commit 84c9fc7b94de9fda052fa3570206835c400a3eed Author: skillfactor-pipeline Date: Fri Aug 14 16:54:30 2026 +0200 feat: liquid-fuel-engineer skill package v0.1.0 diff --git a/PROVENANCE.md b/PROVENANCE.md new file mode 100644 index 0000000..ef6899e --- /dev/null +++ b/PROVENANCE.md @@ -0,0 +1,30 @@ +# Data provenance — liquid-fuel-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':'#d97757','pie4':'#8e24aa','pieOuterStrokeWidth':'0px','pieSectionTextColor':'#fff'}}}%% +pie showData + title Content sources — liquid-fuel-engineer + "ESCO (occupation & competences)" : 39 + "O*NET (tasks & tools)" : 93 + "Anthropic official Claude skills" : 5 + "External AI skill packs (mapped)" : 165 +``` + +| Source | Items | Share | Files | +|---|---|---|---| +| ESCO (occupation & competences) | 39 | 12.9 % | references/profile.md, references/skills.md | +| O*NET (tasks & tools) | 93 | 30.8 % | references/tasks.md, references/tools.md | +| Job boards (market evidence) | 0 | 0.0 % | references/market.md (full report) + "Market evidence" headline sections | +| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ | +| Anthropic official Claude skills | 5 | 1.7 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) | +| External AI skill packs (mapped) | 165 | 54.6 % | 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..8c181bc --- /dev/null +++ b/SKILL.md @@ -0,0 +1,61 @@ +--- +name: liquid-fuel-engineer +description: "Occupational skill for the role 'liquid fuel engineer' (also: gas liquids engineer, chemical engineer, fuel chemist, biofuel specialist, fuel system engineer, petrol specialist). Use when the user asks for typical liquid fuel 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." +--- + +# Liquid Fuel Engineer + +Liquid fuel engineers evaluate liquid fuel extraction sites. They design and develop methods for extracting liquid fuels from underneath the earth surface, these fuels include petroleums, natural gas, liquefied petroleum gas, non-petroleum fossil fuels, biodiesel and alcohols. 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 +- alcohol fuels +- biodiesel +- chemistry +- control pumping operations in petroleum production +- design natural gas processing systems +- design well flow systems +- determine flow rate enhancement +- environmental legislation +- fossil fuels +- interpret extraction data +- liaise with well test engineers +- manage environmental impact +- manage fluid production in gas +- manage production fluid in oil production + +## Hot technologies + +- Google Analytics +- SAS +- The MathWorks MATLAB +- Autodesk AutoCAD +- Microsoft Access +- Oracle Database +- Eclipse IDE +- Microsoft Visual Studio +- Microsoft Outlook +- SAP software + +--- +*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/47dd863b-b124-4bb1-bb42-a9498492a8cb), 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..e5b974a --- /dev/null +++ b/manifest.json @@ -0,0 +1,250 @@ +{ + "name": "liquid-fuel-engineer", + "title": "liquid fuel engineer", + "version": "0.1.0", + "layer": "core", + "language": "en", + "generated": "2026-07-07", + "ids": { + "esco_uri": "http://data.europa.eu/esco/occupation/47dd863b-b124-4bb1-bb42-a9498492a8cb", + "esco_code": "2146.4", + "isco_group": "2146", + "onet_soc": "17-2171.00", + "crosswalk_match": "closeMatch" + }, + "sources": [ + { + "name": "ESCO", + "version": "1.2.1", + "url": "https://esco.ec.europa.eu/" + }, + { + "name": "O*NET", + "version": "30.3", + "url": "https://www.onetcenter.org/", + "license": "CC BY 4.0" + } + ], + "attribution": "This package includes information from the O*NET Database (v30.3) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), CC BY 4.0. skillfactor is not endorsed by USDOL/ETA. ESCO data (v1.2.1) (c) European Union, used per the ESCO download conditions: https://esco.ec.europa.eu/en/use-esco/download", + "counts": { + "tasks": 23, + "dwas": 25, + "skills_essential": 28, + "skills_optional": 10, + "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 + }, + "jeremylongshore/claude-code-plugins-plus-skills": { + "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills", + "commit": "e112938a", + "license": "MIT", + "skills": 10 + }, + "a5c-ai/babysitter": { + "repo": "https://github.com/a5c-ai/babysitter", + "commit": "44a5d58b", + "license": "MIT", + "skills": 6 + }, + "Orchestra-Research/AI-research-SKILLs": { + "repo": "https://github.com/Orchestra-Research/AI-research-SKILLs", + "commit": "773a529", + "license": "MIT", + "skills": 2 + }, + "davila7/claude-code-templates": { + "repo": "https://github.com/davila7/claude-code-templates", + "commit": "fa79251", + "license": "MIT", + "skills": 12 + }, + "zechenzhangAGI/AI-research-SKILLs": { + "repo": "https://github.com/zechenzhangAGI/AI-research-SKILLs", + "commit": "773a529", + "license": "MIT", + "skills": 2 + }, + "gooseworks-ai/goose-skills": { + "repo": "https://github.com/gooseworks-ai/goose-skills", + "commit": "94ec916", + "license": "no explicit license \u2014 referenced by link only", + "skills": 1 + }, + "K-Dense-AI/claude-scientific-skills": { + "repo": "https://github.com/K-Dense-AI/claude-scientific-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 6 + }, + "K-Dense-AI/scientific-agent-skills": { + "repo": "https://github.com/K-Dense-AI/scientific-agent-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 6 + }, + "bitwize-music-studio/claude-ai-music-skills": { + "repo": "https://github.com/bitwize-music-studio/claude-ai-music-skills", + "commit": "96446de", + "license": "custom (see upstream LICENSE)", + "skills": 1 + }, + "basicmachines-co/basic-memory": { + "repo": "https://github.com/basicmachines-co/basic-memory", + "commit": "53da71c", + "license": "custom (see upstream LICENSE)", + "skills": 2 + }, + "foryourhealth111-pixel/Vibe-Skills": { + "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills", + "commit": "34429a8", + "license": "Apache-2.0", + "skills": 5 + }, + "samber/cc-skills-golang": { + "repo": "https://github.com/samber/cc-skills-golang", + "commit": "4881c01", + "license": "MIT", + "skills": 1 + }, + "brycewang-stanford/Auto-Empirical-Research-Skills": { + "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills", + "commit": "85bf545", + "license": "CC-BY-4.0", + "skills": 6 + }, + "Weizhena/Deep-Research-skills": { + "repo": "https://github.com/Weizhena/Deep-Research-skills", + "commit": "e5479f8", + "license": "MIT", + "skills": 1 + }, + "nowork-studio/NotFair": { + "repo": "https://github.com/nowork-studio/NotFair", + "commit": "99bda4b", + "license": "MIT", + "skills": 1 + }, + "davepoon/buildwithclaude": { + "repo": "https://github.com/davepoon/buildwithclaude", + "commit": "3c94e0c", + "license": "MIT", + "skills": 1 + }, + "plasma-ai/fractal": { + "repo": "https://github.com/plasma-ai/fractal", + "commit": "73ce05a", + "license": "Apache-2.0", + "skills": 1 + }, + "SnailSploit/Claude-Red": { + "repo": "https://github.com/SnailSploit/Claude-Red", + "commit": "aeb41ec", + "license": "MIT", + "skills": 1 + }, + "0xwilliamortiz/claude-red": { + "repo": "https://github.com/0xwilliamortiz/claude-red", + "commit": "ad8436b", + "license": "MIT", + "skills": 1 + }, + "avelikiy/great_cto": { + "repo": "https://github.com/avelikiy/great_cto", + "commit": "4fe1e39", + "license": "MIT", + "skills": 1 + }, + "secondsky/claude-skills": { + "repo": "https://github.com/secondsky/claude-skills", + "commit": "c4889f6", + "license": "MIT", + "skills": 1 + }, + "rampstackco/claude-skills": { + "repo": "https://github.com/rampstackco/claude-skills", + "commit": "bc6d961", + "license": "MIT", + "skills": 1 + }, + "mohitagw15856/pm-claude-skills": { + "repo": "https://github.com/mohitagw15856/pm-claude-skills", + "commit": "876fa30", + "license": "MIT", + "skills": 1 + }, + "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 + }, + "indranilbanerjee/digital-marketing-pro": { + "repo": "https://github.com/indranilbanerjee/digital-marketing-pro", + "commit": "a3d119c", + "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 + }, + "affaan-m/everything-claude-code": { + "repo": "https://github.com/affaan-m/everything-claude-code", + "commit": "ed38744", + "license": "MIT", + "skills": 1 + }, + "zxkane/aws-skills": { + "repo": "https://github.com/zxkane/aws-skills", + "commit": "68530c6", + "license": "MIT", + "skills": 1 + } + }, + "total_skills": 80, + "tiers": { + "core": 28, + "adjacent": 52 + } + }, + "provenance": { + "items": { + "esco": 39, + "onet": 93, + "jobads": 0, + "wiki_ai": 0, + "anthropic": 5, + "ai_skills": 165, + "stackx": 0 + }, + "share_percent": { + "esco": 12.9, + "onet": 30.8, + "jobads": 0.0, + "wiki_ai": 0.0, + "anthropic": 1.7, + "ai_skills": 54.6, + "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..4c650e8 --- /dev/null +++ b/references/ai-skills.md @@ -0,0 +1,338 @@ +# External AI agent skills — liquid-fuel-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: 0xwilliamortiz/claude-red + +- Repository: [https://github.com/0xwilliamortiz/claude-red](https://github.com/0xwilliamortiz/claude-red) (commit `ad8436b`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `offensive-zigbee-thread-matter` | adjacent | Zigbee, Thread, and Matter mesh-protocol attack methodology — IEEE 802.15.4 sniffing with TI CC2531 / CC2540 / Sonoff Zigbee Dongle E, KillerBee toolkit, Touchlink commissioning abuse with the well-known transport key, replay/injection … | [source](https://github.com/0xwilliamortiz/claude-red/tree/ad8436b/Skills/wireless/offensive-zigbee-thread-matter) | + +## 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 | +|---|---|---|---| +| `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) | +| `experiment-planner-doe` | core | Design of Experiments skill for systematic optimization of nanomaterial synthesis and processing | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/nanotechnology/skills/experiment-planner-doe) | +| `gas-optimization` | adjacent | Advanced gas optimization techniques for EVM smart contracts. Covers storage packing, memory vs calldata optimization, assembly/Yul, efficient data structures, batch operations, and benchmark-driven optimization strategies. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/cryptography-blockchain/skills/gas-optimization) | +| `translation-management` | adjacent | 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) | +| `nvenc-nvdec` | adjacent | NVIDIA hardware video encoding/decoding integration. Configure NVENC encoding parameters, set up NVDEC decoding pipelines, handle codec configurations, integrate with CUDA for pre/post processing, and manage video memory surfaces. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/gpu-programming/skills/nvenc-nvdec) | +| `benchmark-suite-manager` | adjacent | Manage benchmarks for algorithm engineering experiments and evaluations | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/computer-science/skills/benchmark-suite-manager) | + +## 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 | +|---|---|---|---| +| `autonomous-agent-harness` | adjacent | Transform Claude Code into a fully autonomous agent system with persistent memory, scheduled operations, computer use, and task queuing. Replaces standalone agent frameworks (Hermes, AutoGPT) by leveraging Claude Code's native crons, … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/autonomous-agent-harness) | + +## Source: avelikiy/great_cto + +- Repository: [https://github.com/avelikiy/great_cto](https://github.com/avelikiy/great_cto) (commit `4fe1e39`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `well-architected` | adjacent | 6-pillar architecture review framework. Adapted from AWS Well-Architected for use by great_cto's architect agent on every non-nano ARCH document. Forces explicit answers across operational excellence, security, reliability, performance, … | [source](https://github.com/avelikiy/great_cto/tree/4fe1e39/skills/well-architected) | + +## 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) | +| `memory-notes` | adjacent | How to write well-structured Basic Memory notes: frontmatter, observations with semantic categories, relations with wiki-links, and best practices for building a rich knowledge graph. Use when creating or improving notes. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-notes) | + +## Source: bitwize-music-studio/claude-ai-music-skills + +- Repository: [https://github.com/bitwize-music-studio/claude-ai-music-skills](https://github.com/bitwize-music-studio/claude-ai-music-skills) (commit `96446de`, retrieved 2026-07-14) +- License: custom (see upstream LICENSE) + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `researchers-verifier` | core | Performs quality control, citation validation, and fact-checking before human review. Use after research is complete to verify all sources and claims before production. | [source](https://github.com/bitwize-music-studio/claude-ai-music-skills/tree/96446de/skills/researchers-verifier) | + +## 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 | +|---|---|---|---| +| `paper-review` | core | Use when a paper is complete or near-complete and a holistic pre-submission audit is needed. Cross-cuts text, code, tables, figures, results, citations, and reproducibility in a single pass and produces a persistent audit report. Works … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/60-regisely-superpapers/skills/paper-review) | +| `results-report` | core | This skill should be used when the user asks to "write an experiment report", "summarize experimental results", "do experiment