feat: environmental-geologist skill package v0.1.0

2026-08-14 16:45:30 +02:00
commit d6aea7d655
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
@@ -0,0 +1,31 @@
+# Data provenance — environmental-geologist
+
+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 — environmental-geologist
+    "ESCO (occupation & competences)" : 20
+    "O*NET (tasks & tools)" : 209
+    "Job boards (market evidence)" : 110
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 162
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 20 | 4.0 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 209 | 41.3 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 110 | 21.7 % | 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 | 1.0 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 162 | 32.0 % | 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).
--- a/SKILL.md
+++ b/SKILL.md
@@ -0,0 +1,73 @@
+---
+name: environmental-geologist
+description: "Occupational skill for the role 'environmental geologist' (also: environmental mineralogist, environmental consultant, environmentalist, environmental geology analyst, environmental geology researcher, environmental geology research analyst). Use when the user asks for typical environmental geologist work such as: Develop computer models for hydrologic predictions.; Prepare written and oral reports describing research results, using illustrations, maps, appendices, and other information.; Study and document quantities, distribution, disposition, and development of underground and surface waters."
+---
+
+# Environmental Geologist
+
+Environmental geologists study how mineral operations may impact the composition and physical characteristics of the earth and its resources. They provide advice on issues such as land reclamation and environmental pollution.
+
+## Core workflow
+
+1. Develop computer models for hydrologic predictions.
+2. Prepare written and oral reports describing research results, using illustrations, maps, appendices, and other information.
+3. Study and document quantities, distribution, disposition, and development of underground and surface waters.
+4. Coordinate and supervise the work of professional and technical staff, including research assistants, technologists, and technicians.
+5. Prepare hydrogeologic evaluations of known or suspected hazardous waste sites and land treatment and feedlot facilities.
+6. Design and conduct scientific hydrogeological investigations to ensure that accurate and appropriate information is available for use in water resource management decisions.
+7. Study public water supply issues, including flood and drought risks, water quality, wastewater, and impacts on wetland habitats.
+8. Collect and analyze water samples as part of field investigations or to validate data from automatic monitors.
+
+## 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)
+
+- address problems critically
+- advise on mining environmental issues
+- communicate on the environmental impact of mining
+- conduct environmental site assessments
+- conduct erosion control
+- conduct sediment control
+- develop site remediation strategies
+- environmental legislation
+- examine geochemical samples
+- manage environmental impact
+- study groundwater
+- use technical drawing software
+
+## Hot technologies
+
+- The MathWorks MATLAB
+- Autodesk AutoCAD
+- Autodesk AutoCAD Civil 3D
+- Bentley MicroStation
+- Microsoft Access
+- Microsoft Visual Basic
+- ESRI ArcGIS software
+- C++
+- Python
+- R
+
+
+<!-- hot-tech -->
+
+## Hot technologies
+
+Top tools from 41 gated job ads (see references/market.md, as of 2026-07-11):
+
+- Microsoft Excel — 17 %
+- Microsoft Office — 15 %
+- Microsoft Word — 15 %
+- Microsoft PowerPoint — 10 %
+- Microsoft Outlook — 7 %
+
+<!-- hot-tech -->
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/92efb42f-6b0a-44d8-94ea-0141555e6c3b), O*NET 30.3 (19-2043.00). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,244 @@
+{
+  "name": "environmental-geologist",
+  "title": "environmental geologist",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/92efb42f-6b0a-44d8-94ea-0141555e6c3b",
+    "esco_code": "2114.1.1",
+    "isco_group": "2114",
+    "onet_soc": "19-2043.00",
+    "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": 25,
+    "dwas": 29,
+    "skills_essential": 12,
+    "skills_optional": 7,
+    "software": 154
+  },
+  "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
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 3
+      },
+      "AgriciDaniel/claude-blog": {
+        "repo": "https://github.com/AgriciDaniel/claude-blog",
+        "commit": "49842ea",
+        "license": "MIT",
+        "skills": 2
+      },
+      "infrasity-labs/dev-gtm-claude-skills": {
+        "repo": "https://github.com/infrasity-labs/dev-gtm-claude-skills",
+        "commit": "02cfefb",
+        "license": "MIT",
+        "skills": 3
+      },
+      "K-Dense-AI/claude-scientific-skills": {
+        "repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 5
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 9
+      },
+      "K-Dense-AI/scientific-agent-skills": {
+        "repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 5
+      },
+      "nexu-io/open-design": {
+        "repo": "https://github.com/nexu-io/open-design",
+        "commit": "4b66023",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "SnailSploit/Claude-Red": {
+        "repo": "https://github.com/SnailSploit/Claude-Red",
+        "commit": "aeb41ec",
+        "license": "MIT",
+        "skills": 1
+      },
+      "0xwilliamortiz/claude-red": {
+        "repo": "https://github.com/0xwilliamortiz/claude-red",
+        "commit": "ad8436b",
+        "license": "MIT",
+        "skills": 1
+      },
+      "elementalsouls/Claude-BugHunter": {
+        "repo": "https://github.com/elementalsouls/Claude-BugHunter",
+        "commit": "05098fc",
+        "license": "MIT",
+        "skills": 2
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 12
+      },
+      "ahacker-1/cre-agent-skills": {
+        "repo": "https://github.com/ahacker-1/cre-agent-skills",
+        "commit": "618734e",
+        "license": "Apache-2.0",
+        "skills": 2
+      },
+      "rohitg00/skillkit": {
+        "repo": "https://github.com/rohitg00/skillkit",
+        "commit": "d2e5c34",
+        "license": "Apache-2.0",
+        "skills": 2
+      },
+      "brycewang-stanford/Auto-Empirical-Research-Skills": {
+        "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
+        "commit": "85bf545",
+        "license": "CC-BY-4.0",
+        "skills": 9
+      },
+      "glittercowboy/taches-cc-resources": {
+        "repo": "https://github.com/glittercowboy/taches-cc-resources",
+        "commit": "1757615",
+        "license": "MIT",
+        "skills": 1
+      },
+      "OpenSenseNova/SenseNova-Skills": {
+        "repo": "https://github.com/OpenSenseNova/SenseNova-Skills",
+        "commit": "d8bb438",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nWave-ai/nWave": {
+        "repo": "https://github.com/nWave-ai/nWave",
+        "commit": "1d0f13c",
+        "license": "MIT",
+        "skills": 2
+      },
+      "zebbern/claude-code-guide": {
