From b3460bdffd2df73c6f6b3159ae4fb0ef6b031ef8 Mon Sep 17 00:00:00 2001 From: skillfactor-pipeline Date: Fri, 14 Aug 2026 16:51:34 +0200 Subject: [PATCH] feat: environmental-engineer skill package v0.1.0 --- PROVENANCE.md | 31 ++++ SKILL.md | 79 +++++++++++ manifest.json | 226 +++++++++++++++++++++++++++++ references/ai-skills.md | 306 ++++++++++++++++++++++++++++++++++++++++ references/market.md | 158 +++++++++++++++++++++ references/profile.md | 31 ++++ references/skills.md | 110 +++++++++++++++ references/tasks.md | 65 +++++++++ references/tools.md | 73 ++++++++++ 9 files changed, 1079 insertions(+) create mode 100644 PROVENANCE.md create mode 100644 SKILL.md create mode 100644 manifest.json create mode 100644 references/ai-skills.md create mode 100644 references/market.md create mode 100644 references/profile.md create mode 100644 references/skills.md create mode 100644 references/tasks.md create mode 100644 references/tools.md diff --git a/PROVENANCE.md b/PROVENANCE.md new file mode 100644 index 0000000..df548dd --- /dev/null +++ b/PROVENANCE.md @@ -0,0 +1,31 @@ +# Data provenance — environmental-engineer + +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-engineer + "ESCO (occupation & competences)" : 84 + "O*NET (tasks & tools)" : 111 + "Job boards (market evidence)" : 108 + "Anthropic official Claude skills" : 5 + "External AI skill packs (mapped)" : 153 +``` + +| Source | Items | Share | Files | +|---|---|---|---| +| ESCO (occupation & competences) | 84 | 18.2 % | references/profile.md, references/skills.md | +| O*NET (tasks & tools) | 111 | 24.1 % | references/tasks.md, references/tools.md | +| Job boards (market evidence) | 108 | 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 | 5 | 1.1 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) | +| External AI skill packs (mapped) | 153 | 33.2 % | references/ai-skills.md (per-source attribution inside) | +| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) | + +Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) · +job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content +paraphrased with source URLs — never copied · external AI skills are +linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md). diff --git a/SKILL.md b/SKILL.md new file mode 100644 index 0000000..4bafd7a --- /dev/null +++ b/SKILL.md @@ -0,0 +1,79 @@ +--- +name: environmental-engineer +description: "Occupational skill for the role 'environmental engineer' (also: environmental engineering consultant, agricultural conservation engineer, industrial environmental engineer, water pollution engineer, environmental analyst, environmental engineering expert). Use when the user asks for typical environmental engineer work such as: Prepare, review, or update environmental investigation or recommendation reports.; Obtain, update, or maintain plans, permits, or standard operating procedures.; Provide technical support for environmental remediation or litigation projects, including remediation system design or determination of regulatory applicability." +--- + +# Environmental Engineer + +Environmental engineers integrate environmental and sustainable measures in the development of projects of various natures. They seek to preserve natural resources and natural sites. They work together with engineers from other fields to envision all the implications that projects might have in order to design ways to conserve natural reserves, prevent pollution, and deploy sanitary measures. + +## Core workflow + +1. Prepare, review, or update environmental investigation or recommendation reports. +2. Obtain, update, or maintain plans, permits, or standard operating procedures. +3. Provide technical support for environmental remediation or litigation projects, including remediation system design or determination of regulatory applicability. +4. Monitor progress of environmental improvement programs. +5. Inspect industrial or municipal facilities or programs to evaluate operational effectiveness or ensure compliance with environmental regulations. +6. Provide administrative support for projects by collecting data, providing project documentation, training staff, or performing other general administrative duties. +7. Develop proposed project objectives and targets and report to management on progress in attaining them. +8. Advise corporations or government agencies of procedures to follow in cleaning up contaminated sites to protect people and the environment. + +## 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) + +- abide by regulations on banned materials +- address public health issues +- adjust engineering designs +- advise on environmental remediation +- analyse big data +- analyse energy consumption +- analyse environmental data +- analyse information processes +- approve engineering design +- augmented reality +- biology +- carry out environmental audits +- chemistry +- circular economy +- civil engineering + +## Hot technologies + +- SAS +- The MathWorks MATLAB +- Autodesk AutoCAD +- Autodesk AutoCAD Civil 3D +- Bentley MicroStation +- Microsoft Access +- ESRI ArcGIS software +- C++ +- Python +- Microsoft Office software + + + + +## Hot technologies + +Top tools from 48 gated job ads (see references/market.md, as of 2026-07-11): + +- Microsoft Excel — 27 % +- AutoCAD — 19 % +- Microsoft Office — 15 % +- Microsoft Word — 15 % +- HEC-RAS — 10 % +- ArcGIS — 8 % +- GIS — 8 % +- HydroCAD — 6 % + + + +--- +*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/ac1fc6a9-70d2-475c-8fa0-82ef83830968), O*NET 30.3 (17-2081.00). See manifest.json for licensing/attribution.