feat: civil-engineer skill package v0.1.0

2026-08-14 16:50:43 +02:00
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
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+# Data provenance — civil-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 — civil-engineer
+    "ESCO (occupation & competences)" : 97
+    "O*NET (tasks & tools)" : 107
+    "Job boards (market evidence)" : 118
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 150
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 97 | 20.3 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 107 | 22.4 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 118 | 24.7 % | 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) | 150 | 31.4 % | 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 +1,81 @@
+---
+name: civil-engineer
+description: "Occupational skill for the role 'civil engineer' (also: civil engineering adviser, civil engineering specialist, director of infrastructure projects, harbour civil engineer, civil engineering expert, quality assurance civil engineer). Use when the user asks for typical civil engineer work such as: Compute load and grade requirements, water flow rates, or material stress factors to determine design specifications.; Inspect project sites to monitor progress and ensure conformance to design specifications and safety or sanitation standards.; Direct or participate in surveying to lay out installations or establish reference points, grades, or elevations to guide construction."
+---
+
+# Civil Engineer
+
+Civil engineers design, plan, and develop technical and engineering specifications for infrastructure and construction projects. They apply engineering knowledge in a vast array of projects, from the construction of infrastructure for transportation, housing projects, and luxury buildings, to the construction of natural sites. They design plans that seek to optimise materials and integrate specifications and resource allocation within the time constraints.
+
+## Core workflow
+
+1. Compute load and grade requirements, water flow rates, or material stress factors to determine design specifications.
+2. Inspect project sites to monitor progress and ensure conformance to design specifications and safety or sanitation standards.
+3. Direct or participate in surveying to lay out installations or establish reference points, grades, or elevations to guide construction.
+4. Estimate quantities and cost of materials, equipment, or labor to determine project feasibility.
+5. Prepare or present public reports on topics such as bid proposals, deeds, environmental impact statements, or property and right-of-way descriptions.
+6. Design energy-efficient or environmentally sound civil structures.
+7. Direct engineering activities, ensuring compliance with environmental, safety, or other governmental regulations.
+8. Provide technical advice to industrial or managerial personnel regarding design, construction, program modifications, or structural repairs.
+
+## 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)
+
+- adjust engineering designs
+- approve engineering design
+- bridge engineering
+- civil engineering
+- construction methods
+- cost management
+- create CAD drawings
+- demonstrate disciplinary expertise
+- engineering principles
+- engineering processes
+- ensure compliance with safety legislation
+- execute feasibility study
+- integrated design
+- interact professionally in research and professional environments
+- liaise with architects
+
+## Hot technologies
+
+- Procore software
+- The MathWorks MATLAB
+- Autodesk AutoCAD
+- Autodesk AutoCAD Civil 3D
+- Autodesk Revit
+- Bentley MicroStation
+- Dassault Systemes SolidWorks
+- Microsoft Access
+- C
+- Microsoft Visual Basic
+
+
+<!-- hot-tech -->
+
+## Hot technologies
+
+Top tools from 50 gated job ads (see references/market.md, as of 2026-07-10):
+
+- AutoCAD — 38 %
+- AutoCAD Civil 3D — 26 %
+- Civil 3D — 26 %
+- Microsoft Office — 22 %
+- Microstation — 22 %
+- HydroCAD — 12 %
+- GIS — 8 %
+- HEC-HMS — 8 %
+- StormCad — 8 %
+- AutoTurn — 6 %
+
+<!-- hot-tech -->
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/d7d986e1-7333-431b-9719-0c5c6939e360), O*NET 30.3 (17-2051.00). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,220 @@
+{
+  "name": "civil-engineer",
+  "title": "civil engineer",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/d7d986e1-7333-431b-9719-0c5c6939e360",
+    "esco_code": "2142.1",
+    "isco_group": "2142",
+    "onet_soc": "17-2051.00",
+    "crosswalk_match": "exactMatch"
+  },
+  "sources": [
+    {
+      "name": "ESCO",
+      "version": "1.2.1",
+      "url": "https://esco.ec.europa.eu/"
+    },
+    {
+      "name": "O*NET",
+      "version": "30.3",
+      "url": "https://www.onetcenter.org/",
+      "license": "CC BY 4.0"
+    }
+  ],
+  "attribution": "This package includes information from the O*NET Database (v30.3) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), CC BY 4.0. skillfactor is not endorsed by USDOL/ETA. ESCO data (v1.2.1) (c) European Union, used per the ESCO download conditions: https://esco.ec.europa.eu/en/use-esco/download",
+  "counts": {
+    "tasks": 16,
+    "dwas": 17,
+    "skills_essential": 30,
+    "skills_optional": 66,
+    "software": 73
+  },
+  "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
+      },
+      "K-Dense-AI/claude-scientific-skills": {
+        "repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 5
+      },
+      "K-Dense-AI/scientific-agent-skills": {
+        "repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 5
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 10
+      },
+      "affaan-m/everything-claude-code": {
+        "repo": "https://github.com/affaan-m/everything-claude-code",
+        "commit": "ed38744",
+        "license": "MIT",
+        "skills": 2
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "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": 12
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 2
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 9
+      },
+      "code-yeongyu/oh-my-openagent": {