+        "repo": "https://github.com/zebbern/claude-code-guide",
+        "commit": "d2c5280",
+        "license": "MIT",
+        "skills": 1
+      },
+      "microsoft/skills": {
+        "repo": "https://github.com/microsoft/skills",
+        "commit": "dc543aa",
+        "license": "MIT",
+        "skills": 1
+      },
+      "pcliangx/AppGenesisForge": {
+        "repo": "https://github.com/pcliangx/AppGenesisForge",
+        "commit": "81ea032",
+        "license": "MIT",
+        "skills": 1
+      },
+      "affaan-m/everything-claude-code": {
+        "repo": "https://github.com/affaan-m/everything-claude-code",
+        "commit": "ed38744",
+        "license": "MIT",
+        "skills": 1
+      },
+      "aaron-he-zhu/aaron-marketing-skills": {
+        "repo": "https://github.com/aaron-he-zhu/aaron-marketing-skills",
+        "commit": "b7b0b9f",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "sanjay3290/ai-skills": {
+        "repo": "https://github.com/sanjay3290/ai-skills",
+        "commit": "3619692",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 6
+      },
+      "rampstackco/claude-skills": {
+        "repo": "https://github.com/rampstackco/claude-skills",
+        "commit": "bc6d961",
+        "license": "MIT",
+        "skills": 1
+      },
+      "yaojingang/yao-meta-skill": {
+        "repo": "https://github.com/yaojingang/yao-meta-skill",
+        "commit": "4eb11f9",
+        "license": "MIT",
+        "skills": 1
+      },
+      "mohitagw15856/pm-claude-skills": {
+        "repo": "https://github.com/mohitagw15856/pm-claude-skills",
+        "commit": "876fa30",
+        "license": "MIT",
+        "skills": 2
+      },
+      "AgriciDaniel/claude-seo": {
+        "repo": "https://github.com/AgriciDaniel/claude-seo",
+        "commit": "6cf1ea9",
+        "license": "MIT",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 78,
+      "adjacent": 2
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 20,
+      "onet": 209,
+      "jobads": 110,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 162,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 4.0,
+      "onet": 41.3,
+      "jobads": 21.7,
+      "wiki_ai": 0.0,
+      "anthropic": 1.0,
+      "ai_skills": 32.0,
+      "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 +1,330 @@
+# External AI agent skills — environmental-geologist
+
+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 |
+|---|---|---|---|
+| `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) |
+| `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: 0xwilliamortiz/claude-red
+
+- Repository: [https://github.com/0xwilliamortiz/claude-red](https://github.com/0xwilliamortiz/claude-red) (commit `ad8436b`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `offensive-reporting` | core | Penetration test and red team report writing methodology. Covers executive summary structuring (risk-led narrative for non-technical readers), technical finding format (title, severity, affected scope, narrative, reproduction steps, … | [source](https://github.com/0xwilliamortiz/claude-red/tree/ad8436b/Skills/utility/offensive-reporting) |
+
+## Source: a5c-ai/babysitter
+
+- Repository: [https://github.com/a5c-ai/babysitter](https://github.com/a5c-ai/babysitter) (commit `44a5d58b`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `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) |
+| `iso14971-risk-analyzer` | core | Comprehensive risk management skill implementing ISO 14971:2019 methodology for medical device risk analysis | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/iso14971-risk-analyzer) |
+| `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) |
+| `regression-analyzer` | core | Skill for comprehensive regression analysis and modeling | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/scientific-discovery/skills/regression-analyzer) |
+| `systematic-debugging` | core | Structured debugging methodology using hypothesis-driven investigation, log analysis, and bisection to isolate and resolve defects. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/rpikit/skills/systematic-debugging) |
+| `unified-memory` | core | Expert skill for CUDA Unified Memory and memory prefetching optimization. Configure managed memory allocations, implement memory prefetch strategies, handle page fault analysis, configure memory hints and advise, profile unified memory … | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/gpu-programming/skills/unified-memory) |
+
+## Source: aaron-he-zhu/aaron-marketing-skills
+
+- Repository: [https://github.com/aaron-he-zhu/aaron-marketing-skills](https://github.com/aaron-he-zhu/aaron-marketing-skills) (commit `b7b0b9f`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `competitor-analysis` | core | Use when the user asks to "analyze competitors" or "竞品分析"; benchmarks competitor keywords, content, backlinks, AI citations, and traffic share into strengths, weaknesses, and an action plan. Not for a pairwise topic-coverage gap map — use … | [source](https://github.com/aaron-he-zhu/aaron-marketing-skills/tree/b7b0b9f/seo-geo/research/competitor-analysis) |
+
+## 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 |
+|---|---|---|---|
+| `competitive-report-structure` | core | Use after benchmark-methodology has produced scored competitor profile cards. Assembles findings into a decision-grade report: landscape map, competitor profiles, benchmarking matrix, white-space analysis, strategic recommendations, and … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/.agents/skills/competitive-report-structure) |
+
+## 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-audit` | core | Full-site blog health assessment scanning all blog files for quality scores, orphan pages, topic cannibalization, stale content, and AI citation readiness. Spawns parallel subagents for comprehensive analysis. Produces per-post scores and … | [source](https://github.com/AgriciDaniel/claude-blog/tree/49842ea/skills/blog-audit) |
+| `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: AgriciDaniel/claude-seo
+
+- Repository: [https://github.com/AgriciDaniel/claude-seo](https://github.com/AgriciDaniel/claude-seo) (commit `6cf1ea9`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `seo-content` | core | Content quality and E-E-A-T analysis with AI citation readiness assessment. Use when user says "content quality", "E-E-A-T", "content analysis", "readability check", "thin content", or "content audit". | [source](https://github.com/AgriciDaniel/claude-seo/tree/6cf1ea9/skills/seo-content) |
+
+## Source: ahacker-1/cre-agent-skills
+
+- Repository: [https://github.com/ahacker-1/cre-agent-skills](https://github.com/ahacker-1/cre-agent-skills) (commit `618734e`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `cre-office` | core | CRE Office analysis suite - 8 specialist skills for U.S. office acquisitions, refinancings, lease-up, tenant credit, TI/LC underwriting, financing fit, and investment committee memo writing. | [source](https://github.com/ahacker-1/cre-agent-skills/tree/618734e/claude-code-plugins/cre-office) |
