commit a2d082f7a1458d0ca5c9a55ecbd1f4f38095e516 Author: skillfactor-pipeline Date: Fri Aug 14 16:55:00 2026 +0200 feat: petroleum-engineer skill package v0.1.0 diff --git a/PROVENANCE.md b/PROVENANCE.md new file mode 100644 index 0000000..93eabbb --- /dev/null +++ b/PROVENANCE.md @@ -0,0 +1,31 @@ +# Data provenance — petroleum-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 — petroleum-engineer + "ESCO (occupation & competences)" : 28 + "O*NET (tasks & tools)" : 93 + "Job boards (market evidence)" : 79 + "Anthropic official Claude skills" : 5 + "External AI skill packs (mapped)" : 165 +``` + +| Source | Items | Share | Files | +|---|---|---|---| +| ESCO (occupation & competences) | 28 | 7.6 % | references/profile.md, references/skills.md | +| O*NET (tasks & tools) | 93 | 25.1 % | references/tasks.md, references/tools.md | +| Job boards (market evidence) | 79 | 21.4 % | 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 | 1.4 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) | +| External AI skill packs (mapped) | 165 | 44.6 % | 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..76bed89 --- /dev/null +++ b/SKILL.md @@ -0,0 +1,76 @@ +--- +name: petroleum-engineer +description: "Occupational skill for the role 'petroleum engineer' (also: petroleum geologist, petroleum production technician, reservoir engineer, oil and gas engineer, petroleum engineers, gas engineer). Use when the user asks for typical petroleum engineer work such as: Assess costs and estimate the production capabilities and economic value of oil and gas wells, to evaluate the economic viability of potential drilling sites.; Monitor production rates, and plan rework processes to improve production.; Analyze data to recommend placement of wells and supplementary processes to enhance production." +--- + +# Petroleum Engineer + +Petroleum engineers evaluate gas and oil fields. They design and develop methods for extracting oil and gas from underneath the earth's surface. They maximise the recovery of hydrocarbon at a minimum cost, pursuing minimal impact on the environment. + +## Core workflow + +1. Assess costs and estimate the production capabilities and economic value of oil and gas wells, to evaluate the economic viability of potential drilling sites. +2. Monitor production rates, and plan rework processes to improve production. +3. Analyze data to recommend placement of wells and supplementary processes to enhance production. +4. Specify and supervise well modification and stimulation programs to maximize oil and gas recovery. +5. Direct and monitor the completion and evaluation of wells, well testing, or well surveys. +6. Assist engineering and other personnel to solve operating problems. +7. Develop plans for oil and gas field drilling, and for product recovery and treatment. +8. Maintain records of drilling and production operations. + +## 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 +- chemistry +- compile reservoir performance plans +- design well flow systems +- determine flow rate enhancement +- geology +- interpret extraction data +- liaise with mine professionals +- liaise with well test engineers +- manage fluid production in gas +- manage production fluid in oil production +- manage well interaction +- mathematics +- monitor extraction logging operations +- prepare extraction proposals + +## Hot technologies + +- Google Analytics +- SAS +- The MathWorks MATLAB +- Autodesk AutoCAD +- Microsoft Access +- Oracle Database +- Eclipse IDE +- Microsoft Visual Studio +- Microsoft Outlook +- SAP software + + + + +## Hot technologies + +Top tools from 35 gated job ads (see references/market.md, as of 2026-07-18): + +- ARIES — 17 % +- Microsoft Excel — 17 % +- Microsoft PowerPoint — 11 % +- Microsoft Word — 11 % +- Spotfire — 11 % + + + +--- +*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/7569f423-2c37-49aa-947e-41acb66ec909), O*NET 30.3 (17-2171.00). See manifest.json for licensing/attribution.* diff --git a/manifest.json b/manifest.json new file mode 100644 index 0000000..5ad3f0e --- /dev/null +++ b/manifest.json @@ -0,0 +1,250 @@ +{ + "name": "petroleum-engineer", + "title": "petroleum engineer", + "version": "0.1.0", + "layer": "core", + "language": "en", + "generated": "2026-07-07", + "ids": { + "esco_uri": "http://data.europa.eu/esco/occupation/7569f423-2c37-49aa-947e-41acb66ec909", + "esco_code": "2146.10", + "isco_group": "2146", + "onet_soc": "17-2171.00", + "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": 23, + "dwas": 25, + "skills_essential": 24, + "skills_optional": 3, + "software": 44 + }, + "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": 1 + }, + "AgriciDaniel/claude-blog": { + "repo": "https://github.com/AgriciDaniel/claude-blog", + "commit": "49842ea", + "license": "MIT", + "skills": 1 + }, + "infrasity-labs/dev-gtm-claude-skills": { + "repo": "https://github.com/infrasity-labs/dev-gtm-claude-skills", + "commit": "02cfefb", + "license": "MIT", + "skills": 1 + }, + "rampstackco/claude-skills": { + "repo": "https://github.com/rampstackco/claude-skills", + "commit": "bc6d961", + "license": "MIT", + "skills": 3 + }, + "HeshamFS/materials-simulation-skills": { + "repo": "https://github.com/HeshamFS/materials-simulation-skills", + "commit": "fa1ce8d", + "license": "Apache-2.0", + "skills": 