* diff --git a/manifest.json b/manifest.json new file mode 100644 index 0000000..2d56c92 --- /dev/null +++ b/manifest.json @@ -0,0 +1,226 @@ +{ + "name": "environmental-engineer", + "title": "environmental engineer", + "version": "0.1.0", + "layer": "core", + "language": "en", + "generated": "2026-07-07", + "ids": { + "esco_uri": "http://data.europa.eu/esco/occupation/ac1fc6a9-70d2-475c-8fa0-82ef83830968", + "esco_code": "2143.1", + "isco_group": "2143", + "onet_soc": "17-2081.00", + "crosswalk_match": "exactMatch" + }, + "sources": [ + { + "name": "ESCO", + "version": "1.2.1", + "url": "https://esco.ec.europa.eu/" + }, + { + "name": "O*NET", + "version": "30.3", + "url": "https://www.onetcenter.org/", + "license": "CC BY 4.0" + } + ], + "attribution": "This package includes information from the O*NET Database (v30.3) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), CC BY 4.0. skillfactor is not endorsed by USDOL/ETA. ESCO data (v1.2.1) (c) European Union, used per the ESCO download conditions: https://esco.ec.europa.eu/en/use-esco/download", + "counts": { + "tasks": 29, + "dwas": 27, + "skills_essential": 52, + "skills_optional": 31, + "software": 54 + }, + "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 + }, + "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": 2 + }, + "K-Dense-AI/claude-scientific-skills": { + "repo": "https://github.com/K-Dense-AI/claude-scientific-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 8 + }, + "K-Dense-AI/scientific-agent-skills": { + "repo": "https://github.com/K-Dense-AI/scientific-agent-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 8 + }, + "ruvnet/claude-code-flow": { + "repo": "https://github.com/ruvnet/claude-code-flow", + "commit": "73914bd", + "license": "MIT", + "skills": 2 + }, + "ruvnet/ruflo": { + "repo": "https://github.com/ruvnet/ruflo", + "commit": "73914bd", + "license": "MIT", + "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": 10 + }, + "code-yeongyu/oh-my-openagent": { + "repo": "https://github.com/code-yeongyu/oh-my-openagent", + "commit": "b19f652", + "license": "custom (see upstream LICENSE)", + "skills": 1 + }, + "a5c-ai/babysitter": { + "repo": "https://github.com/a5c-ai/babysitter", + "commit": "44a5d58b", + "license": "MIT", + "skills": 4 + }, + "hypnguyen1209/offensive-claude": { + "repo": "https://github.com/hypnguyen1209/offensive-claude", + "commit": "4d62be7", + "license": "MIT", + "skills": 1 + }, + "nWave-ai/nWave": { + "repo": "https://github.com/nWave-ai/nWave", + "commit": "1d0f13c", + "license": "MIT", + "skills": 3 + }, + "foryourhealth111-pixel/Vibe-Skills": { + "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills", + "commit": "34429a8", + "license": "Apache-2.0", + "skills": 8 + }, + "jeremylongshore/claude-code-plugins-plus-skills": { + "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills", + "commit": "e112938a", + "license": "MIT", + "skills": 1 + }, + "affaan-m/everything-claude-code": { + "repo": "https://github.com/affaan-m/everything-claude-code", + "commit": "ed38744", + "license": "MIT", + "skills": 2 + }, + "mukul975/Anthropic-Cybersecurity-Skills": { + "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills", + "commit": "673da1f", + "license": "Apache-2.0", + "skills": 4 + }, + "nexu-io/open-design": { + "repo": "https://github.com/nexu-io/open-design", + "commit": "4b66023", + "license": "Apache-2.0", + "skills": 1 + }, + "sanjay3290/ai-skills": { + "repo": "https://github.com/sanjay3290/ai-skills", + "commit": "3619692", + "license": "Apache-2.0", + "skills": 1 + }, + "AgriciDaniel/claude-seo": { + "repo": "https://github.com/AgriciDaniel/claude-seo", + "commit": "6cf1ea9", + "license": "MIT", + "skills": 1 + }, + "open-gitagent/opengap": { + "repo": "https://github.com/open-gitagent/opengap", + "commit": "d7a8e2e", + "license": "MIT", + "skills": 1 + }, + "ferdinandobons/startup-skill": { + "repo": "https://github.com/ferdinandobons/startup-skill", + "commit": "a5f97c3", + "license": "MIT", + "skills": 1 + }, + "silverstein/minutes": { + "repo": "https://github.com/silverstein/minutes", + "commit": "3fb2e83", + "license": "MIT", + "skills": 1 + }, + "elementalsouls/Claude-BugHunter": { + "repo": "https://github.com/elementalsouls/Claude-BugHunter", + "commit": "05098fc", + "license": "MIT", + "skills": 1 + }, + "secondsky/claude-skills": { + "repo": "https://github.com/secondsky/claude-skills", + "commit": "c4889f6", + "license": "MIT", + "skills": 1 + }, + "zebbern/claude-code-guide": { + "repo": "https://github.com/zebbern/claude-code-guide", + "commit": "d2c5280", + "license": "MIT", + "skills": 1 + } + }, + "total_skills": 80, + "tiers": { + "core": 78, + "adjacent": 2 + } + }, + "provenance": { + "items": { + "esco": 84, + "onet": 111, + "jobads": 108, + "wiki_ai": 0, + "anthropic": 5, + "ai_skills": 153, + "stackx": 0 + }, + "share_percent": { + "esco": 18.2, + "onet": 24.1, + "jobads": 23.4, + "wiki_ai": 0.0, + "anthropic": 1.1, + "ai_skills": 33.2, + "stackx": 0.0 + }, + "method": "content items per source category" + }, + "collar": "white", + "computer_work": true +} \ No newline at end of file diff --git a/references/ai-skills.md b/references/ai-skills.md new file mode 100644 index 0000000..75e9c5d --- /dev/null +++ b/references/ai-skills.md @@ -0,0 +1,306 @@ +# External AI agent skills — environmental-engineer + +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: 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 | +|---|---|---|---| +| `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) | +| `planning-patterns` | core | Structured planning methodology with research, brainstorming, phased plan creation, risk assessment, and plan-to-build continuity. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/cc10x/skills/planning-patterns) | +| `translation-management` | core | Integration with translation management systems and i18n workflows. Connect with Crowdin, Transifex, Weblate, manage translation memory, synchronize glossaries, and automate localization pipelines. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/technical-documentation/skills/translation-management) | +| `bluesky-data-collection` | core | Bluesky experimental orchestration skill for scan automation, data collection, and metadata management | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/physics/skills/bluesky-data-collection) | + +## 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 | +|---|---|---|---| +| `agentic-os` | core | Build persistent multi-agent operating systems on Claude Code. Covers kernel architecture, specialist agents, slash commands, file-based memory, scheduled automation, and state management without external databases. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/agentic-os) | +| `knowledge-ops` | core | Knowledge base management, ingestion, sync, and retrieval across multiple storage layers (local files, MCP memory, vector stores, Git repos). Use when the user wants to save, organize, sync, deduplicate, or search across their knowledge … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/knowledge-ops) | + +## 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) | + +## 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: 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 | +|---|---|---|---| +| `claude-scientific-guide` | core | Ready-to-use agent skills for scientific research and engineering | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/methodology/claude-scientific-guide) | +| `law-skills` | core | 9 legal research skills. Trigger: legal research, case law analysis, regulatory compliance. Design: legal databases, citation networks, and judicial analytics tools. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/law) | +| `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) | +| `action-research-guide` | core | Design and conduct action research and participatory studies | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/methodology/action-research-guide) | +| `ai-ml-skills` | core | 27 ai & machine learning skills. Trigger: ML experiments, model training, deep learning, NLP, computer vision. Design: covers frameworks, benchmarks, paper reproduction, and AI research workflows. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/ai-ml) | +| `econ-audit` | core | Audit economic analysis outputs (fiscal briefings, macro briefings, market research, longlists, and other quantitative economic documents) against methodology standards, academic literature, and common errors. Runs structured checks across … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/58-charlescoverdale-econstack/econ-audit) | +| `qualitative-research-guide` | core | Design and conduct qualitative research using grounded theory and case studies | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/methodology/qualitative-research-guide) | +| `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) | +| `methodology-skills` | core | 13 research methodology skills. Trigger: study design, methodology selection, scientific reasoning, mentoring. Design: rigorous methods frameworks covering qualitative, quantitative, and mixed approaches. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/methodology) | +| `psychology-research-guide` | core | Psychological research methods, experimental design, and analysis | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/social-science/psychology-research-guide) | + +## Source: code-yeongyu/oh-my-openagent + +- Repository: [https://github.com/code-yeongyu/oh-my-openagent](https://github.com/code-yeongyu/oh-my-openagent) (commit `b19f652`, retrieved 2026-07-14) +- License: custom (see upstream LICENSE) + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `debugging` | core | MUST USE for any real runtime debugging across ANY language or binary — crashes, silent failures, wrong responses, stuck processes, memory leaks, async misbehavior, unexplained timing, reverse engineering. Runs a hypothesis-driven loop: … | [source](https://github.com/code-yeongyu/oh-my-openagent/tree/b19f652/packages/shared-skills/skills/debugging) | + +## 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 | +|---|---|---|---| +| `datacommons-client` | core | Work with Data Commons, a platform providing programmatic access to public statistical data from global sources. Use this skill when working with demographic data, economic indicators, health statistics, environmental data, or any public … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/datacommons-client) | +| `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) | +| `pymoo` | core | Multi-objective optimization framework. NSGA-II, NSGA-III, MOEA/D, Pareto fronts, constraint handling, benchmarks (ZDT, DTLZ), for engineering design and optimization problems. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/pymoo) | +| `fda-database` | core | Query openFDA API for drugs, devices, adverse events, recalls, regulatory submissions (510k, PMA), substance identification (UNII), for FDA regulatory data analysis and safety research. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/fda-database) | +| `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) | +| `simpy` | core | Process-based discrete-event simulation framework in Python. Use this skill when building simulations of systems with processes, queues, resources, and time-based events such as manufacturing systems, service operations, network traffic, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/simpy) | +| `exploratory-data-analysis` | core | Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/exploratory-data-analysis) | +| `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) | +| `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) | +| `biomni` | core | Autonomous biomedical AI agent framework for executing complex research tasks across genomics, drug discovery, molecular biology, and clinical analysis. Use this skill when conducting multi-step biomedical research including CRISPR … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/biomni) | +| `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) | +| `denario` | core | Multiagent AI system for scientific research assistance that automates research workflows from data analysis to publication. This skill should be used when generating research ideas from datasets, developing research methodologies, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/denario) | + +## 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 | +|---|---|---|---| +| `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: 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: 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 | +|---|---|---|---| +| `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) | +| `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) | +| `scientific-reporting` | core | Write research/technical reports with strong structure + figure standards. Supports Markdown/HTML/PDF outputs (Quarto optional), executive summary, methods, results, discussion, and reproducibility appendix. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-reporting) | +| `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) | +| `exploratory-data-analysis` | core | Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/exploratory-data-analysis) | +| `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) | +| `denario` | core | Multiagent AI system for scientific research assistance that automates research workflows from data analysis to publication. This skill should be used when generating research ideas from datasets, developing research methodologies, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/denario) | +| `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) | + +## Source: hypnguyen1209/offensive-claude + +- Repository: [https://github.com/hypnguyen1209/offensive-claude](https://github.com/hypnguyen1209/offensive-claude) (commit `4d62be7`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `malware-analysis` | core | Use when reverse-engineering or detecting malware — static triage + capa/YARA-X, emulation/DBI/.NET unpacking, dynamic/fileless/Volatility 3 memory analysis, C2 config extraction (Cobalt Strike/CAPE), C2 traffic detection (JA4+, beaconing) | [source](https://github.com/hypnguyen1209/offensive-claude/tree/4d62be7/skills/malware-analysis) | + +## 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) | +| `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: 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 | +|---|---|---|---| +| `twinmind-data-handling` | core | Handle TwinMind meeting data with GDPR compliance: transcript storage, memory vault management, data export, and deletion policies. Use when implementing data handling, or managing TwinMind meeting AI operations. Trigger with phrases like … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/twinmind-pack/skills/twinmind-data-handling) | + +## 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 | +|---|---|---|---| +| `hugging-science` | core | Use when the user is doing AI/ML work in a scientific domain such as biology, chemistry, physics, astronomy, climate, genomics, materials, medicine, ecology, energy, engineering, math, drug discovery, protein design, weather modeling, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/hugging-science) | +| `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) | +| `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) | +| `exploratory-data-analysis` | core | Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/exploratory-data-analysis) | +| `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) | +| `exa-search` | core | Web toolkit powered by Exa, tuned for scientific and technical content. Use this skill when the user needs to search the web or fetch/extract URL content. Covers: web search (semantic lookups, research, current info — with optional … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/exa-search) | +| `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) | +| `research-lookup` | core | Look up current research and scientific information across three backends: fast web search via parallel-cli (default), the Parallel Chat API for deep multi-source synthesis, and Perplexity sonar-pro-search for scholarly paper searches. … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/research-lookup) | + +## 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 | +|---|---|---|---| +| `hugging-science` | core | Use when the user is doing AI/ML work in a scientific domain such as biology, chemistry, physics, astronomy, climate, genomics, materials, medicine, ecology, energy, engineering, math, drug discovery, protein design, weather modeling, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/hugging-science) | +| `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) | +| `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) | +| `exploratory-data-analysis` | core | Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/exploratory-data-analysis) | +| `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) | +| `exa-search` | core | Web toolkit powered by Exa, tuned for scientific and technical content. Use this skill when the user needs to search the web or fetch/extract URL content. Covers: web search (semantic lookups, research, current info — with optional … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/exa-search) | +| `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) | +| `research-lookup` | core | Look up current research and scientific information across three backends: fast web search via parallel-cli (default), the Parallel Chat API for deep multi-source synthesis, and Perplexity sonar-pro-search for scholarly paper searches. … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/research-lookup) | + +## 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 | +|---|---|---|---| +| `conducting-cyber-risk-assessment-with-nist-800-30` | core | Conduct a defensible cybersecurity risk assessment using the NIST SP 800-30 Rev 1 methodology: prepare scope and a risk model, identify threat sources and threat events, identify vulnerabilities and predisposing conditions, determine … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/conducting-cyber-risk-assessment-with-nist-800-30) | +| `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-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) | +| `performing-endpoint-forensics-investigation` | core | Performs digital forensics investigation on compromised endpoints including memory acquisition, disk imaging, artifact analysis, and timeline reconstruction. Use when investigating security incidents, collecting evidence for legal … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/performing-endpoint-forensics-investigation) | + +## Source: nexu-io/open-design + +- Repository: [https://github.com/nexu-io/open-design](https://github.com/nexu-io/open-design) (commit `4b66023`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `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-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) | +| `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-jtbd-analysis` | core | JTBD methodology for extracting real jobs behind feature requests — job statements, abstraction layers, first-principles extraction, ODI outcome statements, and opportunity scoring | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-jtbd-analysis) | + +## Source: open-gitagent/opengap + +- Repository: [https://github.com/open-gitagent/opengap](https://github.com/open-gitagent/opengap) (commit `d7a8e2e`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `document-review` | core | Reviews financial documents (prospectuses, ADVs, marketing materials) for FINRA 2210 compliance, required disclosures, and balanced presentation. Use when reviewing financial statements, audit documents, regulatory filings, or when the … | [source](https://github.com/open-gitagent/opengap/tree/d7a8e2e/examples/full/skills/document-review) | + +## Source: ruvnet/claude-code-flow + +- Repository: [https://github.com/ruvnet/claude-code-flow](https://github.com/ruvnet/claude-code-flow) (commit `73914bd`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `AgentDB Memory Patterns` | core | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/agentdb-memory-patterns) | +| `memory-management` | core | AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. Use when: need to store successful patterns, … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/memory-management) | + +## Source: ruvnet/ruflo + +- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `AgentDB Memory Patterns` | core | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/agentdb-memory-patterns) | +| `memory-management` | core | AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. Use when: need to store successful patterns, … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/memory-management) | + +## Source: sanjay3290/ai-skills + +- Repository: [https://github.com/sanjay3290/ai-skills](https://github.com/sanjay3290/ai-skills) (commit `3619692`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `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: 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 | +|---|---|---|---| +| `recommendation-system` | core | Deploy production recommendation systems with feature stores, caching, A/B testing. Use for personalization APIs, low latency serving, or encountering cache invalidation, experiment tracking, quality monitoring issues. | [source](https://github.com/secondsky/claude-skills/tree/c4889f6/plugins/recommendation-system/skills/recommendation-system) | + +## Source: silverstein/minutes + +- Repository: [https://github.com/silverstein/minutes](https://github.com/silverstein/minutes) (commit `3fb2e83`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `minutes-mirror` | core | Self-coaching analysis of your own behavior across meetings — talk-time ratio, filler words, hedging language, monologue length, energy patterns, and (when meetings are tagged via /minutes-tag) what your behavior in winning meetings looks … | [source](https://github.com/silverstein/minutes/tree/3fb2e83/.agents/skills/minutes/minutes-mirror) | + +## 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) | diff --git a/references/market.md b/references/market.md new file mode 100644 index 0000000..912d363 --- /dev/null +++ b/references/market.md @@ -0,0 +1,158 @@ +# Market evidence report — environmental-engineer + +Source: **48 real job ads** (JSearch API, countries: us 48), 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 | 24 | 50 % | +| junior | 14 | 29 % | +| senior | 9 | 19 % | +| n/a | 1 | 2 % | + +## Tools — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | Microsoft Excel | 13 | 27 % | +| 2 | AutoCAD | 9 | 19 % | +| 3 | Microsoft Office | 7 | 15 % | +| 4 | Microsoft Word | 7 | 15 % | +| 5 | HEC-RAS | 5 | 10 % | +| 6 | ArcGIS | 4 | 8 % | +| 7 | GIS | 4 | 8 % | +| 8 | HydroCAD | 3 | 6 % | + +## Hard skills — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | data analysis | 14 | 29 % | +| 2 | environmental compliance | 12 | 25 % | +| 3 | regulatory compliance | 9 | 19 % | +| 4 | soil sampling | 8 | 17 % | +| 5 | groundwater sampling | 7 | 15 % | +| 6 | risk assessment | 7 | 15 % | +| 7 | environmental remediation | 6 | 12 % | +| 8 | regulatory reporting | 6 | 12 % | +| 9 | environmental due diligence | 5 | 10 % | +| 10 | environmental engineering | 5 | 10 % | +| 11 | report preparation | 5 | 10 % | +| 12 | site assessment | 5 | 10 % | +| 13 | stormwater management | 5 | 10 % | +| 14 | data collection | 4 | 8 % | +| 15 | erosion control | 4 | 8 % | +| 16 | remediation | 4 | 8 % | +| 17 | site investigation | 4 | 8 % | +| 18 | wastewater treatment | 4 | 8 % | +| 19 | air quality monitoring | 3 | 6 % | +| 20 | environmental permitting | 3 | 6 % | +| 21 | hydrologic analysis | 3 | 6 % | +| 22 | project management | 3 | 6 % | +| 23 | remediation project management | 3 | 6 % | +| 24 | root cause analysis | 3 | 6 % | +| 25 | technical report preparation | 3 | 6 % | +| 26 | technical reporting | 3 | 6 % | +| 27 | water quality analysis | 3 | 6 % | +| 28 | wetland delineation | 3 | 6 % | + +## Methods — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | ASTM standards | 3 | 6 % | +| 2 | phase i environmental site assessments | 3 | 6 % | + +## Responsibilities — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | report preparation | 11 | 23 % | +| 2 | data analysis | 4 | 8 % | +| 3 | sample collection | 4 | 8 % | +| 4 | construction monitoring | 3 | 6 % | +| 5 | field work | 3 | 6 % | +| 6 | plan review | 3 | 6 % | +| 7 | project management | 3 | 6 % | +| 8 | proposal development | 3 | 6 % | +| 9 | technical report preparation | 3 | 6 % | + +## Regional breakdown + +> **Corpus note:** 48 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative. + +### US (us) + +48 ads. + +**Top hard skills:** + +- data analysis — 29 % (14 ads) +- environmental compliance — 25 % (12 ads) +- regulatory compliance — 19 % (9 ads) +- soil sampling — 17 % (8 ads) +- groundwater sampling — 15 % (7 ads) +- risk assessment — 15 % (7 ads) +- environmental remediation — 12 % (6 ads) +- regulatory reporting — 12 % (6 ads) +- environmental due diligence — 10 % (5 ads) +- environmental engineering — 10 % (5 ads) + +**Top tools:** + +- Microsoft Excel — 27 % (13 ads) +- AutoCAD — 19 % (9 ads) +- Microsoft Office — 15 % (7 ads) +- Microsoft Word — 15 % (7 ads) +- HEC-RAS — 10 % (5 ads) +- ArcGIS — 8 % (4 ads) +- GIS — 8 % (4 ads) +- HydroCAD — 6 % (3 ads) +- Adobe — 4 % (2 ads) +- CEMDPS*Online — 4 % (2 ads) + +**Seniority:** mid 50 % · junior 29 % · senior 19 % · n/a 2 % + +### 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 Engineer | 6 | +| Engineering Specialist II/III, Soil Conservation | 2 | +| Environmental Engineer | Field Investigation & Remediation | 2 | +| Environmental Engineering Specialist | 2 | +| Corporate Environmental Engineer | 1 | +| Engineering Specialist II​/III, Soil Conservation | 1 | +| Entry Level Civil/Environmental Engineer | 1 | +| Entry Level Environmental Engineer | 1 | +| Entry Level Environmental Engineer (Water Practice) | 1 | +| Entry Level Environmental Engineer, Geologist or Scientist (Virginia Beach) | 1 | +| Entry Level Environmental Engineers - Networking Event with AECOM – Philadelphia | 1 | +| Entry-Level Environmental Engineer, Scientist or Geologist | 1 | +| Environment Engineer | 1 | +| Environmental Engineer - Water Services Group | 1 | +| Environmental Engineer / Scientist | 1 | +| Environmental Engineer 3 | 1 | +| Environmental Engineer I | 1 | +| Environmental Engineer, EIT Field & Impact Focus | 1 | +| Environmental Engineer, Scientist, or Geologist I | 1 | +| Environmental/Civil Engineer | 1 | +| Junior Environmental Engineer | 1 | +| Principal Environmental Engineer | 1 | +| Project Environmental Engineer | 1 | +| Senior Environmental Engineer | 1 | +| Senior Geologist & Environmental Engineer — Remote | 1 | + +Methodology: entities extracted per ad ({hard_skills, tools, methods, responsibilities, seniority}), normalized, counted as DISTINCT ads per entity; report threshold ≥ 3 ads. Headline sections in skills.md/tools.md use the stricter ≥ 20 % threshold. diff --git a/references/profile.md b/references/profile.md new file mode 100644 index 0000000..725e45c --- /dev/null +++ b/references/profile.md @@ -0,0 +1,31 @@ +# Occupation profile — environmental engineer + +- **ESCO URI:** http://data.europa.eu/esco/occupation/ac1fc6a9-70d2-475c-8fa0-82ef83830968 +- **ESCO code:** 2143.1 +- **ISCO-08 group:** 2143 — Environmental engineers +- **O*NET-SOC:** 17-2081.00 — Environmental Engineers (match: exactMatch) + +## Description (ESCO) + +Environmental engineers integrate environmental and sustainable measures in the development of projects of various natures. They seek to preserve natural resources and natural sites. They work together with engineers from other fields to envision all the implications that projects might have in order to design ways to conserve natural reserves, prevent pollution, and deploy sanitary measures. + +## Definition + +nan + +## Alternative labels + +- environmental engineering consultant +- agricultural conservation engineer +- industrial environmental engineer +- water pollution engineer +- environmental analyst +- environmental engineering expert +- environmental specialist for water management +- air protection environmental engineer +- sanitary engineer +- environmental engineering adviser +- environment engineer +- chemical environmental engineer +- pollution engineer +- environmental engineering specialist diff --git a/references/skills.md b/references/skills.md new file mode 100644 index 0000000..68be35e --- /dev/null +++ b/references/skills.md @@ -0,0 +1,110 @@ +# Competences — environmental engineer + +Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/ac1fc6a9-70d2-475c-8fa0-82ef83830968). + +## Essential + +- **abide by regulations on banned materials** (skill/competence) +- **address public health issues** (skill/competence) +- **adjust engineering designs** (skill/competence) +- **advise on environmental remediation** (skill/competence) +- **analyse big data** (skill/competence) +- **analyse energy consumption** (skill/competence) +- **analyse environmental data** (skill/competence) +- **analyse information processes** (skill/competence) +- **approve engineering design** (skill/competence) +- **augmented reality** (knowledge) +- **biology** (knowledge) +- **carry out environmental audits** (skill/competence) +- **chemistry** (knowledge) +- **circular economy** (knowledge) +- **civil engineering** (knowledge) +- **cloud technologies** (knowledge) +- **coastal management** (knowledge) +- **conduct environmental surveys** (skill/competence) +- **conduct quantitative research** (skill/competence) +- **cyber security** (knowledge) +- **data storage** (knowledge) +- **develop environmental remediation strategies** (skill/competence) +- **ecosystem management** (knowledge) +- **energy efficiency** (knowledge) +- **engineering principles** (knowledge) +- **engineering processes** (knowledge) +- **ensure compliance with safety legislation** (skill/competence) +- **environmental