+| `cre-underwriting` | core | CRE Underwriting analysis suite — 3 specialist skills for building pro formas, running sensitivity scenarios, and writing investment committee memos for multifamily acquisitions. | [source](https://github.com/ahacker-1/cre-agent-skills/tree/618734e/claude-code-plugins/cre-underwriting) |
+
+## Source: 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 |
+|---|---|---|---|
+| `research-ideation` | core | This skill should be used when the user asks to "brainstorm research ideas", "use 5W1H framework", "identify research gaps", "conduct gap analysis", "start research project", "conduct literature review", "define research question", "select … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/33-Galaxy-Dawn-claude-scholar/skills/research-ideation) |
+| `new-project` | core | Full research pipeline from idea to paper. Orchestrates all phases — discovery, strategy, analysis, writing, peer review, and submission. Use when starting a new research project from scratch. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/16-hsantanna88-clo-author/dot-claude/skills/new-project) |
+| `review-response` | core | Systematic review response workflow from comment analysis to professional rebuttal writing. Use when the user asks to "write rebuttal", "respond to reviewers", "draft review response", or "analyze review comments". Improves paper … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/33-Galaxy-Dawn-claude-scholar/skills/review-response) |
+| `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) |
+| `academic-baseline` | core | Use when working on any empirical academic research context — paper writing, data analysis, literature review, or any task involving citations, results, or publication artifacts. Establishes non-negotiable principles that govern all other … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/60-regisely-superpapers/skills/academic-baseline) |
+| `choosing-causalpy-methods` | core | Choose the appropriate CausalPy experiment class from a causal question, data structure, treatment assignment, and identification assumptions. Use before writing analysis code when the method is not yet settled. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/51-pymc-labs-CausalPy/skills/choosing-causalpy-methods) |
+| `data-scientist` | core | Data science methodology for Python research: EDA, validation, causal inference (IV, DiD, RD, synthetic control), clustering/PCA/UMAP, supervised ML, geospatial, visualization. Method selection guidance. For syntax, load tool-specific … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/data-scientist) |
+| `hud` | core | Diverga HUD (Heads-Up Display) management skill. Configure and manage the research project statusline display. Supports multiple presets: research, checkpoint, memory, minimal. Triggers: "hud", "statusline", "display settings | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/hud) |
+| `paper-review-skills` | core | 8 peer review skills. Trigger: reviewing manuscripts, comparing papers, quality assessment. Design: systematic review criteria, evaluation rubrics, and automated review tools. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/paper-review) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+| `cobrapy` | core | Constraint-based metabolic modeling (COBRA). FBA, FVA, gene knockouts, flux sampling, SBML models, for systems biology and metabolic engineering analysis. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/cobrapy) |
+| `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) |
+| `omero-integration` | core | Microscopy data management platform. Access images via Python, retrieve datasets, analyze pixels, manage ROIs/annotations, batch processing, for high-content screening and microscopy workflows. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/omero-integration) |
+| `scikit-survival` | core | Comprehensive toolkit for survival analysis and time-to-event modeling in Python using scikit-survival. Use this skill when working with censored survival data, performing time-to-event analysis, fitting Cox models, Random Survival … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scikit-survival) |
+| `uspto-database` | core | Access USPTO APIs for patent/trademark searches, examination history (PEDS), assignments, citations, office actions, TSDR, for IP analysis and prior art searches. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/uspto-database) |
+| `dnanexus-integration` | core | DNAnexus cloud genomics platform. Build apps/applets, manage data (upload/download), dxpy Python SDK, run workflows, FASTQ/BAM/VCF, for genomics pipeline development and execution. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/dnanexus-integration) |
+| `pubmed-database` | core | Direct REST API access to PubMed. Advanced Boolean/MeSH queries, E-utilities API, batch processing, citation management. For Python workflows, prefer biopython (Bio.Entrez). Use this for direct HTTP/REST work or custom API implementations. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/pubmed-database) |
+| `pydicom` | core | Python library for working with DICOM (Digital Imaging and Communications in Medicine) files. Use this skill when reading, writing, or modifying medical imaging data in DICOM format, extracting pixel data from medical images (CT, MRI, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/pydicom) |
+| `senior-data-scientist` | core | World-class data science skill for statistical modeling, experimentation, causal inference, and advanced analytics. Expertise in Python (NumPy, Pandas, Scikit-learn), R, SQL, statistical methods, A/B testing, time series, and business … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/senior-data-scientist) |
+| `uniprot-database` | core | Direct REST API access to UniProt. Protein searches, FASTA retrieval, ID mapping, Swiss-Prot/TrEMBL. For Python workflows with multiple databases, prefer bioservices (unified interface to 40+ services). Use this for direct HTTP/REST work … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/uniprot-database) |
+| `Excel Analysis` | core | Analyze Excel spreadsheets, create pivot tables, generate charts, and perform data analysis. Use when analyzing Excel files, spreadsheets, tabular data, or .xlsx files. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/excel-analysis) |
+
+## Source: elementalsouls/Claude-BugHunter
+
+- Repository: [https://github.com/elementalsouls/Claude-BugHunter](https://github.com/elementalsouls/Claude-BugHunter) (commit `05098fc`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `report-writing` | core | Bug bounty report writing for H1/Bugcrowd/Intigriti/Immunefi — report templates, human tone guidelines, impact-first writing, CVSS 3.1 scoring, title formula, impact statement formula, severity decision guide, downgrade counters, … | [source](https://github.com/elementalsouls/Claude-BugHunter/tree/05098fc/skills/report-writing) |
+| `osint-methodology` | core | Comprehensive OSINT methodology for external red-team operations and authorized attack-surface assessments. Covers the 5-stage recon pipeline (seed discovery, asset expansion, enrichment, exposure analysis, reporting), asset-graph … | [source](https://github.com/elementalsouls/Claude-BugHunter/tree/05098fc/skills/osint-methodology) |
+
+## 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 |
