select cartographic elements needed for effective presentation of information.
+- **[Core]** Provide technical support to users or clients regarding the maintenance, development, or operation of Geographic Information Systems (GIS) databases, equipment, or applications.
+- **[Core]** Collect, compile, or integrate Geographic Information Systems (GIS) data, such as remote sensing or cartographic data for inclusion in map manuscripts.
+- **[Core]** Interpret aerial or ortho photographs.
+- **[Core]** Meet with clients to discuss topics such as technical specifications, customized solutions, or operational problems.
+- **[Core]** Document, design, code, or test Geographic Information Systems (GIS) models, internet mapping solutions, or other applications.
+- **[Core]** Create, analyze, report, convert, or transfer data, using specialized applications program software.
+- **[Core]** Confer with users to analyze, configure, or troubleshoot applications.
+- **[Core]** Design, program, or model Geographic Information Systems (GIS) applications or procedures.
+- **[Core]** Develop specialized computer software routines, internet-based Geographic Information Systems (GIS) databases, or business applications to customize geographic information.
+- **[Core]** Make recommendations regarding upgrades, considering implications of new or revised Geographic Information Systems (GIS) software, equipment, or applications.
+- **[Core]** Assist users in formulating Geographic Information Systems (GIS) requirements or understanding the implications of alternatives.
+- **[Core]** Create visual representations of geospatial data, using complex procedures such as analytical modeling, three-dimensional renderings, or plot creation.
+- **[Core]** Transfer or rescale information from original photographs onto maps or other photographs.
+- **[Core]** Prepare training materials for, or make presentations to, Geographic Information Systems (GIS) users.
+- **[Supplemental]** Apply three-dimensional (3D) or four-dimensional (4D) technologies to geospatial data to allow for new or different analyses or applications.
+- **[nan]** Conduct research, data analysis, systems design, or support for software such as Geographic Information Systems (GIS) or Global Positioning Systems (GPS) mapping software.
+- **[nan]** Read current literature, talk with colleagues, continue education, or participate in professional organizations or conferences to keep abreast of developments in Geographic Information Systems (GIS) technology, equipment, or systems.
+- **[nan]** Recommend procedures, equipment, or software upgrades to increase data accessibility or ease of use.
+
+## Detailed work activities
+
+- Analyze data to identify trends or relationships among variables.
+- Analyze Geographic Information Systems (GIS) data for use in green applications.
+- Collaborate with others to determine design specifications or details.
+- Collaborate with others to resolve information technology issues.
+- Conduct research to gain information about products or processes.
+- Coordinate project activities with other personnel or departments.
+- Create databases to store electronic data.
+- Design computer modeling or simulation programs.
+- Design integrated computer systems.
+- Design software applications.
+- Develop models of information or communications systems.
+- Develop scientific or mathematical models.
+- Document technical specifications or requirements.
+- Evaluate data quality.
+- Prepare analytical reports.
+- Prepare data for analysis.
+- Prepare graphics or other visual representations of information.
+- Provide technical support for software maintenance or use.
+- Recommend changes to improve computer or information systems.
+- Test software performance.
+- Train others in computer interface or software use.
+- Troubleshoot issues with computer applications or systems.
+- Update computer database information.
+- Update knowledge about emerging industry or technology trends.
+- Write computer programming code.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,147 @@
+# Tools & technology — geographic information systems specialist
+
+Source: O*NET 30.3 'Software Skills' for 15-1299.02.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| SAS | Analytical or scientific software | yes |
+| The MathWorks MATLAB | Analytical or scientific software | yes |
+| Docker | Application server software | yes |
+| GitHub | Application server software | yes |
+| Kubernetes | Application server software | yes |
+| Tableau | Business intelligence and data analysis software | yes |
+| Autodesk AutoCAD | Computer aided design CAD software | yes |
+| Bentley MicroStation | Computer aided design CAD software | yes |
+| Atlassian JIRA | Content workflow software | yes |
+| Microsoft SQL Server | Data base management system software | yes |
+| Oracle PL/SQL | Data base management system software | yes |
+| Teradata Database | Data base management system 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 |
+| ServiceNow | Data base user interface and query software | yes |
+| Structured query language SQL | Data base user interface and query software | yes |
+| Transact-SQL | Data base user interface and query software | yes |
+| C | Development environment software | yes |
+| Go | Development environment software | yes |
+| Microsoft .NET Framework | Development environment software | yes |
+| Microsoft Azure software | Development environment software | yes |
+| Microsoft Visual Basic | Development environment software | yes |
+| Microsoft Visual Basic for Applications VBA | Development environment software | yes |
+| Microsoft Visual Studio | 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 |
+| Jenkins CI | Enterprise application integration software | yes |
+| SAP software | Enterprise resource planning ERP 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 Illustrator | 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 |
+| jQuery | 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 |
+| TypeScript | Object or component oriented development software | yes |
+| PostgreSQL | Object oriented data base management software | yes |
+| Google Workspace software | Office suite software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Apple iOS | Operating system software | yes |
+| Linux | Operating system software | yes |
+| Shell script | Operating system software | yes |
+| UNIX | Operating system software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Visio | Process mapping and design software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Adobe After Effects | Video creation and editing software | yes |
+| Bootstrap | Web platform development software | yes |
+| Cascading style sheets CSS | Web platform development software | yes |
+| Google Angular | Web platform development software | yes |
+| Hypertext markup language HTML | Web platform development software | yes |
+| JavaScript | Web platform development software | yes |
+| JavaScript Object Notation JSON | Web platform development software | yes |
+| Microsoft ASP.NET | Web platform development software | yes |
+| Node.js | Web platform development software | yes |
+| PHP | Web platform development software | yes |
+| React | Web platform development software | yes |
+| Microsoft Word | Word processing software | yes |
+| Agronomic modeling software | Analytical or scientific software |  |
+| Coordinate geometry COGO software | Analytical or scientific software |  |
+| ESRI ArcGIS ArcPy | Analytical or scientific software |  |
+| ESRI ArcGIS Survey 123 | Analytical or scientific software |  |
+| Hydrological modeling software | Analytical or scientific software |  |
+| Landmark Graphics GeoGraphix | Analytical or scientific software |  |
+| IBM WebSphere | Cloud-based management software |  |
+| Autodesk Land Desktop | Computer aided design CAD software |  |
+| Computer aided design and drafting software CADD | Computer aided design CAD software |  |
+| Relational database management software | Data base management system software |  |
+| Relational database management system RDMS | Data base management system software |  |
+| SAP BusinessObjects Crystal Reports | Data base reporting software |  |
+| ADO.NET | Data base user interface and query software |  |
+| Autodesk Topobase | Data base user interface and query software |  |
+| dBASE | Data base user interface and query software |  |
+| National Land Cover Database NLCD | Data base user interface and query software |  |
+| Soil Survey Geographic SSURGO | Data base user interface and query software |  |
+| State Soil Geographic STATSGO Database | Data base user interface and query software |  |
+| Adobe ActionScript | Development environment software |  |
+| ArcGIS Web AppBuilder | Development environment software |  |
+| Formula translation/translator FORTRAN | Development environment software |  |
+| List processing language LISP | Development environment software |  |
+| Microsoft Azure DevOps Services | Development environment software |  |
+| Microsoft Visual Basic Scripting Edition VBScript | Development environment software |  |
+| Software development tools | Development environment software |  |
+| Software libraries | Development environment software |  |
+| Web application software | Development environment software |  |
+| Microsoft SharePoint Server | Document management software |  |
+| Email software | Electronic mail software |  |
+| Enterprise application integration EAI software | Enterprise application integration software |  |
+| Management information systems MIS | Enterprise resource planning ERP software |  |
+| Microsoft Dynamics | Enterprise resource planning ERP software |  |
+| ESRI ArcEditor | Geographic information system |  |
+| ESRI ArcGIS Geostatistical Analyst | Geographic information system |  |
+| ESRI ArcGIS Spatial Analyst | Geographic information system |  |
+| ESRI ArcIMS | Geographic information system |  |
+| ESRI ArcInfo | Geographic information system |  |
+| ESRI ArcPad | Geographic information system |  |
+| ESRI ArcSDE | Geographic information system |  |
+| ESRI ArcView | Geographic information system |  |
+| Geographic information system GIS software | Geographic information system |  |
+| Geographic information system GIS systems | Geographic information system |  |
+| Google Earth Pro | Geographic information system |  |
+| QGIS | Geographic information system |  |
+| Web browser software | Internet browser software |  |
+| CDA International Manifold System | Map creation software |  |
+| ITT Visual Information Solutions ENVI | Map creation software |  |
+| Leica Geosystems ERDAS IMAGINE | Map creation software |  |
+| RockWare ArcMap | Map creation software |  |
+| Trimble Pathfinder Office | Map creation software |  |
+| Global positioning system GPS software | Mobile location based services software |  |
+| Sun Microsystems Java | Object or component oriented development software |  |
+| Job control language JCL | Operating system software |  |
+| Unified modeling language UML | Requirements analysis and system architecture software |  |
+| Adobe Dreamweaver | Web page creation and editing software |  |
+| Autodesk MapGuide | Web platform development software |  |
+| Drupal | Web platform development software |  |
+| Ext JS | Web platform development software |  |
+| LAMP Stack | Web platform development software |  |
+| Oracle JavaServer Pages JSP | Web platform development software |  |
+| RESTful API | Web platform development software |  |
+| Microsoft OneNote | Word processing software |  |
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 52 ads, as of 2026-07-12)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Tools
+
+- Python — **33 %**
+- ArcGIS Pro — **33 %**
+- ArcGIS Online — **23 %**
+
+<!-- market-evidence -->