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feat: mine-mechanical-engineer skill package v0.1.0

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# Data provenance — mine-mechanical-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 — mine-mechanical-engineer
"ESCO (occupation & competences)" : 28
"O*NET (tasks & tools)" : 153
"Job boards (market evidence)" : 121
"Anthropic official Claude skills" : 5
"External AI skill packs (mapped)" : 171
```
| Source | Items | Share | Files |
|---|---|---|---|
| ESCO (occupation & competences) | 28 | 5.9 % | references/profile.md, references/skills.md |
| O*NET (tasks & tools) | 153 | 32.0 % | references/tasks.md, references/tools.md |
| Job boards (market evidence) | 121 | 25.3 % | references/market.md (full report) + "Market evidence" headline sections |
| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ |
| Anthropic official Claude skills | 5 | 1.0 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
| External AI skill packs (mapped) | 171 | 35.8 % | 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).

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---
name: mine-mechanical-engineer
description: "Occupational skill for the role 'mine mechanical engineer' (also: mine operations manager, mechanical engineer (mining)). Use when the user asks for typical mine mechanical engineer work such as: typical mine mechanical engineer responsibilities"
---
# Mine Mechanical Engineer
Mine mechanical engineers supervise the procurement, installation, removal and maintenance of mining mechanical equipment, using their knowledge of mechanical specifications. They organise the replacement and repair of mechanical equipment and components.
## Core workflow
## 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)
- advise on mine equipment
- design drawings
- electricity
- ensure compliance with safety legislation
- geology
- impact of geological factors on mining operations
- install mining machinery
- interpret mechanical mine machinery manuals
- maintain mine machinery
- maintain records of mining operations
- manage emergency procedures
- mechanical engineering
- mechanics
- mine safety legislation
- prepare scientific reports
## Hot technologies
- Adobe Illustrator
- Autodesk AutoCAD
- Autodesk AutoCAD Civil 3D
- Autodesk Revit
- Bentley MicroStation
- C
- C++
- Chef
- Dassault Systemes SolidWorks
- ESRI ArcGIS software
---
*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/fcbb66f5-843b-4152-9ce4-e7b19c2a88d9), O*NET 30.3 (17-2141.00, manual nearest match). See manifest.json for licensing/attribution.*

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{
"name": "mine-mechanical-engineer",
"title": "mine mechanical engineer",
"version": "0.1.0",
"layer": "core",
"language": "en",
"generated": "2026-07-07",
"ids": {
"esco_uri": "http://data.europa.eu/esco/occupation/fcbb66f5-843b-4152-9ce4-e7b19c2a88d9",
"esco_code": "2144.1.12",
"isco_group": "2144",
"onet_soc": "17-2141.00",
"crosswalk_match": "manual nearest via ISCO 2144 (Mechanical Engineers)"
},
"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": 0,
"dwas": 0,
"skills_essential": 19,
"skills_optional": 8,
"software": 0
},
"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
},
"a5c-ai/babysitter": {
"repo": "https://github.com/a5c-ai/babysitter",
"commit": "44a5d58b",
"license": "MIT",
"skills": 10
},
"foryourhealth111-pixel/Vibe-Skills": {
"repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
"commit": "34429a8",
"license": "Apache-2.0",
"skills": 6
},
"davila7/claude-code-templates": {
"repo": "https://github.com/davila7/claude-code-templates",
"commit": "fa79251",
"license": "MIT",
"skills": 12
},
"brycewang-stanford/Auto-Empirical-Research-Skills": {
"repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
"commit": "85bf545",
"license": "CC-BY-4.0",
"skills": 7
},
"glittercowboy/taches-cc-resources": {
"repo": "https://github.com/glittercowboy/taches-cc-resources",
"commit": "1757615",
"license": "MIT",
"skills": 1
},
"K-Dense-AI/claude-scientific-skills": {
"repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
"commit": "4d97e29",
"license": "MIT",
"skills": 4
},
"K-Dense-AI/scientific-agent-skills": {
"repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
"commit": "4d97e29",
"license": "MIT",
"skills": 4
},
"ruvnet/claude-code-flow": {
"repo": "https://github.com/ruvnet/claude-code-flow",
"commit": "73914bd",
"license": "MIT",
"skills": 1
},
"ruvnet/ruflo": {
"repo": "https://github.com/ruvnet/ruflo",
"commit": "73914bd",
"license": "MIT",
"skills": 1
},
"affaan-m/everything-claude-code": {
"repo": "https://github.com/affaan-m/everything-claude-code",
"commit": "ed38744",
"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": 4
},
"mukul975/Anthropic-Cybersecurity-Skills": {
"repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
"commit": "673da1f",
"license": "Apache-2.0",
"skills": 3
},
"open-gitagent/opengap": {
"repo": "https://github.com/open-gitagent/opengap",
"commit": "d7a8e2e",
"license": "MIT",
"skills": 1
},
"hoangsonww/Claude-Code-Agent-Monitor": {
"repo": "https://github.com/hoangsonww/Claude-Code-Agent-Monitor",
"commit": "8f87ce1",
"license": "MIT",
"skills": 1
},
"samber/cc-skills-golang": {
"repo": "https://github.com/samber/cc-skills-golang",
"commit": "4881c01",
"license": "MIT",
"skills": 1
},
"DheerG/swarms": {
"repo": "https://github.com/DheerG/swarms",
"commit": "617900e",
"license": "MIT",
"skills": 1
},
"nWave-ai/nWave": {
"repo": "https://github.com/nWave-ai/nWave",
"commit": "1d0f13c",
"license": "MIT",
"skills": 2
},
"AgriciDaniel/claude-blog": {
"repo": "https://github.com/AgriciDaniel/claude-blog",
"commit": "49842ea",
"license": "MIT",
"skills": 2
},
"infrasity-labs/dev-gtm-claude-skills": {