retrospection", "write a results report", "写实验总结报告", "写实验复盘", or mentions turning completed experiment artifacts … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/33-Galaxy-Dawn-claude-scholar/skills/results-report) | +| `universal-ma-codebook` | adjacent | 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) | +| `academic-citation-manager` | adjacent | Manage academic citations across BibTeX, APA, MLA, and Chicago formats | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/writing/citation/academic-citation-manager) | +| `bibliography-management-guide` | adjacent | Manage references with BibLaTeX, natbib, and LaTeX bibliography styles | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/writing/latex/bibliography-management-guide) | +| `bibtex-management-guide` | adjacent | Clean, format, deduplicate, and manage BibTeX bibliography files for LaTeX | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/writing/citation/bibtex-management-guide) | + +## 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 | +|---|---|---|---| +| `googlesheets-automation` | adjacent | Automate Google Sheets operations (read, write, format, filter, manage spreadsheets) via Rube MCP (Composio). Read/write data, manage tabs, apply formatting, and search rows programmatically. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/googlesheets-automation) | + +## 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 | +|---|---|---|---| +| `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) | +| `sympy` | core | Use this skill when working with symbolic mathematics in Python. This skill should be used for symbolic computation tasks including solving equations algebraically, performing calculus operations (derivatives, integrals, limits), … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/sympy) | +| `transformers` | core | This skill should be used when working with pre-trained transformer models for natural language processing, computer vision, audio, or multimodal tasks. Use for text generation, classification, question answering, translation, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/transformers) | +| `market-research-reports` | core | Generate comprehensive market research reports (50+ pages) in the style of top consulting firms (McKinsey, BCG, Gartner). Features professional LaTeX formatting, extensive visual generation with scientific-schematics and generate-image, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/market-research-reports) | +| `chembl-database` | core | Query ChEMBL's bioactive molecules and drug discovery data. Search compounds by structure/properties, retrieve bioactivity data (IC50, Ki), find inhibitors, perform SAR studies, for medicinal chemistry. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/chembl-database) | +| `medchem` | core | Medicinal chemistry filters. Apply drug-likeness rules (Lipinski, Veber), PAINS filters, structural alerts, complexity metrics, for compound prioritization and library filtering. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/medchem) | +| `pennylane` | core | Cross-platform Python library for quantum computing, quantum machine learning, and quantum chemistry. Enables building and training quantum circuits with automatic differentiation, seamless integration with PyTorch/JAX/TensorFlow, and … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/pennylane) | +| `simpy` | adjacent | 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) | +| `omero-integration` | adjacent | Microscopy data management platform. Access images via Python, retrieve datasets, analyze pixels, manage ROIs/annotations, batch processing, for high-content screening and microscopy workflows. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/omero-integration) | +| `protocolsio-integration` | adjacent | Integration with protocols.io API for managing scientific protocols. This skill should be used when working with protocols.io to search, create, update, or publish protocols; manage protocol steps and materials; handle discussions and … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/protocolsio-integration) | +| `vaex` | adjacent | Use this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM. Vaex excels at out-of-core DataFrame operations, lazy evaluation, fast aggregations, efficient visualization of big data, and … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/vaex) | +| `weights-and-biases` | adjacent | Track ML experiments with automatic logging, visualize training in real-time, optimize