engineering** (knowledge) +- **environmental legislation** (knowledge) +- **environmental policy** (knowledge) +- **implement traceability systems** (skill/competence) +- **Internet of Things** (knowledge) +- **legal studies** (knowledge) +- **machine learning** (knowledge) +- **mining, construction and civil engineering machinery products** (knowledge) +- **mitigate waste of resources** (skill/competence) +- **monitor nature conservation** (skill/competence) +- **perform data analysis** (skill/competence) +- **perform scientific research** (skill/competence) +- **pollution legislation** (knowledge) +- **pollution prevention** (knowledge) +- **principles of artificial intelligence** (knowledge) +- **process customer requests based on the REACh Regulation 1907 2006** (skill/competence) +- **product life-cycle** (knowledge) +- **promote environmental awareness** (skill/competence) +- **public health** (knowledge) +- **radiation protection** (knowledge) +- **regulations on substances** (knowledge) +- **risk management** (knowledge) +- **sensors** (knowledge) +- **technical drawings** (knowledge) +- **use technical drawing software** (skill/competence) + +## Optional + +- advise on mining environmental issues (skill/competence) +- advise on pollution prevention (skill/competence) +- advise on waste management procedures (skill/competence) +- assess the life cycle of resources (skill/competence) +- business intelligence (knowledge) +- collect samples for analysis (skill/competence) +- conduct field work (skill/competence) +- conduct quality control analysis (skill/competence) +- consumer protection (knowledge) +- design strategies for nuclear emergencies (skill/competence) +- develop hazardous waste management strategies (skill/competence) +- develop non-hazardous waste management strategies (skill/competence) +- ensure material compliance (skill/competence) +- environmental design (knowledge) +- ethics (knowledge) +- hazardous waste storage (knowledge) +- hazardous waste treatment (knowledge) +- hazardous waste types (knowledge) +- hydrology (knowledge) +- inspect compliance with hazardous waste regulations (skill/competence) +- inspect industrial equipment (skill/competence) +- investigate contamination (skill/competence) +- listen actively (skill/competence) +- manage air quality (skill/competence) +- nuclear energy (knowledge) +- perform laboratory tests (skill/competence) +- perform project management (skill/competence) +- project commissioning (knowledge) +- project management (knowledge) +- watershed development (knowledge) +- wildlife projects (knowledge) + + + +## Market evidence (job-ad analysis, 48 ads, as of 2026-07-11) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Hard skills + +- data analysis — **29 %** +- environmental compliance — **25 %** +- regulatory compliance — **19 %** + +### Responsibilities + +- report preparation — **23 %** + + diff --git a/references/tasks.md b/references/tasks.md new file mode 100644 index 0000000..3dc44b9 --- /dev/null +++ b/references/tasks.md @@ -0,0 +1,65 @@ +# Tasks & work activities — environmental engineer + +Source: O*NET 30.3, occupation 17-2081.00 (Environmental Engineers). + +## Task statements + +- **[Core]** Prepare, review, or update environmental investigation or recommendation reports. +- **[Core]** Obtain, update, or maintain plans, permits, or standard operating procedures. +- **[Core]** Provide technical support for environmental remediation or litigation projects, including remediation system design or determination of regulatory applicability. +- **[Core]** Monitor progress of environmental improvement programs. +- **[Core]** Inspect industrial or municipal facilities or programs to evaluate operational effectiveness or ensure compliance with environmental regulations. +- **[Core]** Provide administrative support for projects by collecting data, providing project documentation, training staff, or performing other general administrative duties. +- **[Core]** Develop proposed project objectives and targets and report to management on progress in attaining them. +- **[Core]** Advise corporations or government agencies of procedures to follow in cleaning up contaminated sites to protect people and the environment. +- **[Core]** Advise industries or government agencies about environmental policies and standards. +- **[Core]** Inform company employees or other interested parties of environmental issues. +- **[Core]** Assess the existing or potential environmental impact of land use projects on air, water, or land. +- **[Core]** Assist in budget implementation, forecasts, or administration. +- **[Core]** Develop site-specific health and safety protocols, such as spill contingency plans or methods for loading or transporting waste. +- **[Core]** Coordinate or manage environmental protection programs or projects, assigning or evaluating work. +- **[Core]** Serve as liaison with federal, state, or local agencies or officials on issues pertaining to solid or hazardous waste program requirements. +- **[Core]** Prepare hazardous waste manifests or land disposal restriction notifications. +- **[Core]** Develop or present environmental compliance training or orientation sessions. +- **[Core]** Develop, implement, or manage plans or programs related to conservation or management of natural resources. +- **[Core]** Request bids from suppliers or consultants. +- **[Core]** Provide environmental engineering assistance in network analysis, regulatory analysis, or planning or reviewing database development. +- **[Core]** Design, or supervise the design of, systems, processes, or equipment for control, management, or remediation of water, air, or soil quality. +- **[Core]** Direct installation or operation of environmental monitoring devices or supervise related data collection programs. +- **[Core]** Prepare or present public briefings on the status of environmental engineering projects. +- **[Core]** Write reports or articles for Web sites or