"repo": "https://github.com/infrasity-labs/dev-gtm-claude-skills",
"commit": "02cfefb",
"license": "MIT",
"skills": 2
},
"jeffallan/claude-skills": {
"repo": "https://github.com/jeffallan/claude-skills",
"commit": "e8be415",
"license": "MIT",
"skills": 1
},
"HeshamFS/materials-simulation-skills": {
"repo": "https://github.com/HeshamFS/materials-simulation-skills",
"commit": "fa1ce8d",
"license": "Apache-2.0",
"skills": 1
},
"AgriciDaniel/claude-ads": {
"repo": "https://github.com/AgriciDaniel/claude-ads",
"commit": "669c760",
"license": "MIT",
"skills": 1
},
"rampstackco/claude-skills": {
"repo": "https://github.com/rampstackco/claude-skills",
"commit": "bc6d961",
"license": "MIT",
"skills": 2
},
"hypnguyen1209/offensive-claude": {
"repo": "https://github.com/hypnguyen1209/offensive-claude",
"commit": "4d62be7",
"license": "MIT",
"skills": 2
},
"basicmachines-co/basic-memory": {
"repo": "https://github.com/basicmachines-co/basic-memory",
"commit": "53da71c",
"license": "custom (see upstream LICENSE)",
"skills": 1
},
"elementalsouls/Claude-BugHunter": {
"repo": "https://github.com/elementalsouls/Claude-BugHunter",
"commit": "05098fc",
"license": "MIT",
"skills": 1
},
"inkline/inkline": {
"repo": "https://github.com/inkline/inkline",
"commit": "fcc2bf4",
"license": "no explicit license \u2014 referenced by link only",
"skills": 1
},
"ferdinandobons/startup-skill": {
"repo": "https://github.com/ferdinandobons/startup-skill",
"commit": "a5f97c3",
"license": "MIT",
"skills": 1
},
"vibeeval/vibecosystem": {
"repo": "https://github.com/vibeeval/vibecosystem",
"commit": "cea9462",
"license": "MIT",
"skills": 1
},
"ljagiello/ctf-skills": {
"repo": "https://github.com/ljagiello/ctf-skills",
"commit": "d19f35f",
"license": "MIT",
"skills": 1
},
"sanjay3290/ai-skills": {
"repo": "https://github.com/sanjay3290/ai-skills",
"commit": "3619692",
"license": "Apache-2.0",
"skills": 1
}
},
"total_skills": 80,
"tiers": {
"core": 25,
"adjacent": 55
}
},
"provenance": {
"items": {
"esco": 28,
"onet": 153,
"jobads": 121,
"wiki_ai": 0,
"anthropic": 5,
"ai_skills": 171,
"stackx": 0
},
"share_percent": {
"esco": 5.9,
"onet": 32.0,
"jobads": 25.3,
"wiki_ai": 0.0,
"anthropic": 1.0,
"ai_skills": 35.8,
"stackx": 0.0
},
"method": "content items per source category"
},
"collar": "white",
"computer_work": true
}

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# External AI agent skills — mine-mechanical-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 |
|---|---|---|---|
| `failure-analysis` | core | Systematic failure analysis methodology for mechanical component failures | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/mechanical-engineering/skills/failure-analysis) |
| `embedded-docs` | core | Embedded firmware documentation generation and maintenance using Doxygen and related tools. Expert skill for API documentation, hardware interface documentation, memory maps, and integration with documentation systems. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/embedded-systems/skills/embedded-docs) |
| `vector-memory` | core | HNSW vector search for pattern similarity retrieval and knowledge graph maintenance with PageRank scoring, community detection, and 3-tier memory management. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/ruflo/skills/vector-memory) |
| `translation-management` | core | Integration with translation management systems and i18n workflows. Connect with Crowdin, Transifex, Weblate, manage translation memory, synchronize glossaries, and automate localization pipelines. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/technical-documentation/skills/translation-management) |
| `planning-patterns` | core | Structured planning methodology with research, brainstorming, phased plan creation, risk assessment, and plan-to-build continuity. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/cc10x/skills/planning-patterns) |
| `iso14971-risk-analyzer` | adjacent | 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) |
| `doe-designer` | adjacent | 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) |
| `quantitative-methods` | adjacent | 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) |
| `A/B Test Design` | adjacent | 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) |
| `simulation-experiment-designer` | adjacent | 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) |
## Source: affaan-m/everything-claude-code
- Repository: [https://github.com/affaan-m/everything-claude-code](https://github.com/affaan-m/everything-claude-code) (commit `ed38744`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `agentic-os` | core | Build persistent multi-agent operating systems on Claude Code. Covers kernel architecture, specialist agents, slash commands, file-based memory, scheduled automation, and state management without external databases. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/agentic-os) |
## 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` | adjacent | 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` | adjacent | 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) |
| `blog-audit` | adjacent | Full-site blog health assessment scanning all blog files for quality scores, orphan pages, topic cannibalization, stale content, and AI citation readiness. Spawns parallel subagents for comprehensive analysis. Produces per-post scores and … | [source](https://github.com/AgriciDaniel/claude-blog/tree/49842ea/skills/blog-audit) |
## Source: 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` | adjacent | 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 |
|---|---|---|---|
| `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` | adjacent | 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) |
| `aer-statspai` | adjacent | 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) |