hyperparameters with sweeps, and manage model registry with W&B - collaborative MLOps platform | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/mlops-weights-and-biases) | + +## 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 | +|---|---|---|---| +| `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) | +| `stable-baselines3` | adjacent | Production-ready reinforcement learning algorithms (PPO, SAC, DQN, TD3, DDPG, A2C) with scikit-learn-like API. Use for standard RL experiments, quick prototyping, and well-documented algorithm implementations. Best for single-agent RL with … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/stable-baselines3) | +| `matlab` | adjacent | 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) | +| `vaex` | adjacent | Use this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM. Vaex excels at out-of-core DataFrame operations, lazy evaluation, fast aggregations, efficient visualization of big data, and … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/vaex) | +| `weights-and-biases` | adjacent | Track ML experiments with automatic logging, visualize training in real-time, optimize hyperparameters with sweeps, and manage model registry with W&B - collaborative MLOps platform | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/weights-and-biases) | + +## 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: indranilbanerjee/digital-marketing-pro + +- Repository: [https://github.com/indranilbanerjee/digital-marketing-pro](https://github.com/indranilbanerjee/digital-marketing-pro) (commit `a3d119c`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `ab-test-plan` | adjacent | Design A/B and multivariate tests. Use when: sample size calculation, testing hypothesis, CRO experimentation. | [source](https://github.com/indranilbanerjee/digital-marketing-pro/tree/a3d119c/skills/ab-test-plan) | + +## 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 | +|---|---|---|---| +| `ab-testing` | adjacent | When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B test," "split test," "experiment," "test this change," "variant copy," … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/ab-testing) | + +## 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-observability` | core | Monitor TwinMind transcription quality, meeting coverage, action item extraction rates, and memory vault health. Use when implementing observability, or managing TwinMind meeting AI operations. Trigger with phrases like "twinmind … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/twinmind-pack/skills/twinmind-observability) | +| `twinmind-reference-architecture` | core | Production architecture for meeting AI systems using TwinMind: transcription pipeline, memory vault, action item workflow, and calendar integration. Use when implementing reference architecture, or managing TwinMind meeting AI operations. … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/twinmind-pack/skills/twinmind-reference-architecture) | +| `twinmind-webhooks-events` | core | Handle TwinMind meeting events including transcription completion, action item extraction, and calendar sync notifications. Use when implementing webhooks events, 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-webhooks-events) | +| `memory-profiler-setup` | core | Configure memory profiler setup operations. Auto-activating skill for Performance Testing. Triggers on: memory profiler setup, memory profiler setup Part of the Performance Testing skill category. Use when working with memory profiler … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/skills/10-performance-testing/memory-profiler-setup) | +| `granola-common-errors` | core | Troubleshoot common Granola errors \u2014 audio capture failures, transcription\ \ issues,\ncalendar sync problems, and integration errors. Platform-specific fixes\ \ for macOS and Windows.