+|---|---|---|---|
+| `peer-review` | core | Structured manuscript/grant review with checklist-based evaluation. Use when writing formal peer reviews with specific criteria methodology assessment, statistical validity, reporting standards compliance (CONSORT/STROBE), and constructive … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/peer-review) |
+| `markdown-mermaid-writing` | core | Comprehensive markdown and Mermaid diagram writing skill that establishes text-based diagrams as the DEFAULT documentation standard. Use this skill when creating ANY scientific document, report, analysis, or visualization — it ensures all … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/markdown-mermaid-writing) |
+| `scholar-evaluation` | core | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scholar-evaluation) |
+| `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) |
+| `uspto-database` | core | Access USPTO APIs for patent/trademark searches, examination history (PEDS), assignments, citations, office actions, TSDR, for IP analysis and prior art searches. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/uspto-database) |
+| `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) |
+| `matlab` | core | MATLAB and GNU Octave numerical computing for matrix operations, data analysis, visualization, and scientific computing. Use when writing MATLAB/Octave scripts for linear algebra, signal processing, image processing, differential … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/matlab) |
+| `pubmed-database` | core | Direct REST API access to PubMed. Advanced Boolean/MeSH queries, E-utilities API, batch processing, citation management. For Python workflows, prefer biopython (Bio.Entrez). Use this for direct HTTP/REST work or custom API implementations. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/pubmed-database) |
+| `senior-data-scientist` | core | World-class data science skill for statistical modeling, experimentation, causal inference, and advanced analytics. Expertise in Python (NumPy, Pandas, Scikit-learn), R, SQL, statistical methods, A/B testing, time series, and business … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/senior-data-scientist) |
+
+## Source: glittercowboy/taches-cc-resources
+
+- Repository: [https://github.com/glittercowboy/taches-cc-resources](https://github.com/glittercowboy/taches-cc-resources) (commit `1757615`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `debug-like-expert` | core | Deep analysis debugging mode for complex issues. Activates methodical investigation protocol with evidence gathering, hypothesis testing, and rigorous verification. Use when standard troubleshooting fails or when issues require systematic … | [source](https://github.com/glittercowboy/taches-cc-resources/tree/1757615/skills/debug-like-expert) |
+
+## 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-audit` | core | Full-site blog health assessment scanning all blog files for quality scores, orphan pages, topic cannibalization, stale content, and AI citation readiness. Spawns parallel subagents for comprehensive analysis. Produces per-post scores and … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/blog-audit) |
+| `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) |
+| `seo-content` | core | Content quality and E-E-A-T analysis with AI citation readiness assessment. Use when user says "content quality", "E-E-A-T", "content analysis", "readability check", "thin content", or "content audit". | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/seo-content) |
+
+## 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 |
+|---|---|---|---|
+| `peer-review` | core | Structured manuscript/grant review with checklist-based evaluation. Use when writing formal peer reviews with specific criteria methodology assessment, statistical validity, reporting standards compliance (CONSORT/STROBE), and constructive … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/peer-review) |
+| `markdown-mermaid-writing` | core | Comprehensive markdown and Mermaid diagram writing skill. Use when creating any scientific document, report, analysis, or visualization. Establishes text-based diagrams as the default documentation standard with full style guides (markdown … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/markdown-mermaid-writing) |
+| `scholar-evaluation` | core | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scholar-evaluation) |
+| `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) |
+| `matlab` | core | MATLAB and GNU Octave numerical computing for matrix operations, data analysis, visualization, and scientific computing. Use when writing MATLAB/Octave scripts for linear algebra, signal processing, image processing, differential … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/matlab) |
+
+## 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 |
+|---|---|---|---|
+| `peer-review` | core | Structured manuscript/grant review with checklist-based evaluation. Use when writing formal peer reviews with specific criteria methodology assessment, statistical validity, reporting standards compliance (CONSORT/STROBE), and constructive … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/peer-review) |
+| `markdown-mermaid-writing` | core | Comprehensive markdown and Mermaid diagram writing skill. Use when creating any scientific document, report, analysis, or visualization. Establishes text-based diagrams as the default documentation standard with full style guides (markdown … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/markdown-mermaid-writing) |
+| `scholar-evaluation` | core | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scholar-evaluation) |
+| `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) |
+| `matlab` | core | MATLAB and GNU Octave numerical computing for matrix operations, data analysis, visualization, and scientific computing. Use when writing MATLAB/Octave scripts for linear algebra, signal processing, image processing, differential … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/matlab) |
+
+## 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 |
+|---|---|---|---|
+| `wiki-page-writer` | core | Generates rich technical documentation pages with dark-mode Mermaid diagrams, source code citations, and first-principles depth. Use when writing documentation, generating wiki pages, creating technical deep-dives, or documenting specific … | [source](https://github.com/microsoft/skills/tree/dc543aa/.github/plugins/deep-wiki/skills/wiki-page-writer) |
+
+## 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 |
+|---|---|---|---|
+| `performance-review` | core | Write structured, balanced performance reviews from bullet-point inputs. Use when asked to write a performance review, self-assessment, peer review, 360 feedback, or manager evaluation. Produces a complete, fair, professionally written … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-people/skills/performance-review) |
+| `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) |
+| `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) |