newsletters related to environmental engineering issues. +- **[Core]** Collaborate with environmental scientists, planners, hazardous waste technicians, engineers, experts in law or business, or other specialists to address environmental problems. +- **[Core]** Provide assistance with planning, quality assurance, safety inspection protocols, or sampling as part of a team conducting multimedia inspections at complex facilities. +- **[Core]** Prepare, maintain, or revise quality assurance documentation or procedures. +- **[Core]** Attend professional conferences to share information. +- **[Supplemental]** Assess, sort, characterize, or pack known or unknown materials. + +## Detailed work activities + +- Advise others regarding green practices or environmental concerns. +- Assist engineers or scientists with research. +- Attend conferences or workshops to maintain professional knowledge. +- Confer with other personnel to resolve design or operational problems. +- Confer with technical personnel to prepare designs or operational plans. +- Design environmental control systems. +- Determine operational criteria or specifications. +- Develop technical methods or processes. +- Direct environmental development activities. +- Exchange information with colleagues. +- Explain project details to the general public. +- Inspect facilities or sites to determine if they meet specifications or standards. +- Investigate the environmental impact of projects. +- Maintain operational records or records systems. +- Monitor activities affecting environmental quality. +- Package materials for transport. +- Prepare detailed work plans. +- Prepare operational reports. +- Prepare procedural documents. +- Prepare project budgets. +- Prepare research or technical reports on environmental issues. +- Prepare technical or operational reports. +- Purchase materials, equipment, or other resources. +- Teach safety standards or environmental compliance methods. +- Test characteristics of materials or structures. +- Train personnel on proper operational procedures. +- Write reports or evaluations. diff --git a/references/tools.md b/references/tools.md new file mode 100644 index 0000000..b9bec59 --- /dev/null +++ b/references/tools.md @@ -0,0 +1,73 @@ +# Tools & technology — environmental engineer + +Source: O*NET 30.3 'Software Skills' for 17-2081.00. + +| Software | Category | Hot technology | +|---|---|---| +| SAS | Analytical or scientific software | yes | +| 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 | +| ESRI ArcGIS software | Geographic information system | yes | +| C++ | Object or component oriented development software | yes | +| Python | Object or component oriented development software | yes | +| Microsoft Office software | Office suite software | yes | +| Microsoft PowerPoint | Presentation software | yes | +| Microsoft Project | Project management software | yes | +| Microsoft Excel | Spreadsheet software | yes | +| Microsoft Word | Word processing software | yes | +| Air dispersion modeling software | Analytical or scientific software | | +| ANSYS simulation software | Analytical or scientific software | | +| DHI Water and Environment MIKE SHE | Analytical or scientific software | | +| Ecological risk assessment software | Analytical or scientific software | | +| Finite element method FEM software | Analytical or scientific software | | +| Gas dispersion model software | Analytical or scientific software | | +| HEC-RAS | Analytical or scientific software | | +| Hydrologic simulation program fortan HSPF software | Analytical or scientific software | | +| Image analysis software | Analytical or scientific software | | +| Insightful S-PLUS | Analytical or scientific software | | +| LINDO Systems optimization modeling software | Analytical or scientific software | | +| Maplesoft Maple | Analytical or scientific software | | +| RockWare MODFLOW | Analytical or scientific software | | +| Rockwell Automation Arena | Analytical or scientific software | | +| Simulation software | Analytical or scientific software | | +| Simultaneous location and mapping SLAM | Analytical or scientific software | | +| Site remediation management software | Analytical or scientific software | | +| Stormwater runoff modeling software | Analytical or scientific software | | +| WAM software | Analytical or scientific software | | +| Waste management software | Analytical or scientific software | | +| Water flow modeling software | Analytical or scientific software | | +| Wind flow modeling software | Analytical or scientific software | | +| XP Software XPSWMM | Analytical or scientific software | | +| Continuous emission management software | Compliance software | | +| Environmental health and safety documentation software | Compliance software | | +| Greenhouse gas management software | Compliance software | | +| Hazardous materials management HMS software | Compliance software | | +| Material safety data sheet MSDS software | Compliance software | | +| Regulatory compliance management software | Compliance software | | +| Computer aided design and drafting software CADD | Computer aided design CAD software | | +| SofTech CADRA | Computer aided design CAD software | | +| Eko | Desktop communications software | | +| Formula translation/translator FORTRAN | Development environment software | | +| ESRI ArcView | Geographic information system | | +| Geographic information system GIS systems | Geographic information system | | +| Photogrammetric software | Graphics or photo imaging software | | +| Fugitive emission leak detection software | Industrial control software | | +| Geomechanical design analysis GDA software | Map creation software | | +| Oil mapping software | Map creation software | | +| Business software applications | Office suite software | | + + + +## Market evidence (job-ad analysis, 48 ads, as of 2026-07-11) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Tools + +- Microsoft Excel — **27 %** +- AutoCAD — **19 %** + +