\nTrigger: \"granola error\", \"granola not … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/granola-pack/skills/granola-common-errors) | +| `presentation-slide-outliner` | adjacent | Manage presentation slide outliner operations. Auto-activating skill for Visual Content. Triggers on: presentation slide outliner, presentation slide outliner Part of the Visual Content skill category. Use when working with presentation … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/skills/18-visual-content/presentation-slide-outliner) | +| `memorystore-config` | adjacent | Configure memorystore config operations. Auto-activating skill for GCP Skills. Triggers on: memorystore config, memorystore config Part of the GCP Skills skill category. Use when configuring systems or services. Trigger with phrases like … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/skills/14-gcp-skills/memorystore-config) | +| `exa-data-handling` | adjacent | Implement Exa search result processing, content extraction, caching, and RAG context management. Use when handling search results, implementing caching, building citation pipelines, or managing content payloads for LLM context windows. … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/exa-pack/skills/exa-data-handling) | +| `twinmind-data-handling` | adjacent | 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) | +| `calendar-event-creator` | adjacent | Create calendar event creator operations. Auto-activating skill for Business Automation. Triggers on: calendar event creator, calendar event creator Part of the Business Automation skill category. Use when working with calendar event … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/skills/19-business-automation/calendar-event-creator) | + +## 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) | +| `market-research-reports` | core | Generate comprehensive market research reports (50+ pages) in the style of top consulting firms (McKinsey, BCG, Gartner). Features professional LaTeX formatting, extensive visual generation with scientific-schematics and generate-image, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/market-research-reports) | +| `stable-baselines3` | adjacent | Production-ready reinforcement learning algorithms (PPO, SAC, DQN, TD3, DDPG, A2C) with scikit-learn-like API. Use for standard RL experiments, quick prototyping, and well-documented algorithm implementations. Best for single-agent RL with … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/stable-baselines3) | +| `matlab` | adjacent | 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) | +| `protocolsio-integration` | adjacent | Integration with protocols.io API for managing scientific protocols. This skill should be used when working with protocols.io to search, create, update, or publish protocols; manage protocol steps and materials; handle discussions and … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/protocolsio-integration) | +| `vaex` | adjacent | Use this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM. Vaex excels at out-of-core DataFrame operations, lazy evaluation, fast aggregations, efficient visualization of big data, and … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/vaex) | + +## Source: K-Dense-AI/scientific-agent-skills + +- Repository: [https://github.com/K-Dense-AI/scientific-agent-skills](https://github.com/K-Dense-AI/scientific-agent-skills) (commit `4d97e29`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `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) | +| `market-research-reports` | core | Generate comprehensive market research reports (50+ pages) in the style of top consulting firms (McKinsey, BCG, Gartner). Features professional LaTeX formatting, extensive visual generation with scientific-schematics and generate-image, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/market-research-reports) | +| `stable-baselines3` | adjacent | Production-ready reinforcement learning algorithms (PPO, SAC, DQN, TD3, DDPG, A2C) with scikit-learn-like API. Use for standard RL experiments, quick prototyping, and well-documented algorithm implementations. Best for single-agent RL with … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/stable-baselines3) | +| `matlab` | adjacent | 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) | +| `protocolsio-integration` | adjacent | Integration with protocols.io API for managing scientific protocols. This skill should be used when working with protocols.io to search, create, update, or publish protocols; manage protocol steps and materials; handle discussions and … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/protocolsio-integration) | +| `vaex` | adjacent | Use this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM. Vaex excels at out-of-core DataFrame operations, lazy evaluation, fast aggregations, efficient visualization of big data, and … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/vaex) | + +## Source: mohitagw15856/pm-claude-skills + +- Repository: [https://github.com/mohitagw15856/pm-claude-skills](https://github.com/mohitagw15856/pm-claude-skills) (commit `876fa30`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `experiment-designer` | adjacent | Design statistically rigorous A/B tests and interpret experiment results. Use when asked to design an experiment, run an A/B test, calculate sample size, interpret test results, or assess whether an experiment was successful. Produces a … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-advanced/skills/experiment-designer) | + +## 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` | adjacent | 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: 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) | +| `weights-and-biases` | adjacent | Track ML experiments with automatic logging, visualize training in real-time, optimize hyperparameters with sweeps, and manage model registry with W&B - collaborative MLOps platform | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/13-mlops/weights-and-biases) | + +## Source: plasma-ai/fractal + +- Repository: [https://github.com/plasma-ai/fractal](https://github.com/plasma-ai/fractal) (commit `73ce05a`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `memory` | adjacent | How to maintain node memory well -- the node's persistent knowledge store. | [source](https://github.com/plasma-ai/fractal/tree/73ce05a/fractal/_node/skills/memory) | + +## 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` | adjacent | Run conversion rate optimization through hypothesis-driven testing including audit, hypothesis generation, test design, statistical analysis, and rollout decisions. Use this skill whenever the user wants to optimize conversion, run A/B … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/cro-optimization) | + +## Source: 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 Performance Optimization` | adjacent | Optimize AgentDB performance with quantization (4-32x memory reduction), HNSW indexing (150x faster search), caching, and batch operations. Use when optimizing memory usage, improving search speed, or scaling to millions of vectors. | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/agentdb-optimization) | +| `Hooks Automation` | adjacent | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/hooks-automation) | + +## Source: ruvnet/ruflo + +- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `AgentDB Performance Optimization` | adjacent | Optimize AgentDB performance with quantization (4-32x memory reduction), HNSW indexing (150x faster search), caching, and batch operations. Use when optimizing memory usage, improving search speed, or scaling to millions of vectors. | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/agentdb-optimization) | +| `Hooks Automation` | adjacent | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/hooks-automation) | + +## Source: samber/cc-skills-golang + +- Repository: [https://github.com/samber/cc-skills-golang](https://github.com/samber/cc-skills-golang) (commit `4881c01`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `golang-troubleshooting` | core | Troubleshoot Golang programs systematically - find and fix the root cause. Use when encountering bugs, crashes, deadlocks, or unexpected behavior in Go code. Covers debugging methodology, common Go pitfalls, test-driven debugging, pprof … | [source](https://github.com/samber/cc-skills-golang/tree/4881c01/skills/golang-troubleshooting) | + +## 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` | adjacent | 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: SnailSploit/Claude-Red + +- Repository: [https://github.com/SnailSploit/Claude-Red](https://github.com/SnailSploit/Claude-Red) (commit `aeb41ec`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `offensive-zigbee-thread-matter` | adjacent | Zigbee, Thread, and Matter mesh-protocol attack methodology — IEEE 802.15.4 sniffing with TI CC2531 / CC2540 / Sonoff Zigbee Dongle E, KillerBee toolkit, Touchlink commissioning abuse with the well-known transport key, replay/injection … | [source](https://github.com/SnailSploit/Claude-Red/tree/aeb41ec/Skills/wireless/offensive-zigbee-thread-matter) | + +## Source: Weizhena/Deep-Research-skills + +- Repository: [https://github.com/Weizhena/Deep-Research-skills](https://github.com/Weizhena/Deep-Research-skills) (commit `e5479f8`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `research-report` | core | Summarize deep research results into markdown report, cover all fields, skip uncertain values. | [source](https://github.com/Weizhena/Deep-Research-skills/tree/e5479f8/skills/research-codex-en/research-report) | + +## 