1 + }, + "hypnguyen1209/offensive-claude": { + "repo": "https://github.com/hypnguyen1209/offensive-claude", + "commit": "4d62be7", + "license": "MIT", + "skills": 1 + }, + "a5c-ai/babysitter": { + "repo": "https://github.com/a5c-ai/babysitter", + "commit": "44a5d58b", + "license": "MIT", + "skills": 11 + }, + "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 + }, + "AgriciDaniel/claude-ads": { + "repo": "https://github.com/AgriciDaniel/claude-ads", + "commit": "669c760", + "license": "MIT", + "skills": 1 + }, + "davila7/claude-code-templates": { + "repo": "https://github.com/davila7/claude-code-templates", + "commit": "fa79251", + "license": "MIT", + "skills": 12 + }, + "foryourhealth111-pixel/Vibe-Skills": { + "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills", + "commit": "34429a8", + "license": "Apache-2.0", + "skills": 7 + }, + "dotnet/skills": { + "repo": "https://github.com/dotnet/skills", + "commit": "79a2ada", + "license": "MIT", + "skills": 1 + }, + "gooseworks-ai/goose-skills": { + "repo": "https://github.com/gooseworks-ai/goose-skills", + "commit": "94ec916", + "license": "no explicit license \u2014 referenced by link only", + "skills": 1 + }, + "nWave-ai/nWave": { + "repo": "https://github.com/nWave-ai/nWave", + "commit": "1d0f13c", + "license": "MIT", + "skills": 2 + }, + "K-Dense-AI/claude-scientific-skills": { + "repo": "https://github.com/K-Dense-AI/claude-scientific-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 5 + }, + "K-Dense-AI/scientific-agent-skills": { + "repo": "https://github.com/K-Dense-AI/scientific-agent-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 5 + }, + "basicmachines-co/basic-memory": { + "repo": "https://github.com/basicmachines-co/basic-memory", + "commit": "53da71c", + "license": "custom (see upstream LICENSE)", + "skills": 1 + }, + "davepoon/buildwithclaude": { + "repo": "https://github.com/davepoon/buildwithclaude", + "commit": "3c94e0c", + "license": "MIT", + "skills": 2 + }, + "snyk/agent-scan": { + "repo": "https://github.com/snyk/agent-scan", + "commit": "f3a4621", + "license": "Apache-2.0", + "skills": 1 + }, + "ThinkInAIXYZ/deepchat": { + "repo": "https://github.com/ThinkInAIXYZ/deepchat", + "commit": "f275c92", + "license": "Apache-2.0", + "skills": 1 + }, + "zebbern/claude-code-guide": { + "repo": "https://github.com/zebbern/claude-code-guide", + "commit": "d2c5280", + "license": "MIT", + "skills": 2 + }, + "ferdinandobons/startup-skill": { + "repo": "https://github.com/ferdinandobons/startup-skill", + "commit": "a5f97c3", + "license": "MIT", + "skills": 1 + }, + "Orchestra-Research/AI-research-SKILLs": { + "repo": "https://github.com/Orchestra-Research/AI-research-SKILLs", + "commit": "773a529", + "license": "MIT", + "skills": 1 + }, + "zechenzhangAGI/AI-research-SKILLs": { + "repo": "https://github.com/zechenzhangAGI/AI-research-SKILLs", + "commit": "773a529", + "license": "MIT", + "skills": 1 + }, + "OpenSenseNova/SenseNova-Skills": { + "repo": "https://github.com/OpenSenseNova/SenseNova-Skills", + "commit": "d8bb438", + "license": "MIT", + "skills": 2 + }, + "elementalsouls/Claude-BugHunter": { + "repo": "https://github.com/elementalsouls/Claude-BugHunter", + "commit": "05098fc", + "license": "MIT", + "skills": 1 + }, + "nexscope-ai/eCommerce-Skills": { + "repo": "https://github.com/nexscope-ai/eCommerce-Skills", + "commit": "56f3288", + "license": "MIT", + "skills": 1 + }, + "nowork-studio/NotFair": { + "repo": "https://github.com/nowork-studio/NotFair", + "commit": "99bda4b", + "license": "MIT", + "skills": 1 + }, + "jeremylongshore/claude-code-plugins-plus-skills": { + "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills", + "commit": "e112938a", + "license": "MIT", + "skills": 1 + } + }, + "total_skills": 80, + "tiers": { + "core": 78, + "adjacent": 2 + } + }, + "provenance": { + "items": { + "esco": 28, + "onet": 93, + "jobads": 79, + "wiki_ai": 0, + "anthropic": 5, + "ai_skills": 165, + "stackx": 0 + }, + "share_percent": { + "esco": 7.6, + "onet": 25.1, + "jobads": 21.4, + "wiki_ai": 0.0, + "anthropic": 1.4, + "ai_skills": 44.6, + "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..96f21a3 --- /dev/null +++ b/references/ai-skills.md @@ -0,0 +1,338 @@ +# External AI agent skills — petroleum-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 | +|---|---|---|---| +| `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) | +| `simulation-experiment-designer` | core | Simulation experimental design skill for efficient scenario analysis and optimization. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/industrial-engineering/skills/simulation-experiment-designer) | +| `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) | +| `A/B Test Design` | core | Statistical experiment design and analysis capabilities for product experimentation | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/product-management/skills/ab-test-design) | +| `growing-outside-in-systems` | core | Drive feature development using Outside-In TDD with Hexagonal Architecture. Design emerges through inline code, in-memory fakes, interface extraction, and deferred I/O. Use when building features, writing tests, or structuring backend … | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/backend-development/skills/growing-outside-in-systems) | +| `statistical-testing` | core | Apply statistical hypothesis testing, significance analysis, A/B test evaluation, and distribution comparisons for data science workflows. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/data-science-ml/skills/statistical-testing) | +| `A/B Test Statistical Analyzer` | core | Performs statistical analysis for A/B testing experiments | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/data-engineering-analytics/skills/ab-test-statistical-analyzer) | +| `gpu-memory-analysis` | core | Specialized skill for GPU memory hierarchy analysis and optimization. Analyze memory access patterns, detect bank conflicts, optimize cache utilization, profile global memory bandwidth, and generate optimized memory access code patterns. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/gpu-programming/skills/gpu-memory-analysis) | +| `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) | +| `paraview-scientific-visualizer` | core | ParaView visualization skill for 3D scientific data rendering and analysis | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/physics/skills/paraview-scientific-visualizer) | +| `unity-profiler` | core | Unity Profiler skill for performance analysis, frame debugging, memory profiling, and optimization workflows. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/game-development/skills/unity-profiler) | + +## Source: AgriciDaniel/claude-ads + +- Repository: [https://github.com/AgriciDaniel/claude-ads](https://github.com/AgriciDaniel/claude-ads) (commit `669c760`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `ads-test` | core | Design and evaluate paid-ad experiments with hypotheses, randomization units, sample-size and duration assumptions, guardrails, platform experiment tools, analysis, and decision rules. Use for A/B test, split test, experiment design, … | [source](https://github.com/AgriciDaniel/claude-ads/tree/669c760/skills/ads-test) | + +## Source: AgriciDaniel/claude-blog + +- Repository: [https://github.com/AgriciDaniel/claude-blog](https://github.com/AgriciDaniel/claude-blog) (commit `49842ea`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `blog-strategy` | core | Blog strategy development including topic cluster architecture with hub-and-spoke design, audience mapping, competitive landscape analysis, AI citation surface strategy across ChatGPT/Perplexity/AI Overviews, distribution channel planning … | [source](https://github.com/AgriciDaniel/claude-blog/tree/49842ea/skills/blog-strategy) | + +## Source: basicmachines-co/basic-memory + +- Repository: [https://github.com/basicmachines-co/basic-memory](https://github.com/basicmachines-co/basic-memory) (commit `53da71c`, retrieved 2026-07-14) +- License: custom (see upstream LICENSE) + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `memory-literary-analysis` | core | Analyze a complete literary work into a structured Basic Memory knowledge graph. Covers schema design, entity seeding, chapter-by-chapter processing, cross-referencing, validation, and visualization. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-literary-analysis) | + +## Source: brycewang-stanford/Auto-Empirical-Research-Skills + +- Repository: [https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills) (commit `85bf545`, retrieved 2026-07-14) +- License: CC-BY-4.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `universal-ma-codebook` | core | Universal Meta-Analysis Codebook v2.2 - AI-Human collaboration for meta-analysis data extraction. 4-layer design: Identifiers, Statistics, AI Provenance, Human Verification. Integrates with C5/C6/C7 agents and Category I systematic review … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/universal-ma-codebook) | +| `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) | +| `aer-statspai` | core | Use when aer-identification has fixed the design, after methodology choice and before aer-robustness or aer-tables-figures, to run an AER-track analysis with StatsPAI — the agent-native Python engine and MCP server for causal inference, … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/50-brycewang-aer-skills/skills/aer-statspai) | +| `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) | +| `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) | +| `metadata-skills` | core | 24 metadata & bibliometrics skills. Trigger: DOI resolution, citation metrics, author disambiguation, bibliometrics. Design: metadata APIs and bibliometric analysis tools for scholarly records. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/literature/metadata) | +| `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) | +| `results-analysis` | core | This skill should be used when the user asks to "analyze experimental results", "run strict statistical analysis", "compare model performance", "generate scientific figures", "check significance", "do ablation analysis", or mentions … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/33-Galaxy-Dawn-claude-scholar/skills/results-analysis) | +| `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) | + +## Source: davepoon/buildwithclaude + +- Repository: [https://github.com/davepoon/buildwithclaude](https://github.com/davepoon/buildwithclaude) (commit `3c94e0c`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `docx` | core | Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new … | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/docx) | +| `xlsx` | core | Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new … | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/xlsx) | + +## 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 | +|---|---|---|---| +| `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) | +| `polars` | core | Fast DataFrame library (Apache Arrow). Select, filter, group_by, joins, lazy evaluation, CSV/Parquet I/O, expression API, for high-performance data analysis workflows. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/polars) | +| `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) | +| `geopandas` | core | Python library for working with geospatial vector data including shapefiles, GeoJSON, and GeoPackage files. Use when working with geographic data for spatial analysis, geometric operations, coordinate transformations, spatial joins, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/geopandas) | +| `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) | +| `mlflow` | core | Track ML experiments, manage model registry with versioning, deploy models to production, and reproduce experiments with MLflow - framework-agnostic ML lifecycle platform | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/mlops-mlflow) | +| `string-database` | core | Query STRING API for protein-protein interactions (59M proteins, 20B interactions). Network analysis, GO/KEGG enrichment, interaction discovery, 5000+ species, for systems biology. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/string-database) | +| `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) | +| `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) | +| `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) | +| `gtars` | core | High-performance toolkit for genomic interval analysis in Rust with Python bindings. Use when working with genomic regions, BED files, coverage tracks, overlap detection, tokenization for ML models, or fragment analysis in computational … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/gtars) | +| `qutip` | core | Quantum mechanics simulations and analysis using QuTiP (Quantum Toolbox in Python). Use when working with quantum systems including: (1) quantum states (kets, bras, density matrices), (2) quantum operators and gates, (3) time evolution and … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/qutip) | + +## Source: dotnet/skills + +- Repository: [https://github.com/dotnet/skills](https://github.com/dotnet/skills) (commit `79a2ada`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `exp-mock-usage-analysis` | core | Audits .NET test mock usage by tracing each mock setup through the production code's execution path to find dead, unreachable, redundant, or replaceable mocks. Use when the user asks to audit mock usage, find unused or unnecessary mock … | [source](https://github.com/dotnet/skills/tree/79a2ada/plugins/dotnet-experimental/skills/exp-mock-usage-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 | +|---|---|---|---| +| `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 | +|---|---|---|---| +| `designing-experiments` | core | Design experiments and quasi-experiments before analysis. Use when choosing study design, treatment/control structure, outcomes, assumptions, validation plans after scientific experiment failure, or which of DiD, ITS, synthetic control, or … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/designing-experiments) | +| `scientific-critical-thinking` | core | Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-critical-thinking) | +| `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) | +| `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) | +| `scientific-data-preprocessing` | core | ⚠️ CRITICAL USER EXPERIENCE-BASED SKILL - ALWAYS CONSULT BEFORE DATA PREPROCESSING ⚠️ Prevents catastrophic errors (88.9% error rate in V1.0 case study) through multi-level feature analysis, data leakage detection, and semantic validation. … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-data-preprocessing) | +| `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) | + +## Source: gooseworks-ai/goose-skills + +- Repository: [https://github.com/gooseworks-ai/goose-skills](https://github.com/gooseworks-ai/goose-skills) (commit `94ec916`, retrieved 2026-07-14) +- License: no explicit license — referenced by link only + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `investor-call-prep` | core | Prepare for investor calls by pulling upcoming meetings from Google Calendar, deeply researching each investor and their firm (website scraping, portfolio analysis, thesis extraction), checking for competitor conflicts, and outputting an … | [source](https://github.com/gooseworks-ai/goose-skills/tree/94ec916/skills/research/capabilities/investor-call-prep) | + +## Source: HeshamFS/materials-simulation-skills + +- Repository: [https://github.com/HeshamFS/materials-simulation-skills](https://github.com/HeshamFS/materials-simulation-skills) (commit `fa1ce8d`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `parameter-optimization` | core | Explore and optimize