| `psychology-research-guide` | adjacent | 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) |
| `statistics-skills` | adjacent | 10 statistical analysis skills. Trigger: statistical tests, Bayesian analysis, hypothesis testing, sampling. Design: method guides covering assumptions, code, and result interpretation. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/analysis/statistics) |
| `universal-ma-codebook` | 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) |
| `choosing-causalpy-methods` | adjacent | Choose the appropriate CausalPy experiment class from a causal question, data structure, treatment assignment, and identification assumptions. Use before writing analysis code when the method is not yet settled. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/51-pymc-labs-CausalPy/skills/choosing-causalpy-methods) |
## 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 |
|---|---|---|---|
| `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) |
| `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) |
| `cobrapy` | adjacent | 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) |
| `fda-database` | adjacent | Query openFDA API for drugs, devices, adverse events, recalls, regulatory submissions (510k, PMA), substance identification (UNII), for FDA regulatory data analysis and safety research. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/fda-database) |
| `reactome-database` | adjacent | Query Reactome REST API for pathway analysis, enrichment, gene-pathway mapping, disease pathways, molecular interactions, expression analysis, for systems biology studies. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/reactome-database) |
| `string-database` | adjacent | 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) |
| `pylabrobot` | adjacent | Laboratory automation toolkit for controlling liquid handlers, plate readers, pumps, heater shakers, incubators, centrifuges, and analytical equipment. Use this skill when automating laboratory workflows, programming liquid handling robots … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/pylabrobot) |
| `scientific-critical-thinking` | adjacent | 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` | adjacent | 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) |
| `it-operations` | adjacent | Manages IT infrastructure, monitoring, incident response, and service reliability. Provides frameworks for ITIL service management, observability strategies, automation, backup/recovery, capacity planning, and operational excellence … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/it-operations) |
| `scikit-survival` | adjacent | Comprehensive toolkit for survival analysis and time-to-event modeling in Python using scikit-survival. Use this skill when working with censored survival data, performing time-to-event analysis, fitting Cox models, Random Survival … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scikit-survival) |
| `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) |
## Source: DheerG/swarms
- Repository: [https://github.com/DheerG/swarms](https://github.com/DheerG/swarms) (commit `617900e`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `workflow-rules` | core | Returns the universal governance spec for swarm team runs — hard rules, briefing templates, gate presentation contract, launch mechanics, and pulse setup. The canonical source: invoked by launch.md at Step 1 and by user-authored shortcut … | [source](https://github.com/DheerG/swarms/tree/617900e/skills/workflow-rules) |
## 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` | adjacent | 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` | adjacent | 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-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) |
| `scientific-critical-thinking` | adjacent | 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` | 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) |
| `statsmodels` | adjacent | Statistical modeling toolkit. OLS, GLM, logistic, ARIMA, time series, hypothesis tests, diagnostics, AIC/BIC, for rigorous statistical inference and econometric analysis. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/statsmodels) |
| `denario` | adjacent | Multiagent AI system for scientific research assistance that automates research workflows from data analysis to publication. This skill should be used when generating research ideas from datasets, developing research methodologies, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/denario) |
## Source: glittercowboy/taches-cc-resources
- Repository: [https://github.com/glittercowboy/taches-cc-resources](https://github.com/glittercowboy/taches-cc-resources) (commit `1757615`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `debug-like-expert` | core | Deep analysis debugging mode for complex issues. Activates methodical investigation protocol with evidence gathering, hypothesis testing, and rigorous verification. Use when standard troubleshooting fails or when issues require systematic … | [source](https://github.com/glittercowboy/taches-cc-resources/tree/1757615/skills/debug-like-expert) |
## Source: 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` | adjacent | 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: hoangsonww/Claude-Code-Agent-Monitor
- Repository: [https://github.com/hoangsonww/Claude-Code-Agent-Monitor](https://github.com/hoangsonww/Claude-Code-Agent-Monitor) (commit `8f87ce1`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `sprint-summary` | core | Summarize a sprint's worth of Claude Code activity — sessions grouped by project (cwd), per-model cost breakdown, token efficiency (cache hit rate, compaction baselines), subagent effectiveness from workflow API, velocity metrics … | [source](https://github.com/hoangsonww/Claude-Code-Agent-Monitor/tree/8f87ce1/plugins/ccam-productivity/skills/sprint-summary) |
## 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` | adjacent | 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) |
| `vulnerability-analysis` | adjacent | Use when auditing source code for vulnerabilities — drive CodeQL/Semgrep/Joern to taint untrusted data source-to-sink across injection, memory safety, deserialization/prototype-pollution, secrets/crypto/authz/race, and supply-chain risks | [source](https://github.com/hypnguyen1209/offensive-claude/tree/4d62be7/skills/vulnerability-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` | adjacent | 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) |
| `blog-audit` | adjacent | Full-site blog health assessment scanning all blog files for quality scores, orphan pages, topic cannibalization, stale content, and AI citation readiness. Spawns parallel subagents for comprehensive analysis. Produces per-post scores and … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/blog-audit) |
## Source: inkline/inkline
- Repository: [https://github.com/inkline/inkline](https://github.com/inkline/inkline) (commit `fcc2bf4`, retrieved 2026-07-14)
- License: no explicit license — referenced by link only
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `starter-templates` | adjacent | Anatomy and maintenance of inkline-starter-* repos and examples — the two starter flavors, what every starter must include, per-framework specifics, and the clone-to-rendered-component-under-2-minutes bar. Use when creating or maintaining … | [source](https://github.com/inkline/inkline/tree/fcc2bf4/.claude/skills/starter-templates) |
## Source: jeffallan/claude-skills
- Repository: [https://github.com/jeffallan/claude-skills](https://github.com/jeffallan/claude-skills) (commit `e8be415`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `chaos-engineer` | adjacent | Designs chaos experiments, creates failure injection frameworks, and facilitates game day exercises for distributed systems — producing runbooks, experiment manifests, rollback procedures, and post-mortem templates. Use when designing … | [source](https://github.com/jeffallan/claude-skills/tree/e8be415/skills/chaos-engineer) |
## 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 |
|---|---|---|---|
| `maintainx-migration-deep-dive` | core | Execute complete platform migrations to or from MaintainX. Use when migrating from legacy CMMS systems, performing major re-platforming, or transitioning to MaintainX from spreadsheets or other tools. Trigger with phrases like "migrate to … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/maintainx-pack/skills/maintainx-migration-deep-dive) |
| `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) |
| `profiling-application-performance` | adjacent | Execute this skill enables AI assistant to profile application performance, analyzing cpu usage, memory consumption, and execution time. it is triggered when the user requests performance analysis, bottleneck identification, or … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/performance/application-profiler/skills/profiling-application-performance) |
| `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) |
## 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 |
|---|---|---|---|
| `statistical-analysis` | core | Guided statistical analysis for research data - test selection, assumption checking, effect sizes, power analysis, Bayesian alternatives, and APA-formatted reporting. Use whenever a user wants to compare groups, test a hypothesis, analyze … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/statistical-analysis) |
| `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) |
| `scientific-critical-thinking` | adjacent | 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) |
| `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) |
## 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 |
|---|---|---|---|
| `statistical-analysis` | core | Guided statistical analysis for research data - test selection, assumption checking, effect sizes, power analysis, Bayesian alternatives, and APA-formatted reporting. Use whenever a user wants to compare groups, test a hypothesis, analyze … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/statistical-analysis) |
| `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) |
| `scientific-critical-thinking` | adjacent | 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) |
| `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) |
## Source: ljagiello/ctf-skills
- Repository: [https://github.com/ljagiello/ctf-skills](https://github.com/ljagiello/ctf-skills) (commit `d19f35f`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `ctf-forensics` | adjacent | Provides digital forensics and signal analysis techniques for CTF challenges. Use when analyzing disk images, memory dumps, event logs, network captures, cryptocurrency transactions, steganography, PDF analysis, Windows registry, … | [source](https://github.com/ljagiello/ctf-skills/tree/d19f35f/ctf-forensics) |
## Source: mukul975/Anthropic-Cybersecurity-Skills
- Repository: [https://github.com/mukul975/Anthropic-Cybersecurity-Skills](https://github.com/mukul975/Anthropic-Cybersecurity-Skills) (commit `673da1f`, retrieved 2026-07-14)
- License: Apache-2.0
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `conducting-cyber-risk-assessment-with-nist-800-30` | core | Conduct a defensible cybersecurity risk assessment using the NIST SP 800-30 Rev 1 methodology: prepare scope and a risk model, identify threat sources and threat events, identify vulnerabilities and predisposing conditions, determine … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/conducting-cyber-risk-assessment-with-nist-800-30) |
| `analyzing-macro-malware-in-office-documents` | adjacent | 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) |
| `detecting-process-injection-techniques` | adjacent | Detects and analyzes process injection techniques used by malware including classic DLL injection, process hollowing, APC injection, thread hijacking, and reflective loading. Uses memory forensics, API monitoring, and behavioral analysis … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/detecting-process-injection-techniques) |
## 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-stress-analysis` | adjacent | Advanced architecture stress analysis methodology for designing systems that survive unknown stresses. Load when --residuality flag is used or when designing high-uncertainty, mission-critical systems. | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-stress-analysis) |
| `nw-interviewing-techniques` | adjacent | 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) |
## Source: open-gitagent/opengap
- Repository: [https://github.com/open-gitagent/opengap](https://github.com/open-gitagent/opengap) (commit `d7a8e2e`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `document-review` | core | Reviews financial documents (prospectuses, ADVs, marketing materials) for FINRA 2210 compliance, required disclosures, and balanced presentation. Use when reviewing financial statements, audit documents, regulatory filings, or when the … | [source](https://github.com/open-gitagent/opengap/tree/d7a8e2e/examples/full/skills/document-review) |
## Source: 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) |
| `experiment-design` | adjacent | A discipline for designing experiments (A/B tests, multivariate, holdouts) so the results actually answer the question you asked. Hypothesis writing, sample size, duration, segment analysis, interpretation, decision-making, and the common … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/experiment-design) |
## Source: ruvnet/claude-code-flow
- Repository: [https://github.com/ruvnet/claude-code-flow](https://github.com/ruvnet/claude-code-flow) (commit `73914bd`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `AgentDB Memory Patterns` | core | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/agentdb-memory-patterns) |
## Source: ruvnet/ruflo
- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `AgentDB Memory Patterns` | core | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/agentdb-memory-patterns) |
## 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: sanjay3290/ai-skills
- Repository: [https://github.com/sanjay3290/ai-skills](https://github.com/sanjay3290/ai-skills) (commit `3619692`, retrieved 2026-07-14)
- License: Apache-2.0
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `deep-research` | adjacent | Execute autonomous multi-step research using Google Gemini Deep Research Agent. Use for: market analysis, competitive landscaping, literature reviews, technical research, due diligence. Takes 2-10 minutes but produces detailed, cited … | [source](https://github.com/sanjay3290/ai-skills/tree/3619692/skills/deep-research) |
## Source: vibeeval/vibecosystem
- Repository: [https://github.com/vibeeval/vibecosystem](https://github.com/vibeeval/vibecosystem) (commit `cea9462`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `chaos-engineering` | adjacent | Failure injection patterns, blast radius control, steady state hypothesis, and gameday planning for resilience testing. | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/chaos-engineering) |

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# Market evidence report — mine-mechanical-engineer
Source: **8 real job ads** (JSearch API, countries: gb 4, us 4), 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 | 6 | 75 % |
| junior | 1 | 12 % |
| lead | 1 | 12 % |
## Tools — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
## Hard skills — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | mechanical engineering | 3 | 38 % |
## Methods — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
## Responsibilities — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
## Regional breakdown
> **Corpus note:** 8 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
### US (us)
**Insufficient evidence** — 4 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
### UK (gb)
**Insufficient evidence** — 4 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 |
|---|---|
| Appointed Mechanical Engineer – Woodsmith | 1 |
| Development Mechanical Lead - Mine Maintenance Coordination | 1 |
| Equipment Engineer - Kiewit Mining Group 2026 | 1 |
| Mechanical Engineering Manager - Tunneling & Mine Systems | 1 |
| Mine Mechanical/Reliability Engineer (F/M/X) | 1 |
| Senior Mechanical Engineer: Mine Design & Reliability | 1 |
| Senior Mining Equipment Reliability Engineer | Senior Reliability Engineer | 1 |
| Site Mechanical 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.

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# Occupation profile — mine mechanical engineer
- **ESCO URI:** http://data.europa.eu/esco/occupation/fcbb66f5-843b-4152-9ce4-e7b19c2a88d9
- **ESCO code:** 2144.1.12
- **ISCO-08 group:** 2144 — Mechanical engineers
## Description (ESCO)
Mine mechanical engineers supervise the procurement, installation, removal and maintenance of mining mechanical equipment, using their knowledge of mechanical specifications. They organise the replacement and repair of mechanical equipment and components.
## Definition
nan
## Alternative labels
- mine operations manager
- mechanical engineer (mining)

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# Competences — mine mechanical engineer
Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/fcbb66f5-843b-4152-9ce4-e7b19c2a88d9).
## Essential
- **advise on mine equipment** (skill/competence)
- **design drawings** (knowledge)
- **electricity** (knowledge)
- **ensure compliance with safety legislation** (skill/competence)
- **geology** (knowledge)
- **impact of geological factors on mining operations** (knowledge)
- **install mining machinery** (skill/competence)
- **interpret mechanical mine machinery manuals** (skill/competence)
- **maintain mine machinery** (skill/competence)
- **maintain records of mining operations** (skill/competence)
- **manage emergency procedures** (skill/competence)
- **mechanical engineering** (knowledge)
- **mechanics** (knowledge)
- **mine safety legislation** (knowledge)
- **prepare scientific reports** (skill/competence)
- **procure mechanical machinery** (skill/competence)
- **supervise staff** (skill/competence)
- **troubleshoot** (skill/competence)
- **use technical drawing software** (skill/competence)
## Optional
- address problems critically (skill/competence)
- assess operating cost (skill/competence)
- health and safety hazards underground (knowledge)
- mathematics (knowledge)
- mining engineering (knowledge)
- monitor mine costs (skill/competence)
- monitor mine production (skill/competence)
- present reports (skill/competence)
<!-- market-evidence -->
## Market evidence (job-ad analysis, 8 ads, as of 2026-07-18)
Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
### Hard skills
- mechanical engineering — **38 %**
- predictive maintenance — **25 %**
- mechanical design — **25 %**
- preventative maintenance — **25 %**
- failure analysis — **25 %**
- hazard identification — **25 %**
- regulatory compliance — **25 %**
- reliability analysis — **12 %**
- safety standards maintenance — **12 %**
- root cause analysis — **12 %**
- root cause failure analysis — **12 %**
- risk assessment — **12 %**
- statutory inspection — **12 %**
- team leadership — **12 %**
- technical drawing interpretation — **12 %**
- tunneling systems — **12 %**
- vibration analysis — **12 %**
- failure mode analysis — **12 %**
- hoisting systems — **12 %**
- failure mode and effects analysis — **12 %**
- equipment lifecycle analysis — **12 %**
- equipment planning — **12 %**
- equipment reliability improvement — **12 %**
- equipment scheduling — **12 %**
- equipment selection — **12 %**
- accident investigation — **12 %**
- budgeting — **12 %**
- data analysis — **12 %**
- electrical systems knowledge — **12 %**
- engineering design — **12 %**
- engineering leadership — **12 %**
- preventive maintenance — **12 %**
- project leadership — **12 %**
- project management — **12 %**
- installation oversight — **12 %**
- mechanical planning — **12 %**
- logistics management — **12 %**
- lubrication analysis — **12 %**
- maintenance management — **12 %**
- material handling — **12 %**
- mathematical analysis — **12 %**
- mining engineering — **12 %**
### Methods
- overall equipment effectiveness (OEE) — **12 %**
- overall equipment effectiveness (OEE) metrics — **12 %**
- mean time between repair (MTBR) — **12 %**
- predictive maintenance — **12 %**
- lean manufacturing — **12 %**
- preventive maintenance — **12 %**
- 5S methodology — **12 %**
- failure mode and effect analysis (FMEA) — **12 %**
- risk assessment — **12 %**
- root cause failure analysis (RCA) — **12 %**
- safety auditing — **12 %**
- safety inspections — **12 %**
- shaft sinking operations — **12 %**
- six sigma — **12 %**
- precision maintenance techniques — **12 %**
- reliability-centered maintenance (RCM) — **12 %**
### Responsibilities
- training delivery — **25 %**
- equipment inspection — **25 %**
- continuous improvement — **25 %**
- corrective action implementation — **12 %**
- crew scheduling — **12 %**
- data review — **12 %**
- design execution — **12 %**
- engineering oversight — **12 %**
- engineering project leadership — **12 %**
- acceptance testing — **12 %**
- equipment installation — **12 %**
- failure analysis — **12 %**
- failure investigation — **12 %**
- hazard management — **12 %**
- health and safety compliance — **12 %**
- incident investigation — **12 %**
- process tracking — **12 %**
- program development — **12 %**
- quality control — **12 %**
- regulatory adherence — **12 %**
- inventory management — **12 %**
- mechanical system maintenance — **12 %**
- mechanical activity planning — **12 %**
- maintenance oversight — **12 %**
- maintenance plan creation — **12 %**
- parts procurement — **12 %**
- performance measurement — **12 %**
- performance optimization — **12 %**
- plant installation — **12 %**
- policy development — **12 %**
- statutory inspection — **12 %**
- system implementation — **12 %**
- technical liaison — **12 %**
- team leadership — **12 %**
- team leading — **12 %**
- reliability strategy development — **12 %**
- solution development — **12 %**
- safety management — **12 %**
- safety review participation — **12 %**
- safety standard maintenance — **12 %**
<!-- market-evidence -->

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# Tasks & work activities — mine mechanical engineer
Source: O*NET 30.3, occupation 17-2141.00 (Mechanical Engineers) — manual nearest-occupation mapping via ISCO group 2144; the official ESCO crosswalk has no entry for this ESCO occupation.
## Task statements
- **[Core]** Read and interpret blueprints, technical drawings, schematics, or computer-generated reports.
- **[Core]** Confer with engineers or other personnel to implement operating procedures, resolve system malfunctions, or provide technical information.
- **[Core]** Research and analyze customer design proposals, specifications, manuals, or other data to evaluate the feasibility, cost, or maintenance requirements of designs or applications.
- **[Core]** Provide feedback to design engineers on customer problems or needs.
- **[Core]** Oversee installation, operation, maintenance, or repair to ensure that machines or equipment are installed and functioning according to specifications.
- **[Core]** Conduct research that tests or analyzes the feasibility, design, operation, or performance of equipment, components, or systems.
- **[Core]** Recommend design modifications to eliminate machine or system malfunctions.
- **[Core]** Develop, coordinate, or monitor all aspects of production, including selection of manufacturing methods, fabrication, or operation of product designs.
- **[Supplemental]** Establish or coordinate the maintenance or safety procedures, service schedule, or supply of materials required to maintain machines or equipment in the prescribed condition.
- **[Core]** Write performance requirements for product development or engineering projects.
- **[Supplemental]** Apply engineering principles or practices to emerging fields, such as robotics, waste management, or biomedical engineering.
- **[Supplemental]** Design test control apparatus or equipment or develop procedures for testing products.
- **[Supplemental]** Calculate energy losses for buildings, using equipment such as computers, combustion analyzers, or pressure gauges.
- **[Supplemental]** Design integrated mechanical or alternative systems, such as mechanical cooling systems with natural ventilation systems, to improve energy efficiency.
- **[Supplemental]** Direct the installation, operation, maintenance, or repair of renewable energy equipment, such as heating, ventilating, and air conditioning (HVAC) or water systems.
- **[Supplemental]** Evaluate mechanical designs or prototypes for energy performance or environmental impact.
- **[Supplemental]** Recommend the use of utility or energy services that minimize carbon footprints.
- **[Supplemental]** Select or install combined heat units, power units, cogeneration equipment, or trigeneration equipment that reduces energy use or pollution.
- **[Core]** Research, design, evaluate, install, operate, or maintain mechanical products, equipment, systems or processes to meet requirements.
- **[Core]** Investigate equipment failures or difficulties to diagnose faulty operation and recommend remedial actions.
- **[Core]** Develop or test models of alternate designs or processing methods to assess feasibility, sustainability, operating condition effects, potential new applications, or necessity of modification.
- **[Core]** Specify system components or direct modification of products to ensure conformance with engineering design, performance specifications, or environmental regulations.
- **[Core]** Assist drafters in developing the structural design of products, using drafting tools or computer-assisted drafting equipment or software.
- **[Core]** Estimate costs or submit bids for engineering, construction, or extraction projects.
- **[Supplemental]** Perform personnel functions, such as supervision of production workers, technicians, technologists, or other engineers.
- **[Supplemental]** Solicit new business.
- **[Core]** Provide technical customer service.
- **[Supplemental]** Study industrial processes to maximize the efficiency of equipment applications, including equipment placement.
## Detailed work activities
- Advise customers on the use of products or services.
- Advise others regarding green practices or environmental concerns.
- Analyze design or requirements information for mechanical equipment or systems.
- Confer with other personnel to resolve design or operational problems.
- Confer with technical personnel to prepare designs or operational plans.
- Coordinate safety or regulatory compliance activities.
- Create images or other visual displays.
- Create models of engineering designs or methods.
- Design electronic or computer equipment or instrumentation.
- Design industrial equipment.
- Design industrial processing systems.
- Design structures or facilities.
- Determine operational methods.
- Direct equipment maintenance or repair activities.
- Direct industrial production activities.
- Direct installation activities.
- Document technical design details.
- Estimate operational costs.
- Evaluate characteristics of equipment or systems.
- Evaluate plans or specifications to determine technological or environmental implications.
- Identify new applications for existing technologies.
- Implement design or process improvements.
- Install production equipment or systems.
- Investigate system, equipment, or product failures.
- Perform marketing activities.
- Prepare proposal documents.
- Recommend technical design or process changes to improve efficiency, quality, or performance.
- Research industrial processes or operations.
- Review technical documents to plan work.
- Select tools, equipment, or technologies for use in operations or projects.
- Supervise production or support personnel.
- Test performance of electrical, electronic, mechanical, or integrated systems or equipment.

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# Tools & technology — mine mechanical engineer
Source: O*NET 30.3, occupation 17-2141.00 (Mechanical Engineers) — manual nearest-occupation mapping via ISCO group 2144; the official ESCO crosswalk has no entry for this ESCO occupation.
| Software | Category | Hot technology |
|---|---|---|
| Adobe Illustrator | Graphics or photo imaging software | yes |
| Autodesk AutoCAD | Computer aided design CAD software | yes |
| Autodesk AutoCAD Civil 3D | Computer aided design CAD software | yes |
| Autodesk Revit | Computer aided design CAD software | yes |
| Bentley MicroStation | Computer aided design CAD software | yes |
| C | Development environment software | yes |
| C++ | Object or component oriented development software | yes |
| Chef | Configuration management software | yes |
| Dassault Systemes SolidWorks | Computer aided design CAD software | yes |
| ESRI ArcGIS software | Geographic information system | yes |
| Microsoft Access | Data base user interface and query software | yes |
| Microsoft Excel | Spreadsheet software | yes |
| Microsoft Office software | Office suite software | yes |
| Microsoft Outlook | Electronic mail software | yes |
| Microsoft PowerPoint | Presentation software | yes |
| Microsoft Project | Project management software | yes |
| Microsoft SharePoint | Document management software | yes |
| Microsoft SQL Server | Data base user interface and query software | yes |
| Microsoft Visio | Process mapping and design software | yes |
| Microsoft Visual Basic | Development environment software | yes |
| Microsoft Visual Basic for Applications VBA | Development environment software | yes |
| Microsoft Word | Word processing software | yes |
| Oracle Primavera Enterprise Project Portfolio Management | Project management software | yes |
| Perl | Object or component oriented development software | yes |
| Puppet | Configuration management software | yes |
| Python | Object or component oriented development software | yes |
| R | Object or component oriented development software | yes |
| SAP software | Enterprise resource planning ERP software | yes |
| Shell script | Operating system software | yes |
| Teradata Database | Data base management system software | yes |
| The MathWorks MATLAB | Analytical or scientific software | yes |
| Trimble SketchUp Pro | Graphics or photo imaging software | yes |
| 1CadCam Unigraphics | Computer aided manufacturing CAM software | |
| Accelerated life testing software | Analytical or scientific software | |
| Adobe ActionScript | Development environment software | |
| ANSYS simulation software | Analytical or scientific software | |
| Bill of materials software | Materials requirements planning logistics and supply chain software | |
| Blink | Instant messaging software | |
| Blue Ridge Numerics CFDesign | Analytical or scientific software | |
| Computational fluid dynamics CFD software | Analytical or scientific software | |
| Computer aided design and drafting software CADD | Computer aided design CAD software | |
| Computer numerical control CNC software | Industrial control software | |
| Cost estimating software | Financial analysis software | |
| Dassault Systemes CATIA | Computer aided design CAD software | |
| Data acquisition software | Analytical or scientific software | |
| Design of experiments DOE software | Analytical or scientific software | |
| Failure assessment software | Computer aided design CAD software | |
| Failure mode and effects analysis FMEA software | Analytical or scientific software | |
| Finite element method FEM software | Analytical or scientific software | |
| G-code | Object or component oriented development software | |
| Geographic information system GIS software | Geographic information system | |
| Grid generation software | Analytical or scientific software | |
| Hewlett-Packard HP Graphics Language HPGL | Development environment software | |
| Human machine interface HMI software | Industrial control software | |
| IBM Notes | Electronic mail software | |
| InnovMetric PolyWorks | Computer aided design CAD software | |
| Intergraph Plant Design System PDS | Computer aided design CAD software | |
| Ladder Logic | Development environment software | |
| Lambda Research OSLO | Computer aided design CAD software | |
| Life cycle cost software | Analytical or scientific software | |
| Mathsoft Mathcad | Computer aided design CAD software | |
| MAYA Nastran | Analytical or scientific software | |
| Mesh generation software | Analytical or scientific software | |
| Metrix Imageware Surfacer | Computer aided design CAD software | |
| Microsoft Dynamics | Customer relationship management CRM software | |
| Microsoft Exchange | Electronic mail software | |
| Minitab | Analytical or scientific software | |
| Modal analysis software | Analytical or scientific software | |
| Motion analysis software | Analytical or scientific software | |
| MUMPS M | Development environment software | |
| National Instruments LabVIEW | Development environment software | |
| Optical analysis software | Computer aided design CAD software | |
| Oracle JD Edwards EnterpriseOne | Enterprise resource planning ERP software | |
| Perforce Helix software | Configuration management software | |
| PTC Creo Parametric | Computer aided design CAD software | |
| Rapid prototyping software | Computer aided manufacturing CAM software | |
| Reliability analysis software | Analytical or scientific software | |
| ReliaSoft Alta 6 Pro | Analytical or scientific software | |
| ReliaSoft BlockSim | Analytical or scientific software | |
| ReliaSoft Weibull++ 6 | Analytical or scientific software | |
| Reverse engineering software | Computer aided design CAD software | |
| Rockwell Automation software | Development environment software | |
| Sigmetrix CETOL 6 Sigma | Analytical or scientific software | |
| SmugMug Flickr | Graphics or photo imaging software | |
| SolidWorks COSMOSWorks | Computer aided design CAD software | |
| Statistical energy analysis SEA software | Analytical or scientific software | |
| Statistical software | Analytical or scientific software | |
| Supervisory control and data acquisition SCADA software | Industrial control software | |
| UGS I-DEAS | Computer aided design CAD software | |
| Verilog | Development environment software | |
| Video analysis software | Analytical or scientific software | |
| Zemax | Computer aided design CAD software | |
<!-- market-evidence -->
## Market evidence (job-ad analysis, 8 ads, as of 2026-07-18)
Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
### Tools
- IFS systems — **12 %**
- Bowtie XP — **12 %**
- CAD modeling programs — **12 %**
- CMMS systems — **12 %**
- Computerized Maintenance Management Systems (CMMS) — **12 %**
<!-- market-evidence -->