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) | +| `weights-and-biases` | adjacent | Track ML experiments with automatic logging, visualize training in real-time, optimize hyperparameters with sweeps, and manage model registry with W&B - collaborative MLOps platform | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/13-mlops/weights-and-biases) | + +## Source: zxkane/aws-skills + +- Repository: [https://github.com/zxkane/aws-skills](https://github.com/zxkane/aws-skills) (commit `68530c6`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `aws-cost-operations` | adjacent | AWS cost optimization, monitoring, and operational excellence expert. Use when analyzing AWS bills, estimating costs, setting up CloudWatch alarms, querying logs, auditing CloudTrail activity, or assessing security posture. Essential when … | [source](https://github.com/zxkane/aws-skills/tree/68530c6/plugins/aws-cost-ops/skills/aws-cost-operations) | diff --git a/references/profile.md b/references/profile.md new file mode 100644 index 0000000..1f7c27f --- /dev/null +++ b/references/profile.md @@ -0,0 +1,30 @@ +# Occupation profile — liquid fuel engineer + +- **ESCO URI:** http://data.europa.eu/esco/occupation/47dd863b-b124-4bb1-bb42-a9498492a8cb +- **ESCO code:** 2146.4 +- **ISCO-08 group:** 2146 — Mining engineers, metallurgists and related professionals +- **O*NET-SOC:** 17-2171.00 — Petroleum Engineers (match: closeMatch) + +## Description (ESCO) + +Liquid fuel engineers evaluate liquid fuel extraction sites. They design and develop methods for extracting liquid fuels from underneath the earth surface, these fuels include petroleums, natural gas, liquefied petroleum gas, non-petroleum fossil fuels, biodiesel and alcohols. They maximise the recovery of hydrocarbon at a minimum cost, pursuing minimal impact on the environment. + +## Definition + +nan + +## Alternative labels + +- gas liquids engineer +- chemical engineer +- fuel chemist +- biofuel specialist +- fuel system engineer +- petrol specialist +- fuel engineer +- liquid fuel system maintenance engineer +- natural gas engineer +- natural gas specialist +- fuel specialist +- petrol engineer +- biofuel engineer diff --git a/references/skills.md b/references/skills.md new file mode 100644 index 0000000..550ab3a --- /dev/null +++ b/references/skills.md @@ -0,0 +1,47 @@ +# Competences — liquid fuel engineer + +Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/47dd863b-b124-4bb1-bb42-a9498492a8cb). + +## Essential + +- **address problems critically** (skill/competence) +- **alcohol fuels** (knowledge) +- **biodiesel** (knowledge) +- **chemistry** (knowledge) +- **control pumping operations in petroleum production** (skill/competence) +- **design natural gas processing systems** (skill/competence) +- **design well flow systems** (skill/competence) +- **determine flow rate enhancement** (skill/competence) +- **environmental legislation** (knowledge) +- **fossil fuels** (knowledge) +- **interpret extraction data** (skill/competence) +- **liaise with well test engineers** (skill/competence) +- **manage environmental impact** (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) +- **monitor fuel storage tanks** (skill/competence) +- **natural gas** (knowledge) +- **petroleum** (knowledge) +- **prepare extraction proposals** (skill/competence) +- **prepare scientific reports** (skill/competence) +- **report well results** (skill/competence) +- **select well equipment** (skill/competence) +- **supervise well operations** (skill/competence) +- **troubleshoot** (skill/competence) +- **well testing operations** (knowledge) + +## Optional + +- compile reservoir performance plans (skill/competence) +- design well for petroleum production (skill/competence) +- fossil-fuel power plant operations (knowledge) +- geology (knowledge) +- liaise with mine professionals (skill/competence) +- plan oil wells (skill/competence) +- prepare well formation evaluation programmes (skill/competence) +- provide petroleum engineering support (skill/competence) +- types of fuels (knowledge) +- use reservoir surveillance (skill/competence) diff --git a/references/tasks.md b/references/tasks.md new file mode 100644 index 0000000..4197601 --- /dev/null +++ b/references/tasks.md @@ -0,0 +1,57 @@ +# Tasks & work activities — liquid fuel 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..dce583f --- /dev/null +++ b/references/tools.md @@ -0,0 +1,50 @@ +# Tools & technology — liquid fuel 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 | |