simulation parameters via design of experiments (DOE), sensitivity analysis, and optimizer selection — generate Latin Hypercube, quasi-random, or factorial sample plans, rank parameter influence with sensitivity … | [source](https://github.com/HeshamFS/materials-simulation-skills/tree/fa1ce8d/skills/simulation-workflow/parameter-optimization) | + +## 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-strategy` | core | Blog strategy development including topic cluster architecture with hub-and-spoke design, audience mapping, competitive landscape analysis, AI citation surface strategy across ChatGPT/Perplexity/AI Overviews, distribution channel planning … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/blog-strategy) | + +## Source: 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 | +|---|---|---|---| +| `windsurf-cascade-context` | core | Manage Cascade context window and memory for complex projects. Activate when users mention "cascade context", "ai memory", "context management", "large codebase navigation", or "multi-session development". Handles context optimization and … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/skill-databases/windsurf/skills/windsurf-cascade-context) | + +## 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 | +|---|---|---|---| +| `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) | +| `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) | +| `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) | +| `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) | + +## 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 | +|---|---|---|---| +| `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) | +| `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) | +| `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) | +| `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) | + +## 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) | + +## Source: nexscope-ai/eCommerce-Skills + +- Repository: [https://github.com/nexscope-ai/eCommerce-Skills](https://github.com/nexscope-ai/eCommerce-Skills) (commit `56f3288`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `price-optimization-tool` | core | Evaluate ecommerce price candidates using unit economics, historical observations, elasticity analysis, scenario modeling, and controlled experiments. Use when a seller asks what price to test, how price changes could affect contribution … | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/price-optimization-tool) | + +## Source: nowork-studio/NotFair + +- Repository: [https://github.com/nowork-studio/NotFair](https://github.com/nowork-studio/NotFair) (commit `99bda4b`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `google-ads` | core | Manage Google Ads — performance, keywords, bids, budgets, negatives, campaigns, ads, search terms, QS, location targeting, bulk operations, experiments, asset management, portfolio bidding, offline conversions. Use for any mention of … | [source](https://github.com/nowork-studio/NotFair/tree/99bda4b/google-ads/manage) | + +## 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-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: 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 | +|---|---|---|---| +| `numeric-extraction-and-distribution-analysis` | core | 从带单位的字符串列中提取数值并清洗，生成包含直方图、饼图、条形图和累积分布图的多维度综合分布可视化图表，用于展示数据的集中趋势与分布特征。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-conditional-formatting/data-bar-formatting) | +| `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: Orchestra-Research/AI-research-SKILLs + +- Repository: [https://github.com/Orchestra-Research/AI-research-SKILLs](https://github.com/Orchestra-Research/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `mlflow` | core | Track ML experiments, manage model registry with versioning, deploy models to production, and reproduce experiments with MLflow - framework-agnostic ML lifecycle platform | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/13-mlops/mlflow) | + +## Source: rampstackco/claude-skills + +- Repository: [https://github.com/rampstackco/claude-skills](https://github.com/rampstackco/claude-skills) (commit `bc6d961`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `cro-optimization` | core | Run conversion rate optimization through hypothesis-driven testing including audit, hypothesis generation, test design, statistical analysis, and rollout decisions. Use this skill whenever the user wants to optimize conversion, run A/B … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/cro-optimization) | +| `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) | +| `data-warehouse-experimentation` | core | Running experiments out of the data warehouse instead of via dedicated experiment platforms. SQL-based assignment, exposure logging discipline, metric definitions in dbt models, statistical analysis in SQL or Python, variance reduction … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/data-warehouse-experimentation) | + +## Source: snyk/agent-scan + +- Repository: [https://github.com/snyk/agent-scan](https://github.com/snyk/agent-scan) (commit `f3a4621`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `docx` | core | Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new … | [source](https://github.com/snyk/agent-scan/tree/f3a4621/tests/skills/docx) | + +## Source: ThinkInAIXYZ/deepchat + +- Repository: [https://github.com/ThinkInAIXYZ/deepchat](https://github.com/ThinkInAIXYZ/deepchat) (commit `f275c92`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `docx` | core | Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new … | [source](https://github.com/ThinkInAIXYZ/deepchat/tree/f275c92/resources/skills/docx) | + +## Source: zebbern/claude-code-guide + +- Repository: [https://github.com/zebbern/claude-code-guide](https://github.com/zebbern/claude-code-guide) (commit `d2c5280`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `regression-modeler` | core | Run regression analysis (OLS or logistic) on uploaded CSV/Excel data, generating coefficients, R², p-values, VIF, and plain-language interpretation. Triggered by requests for regression modeling, fitting data, testing significance, … | [source](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/regression-modeler) | +| `vc-industry-research` | core | Generate professional primary market / venture capital industry research reports, including sector deep-dives, investment memos, and market analysis. Produces detailed PDF reports covering TMT, consumer, healthcare, and industrials. … | [source](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/vc-industry-research) | + +## Source: zechenzhangAGI/AI-research-SKILLs + +- Repository: [https://github.com/zechenzhangAGI/AI-research-SKILLs](https://github.com/zechenzhangAGI/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `mlflow` | core | Track ML experiments, manage model registry with versioning, deploy models to production, and reproduce experiments with MLflow - framework-agnostic ML lifecycle platform | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/13-mlops/mlflow) | diff --git a/references/market.md b/references/market.md new file mode 100644 index 0000000..df457c5 --- /dev/null +++ b/references/market.md @@ -0,0 +1,132 @@ +# Market evidence report — petroleum-engineer + +Source: **35 real job ads** (JSearch API, countries: us 35), extracted into the MSSQL evidence store; as of 2026-07-18. +This report contains extracted, aggregated facts only — no ad text is +reproduced (copyright / platform terms). + +## Seniority distribution + +| Seniority | Ads | Share | +|---|---|---| +| mid | 22 | 63 % | +| senior | 5 | 14 % | +| n/a | 4 | 11 % | +| junior | 3 | 9 % | +| lead | 1 | 3 % | + +## Tools — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | ARIES | 6 | 17 % | +| 2 | Microsoft Excel | 6 | 17 % | +| 3 | Microsoft PowerPoint | 4 | 11 % | +| 4 | Microsoft Word | 4 | 11 % | +| 5 | Spotfire | 4 | 11 % | + +## Hard skills — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | data analysis | 14 | 40 % | +| 2 | reservoir engineering | 9 | 26 % | +| 3 | production forecasting | 8 | 23 % | +| 4 | decline curve analysis | 3 | 9 % | +| 5 | economic analysis | 3 | 9 % | +| 6 | economic evaluation | 3 | 9 % | +| 7 | economic modeling | 3 | 9 % | +| 8 | field development planning | 3 | 9 % | +| 9 | petroleum engineering | 3 | 9 % | +| 10 | production engineering | 3 | 9 % | +| 11 | production optimization | 3 | 9 % | +| 12 | reservoir simulation | 3 | 9 % | + +## Methods — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | enhanced oil recovery (EOR) | 3 | 9 % | + +## Responsibilities — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | data analysis | 3 | 9 % | +| 2 | report preparation | 3 | 9 % | + +## Regional breakdown + +> **Corpus note:** 35 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative. + +### US (us) + +35 ads. + +**Top hard skills:** + +- data analysis — 40 % (14 ads) +- reservoir engineering — 26 % (9 ads) +- production forecasting — 23 % (8 ads) +- decline curve analysis — 9 % (3 ads) +- economic analysis — 9 % (3 ads) +- economic evaluation — 9 % (3 ads) +- economic modeling — 9 % (3 ads) +- field development planning — 9 % (3 ads) +- petroleum engineering — 9 % (3 ads) +- production engineering — 9 % (3 ads) + +**Top tools:** + +- ARIES — 17 % (6 ads) +- Microsoft Excel — 17 % (6 ads) +- Microsoft PowerPoint — 11 % (4 ads) +- Microsoft Word — 11 % (4 ads) +- Spotfire — 11 % (4 ads) +- CMG — 6 % (2 ads) +- ComboCurve — 6 % (2 ads) +- Eclipse — 6 % (2 ads) +- Microsoft Office — 6 % (2 ads) +- Microsoft Outlook — 6 % (2 ads) + +**Seniority:** mid 63 % · senior 14 % · n/a 11 % · junior 9 % · lead 3 % + +### 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 | +|---|---| +| Reservoir Engineer | 8 | +| Petroleum Geologist | 3 | +| Petroleum Engineer | 2 | +| 2026-2027 Petroleum Engineer - Full Time | 1 | +| 2026-2027 Petroleum Engineer Intern (previous intern) | 1 | +| Alaska Petroleum Engineer - Field & Compliance | 1 | +| Experienced Reservoir Simulation Engineer | 1 | +| Field Petroleum Engineer: Accelerated Training & Growth | 1 | +| Field-Driven Petroleum Engineer: Fast-Track to Leadership | 1 | +| Lead Petroleum Engineer | 1 | +| Lead Production Engineer - Oil and Gas Optimization | 1 | +| Petroleum Engineer - IOR | 1 | +| Petroleum Engineer - Technical Due Diligence (Remote) | 1 | +| Petroleum Engineer at US Bureau of Ocean Energy Management Jefferson, LA | 1 | +| PETROLEUM ENGINEER I-II | 1 | +| Petroleum Engineer: Training Path to Upstream Leadership | 1 | +| Reservoir Engineer / Geomechanics Lead - Machina | 1 | +| Reservoir Engineer/Data Scientist | 1 | +| Senior Reservoir Engineer | 1 | +| Senior Reservoir Engineer – Growth & Optimization | 1 | +| Sr. Reservoir Engineer - Reservoir Characterization | 1 | +| Sr. Reservoir-Corporate Planning Engineer | 1 | +| Subsurface & Reservoir Engineer | 1 | +| Supervisory Petroleum Engineer | 1 | +| Upstream Petroleum Engineer | 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..d4ad284 --- /dev/null +++ b/references/profile.md @@ -0,0 +1,23 @@ +# Occupation profile — petroleum engineer + +- **ESCO URI:** http://data.europa.eu/esco/occupation/7569f423-2c37-49aa-947e-41acb66ec909 +- **ESCO code:** 2146.10 +- **ISCO-08 group:** 2146 — Mining engineers, metallurgists and related professionals +- **O*NET-SOC:** 17-2171.00 — Petroleum Engineers (match: exactMatch) + +## Description (ESCO) + +Petroleum engineers evaluate gas and oil fields. They design and develop methods for extracting oil and gas from underneath the earth's surface. They maximise the recovery of hydrocarbon at a minimum cost, pursuing minimal impact on the environment. + +## Definition + +nan + +## Alternative labels + +- petroleum geologist +- petroleum production technician +- reservoir engineer +- oil and gas engineer +- petroleum engineers +- gas engineer diff --git a/references/skills.md b/references/skills.md new file mode 100644 index 0000000..b16d60a --- /dev/null +++ b/references/skills.md @@ -0,0 +1,50 @@ +# Competences — petroleum engineer + +Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/7569f423-2c37-49aa-947e-41acb66ec909). + +## Essential + +- **address problems critically** (skill/competence) +- **chemistry** (knowledge) +- **compile reservoir performance plans** (skill/competence) +- **design well flow systems** (skill/competence) +- **determine flow rate enhancement** (skill/competence) +- **geology** (knowledge) +- **interpret extraction data** (skill/competence) +- **liaise with mine professionals** (skill/competence) +- **liaise with well test engineers** (skill/competence) +- **manage fluid production in gas** (skill/competence) +- **manage production fluid in oil production** (skill/competence) +- **manage well interaction** (skill/competence) +- **mathematics** (knowledge) +- **monitor extraction logging operations** (skill/competence) +- **prepare extraction proposals** (skill/competence) +- **prepare scientific reports** (skill/competence) +- **prepare well formation evaluation programmes** (skill/competence) +- **provide petroleum engineering support** (skill/competence) +- **report well results** (skill/competence) +- **select well equipment** (skill/competence) +- **supervise staff** (skill/competence) +- **troubleshoot** (skill/competence) +- **use reservoir surveillance** (skill/competence) +- **well testing operations** (knowledge) + +## Optional + +- design well for petroleum production (skill/competence) +- monitor fuel storage tanks (skill/competence) +- supervise well operations (skill/competence) + + + +## Market evidence (job-ad analysis, 35 ads, as of 2026-07-18) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Hard skills + +- data analysis — **40 %** +- reservoir engineering — **26 %** +- production forecasting — **23 %** + + diff --git a/references/tasks.md b/references/tasks.md new file mode 100644 index 0000000..561be3b --- /dev/null +++ b/references/tasks.md @@ -0,0 +1,57 @@ +# Tasks & work activities — petroleum engineer + +Source: O*NET 30.3, occupation 17-2171.00 (Petroleum Engineers). + +## Task statements + +- **[Core]** Assess costs and estimate the production capabilities and economic value of oil and gas wells, to evaluate the economic viability of potential drilling sites. +- **[Core]** Monitor production rates, and plan rework processes to improve production. +- **[Core]** Analyze data to recommend placement of wells and supplementary processes to enhance production. +- **[Core]** Specify and supervise well modification and stimulation programs to maximize oil and gas recovery. +- **[Core]** Direct and monitor the completion and evaluation of wells, well testing, or well surveys. +- **[Core]** Assist engineering and other personnel to solve operating problems. +- **[Core]** Develop plans for oil and gas field drilling, and for product recovery and treatment. +- **[Core]** Maintain records of drilling and production operations. +- **[Core]** Confer with scientific, engineering, and technical personnel to resolve design, research, and testing problems. +- **[Core]** Write technical reports for engineering and management personnel. +- **[Core]** Evaluate findings to develop, design, or test equipment or processes. +- **[Core]** Interpret drilling and testing information for personnel. +- **[Core]** Coordinate activities of workers engaged in research, planning, and development. +- **[Supplemental]** Assign work to staff to obtain maximum utilization of personnel. +- **[Supplemental]** Design and implement environmental controls on oil and gas operations. +- **[Supplemental]** Coordinate the installation, maintenance, and operation of mining and oil field equipment. +- **[Supplemental]** Supervise the removal of drilling equipment, the removal of any waste, and the safe return of land to structural stability when wells or pockets are exhausted. +- **[Supplemental]** Inspect oil and gas wells to determine that installations are completed. +- **[Supplemental]** Simulate reservoir performance for different recovery techniques, using computer models. +- **[Supplemental]** Take samples to assess the amount and quality of oil, the depth at which resources lie, and the equipment needed to properly extract them. +- **[Supplemental]** Design or modify mining and oil field machinery and tools, applying engineering principles. +- **[Supplemental]** Test machinery and equipment to ensure that it is safe and conforms to performance specifications. +- **[Supplemental]** Conduct engineering research experiments to improve or modify mining and oil machinery and operations. + +## Detailed work activities + +- Analyze costs and benefits of proposed designs or projects. +- Analyze physical, survey, or geographic data. +- Collect samples of raw materials or finished products. +- Confer with other personnel to resolve design or operational problems. +- Create models of engineering designs or methods. +- Design environmental control systems. +- Design industrial equipment. +- Determine operational methods. +- Develop technical methods or processes. +- Direct design or development activities. +- Direct energy production or management activities. +- Direct equipment maintenance or repair activities. +- Direct installation activities. +- Direct quality control activities. +- Explain engineering drawings, specifications, or other technical information. +- Inspect equipment or systems. +- Interpret design or operational test results. +- Maintain operational records or records systems. +- Monitor the productivity or efficiency of industrial operations. +- Prepare detailed work plans. +- Prepare technical reports for internal use. +- Research advanced engineering designs or applications. +- Resolve operational performance problems. +- Supervise engineering or other technical personnel. +- Test performance of electrical, electronic, mechanical, or integrated systems or equipment. diff --git a/references/tools.md b/references/tools.md new file mode 100644 index 0000000..658c590 --- /dev/null +++ b/references/tools.md @@ -0,0 +1,50 @@ +# Tools & technology — petroleum engineer + +Source: O*NET 30.3 'Software Skills' for 17-2171.00. + +| Software | Category | Hot technology | +|---|---|---| +| Google Analytics | Analytical or scientific software | yes | +| SAS | Analytical or scientific software | yes | +| The MathWorks MATLAB | Analytical or scientific software | yes | +| Autodesk AutoCAD | Computer aided design CAD software | yes | +| Microsoft Access | Data base user interface and query software | yes | +| Oracle Database | Data base user interface and query software | yes | +| Eclipse IDE | Development environment software | yes | +| Microsoft Visual Studio | Development environment software | yes | +| Microsoft Outlook | Electronic mail software | yes | +| SAP software | Enterprise resource planning ERP software | yes | +| C# | Object or component oriented development software | yes | +| C++ | Object or component oriented development software | yes | +| Oracle Java | Object or component oriented development software | yes | +| Python | Object or component oriented development software | yes | +| R | Object or component oriented development software | yes | +| Microsoft Office software | Office suite software | yes | +| Linux | Operating system software | yes | +| Microsoft PowerPoint | Presentation software | yes | +| Microsoft Visio | Process mapping and design software | yes | +| Microsoft Project | Project management software | yes | +| Microsoft Excel | Spreadsheet software | yes | +| Microsoft Word | Word processing software | yes | +| Computer Modelling Group CMG STARS | Analytical or scientific software | | +| eProduction Solutions PanSystem | Analytical or scientific software | | +| Finite element analysis FEA software | Analytical or scientific software | | +| IHS Petra | Analytical or scientific software | | +| Neotec WELLFLO | Analytical or scientific software | | +| Schlumberger ECLIPSE | Analytical or scientific software | | +| Schlumberger Petrel E&P | Analytical or scientific software | | +| Schlumberger PVTi | Analytical or scientific software | | +| TERRASCIENCES TerraStation | Analytical or scientific software | | +| TRC Consultants PHDWin | Analytical or scientific software | | +| Well Flow Dynamics Wellflow | Analytical or scientific software | | +| TIBCO Spotfire | Business intelligence and data analysis software | | +| Dassault Systemes CATIA | Computer aided design CAD software | | +| Landmark Graphics TOW/cs | Data base user interface and query software | | +| Structure query language SQL | Data base user interface and query software | | +| Software development tools | Development environment software | | +| IBM Notes | Electronic mail software | | +| DFA Capital Management GEMS | Financial analysis software | | +| GeoGraphix ARIES Portfolio | Financial analysis software | | +| IHS QUE$TOR | Financial analysis software | | +| Web browser software | Internet browser software | | +| Oracle Primavera Systems | Project management software | |