+| `performing-web-application-vulnerability-triage` | core | Triage web application vulnerability findings from DAST/SAST scanners using OWASP risk rating methodology to separate true positives from false positives and prioritize remediation. | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/performing-web-application-vulnerability-triage) |
+
+## 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 |
+|---|---|---|---|
+| `creative-director` | core | AI creative director with recursive self-assessment: 20+ methodologies (SIT, TRIZ, Bisociation, SCAMPER, Synectics), 3-axis evaluation calibrated against Cannes/D&AD/HumanKind, 5-phase process from brief to presentation. | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/creative-director) |
+
+## 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-leanux-methodology` | core | LeanUX backlog management methodology - user story template, story sizing, story states, task types, Definition of Ready/Done, anti-pattern detection and remediation | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-leanux-methodology) |
+
+## 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-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) |
+
+## Source: pcliangx/AppGenesisForge
+
+- Repository: [https://github.com/pcliangx/AppGenesisForge](https://github.com/pcliangx/AppGenesisForge) (commit `81ea032`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `agf-writing-pptx-reports` | core | 用 python-pptx 写"现代化中文制度 / 党政 / 企业宣贯 PPT"（含决议书提报、评审报告、管理办法、培训宣贯等 23 页量级 deck）。当用户要求程序化生成 PPT 且抱怨"老土 / 字体丑 / 表格乱 / 文字溢出 / 中文字体 fallback / 缺架构图"时启用——`python-pptx` 默认 API 一堆坑必须主动避开。提供：路径决策 / 设计 token / 12 个 helper 全套 / 7 个致丑反模式 / 12 个关键技巧 / … | [source](https://github.com/pcliangx/AppGenesisForge/tree/81ea032/.claude/skills/agf-writing-pptx-reports) |
+
+## 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 |
+|---|---|---|---|
+| `experiment-design` | core | A discipline for designing experiments (A/B tests, multivariate, holdouts) so the results actually answer the question you asked. Hypothesis writing, sample size, duration, segment analysis, interpretation, decision-making, and the common … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/experiment-design) |
+
+## Source: rohitg00/skillkit
+
+- Repository: [https://github.com/rohitg00/skillkit](https://github.com/rohitg00/skillkit) (commit `d2e5c34`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `design-first` | core | Guides the creation of technical design documents before writing code, producing architecture diagrams, data models, API interface definitions, implementation plans, and multi-option trade-off analyses. Use when the user asks to plan a … | [source](https://github.com/rohitg00/skillkit/tree/d2e5c34/packages/core/src/methodology/packs/planning/design-first) |
+| `root-cause-analysis` | core | Performs systematic root cause analysis to identify the true source of bugs, errors, and unexpected behavior through structured investigation phases — not just treating symptoms. Use when a user reports a bug, crash, error, or broken … | [source](https://github.com/rohitg00/skillkit/tree/d2e5c34/packages/core/src/methodology/packs/debugging/root-cause-analysis) |
+
+## 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: SnailSploit/Claude-Red
+
+- Repository: [https://github.com/SnailSploit/Claude-Red](https://github.com/SnailSploit/Claude-Red) (commit `aeb41ec`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `offensive-reporting` | core | Penetration test and red team report writing methodology. Covers executive summary structuring (risk-led narrative for non-technical readers), technical finding format (title, severity, affected scope, narrative, reproduction steps, … | [source](https://github.com/SnailSploit/Claude-Red/tree/aeb41ec/Skills/utility/offensive-reporting) |
+
+## Source: yaojingang/yao-meta-skill
+
+- Repository: [https://github.com/yaojingang/yao-meta-skill](https://github.com/yaojingang/yao-meta-skill) (commit `4eb11f9`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `note-cleanup` | core | Clean messy meeting notes into structured markdown summaries. Use when asked to organize meeting notes, extract action items, separate decisions from open questions, or turn rough notes into a clean recap. | [source](https://github.com/yaojingang/yao-meta-skill/tree/4eb11f9/examples/simple-note-cleanup/generated-skill) |
+
+## 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) |
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,159 @@
+# Market evidence report — environmental-geologist
+
+Source: **41 real job ads** (JSearch API, countries: us 41), extracted into the MSSQL evidence store; as of 2026-07-11.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 21 | 51 % |
+| junior | 15 | 37 % |
+| senior | 5 | 12 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | Microsoft Excel | 7 | 17 % |
+| 2 | Microsoft Office | 6 | 15 % |
+| 3 | Microsoft Word | 6 | 15 % |
+| 4 | Microsoft PowerPoint | 4 | 10 % |
+| 5 | Microsoft Outlook | 3 | 7 % |
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | data analysis | 14 | 34 % |
+| 2 | site investigation | 9 | 22 % |
+| 3 | soil sampling | 9 | 22 % |
+| 4 | groundwater sampling | 8 | 20 % |
+| 5 | remediation | 7 | 17 % |
+| 6 | technical writing | 7 | 17 % |
+| 7 | data evaluation | 6 | 15 % |
+| 8 | environmental remediation | 6 | 15 % |
+| 9 | environmental assessment | 5 | 12 % |
+| 10 | phase i esa | 5 | 12 % |
+| 11 | project management | 5 | 12 % |
+| 12 | report preparation | 5 | 12 % |
+| 13 | environmental consulting | 4 | 10 % |
+| 14 | phase ii esa | 4 | 10 % |
+| 15 | report writing | 4 | 10 % |
+| 16 | site assessment | 4 | 10 % |
+| 17 | business development | 3 | 7 % |
+| 18 | environmental compliance | 3 | 7 % |
+| 19 | environmental investigation | 3 | 7 % |
+| 20 | environmental sampling | 3 | 7 % |
+| 21 | environmental site assessment | 3 | 7 % |
+| 22 | groundwater monitoring | 3 | 7 % |
+| 23 | groundwater remediation | 3 | 7 % |
+| 24 | proposal preparation | 3 | 7 % |
+| 25 | regulatory compliance | 3 | 7 % |
+| 26 | remedial design | 3 | 7 % |
+| 27 | site characterization | 3 | 7 % |
+| 28 | soil classification | 3 | 7 % |
+| 29 | technical report writing | 3 | 7 % |
+| 30 | technical reporting | 3 | 7 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | HAZWOPER training | 4 | 10 % |
+| 2 | QA/QC | 4 | 10 % |
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | report preparation | 9 | 22 % |
+| 2 | client communication | 8 | 20 % |
+| 3 | data analysis | 8 | 20 % |
+| 4 | technical report preparation | 6 | 15 % |
+| 5 | data collection | 3 | 7 % |
+| 6 | data interpretation | 3 | 7 % |
+| 7 | field data collection | 3 | 7 % |
+| 8 | fieldwork support | 3 | 7 % |
+| 9 | project support | 3 | 7 % |
+| 10 | proposal preparation | 3 | 7 % |
+| 11 | sample collection | 3 | 7 % |
+| 12 | soil sampling | 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 analysis — 34 % (14 ads)
+- site investigation — 22 % (9 ads)
+- soil sampling — 22 % (9 ads)
+- groundwater sampling — 20 % (8 ads)
+- remediation — 17 % (7 ads)
+- technical writing — 17 % (7 ads)
+- data evaluation — 15 % (6 ads)
+- environmental remediation — 15 % (6 ads)
+- environmental assessment — 12 % (5 ads)
+- phase i esa — 12 % (5 ads)
+
+**Top tools:**
+
+- Microsoft Excel — 17 % (7 ads)
+- Microsoft Office — 15 % (6 ads)
+- Microsoft Word — 15 % (6 ads)
+- Microsoft PowerPoint — 10 % (4 ads)
+- Microsoft Outlook — 7 % (3 ads)
+- ArcGIS — 5 % (2 ads)
+- AutoCad — 5 % (2 ads)
+- GIS software — 5 % (2 ads)
+- Microsoft Teams — 5 % (2 ads)
+- office automation software — 5 % (2 ads)
+
+**Seniority:** mid 51 % · junior 37 % · senior 12 %
+
+### 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 |
+|---|---|
+| Environmental Geologist | 6 |
+| Environmental Scientist/Geologist | 3 |
+| Senior Environmental Geologist | 3 |
+| Geologist / Environmental Scientist | 2 |
+| Geologist or Environmental Scientist | 2 |
+| Assistant Vice President Environmental Geologist | 1 |
+| Assistant Vice President, Environmental Geologist | 1 |
+| Early Career Environmental Engineer/ Scientist/ Geologist | 1 |
+| Entry Level Environmental Scientist/Geologist | 1 |
+| Entry to Mid Level Environmental Scientist/Engineer/Geologist | 1 |
+| Entry-Level Environmental Geologist or Hydrogeologist | 1 |
+| Entry-Level Environmental Scientist | 1 |
+| Environmental Geologist - 4 years min experience | 1 |
+| Environmental Geologist - Remediation | 1 |
+| Environmental Geologist/Scientist | 1 |
+| Environmental Geologist/Scientist/Engineer: All Levels | 1 |
+| Environmental Geologist: Field & Remediation Specialist | 1 |
+| Environmental Scientist, Geologist, Engineer I/II | 1 |
+| Environmental Scientist/Professional Geologist | 1 |
+| Field Geologist (Geotech & Environmental) | 1 |
+| Geologist or Hydrogeologist (0-2 years experience) | 1 |
+| Geologist/Environmental Scientist | 1 |
+| Jr. Geologist or Environmental Scientist | 1 |
+| Junior-Mid Level Environmental Scientist and Geologist | 1 |
+| Mid-level Environmental Engineer/ Scientist/ Geologist | 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 +1,38 @@
+# Occupation profile — environmental geologist
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/92efb42f-6b0a-44d8-94ea-0141555e6c3b
+- **ESCO code:** 2114.1.1
+- **ISCO-08 group:** 2114 — Geologists and geophysicists
+- **O*NET-SOC:** 19-2043.00 — Hydrologists (match: closeMatch)
+
+## Description (ESCO)
+
+Environmental geologists study how mineral operations may impact the composition and physical characteristics of the earth and its resources. They provide advice on issues such as land reclamation and environmental pollution.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- environmental mineralogist
+- environmental consultant
+- environmentalist
+- environmental geology analyst
+- environmental geology researcher
+- environmental geology research analyst
+- environmental geology studies research analyst
+- environment geologist
+- environmental geology studies scientist
+- environmental geology studies researcher
+- environmental geology science researcher
+- geologicial engineer
+- environmental geology studies research scientist
+- environmental geology studies scholar
+- environmental geology scientist
+- environmental geology scholar
+- environmental geology studies analyst
+- environmental geology geological consultant
+- environmental geology research scientist
+- mineralogical analyst
+- minerals analyst
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,49 @@
+# Competences — environmental geologist
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/92efb42f-6b0a-44d8-94ea-0141555e6c3b).
+
+## Essential
+
+- **address problems critically** (skill/competence)
+- **advise on mining environmental issues** (skill/competence)
+- **communicate on the environmental impact of mining** (skill/competence)
+- **conduct environmental site assessments** (skill/competence)
+- **conduct erosion control** (skill/competence)
+- **conduct sediment control** (skill/competence)
+- **develop site remediation strategies** (skill/competence)
+- **environmental legislation** (knowledge)
+- **examine geochemical samples** (skill/competence)
+- **manage environmental impact** (skill/competence)
+- **study groundwater** (skill/competence)
+- **use technical drawing software** (skill/competence)
+
+## Optional
+
+- archaeology (knowledge)
+- biology (knowledge)
+- chemistry (knowledge)
+- communicate on minerals issues (skill/competence)
+- geography (knowledge)
+- hydrology (knowledge)
+- negotiate land access (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 41 ads, as of 2026-07-11)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- data analysis — **34 %**
+- site investigation — **22 %**
+- soil sampling — **22 %**
+- groundwater sampling — **20 %**
+
+### Responsibilities
+
+- report preparation — **22 %**
+- data analysis — **20 %**
+- client communication — **20 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,63 @@
+# Tasks & work activities — environmental geologist
+
+Source: O*NET 30.3, occupation 19-2043.00 (Hydrologists).
+
+## Task statements
+
+- **[Core]** Develop computer models for hydrologic predictions.
+- **[Core]** Prepare written and oral reports describing research results, using illustrations, maps, appendices, and other information.
+- **[Core]** Study and document quantities, distribution, disposition, and development of underground and surface waters.
+- **[Core]** Coordinate and supervise the work of professional and technical staff, including research assistants, technologists, and technicians.
+- **[Core]** Prepare hydrogeologic evaluations of known or suspected hazardous waste sites and land treatment and feedlot facilities.
+- **[Core]** Design and conduct scientific hydrogeological investigations to ensure that accurate and appropriate information is available for use in water resource management decisions.
+- **[Core]** Study public water supply issues, including flood and drought risks, water quality, wastewater, and impacts on wetland habitats.
+- **[Core]** Collect and analyze water samples as part of field investigations or to validate data from automatic monitors.
+- **[Core]** Apply research findings to help minimize the environmental impacts of pollution, waterborne diseases, erosion, and sedimentation.
+- **[Core]** Measure and graph phenomena such as lake levels, stream flows, and changes in water volumes.
+- **[Core]** Investigate complaints or conflicts related to the alteration of public waters, gathering information, recommending alternatives, informing participants of progress, and preparing draft orders.
+- **[Core]** Answer questions and provide technical assistance and information to contractors or the public regarding issues such as well drilling, code requirements, hydrology, and geology.
+- **[Core]** Develop or modify methods for conducting hydrologic studies.
+- **[Core]** Install, maintain, and calibrate instruments such as those that monitor water levels, rainfall, and sediments.
+- **[Core]** Evaluate data and provide recommendations regarding the feasibility of municipal projects, such as hydroelectric power plants, irrigation systems, flood warning systems, and waste treatment facilities.
+- **[Core]** Conduct short- and long-term climate assessments and study storm occurrences.
+- **[Core]** Study and analyze the physical aspects of the earth in terms of hydrological components, including atmosphere, hydrosphere, and interior structure.