+        "repo": "https://github.com/code-yeongyu/oh-my-openagent",
+        "commit": "b19f652",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "alirezarezvani/claude-skills": {
+        "repo": "https://github.com/alirezarezvani/claude-skills",
+        "commit": "0241f43",
+        "license": "MIT",
+        "skills": 1
+      },
+      "davepoon/buildwithclaude": {
+        "repo": "https://github.com/davepoon/buildwithclaude",
+        "commit": "3c94e0c",
+        "license": "MIT",
+        "skills": 4
+      },
+      "aaron-he-zhu/aaron-marketing-skills": {
+        "repo": "https://github.com/aaron-he-zhu/aaron-marketing-skills",
+        "commit": "b7b0b9f",
+        "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
+      },
+      "avelikiy/great_cto": {
+        "repo": "https://github.com/avelikiy/great_cto",
+        "commit": "4fe1e39",
+        "license": "MIT",
+        "skills": 1
+      },
+      "ruvnet/claude-code-flow": {
+        "repo": "https://github.com/ruvnet/claude-code-flow",
+        "commit": "73914bd",
+        "license": "MIT",
+        "skills": 2
+      },
+      "ruvnet/ruflo": {
+        "repo": "https://github.com/ruvnet/ruflo",
+        "commit": "73914bd",
+        "license": "MIT",
+        "skills": 2
+      },
+      "bitwize-music-studio/claude-ai-music-skills": {
+        "repo": "https://github.com/bitwize-music-studio/claude-ai-music-skills",
+        "commit": "96446de",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "zebbern/claude-code-guide": {
+        "repo": "https://github.com/zebbern/claude-code-guide",
+        "commit": "d2c5280",
+        "license": "MIT",
+        "skills": 1
+      },
+      "open-gitagent/opengap": {
+        "repo": "https://github.com/open-gitagent/opengap",
+        "commit": "d7a8e2e",
+        "license": "MIT",
+        "skills": 1
+      },
+      "glacierphonk/naming": {
+        "repo": "https://github.com/glacierphonk/naming",
+        "commit": "e7af8a5",
+        "license": "MIT",
+        "skills": 1
+      },
+      "Orchestra-Research/AI-research-SKILLs": {
+        "repo": "https://github.com/Orchestra-Research/AI-research-SKILLs",
+        "commit": "773a529",
+        "license": "MIT",
+        "skills": 1
+      },
+      "zechenzhangAGI/AI-research-SKILLs": {
+        "repo": "https://github.com/zechenzhangAGI/AI-research-SKILLs",
+        "commit": "773a529",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nexscope-ai/eCommerce-Skills": {
+        "repo": "https://github.com/nexscope-ai/eCommerce-Skills",
+        "commit": "56f3288",
+        "license": "MIT",
+        "skills": 1
+      },
+      "secondsky/claude-skills": {
+        "repo": "https://github.com/secondsky/claude-skills",
+        "commit": "c4889f6",
+        "license": "MIT",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 78,
+      "adjacent": 2
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 97,
+      "onet": 107,
+      "jobads": 118,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 150,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 20.3,
+      "onet": 22.4,
+      "jobads": 24.7,
+      "wiki_ai": 0.0,
+      "anthropic": 1.0,
+      "ai_skills": 31.4,
+      "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 +1,298 @@
+# External AI agent skills — civil-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 |
+|---|---|---|---|
+| `benchmark-suite-manager` | core | 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) |
+| `submittal-tracker` | core | Construction submittal tracking skill for document management and review workflow | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/civil-engineering/skills/submittal-tracker) |
+| `cpm-schedule-generator` | core | Critical Path Method scheduling skill for construction schedule development and analysis | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/civil-engineering/skills/cpm-schedule-generator) |
+| `sklearn-model-trainer` | core | Scikit-learn model training skill with cross-validation, hyperparameter tuning, pipeline construction, and model serialization. Enables automated ML model development using scikit-learn's comprehensive toolkit. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/data-science-ml/skills/sklearn-model-trainer) |
+| `csi-specification-writer` | core | CSI MasterFormat specification writing skill for construction document preparation | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/civil-engineering/skills/csi-specification-writer) |
+| `vulkan-compute` | core | Vulkan compute shader development and pipeline configuration. Generate GLSL/HLSL compute shaders, compile to SPIR-V, configure compute pipelines, manage descriptor sets and resource bindings, implement memory barriers and synchronization. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/gpu-programming/skills/vulkan-compute) |
+| `bluesky-data-collection` | core | Bluesky experimental orchestration skill for scan automation, data collection, and metadata management | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/physics/skills/bluesky-data-collection) |
+| `replication-feasibility-assessor` | core | Skill for assessing feasibility of study replication | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/scientific-discovery/skills/replication-feasibility-assessor) |
+| `medical-agent` | core | Build medical AI agents for clinical decision support, medical record summarization, diagnostic assistance, and healthcare workflow automation. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/ai-agents-conversational/skills/medical-agent) |
+
+## 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 |
+|---|---|---|---|
+| `blueprint` | core | Turn a one-line objective into a step-by-step construction plan for multi-session, multi-agent engineering projects. Each step has a self-contained context brief so a fresh agent can execute it cold. Includes adversarial review gate, … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/blueprint) |
+| `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 |
+|---|---|---|---|
+| `founder-coach` | core | