feat: environmental-mining-engineer skill package v0.1.0

2026-08-14 16:51:25 +02:00
commit 335afd4802
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
@@ -0,0 +1,31 @@
+# Data provenance — environmental-mining-engineer
+
+Where the content of this skill package comes from, counted by
+content items (tasks, competences, tools, evidence entries, curated
+knowledge). Rendered live by Gitea:
+
+```mermaid
+%%{init: {'theme':'base','themeVariables':{'pie1':'#f9a825','pie2':'#1e88e5','pie3':'#ff355e','pie4':'#d97757','pie5':'#8e24aa','pieOuterStrokeWidth':'0px','pieSectionTextColor':'#fff'}}}%%
+pie showData
+    title Content sources — environmental-mining-engineer
+    "ESCO (occupation & competences)" : 28
+    "O*NET (tasks & tools)" : 111
+    "Job boards (market evidence)" : 86
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 156
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 28 | 7.3 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 111 | 28.8 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 86 | 22.3 % | 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 | 1.3 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 156 | 40.4 % | references/ai-skills.md (per-source attribution inside) |
+| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) |
+
+Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) ·
+job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content
+paraphrased with source URLs — never copied · external AI skills are
+linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md).
--- a/SKILL.md
+++ b/SKILL.md
@@ -0,0 +1,53 @@
+---
+name: environmental-mining-engineer
+description: "Occupational skill for the role 'environmental mining engineer' (also: environmental mining engineering expert, environmental co-ordinator, environmental mining technology engineering adviser, mine environmental engineers, environmental mining technology engineering specialist, environmental mining engineering consultant). Use when the user asks for typical environmental mining engineer work such as: typical environmental mining engineer responsibilities"
+---
+
+# Environmental Mining Engineer
+
+Environmental mining engineers oversee the environmental performance of mining operations. They develop and implement environmental systems and strategies to minimise environmental impacts.
+
+## 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)
+
+- address problems critically
+- adjust engineering designs
+- approve engineering design
+- assess environmental impact
+- chemistry
+- civil engineering
+- communicate on minerals issues
+- communicate on the environmental impact of mining
+- develop environmental policy
+- engineering principles
+- engineering processes
+- ensure compliance with environmental legislation
+- ensure compliance with safety legislation
+- maintain records of mining operations
+- manage environmental impact
+
+## Hot technologies
+
+- Autodesk AutoCAD
+- Autodesk AutoCAD Civil 3D
+- Bentley MicroStation
+- C++
+- ESRI ArcGIS software
+- Microsoft Access
+- Microsoft Excel
+- Microsoft Office software
+- Microsoft PowerPoint
+- Microsoft Project
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/32548f7e-8c25-4c49-9f22-78dee3543704), O*NET 30.3 (17-2081.00, manual nearest match). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,232 @@
+{
+  "name": "environmental-mining-engineer",
+  "title": "environmental mining engineer",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/32548f7e-8c25-4c49-9f22-78dee3543704",
+    "esco_code": "2143.1.1",
+    "isco_group": "2143",
+    "onet_soc": "17-2081.00",
+    "crosswalk_match": "manual nearest via ISCO 2143 (Environmental 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": 22,
+    "skills_optional": 5,
+    "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": 7
+      },
+      "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
+      },
+      "K-Dense-AI/claude-scientific-skills": {
+        "repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 11
+      },
+      "K-Dense-AI/scientific-agent-skills": {
+        "repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 11
+      },
+      "aaron-he-zhu/aaron-marketing-skills": {
+        "repo": "https://github.com/aaron-he-zhu/aaron-marketing-skills",
+        "commit": "b7b0b9f",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "giuseppe-trisciuoglio/developer-kit": {
+        "repo": "https://github.com/giuseppe-trisciuoglio/developer-kit",
+        "commit": "306f428",
+        "license": "MIT",
+        "skills": 1
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 12
+      },
+      "code-yeongyu/oh-my-openagent": {
+        "repo": "https://github.com/code-yeongyu/oh-my-openagent",
+        "commit": "b19f652",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "samber/cc-skills-golang": {
+        "repo": "https://github.com/samber/cc-skills-golang",
+        "commit": "4881c01",
+        "license": "MIT",
+        "skills": 2
+      },
+      "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": 3
+      },
+      "open-gitagent/opengap": {
+        "repo": "https://github.com/open-gitagent/opengap",
+        "commit": "d7a8e2e",
+        "license": "MIT",
+        "skills": 1
+      },
+      "Chachamaru127/claude-code-harness": {
+        "repo": "https://github.com/Chachamaru127/claude-code-harness",
+        "commit": "9851b1a",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 8
+      },
+      "nexu-io/open-design": {
+        "repo": "https://github.com/nexu-io/open-design",
+        "commit": "4b66023",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "Frappucc1no/recall-loom": {
+        "repo": "https://github.com/Frappucc1no/recall-loom",
+        "commit": "8678cbb",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "fcakyon/claude-codex-settings": {
+        "repo": "https://github.com/fcakyon/claude-codex-settings",
+        "commit": "44b7c00",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "secondsky/claude-skills": {
+        "repo": "https://github.com/secondsky/claude-skills",
+        "commit": "c4889f6",
+        "license": "MIT",
+        "skills": 1
+      },
+      "mohitagw15856/pm-claude-skills": {
+        "repo": "https://github.com/mohitagw15856/pm-claude-skills",
+        "commit": "876fa30",
+        "license": "MIT",
+        "skills": 1
+      },
+      "basicmachines-co/basic-memory": {
+        "repo": "https://github.com/basicmachines-co/basic-memory",
+        "commit": "53da71c",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "alirezarezvani/claude-skills": {
+        "repo": "https://github.com/alirezarezvani/claude-skills",
+        "commit": "0241f43",
+        "license": "MIT",
+        "skills": 1
+      },
+      "vibeeval/vibecosystem": {
+        "repo": "https://github.com/vibeeval/vibecosystem",
+        "commit": "cea9462",
+        "license": "MIT",
+        "skills": 1
+      },
+      "hypnguyen1209/offensive-claude": {
+        "repo": "https://github.com/hypnguyen1209/offensive-claude",
+        "commit": "4d62be7",
+        "license": "MIT",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 72,
+      "adjacent": 8
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 28,
+      "onet": 111,
+      "jobads": 86,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 156,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 7.3,
+      "onet": 28.8,
+      "jobads": 22.3,
+      "wiki_ai": 0.0,
+      "anthropic": 1.3,
+      "ai_skills": 40.4,
+      "stackx": 0.0
+    },
+    "method": "content items per source category"
+  },
+  "collar": "white",
+  "computer_work": true
+}
--- a/references/ai-skills.md
+++ b/references/ai-skills.md
@@ -0,0 +1,314 @@
+# External AI agent skills — environmental-mining-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 |
+|---|---|---|---|
+| `context-engineering` | core | Context window monitoring and budget management. Keeps orchestrator at 15-30% context usage while subagents get full 200k tokens. Provides warnings at thresholds, context-aware summarization triggers, and wave-level budget planning. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/gsd/skills/context-engineering) |
+| `iso14971-risk-analyzer` | core | Comprehensive risk management skill implementing ISO 14971:2019 methodology for medical device risk analysis | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/iso14971-risk-analyzer) |
+| `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) |
+| `Dimensional Model Validator` | core | Validates dimensional models against Kimball methodology best practices | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/data-engineering-analytics/skills/dimensional-model-validator) |
+| `autonomous-research-engineering` | adjacent | Autonomous research engineering — web search orchestration, source synthesis, hypothesis formation, and structured research report generation. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/ai-agents-conversational/skills/autonomous-research-engineering) |
+| `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: aaron-he-zhu/aaron-marketing-skills
+
+- Repository: [https://github.com/aaron-he-zhu/aaron-marketing-skills](https://github.com/aaron-he-zhu/aaron-marketing-skills) (commit `b7b0b9f`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory-management` | core | Use when the user asks to "remember project context", review saved findings, initialize runtime memory, archive stale work, reconcile notes, or erase a subject; manages authorized HOT/WARM/COLD working memory across all disciplines while … | [source](https://github.com/aaron-he-zhu/aaron-marketing-skills/tree/b7b0b9f/protocol/memory-management) |
+
+## 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: alirezarezvani/claude-skills
+
+- Repository: [https://github.com/alirezarezvani/claude-skills](https://github.com/alirezarezvani/claude-skills) (commit `0241f43`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `chaos-engineering` | adjacent | Use when planning, running, or learning from chaos engineering experiments. Triggers on "chaos experiment", "fault injection", "gameday", "resilience test", "blast radius", "steady state", "abort criteria", "Chaos Toolkit", "Chaos Mesh", … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/engineering/chaos-engineering/skills/chaos-engineering) |
+
+## 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-notes` | core | 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: 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 |
+|---|---|---|---|
+| `hud` | core | Diverga HUD (Heads-Up Display) management skill. Configure and manage the research project statusline display. Supports multiple presets: research, checkpoint, memory, minimal. Triggers: "hud", "statusline", "display settings | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/hud) |
+| `claude-scientific-guide` | core | Ready-to-use agent skills for scientific research and engineering | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/methodology/claude-scientific-guide) |
+| `law-skills` | core | 9 legal research skills. Trigger: legal research, case law analysis, regulatory compliance. Design: legal databases, citation networks, and judicial analytics tools. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/law) |
+| `methodology-skills` | core | 13 research methodology skills. Trigger: study design, methodology selection, scientific reasoning, mentoring. Design: rigorous methods frameworks covering qualitative, quantitative, and mixed approaches. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/methodology) |
+| `citation-verification` | core | This skill provides reference guidance for citation verification in academic writing. Use when the user asks about "citation verification best practices", "how to verify references", "preventing fake citations", or needs guidance on … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/33-Galaxy-Dawn-claude-scholar/skills/citation-verification) |
+| `tensorflow-guide` | core | TensorFlow best practices for tf.function, GPU memory, and deployment | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/ai-ml/tensorflow-guide) |
+
+## Source: Chachamaru127/claude-code-harness
+
+- Repository: [https://github.com/Chachamaru127/claude-code-harness](https://github.com/Chachamaru127/claude-code-harness) (commit `9851b1a`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `harness-setup` | core | HAR: Project init, tool setup, agent config, memory setup, skill mirror sync. Trigger: setup, init, new project, CI/Codex setup, harness-mem, mirror. Do NOT load for: implementation, review, release, planning. | [source](https://github.com/Chachamaru127/claude-code-harness/tree/9851b1a/codex/.codex/skills/harness-setup) |
+
+## Source: code-yeongyu/oh-my-openagent
+
+- Repository: [https://github.com/code-yeongyu/oh-my-openagent](https://github.com/code-yeongyu/oh-my-openagent) (commit `b19f652`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `debugging` | core | MUST USE for any real runtime debugging across ANY language or binary — crashes, silent failures, wrong responses, stuck processes, memory leaks, async misbehavior, unexplained timing, reverse engineering. Runs a hypothesis-driven loop: … | [source](https://github.com/code-yeongyu/oh-my-openagent/tree/b19f652/packages/shared-skills/skills/debugging) |
+
+## Source: davila7/claude-code-templates
+
+- Repository: [https://github.com/davila7/claude-code-templates](https://github.com/davila7/claude-code-templates) (commit `fa79251`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `pymoo` | core | Multi-objective optimization framework. NSGA-II, NSGA-III, MOEA/D, Pareto fronts, constraint handling, benchmarks (ZDT, DTLZ), for engineering design and optimization problems. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/pymoo) |
+| `scientific-critical-thinking` | core | Evaluate research rigor. Assess methodology, experimental design, statistical validity, biases, confounding, evidence quality (GRADE, Cochrane ROB), for critical analysis of scientific claims. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-critical-thinking) |
+| `exploratory-data-analysis` | core | Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/exploratory-data-analysis) |
+| `denario` | core | Multiagent AI system for scientific research assistance that automates research workflows from data analysis to publication. This skill should be used when generating research ideas from datasets, developing research methodologies, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/denario) |
+| `latex-posters` | core | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/latex-posters) |
+| `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) |
+| `scientific-brainstorming` | core | Research ideation partner. Generate hypotheses, explore interdisciplinary connections, challenge assumptions, develop methodologies, identify research gaps, for creative scientific problem-solving. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-brainstorming) |
+| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-slides) |
+| `perplexity-search` | core | Perform AI-powered web searches with real-time information using Perplexity models via LiteLLM and OpenRouter. This skill should be used when conducting web searches for current information, finding recent scientific literature, getting … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/perplexity-search) |
+| `research-engineer` | core | An uncompromising Academic Research Engineer. Operates with absolute scientific rigor, objective criticism, and zero flair. Focuses on theoretical correctness, formal verification, and optimal implementation across any required technology. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/research-engineer) |
+| `scientific-writing` | core | Core skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points). Use two-stage process: (1) create section outlines with key points using research-lookup, (2) convert to flowing … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-writing) |
+| `venue-templates` | core | Access comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific publication venues (Nature, Science, PLOS, IEEE, ACM), academic conferences (NeurIPS, ICML, CVPR, CHI), research posters, and … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/venue-templates) |
+
+## Source: fcakyon/claude-codex-settings
+
+- Repository: [https://github.com/fcakyon/claude-codex-settings](https://github.com/fcakyon/claude-codex-settings) (commit `44b7c00`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `paper-search-usage` | core | This skill should be used when user asks to "search for papers", "find research papers", "search arXiv", "search PubMed", "find academic papers", "search IEEE", "search Scopus", or "look up scientific literature". | [source](https://github.com/fcakyon/claude-codex-settings/tree/44b7c00/plugins/paper-search-tools/skills/paper-search-usage) |
+
+## 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 |
+|---|---|---|---|
+| `visualization-best-practices` | core | Review chart choice, labeling, accessibility, and storytelling quality for existing visualizations. Use as an explicit/manual helper for critique and cleanup, not as the main owner for scientific figure production or general chart … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/visualization-best-practices) |
+| `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) |
+| `exploratory-data-analysis` | core | Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/exploratory-data-analysis) |
+| `denario` | core | Multiagent AI system for scientific research assistance that automates research workflows from data analysis to publication. This skill should be used when generating research ideas from datasets, developing research methodologies, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/denario) |
+| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-slides) |
+| `slides-as-code` | core | Build research slides with text-first source (Slidev/Marp/Reveal/Quarto) and reproducible export (PDF). Includes structure, figure reuse rules, and quality checklist for top-tier scientific presentations. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/slides-as-code) |
+| `perplexity-search` | core | Perform AI-powered web searches with real-time information using Perplexity models via LiteLLM and OpenRouter. This skill should be used when conducting web searches for current information, finding recent scientific literature, getting … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/perplexity-search) |
+| `scientific-brainstorming` | core | Open-ended scientific ideation partner. Use for research gaps, mechanism exploration, interdisciplinary connections, assumptions, possible research directions, and lightweight literature matrix or A+B paper-combination idea mapping. For … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-brainstorming) |
+
+## Source: Frappucc1no/recall-loom
+
+- Repository: [https://github.com/Frappucc1no/recall-loom](https://github.com/Frappucc1no/recall-loom) (commit `8678cbb`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `recallloom` | core | Use when a task involves continuing a project, restoring project context, maintaining file-based project memory, updating current-state summaries, or recording meaningful progress across sessions. Works best for long-horizon, file-based … | [source](https://github.com/Frappucc1no/recall-loom/tree/8678cbb/skills/recallloom) |
+
+## Source: giuseppe-trisciuoglio/developer-kit
+
+- Repository: [https://github.com/giuseppe-trisciuoglio/developer-kit](https://github.com/giuseppe-trisciuoglio/developer-kit) (commit `306f428`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory-md-management` | core | Provides comprehensive memory file management capabilities including auditing, quality assessment, and targeted improvements for files such as CLAUDE.md. Use when user asks to check, audit, update, improve, fix, maintain, or validate … | [source](https://github.com/giuseppe-trisciuoglio/developer-kit/tree/306f428/plugins/developer-kit-core/skills/memory-md-management) |
+
+## 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) |
+
+## 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 |
+|---|---|---|---|
+| `apify-cost-tuning` | core | Optimize Apify platform costs through memory tuning, compute unit management, and proxy budgeting. Use when analyzing Apify billing, reducing Actor run costs, or implementing usage monitoring and budget alerts. Trigger: "apify cost", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/apify-pack/skills/apify-cost-tuning) |
+| `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) |
+| `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 |
+|---|---|---|---|
+| `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) |
+| `exa-search` | core | Web toolkit powered by Exa, tuned for scientific and technical content. Use this skill when the user needs to search the web or fetch/extract URL content. Covers: web search (semantic lookups, research, current info — with optional … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/exa-search) |
+| `exploratory-data-analysis` | core | Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/exploratory-data-analysis) |
+| `scientific-brainstorming` | core | Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying research gaps. Best for early-stage research planning when you do not … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-brainstorming) |
+| `latex-posters` | core | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/latex-posters) |
+| `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-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-slides) |
+| `autoskill` | core | Observe the user's screen via screenpipe, detect repeated research workflows, match them against existing scientific-agent-skills, and draft new skills (or composition recipes that chain existing ones) for the patterns not yet covered. Use … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/autoskill) |
+| `research-lookup` | core | Look up current research and scientific information across three backends: fast web search via parallel-cli (default), the Parallel Chat API for deep multi-source synthesis, and Perplexity sonar-pro-search for scholarly paper searches. … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/research-lookup) |
+| `scientific-writing` | core | Core skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points). Use two-stage process with (1) section outlines with key points using research-lookup then (2) convert to flowing … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-writing) |
+| `venue-templates` | core | Access comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific publication venues (Nature, Science, PLOS, IEEE, ACM), academic conferences (NeurIPS, ICML, CVPR, CHI), research posters, and … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/venue-templates) |
+
+## 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) |
+| `exa-search` | core | Web toolkit powered by Exa, tuned for scientific and technical content. Use this skill when the user needs to search the web or fetch/extract URL content. Covers: web search (semantic lookups, research, current info — with optional … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/exa-search) |
+| `exploratory-data-analysis` | core | Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/exploratory-data-analysis) |
+| `scientific-brainstorming` | core | Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying research gaps. Best for early-stage research planning when you do not … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-brainstorming) |
+| `latex-posters` | core | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/latex-posters) |
+| `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-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-slides) |
+| `autoskill` | core | Observe the user's screen via screenpipe, detect repeated research workflows, match them against existing scientific-agent-skills, and draft new skills (or composition recipes that chain existing ones) for the patterns not yet covered. Use … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/autoskill) |
+| `research-lookup` | core | Look up current research and scientific information across three backends: fast web search via parallel-cli (default), the Parallel Chat API for deep multi-source synthesis, and Perplexity sonar-pro-search for scholarly paper searches. … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/research-lookup) |
+| `scientific-writing` | core | Core skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points). Use two-stage process with (1) section outlines with key points using research-lookup then (2) convert to flowing … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-writing) |
+| `venue-templates` | core | Access comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific publication venues (Nature, Science, PLOS, IEEE, ACM), academic conferences (NeurIPS, ICML, CVPR, CHI), research posters, and … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/venue-templates) |
+
+## 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 |
+|---|---|---|---|
+| `meeting-notes` | core | Structure and format meeting notes following PM best practices. Use when asked to create meeting notes, format discussion notes, capture action items, or document decisions from any meeting type. Produces structured notes with decisions, … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-essentials/skills/meeting-notes) |
+
+## 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) |
+
+## Source: nexu-io/open-design
+
+- Repository: [https://github.com/nexu-io/open-design](https://github.com/nexu-io/open-design) (commit `4b66023`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `html-ppt-zhangzara-monochrome` | core | A grant proposal on CRISPR base-editing for sickle-cell disease — the hypothesis, the approach, the milestones, and the risk. Built as a decision-grade academic research deck for grant review committee. | [source](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/html-ppt-zhangzara-monochrome) |
+
+## Source: open-gitagent/opengap
+
+- Repository: [https://github.com/open-gitagent/opengap](https://github.com/open-gitagent/opengap) (commit `d7a8e2e`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `document-review` | core | Reviews financial documents (prospectuses, ADVs, marketing materials) for FINRA 2210 compliance, required disclosures, and balanced presentation. Use when reviewing financial statements, audit documents, regulatory filings, or when the … | [source](https://github.com/open-gitagent/opengap/tree/d7a8e2e/examples/full/skills/document-review) |
+
+## Source: ruvnet/claude-code-flow
+
+- Repository: [https://github.com/ruvnet/claude-code-flow](https://github.com/ruvnet/claude-code-flow) (commit `73914bd`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `AgentDB Memory Patterns` | core | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/agentdb-memory-patterns) |
+
+## 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-security` | core | Security best practices and vulnerability prevention for Golang. Covers injection (SQL, command, XSS), cryptography, filesystem safety, network security, cookies, secrets management, memory safety, and logging. Apply when writing, … | [source](https://github.com/samber/cc-skills-golang/tree/4881c01/skills/golang-security) |
+| `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` | core | Deploy production recommendation systems with feature stores, caching, A/B testing. Use for personalization APIs, low latency serving, or encountering cache invalidation, experiment tracking, quality monitoring issues. | [source](https://github.com/secondsky/claude-skills/tree/c4889f6/plugins/recommendation-system/skills/recommendation-system) |
+
+## Source: 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) |
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,63 @@
+# Market evidence report — environmental-mining-engineer
+
+Source: **7 real job ads** (JSearch API, countries: us 7), extracted into the MSSQL evidence store; as of 2026-07-11.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 5 | 71 % |
+| senior | 2 | 29 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | mining engineering | 3 | 43 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Regional breakdown
+
+> **Corpus note:** 7 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** — 7 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+### UK (gb)
+
+**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+### EU/DACH (de, at, ch, nl)
+
+**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+
+## Job title variants in the market
+
+| Title | Ads |
+|---|---|
+| Lead Environmental Engineer_ Mining | 2 |
+| Environmental Mining Engineer: Permit & Impact Specialist | 1 |
+| Environmental Mining Engineer: Permit & Subsidence | 1 |
+| Environmental Mining Engineer: Permit & Subsidence Expert | 1 |
+| Mid- to Senior-Level Engineer (Civil, Mining, Environmental) | 1 |
+| Remote Mining Engineer: Public Safety & Environment | 1 |
+
+Methodology: entities extracted per ad ({hard_skills, tools, methods, responsibilities, seniority}), normalized, counted as DISTINCT ads per entity; report threshold ≥ 3 ads. Headline sections in skills.md/tools.md use the stricter ≥ 20 % threshold.
--- a/references/profile.md
+++ b/references/profile.md
@@ -0,0 +1,38 @@
+# Occupation profile — environmental mining engineer
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/32548f7e-8c25-4c49-9f22-78dee3543704
+- **ESCO code:** 2143.1.1
+- **ISCO-08 group:** 2143 — Environmental engineers
+
+## Description (ESCO)
+
+Environmental mining engineers oversee the environmental performance of mining operations. They develop and implement environmental systems and strategies to minimise environmental impacts.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- environmental mining engineering expert
+- environmental co-ordinator
+- environmental mining technology engineering adviser
+- mine environmental engineers
+- environmental mining technology engineering specialist
+- environmental mining engineering consultant
+- mine environmental specialist
+- specialised engineer
+- mine environmental specialists
+- environmental mining engineering specialist
+- green engineers
+- mine environmental manager
+- mine environmental managers
+- environmental co-ordinators
+- environmental mining engineering adviser
+- environmental mining manager
+- environmental mining technology engineering expert
+- mining environmental engineer
+- mine environmental engineer
+- environmental mining technology engineering consultant
+- environmental officers
+- environmental mining technology engineer
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,123 @@
+# Competences — environmental mining engineer
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/32548f7e-8c25-4c49-9f22-78dee3543704).
+
+## Essential
+
+- **address problems critically** (skill/competence)
+- **adjust engineering designs** (skill/competence)
+- **approve engineering design** (skill/competence)
+- **assess environmental impact** (skill/competence)
+- **chemistry** (knowledge)
+- **civil engineering** (knowledge)
+- **communicate on minerals issues** (skill/competence)
+- **communicate on the environmental impact of mining** (skill/competence)
+- **develop environmental policy** (skill/competence)
+- **engineering principles** (knowledge)
+- **engineering processes** (knowledge)
+- **ensure compliance with environmental legislation** (skill/competence)
+- **ensure compliance with safety legislation** (skill/competence)
+- **maintain records of mining operations** (skill/competence)
+- **manage environmental impact** (skill/competence)
+- **mining, construction and civil engineering machinery products** (knowledge)
+- **perform scientific research** (skill/competence)
+- **prepare scientific reports** (skill/competence)
+- **supervise staff** (skill/competence)
+- **technical drawings** (knowledge)
+- **troubleshoot** (skill/competence)
+- **use technical drawing software** (skill/competence)
+
+## Optional
+
+- biology (knowledge)
+- develop mine rehabilitation plan (skill/competence)
+- impact of meteorological phenomena on mining operations (knowledge)
+- negotiate with stakeholders (skill/competence)
+- present reports (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 7 ads, as of 2026-07-11)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- mining engineering — **43 %**
+- geotechnical analysis — **29 %**
+- budget management — **29 %**
+- project management — **29 %**
+- regulatory compliance — **29 %**
+- risk assessment — **29 %**
+- risk management — **29 %**
+- tailings management — **29 %**
+- subsidence analysis — **14 %**
+- subsidence risk management — **14 %**
+- technical modeling — **14 %**
+- underground mining — **14 %**
+- water engineering — **14 %**
+- water quality assessment — **14 %**
+- water quality permitting — **14 %**
+- regulatory evaluation — **14 %**
+- proposal review — **14 %**
+- project planning — **14 %**
+- geochemistry — **14 %**
+- permit review — **14 %**
+- permitting — **14 %**
+- civil design — **14 %**
+- closure planning — **14 %**
+- compliance monitoring — **14 %**
+- contract negotiation — **14 %**
+- engineering calculations — **14 %**
+- engineering plan assessment — **14 %**
+- hydrogeology — **14 %**
+- hydrology — **14 %**
+- environmental investigation — **14 %**
+- environmental site investigation — **14 %**
+- mine closure — **14 %**
+- mine waste engineering — **14 %**
+
+### Methods
+
+- NEPA compliance — **14 %**
+- NPDES permitting — **14 %**
+- project management best practices — **14 %**
+- project management procedures — **14 %**
+- quality management systems — **14 %**
+
+### Responsibilities
+
+- project execution — **29 %**
+- client relationship management — **29 %**
+- team leadership — **29 %**
+- schedule management — **29 %**
+- environmental protection — **29 %**
+- business development — **29 %**
+- business development support — **14 %**
+- change management — **14 %**
+- budget management — **14 %**
+- budget forecasting — **14 %**
+- client interfacing — **14 %**
+- ensuring legal adherence — **14 %**
+- contractual requirements management — **14 %**
+- design execution — **14 %**
+- compliance monitoring — **14 %**
+- collaboration with professionals — **14 %**
+- compliance maintenance — **14 %**
+- financial forecasting — **14 %**
+- invoicing — **14 %**
+- managing subsidence risks — **14 %**
+- mentoring — **14 %**
+- overseeing mining activities — **14 %**
+- mining activity compliance — **14 %**
+- mining activity review — **14 %**
+- site visits — **14 %**
+- risk mitigation — **14 %**
+- practice development — **14 %**
+- project planning — **14 %**
+- proposal preparation — **14 %**
+- public safety assessment — **14 %**
+- public safety support — **14 %**
+- risk assessment — **14 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,65 @@
+# Tasks & work activities — environmental mining engineer
+
+Source: O*NET 30.3, occupation 17-2081.00 (Environmental Engineers) — manual nearest-occupation mapping via ISCO group 2143; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+## Task statements
+
+- **[Core]** Prepare, review, or update environmental investigation or recommendation reports.
+- **[Core]** Obtain, update, or maintain plans, permits, or standard operating procedures.
+- **[Core]** Provide technical support for environmental remediation or litigation projects, including remediation system design or determination of regulatory applicability.
+- **[Core]** Monitor progress of environmental improvement programs.
+- **[Core]** Inspect industrial or municipal facilities or programs to evaluate operational effectiveness or ensure compliance with environmental regulations.
+- **[Core]** Provide administrative support for projects by collecting data, providing project documentation, training staff, or performing other general administrative duties.
+- **[Core]** Develop proposed project objectives and targets and report to management on progress in attaining them.
+- **[Core]** Advise corporations or government agencies of procedures to follow in cleaning up contaminated sites to protect people and the environment.
+- **[Core]** Advise industries or government agencies about environmental policies and standards.
+- **[Core]** Inform company employees or other interested parties of environmental issues.
+- **[Core]** Assess the existing or potential environmental impact of land use projects on air, water, or land.
+- **[Core]** Assist in budget implementation, forecasts, or administration.
+- **[Core]** Develop site-specific health and safety protocols, such as spill contingency plans or methods for loading or transporting waste.
+- **[Core]** Coordinate or manage environmental protection programs or projects, assigning or evaluating work.
+- **[Core]** Serve as liaison with federal, state, or local agencies or officials on issues pertaining to solid or hazardous waste program requirements.
+- **[Core]** Prepare hazardous waste manifests or land disposal restriction notifications.
+- **[Core]** Develop or present environmental compliance training or orientation sessions.
+- **[Core]** Develop, implement, or manage plans or programs related to conservation or management of natural resources.
+- **[Supplemental]** Assess, sort, characterize, or pack known or unknown materials.
+- **[Core]** Request bids from suppliers or consultants.
+- **[Core]** Provide environmental engineering assistance in network analysis, regulatory analysis, or planning or reviewing database development.
+- **[Core]** Design, or supervise the design of, systems, processes, or equipment for control, management, or remediation of water, air, or soil quality.
+- **[Core]** Direct installation or operation of environmental monitoring devices or supervise related data collection programs.
+- **[Core]** Prepare or present public briefings on the status of environmental engineering projects.
+- **[Core]** Write reports or articles for Web sites or newsletters related to environmental engineering issues.
+- **[Core]** Collaborate with environmental scientists, planners, hazardous waste technicians, engineers, experts in law or business, or other specialists to address environmental problems.
+- **[Core]** Provide assistance with planning, quality assurance, safety inspection protocols, or sampling as part of a team conducting multimedia inspections at complex facilities.
+- **[Core]** Prepare, maintain, or revise quality assurance documentation or procedures.
+- **[Core]** Attend professional conferences to share information.
+
+## Detailed work activities
+
+- Advise others regarding green practices or environmental concerns.
+- Assist engineers or scientists with research.
+- Attend conferences or workshops to maintain professional knowledge.
+- Confer with other personnel to resolve design or operational problems.
+- Confer with technical personnel to prepare designs or operational plans.
+- Design environmental control systems.
+- Determine operational criteria or specifications.
+- Develop technical methods or processes.
+- Direct environmental development activities.
+- Exchange information with colleagues.
+- Explain project details to the general public.
+- Inspect facilities or sites to determine if they meet specifications or standards.
+- Investigate the environmental impact of projects.
+- Maintain operational records or records systems.
+- Monitor activities affecting environmental quality.
+- Package materials for transport.
+- Prepare detailed work plans.
+- Prepare operational reports.
+- Prepare procedural documents.
+- Prepare project budgets.
+- Prepare research or technical reports on environmental issues.
+- Prepare technical or operational reports.
+- Purchase materials, equipment, or other resources.
+- Teach safety standards or environmental compliance methods.
+- Test characteristics of materials or structures.
+- Train personnel on proper operational procedures.
+- Write reports or evaluations.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,72 @@
+# Tools & technology — environmental mining engineer
+
+Source: O*NET 30.3, occupation 17-2081.00 (Environmental Engineers) — manual nearest-occupation mapping via ISCO group 2143; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| Autodesk AutoCAD | Computer aided design CAD software | yes |
+| Autodesk AutoCAD Civil 3D | Computer aided design CAD software | yes |
+| Bentley MicroStation | Computer aided design CAD software | yes |
+| C++ | Object or component oriented development 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 PowerPoint | Presentation software | yes |
+| Microsoft Project | Project management software | yes |
+| Microsoft Word | Word processing software | yes |
+| Python | Object or component oriented development software | yes |
+| SAS | Analytical or scientific software | yes |
+| The MathWorks MATLAB | Analytical or scientific software | yes |
+| Air dispersion modeling software | Analytical or scientific software |  |
+| ANSYS simulation software | Analytical or scientific software |  |
+| Business software applications | Office suite software |  |
+| Computer aided design and drafting software CADD | Computer aided design CAD software |  |
+| Continuous emission management software | Compliance software |  |
+| DHI Water and Environment MIKE SHE | Analytical or scientific software |  |
+| Ecological risk assessment software | Analytical or scientific software |  |
+| Eko | Desktop communications software |  |
+| Environmental health and safety documentation software | Compliance software |  |
+| ESRI ArcView | Geographic information system |  |
+| Finite element method FEM software | Analytical or scientific software |  |
+| Formula translation/translator FORTRAN | Development environment software |  |
+| Fugitive emission leak detection software | Industrial control software |  |
+| Gas dispersion model software | Analytical or scientific software |  |
+| Geographic information system GIS systems | Geographic information system |  |
+| Geomechanical design analysis GDA software | Map creation software |  |
+| Greenhouse gas management software | Compliance software |  |
+| Hazardous materials management HMS software | Compliance software |  |
+| HEC-RAS | Analytical or scientific software |  |
+| Hydrologic simulation program fortan HSPF software | Analytical or scientific software |  |
+| Image analysis software | Analytical or scientific software |  |
+| Insightful S-PLUS | Analytical or scientific software |  |
+| LINDO Systems optimization modeling software | Analytical or scientific software |  |
+| Maplesoft Maple | Analytical or scientific software |  |
+| Material safety data sheet MSDS software | Compliance software |  |
+| Oil mapping software | Map creation software |  |
+| Photogrammetric software | Graphics or photo imaging software |  |
+| Regulatory compliance management software | Compliance software |  |
+| RockWare MODFLOW | Analytical or scientific software |  |
+| Rockwell Automation Arena | Analytical or scientific software |  |
+| Simulation software | Analytical or scientific software |  |
+| Simultaneous location and mapping SLAM | Analytical or scientific software |  |
+| Site remediation management software | Analytical or scientific software |  |
+| SofTech CADRA | Computer aided design CAD software |  |
+| Stormwater runoff modeling software | Analytical or scientific software |  |
+| WAM software | Analytical or scientific software |  |
+| Waste management software | Analytical or scientific software |  |
+| Water flow modeling software | Analytical or scientific software |  |
+| Wind flow modeling software | Analytical or scientific software |  |
+| XP Software XPSWMM | Analytical or scientific software |  |
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 7 ads, as of 2026-07-11)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Tools
+
+- Civil3D — **14 %**
+
+<!-- market-evidence -->