+- **[Core]** Conduct research and communicate information to promote the conservation and preservation of water resources.
+- **[Core]** Review applications for site plans and permits and recommend approval, denial, modification, or further investigative action.
+- **[Core]** Evaluate research data in terms of its impact on issues such as soil and water conservation, flood control planning, and water supply forecasting.
+- **[Core]** Monitor the work of well contractors, exploratory borers, and engineers and enforce rules regarding their activities.
+- **[Core]** Administer programs designed to ensure the proper sealing of abandoned wells.
+- **[Core]** Investigate properties, origins, and activities of glaciers, ice, snow, and permafrost.
+- **[Supplemental]** Design civil works associated with hydrographic activities and supervise their construction, installation, and maintenance.
+- **[Supplemental]** Compile and evaluate hydrologic information to prepare navigational charts and maps and to predict atmospheric conditions.
+
+## Detailed work activities
+
+- Analyze environmental data.
+- Analyze geological or geographical data.
+- Apply knowledge or research findings to address environmental problems.
+- Assess compliance with environmental laws.
+- Calibrate scientific or technical equipment.
+- Collect data about project sites.
+- Collect environmental data or samples.
+- Communicate results of environmental research.
+- Compile geographic or related data.
+- Conduct climatological research.
+- Coordinate construction or installation activities.
+- Design water conservation systems.
+- Develop environmental research methods.
+- Develop mathematical models of environmental conditions.
+- Direct natural resources extraction projects.
+- Evaluate civic projects or public policies.
+- Maintain equipment or systems to ensure proper functioning.
+- Maintain laboratory or technical equipment.
+- Measure environmental characteristics.
+- Order materials, supplies, or equipment.
+- Plan environmental research.
+- Prepare scientific or technical reports or presentations.
+- Provide technical information or assistance to public.
+- Record research or operational data.
+- Research hydrologic features or processes.
+- Research impacts of environmental conservation initiatives.
+- Respond to customer problems or complaints.
+- Review environmental permits, plans, or reports.
+- Supervise scientific or technical personnel.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,160 @@
+# Tools & technology — environmental geologist
+
+Source: O*NET 30.3 'Software Skills' for 19-2043.00.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| The MathWorks MATLAB | Analytical or scientific software | yes |
+| Autodesk AutoCAD | Computer aided design CAD software | yes |
+| Autodesk AutoCAD Civil 3D | Computer aided design CAD software | yes |
+| Bentley MicroStation | Computer aided design CAD software | yes |
+| Microsoft Access | Data base user interface and query software | yes |
+| Microsoft Visual Basic | Development environment software | yes |
+| ESRI ArcGIS software | Geographic information system | yes |
+| C++ | Object or component oriented development software | yes |
+| Python | Object or component oriented development software | yes |
+| R | Object or component oriented development software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Microsoft Active Server Pages ASP | Web platform development software | yes |
+| Microsoft Word | Word processing software | yes |
+| Argus ONE Open Numerical Environments | Analytical or scientific software |  |
+| Bentley Systems gINT | Analytical or scientific software |  |
+| Biodegration flow and transport modeling software | Analytical or scientific software |  |
+| Clover Technology GALENA | Analytical or scientific software |  |
+| Data visualization software | Analytical or scientific software |  |
+| EarthVision | Analytical or scientific software |  |
+| Electric Rain Swift 3D | Analytical or scientific software |  |
+| EnviroData Solutions | Analytical or scientific software |  |
+| Environmental Software and Services SUTRA | Analytical or scientific software |  |
+| Fitts Geosolutions TWODAN | Analytical or scientific software |  |
+| Formlink HydroGEN | Analytical or scientific software |  |
+| Golden Software Strater | Analytical or scientific software |  |
+| Groundwater modeling system GMS | Analytical or scientific software |  |
+| Groundwater Software QuickCross/Fence | Analytical or scientific software |  |
+| Groundwater Software QuickLog | Analytical or scientific software |  |
+| Groundwater Vistas | Analytical or scientific software |  |
+| HEC-1 | Analytical or scientific software |  |
+| HEC-2 | Analytical or scientific software |  |
+| HEC-HMS | Analytical or scientific software |  |
+| HEC-RAS | Analytical or scientific software |  |
+| Hydrologic simulation program fortan HSPF software | Analytical or scientific software |  |
+| HydroSOLVE AQTESOLV | Analytical or scientific software |  |
+| Laboratory information management system LIMS | Analytical or scientific software |  |
+| Logger data manager LDM | Analytical or scientific software |  |
+| Logplot software | Analytical or scientific software |  |
+| MLPU | Analytical or scientific software |  |
+| Parameter Estimation PEST | Analytical or scientific software |  |
+| PRINCE | Analytical or scientific software |  |
+| Revised universal soil loss equation RUSLE software | Analytical or scientific software |  |
+| RockWare ChemFlux | Analytical or scientific software |  |
+| RockWare Geochemist's Workbench GWB | Analytical or scientific software |  |
+| RockWare MODFLOW | Analytical or scientific software |  |
+| Scientific Software Group AQUA3D | Analytical or scientific software |  |
+| Scientific Software Group AquaDyn | Analytical or scientific software |  |
+| Scientific Software Group AQUASEA | Analytical or scientific software |  |
+| Scientific Software Group Aquifer win32 | Analytical or scientific software |  |
+| Scientific Software Group AQUIPACK | Analytical or scientific software |  |
+| Scientific Software Group AT123D | Analytical or scientific software |  |
+| Scientific Software Group BIO1D | Analytical or scientific software |  |
+| Scientific Software Group BIOF&T | Analytical or scientific software |  |
+| Scientific Software Group BIOSLURP | Analytical or scientific software |  |
+| Scientific Software Group BioTrends | Analytical or scientific software |  |
+| Scientific Software Group CHASM | Analytical or scientific software |  |
+| Scientific Software Group EnviroScape | Analytical or scientific software |  |
+| Scientific Software Group FEFLOW | Analytical or scientific software |  |
+| Scientific Software Group Filter Drain FD | Analytical or scientific software |  |
+| Scientific Software Group GFLOW | Analytical or scientific software |  |
+| Scientific Software Group HydroGeo Analyst | Analytical or scientific software |  |
+| Scientific Software Group HYDROGEOCHEM | Analytical or scientific software |  |
+| Scientific Software Group Infinite Extent | Analytical or scientific software |  |
+| Scientific Software Group MARS 2-D/3-D | Analytical or scientific software |  |
+| Scientific Software Group MIDUSS | Analytical or scientific software |  |
+| Scientific Software Group MIGRATE | Analytical or scientific software |  |
+| Scientific Software Group MINTEQA2 | Analytical or scientific software |  |
+| Scientific Software Group MOCDENSE | Analytical or scientific software |  |
+| Scientific Software Group MODFLOWT | Analytical or scientific software |  |
+| Scientific Software Group MODPUMP | Analytical or scientific software |  |
+| Scientific Software Group MODRET | Analytical or scientific software |  |
+| Scientific Software Group MOFAT | Analytical or scientific software |  |
+| Scientific Software Group MohrView | Analytical or scientific software |  |
+| Scientific Software Group MOVER | Analytical or scientific software |  |
+| Scientific Software Group MS-VMS | Analytical or scientific software |  |
+| Scientific Software Group MT3D99 | Analytical or scientific software |  |
+| Scientific Software Group OILVOL | Analytical or scientific software |  |
+| Scientific Software Group POLLUTE | Analytical or scientific software |  |
+| Scientific Software Group QHM | Analytical or scientific software |  |
+| Scientific Software Group QuickSoil | Analytical or scientific software |  |
+| Scientific Software Group RISC WorkBench | Analytical or scientific software |  |
+| Scientific Software Group SEQUENCE | Analytical or scientific software |  |
+| Scientific Software Group SESOIL | Analytical or scientific software |  |
+| Scientific Software Group SLAEM/MLAEM | Analytical or scientific software |  |
+| Scientific Software Group Soil Vapor Extraction BioSVE | Analytical or scientific software |  |
+| Scientific Software Group SOILPARA | Analytical or scientific software |  |
+| Scientific Software Group SOLUTRANS | Analytical or scientific software |  |
+| Scientific Software Group StepMaster | Analytical or scientific software |  |
+| Scientific Software Group SVFlux | Analytical or scientific software |  |
+| Scientific Software Group SVHeat | Analytical or scientific software |  |
+| Scientific Software Group TUFLOW | Analytical or scientific software |  |
+| Scientific Software Group VAM2D | Analytical or scientific software |  |
+| Scientific Software Group WinFlow | Analytical or scientific software |  |
+| Scientific Software Group WinTran | Analytical or scientific software |  |
+| Scientific Software GroupWinFence | Analytical or scientific software |  |
+| SoilVision Systems SVGrainsize | Analytical or scientific software |  |
+| Starpint Software Super Slug | Analytical or scientific software |  |
+| Surface water modeling system SMS software | Analytical or scientific software |  |
+| Vieux & Associates Vflow | Analytical or scientific software |  |
+| Visual MODFLOW Pro | Analytical or scientific software |  |
+| Waterloo Hydrogeologic AquaChem | Analytical or scientific software |  |
+| Waterloo Hydrogeologic AquiferTest Pro | Analytical or scientific software |  |
+| Waterloo Hydrogeologic RBC Tier 2 Analyzer | Analytical or scientific software |  |
+| Watershed modeling system WMS software | Analytical or scientific software |  |
+| GAEA Technologies WinSieve | Categorization or classification software |  |
+| National pollutant discharge elimination system NPDES compliance software | Compliance software |  |
+| Advanced Logic Technology WellCAD | Computer aided design CAD software |  |
+| Autodesk AutoCAD Map 3D | Computer aided design CAD software |  |
+| Autodesk Land Desktop | Computer aided design CAD software |  |
+| BOSS International Visual Groundwater | Computer aided design CAD software |  |
+| Carlson SurvCADD | Computer aided design CAD software |  |
+| Integrated Environmental Services 3D Master | Computer aided design CAD software |  |
+| Scientific Software Group 3DFATMIC | Computer aided design CAD software |  |
+| Scientific Software Group 3DFEMFAT | Computer aided design CAD software |  |
+| Scientific Software Group EVS | Computer aided design CAD software |  |
+| SEDCAD | Computer aided design CAD software |  |
+| ChemStat | Data base user interface and query software |  |
+| Database software | Data base user interface and query software |  |
+| EarthSoft EQuIS Geology | Data base user interface and query software |  |
+| GIS/Solutions GIS/Key | Data base user interface and query software |  |
+| Groundwater Software Visual Site Manager | Data base user interface and query software |  |
+| River Lake Altimetry Product | Data base user interface and query software |  |
+| RIVERMorph | Data base user interface and query software |  |
+| Satellite database software | Data base user interface and query software |  |
+| Scientific Software Group ChemGraph | Data base user interface and query software |  |
+| Scientific Software Group Enviro-Base Pro | Data base user interface and query software |  |
+| Scientific Software GroupWHI UnSAT Suite | Data base user interface and query software |  |
+| SoilVision Systems SVOFFICE | Data base user interface and query software |  |
+| Structure query language SQL | Data base user interface and query software |  |
+| Formula translation/translator FORTRAN | Development environment software |  |
+| Email software | Electronic mail software |  |
+| ESRI ArcView | Geographic information system |  |
+| Geographic information system GIS software | Geographic information system |  |
+| Geographic information system GIS systems | Geographic information system |  |
+| RockWare RockWorks | Geographic information system |  |
+| Trimble TerraSync | Geographic information system |  |
+| Amtec Engineering Tecplot | Graphics or photo imaging software |  |
+| Graphics software | Graphics or photo imaging software |  |
+| RockWare SieveGraph | Graphics or photo imaging software |  |
+| StatPoint StatGraphics Plus | Graphics or photo imaging software |  |
+| Web browser software | Internet browser software |  |
+| Geomechanical design analysis GDA software | Map creation software |  |
+| Golden Software Surfer | Map creation software |  |
+| Scientific Software Group DTM | Map creation software |  |
+| Scientific Software Group RMT | Map creation software |  |
+| Scientific Software Group SURF | Map creation software |  |
+| Softree Technical Systems Terrain Tools | Map creation software |  |
+| Trimble Pathfinder Office | Map creation software |  |
+| Microsoft Windows Vista Business | Operating system software |  |
+| EnviroInsite | Presentation software |  |
+| GAEA Technologies Packet ESA | Word processing software |  |
+| GAEA Technologies WinLog | Word processing software |  |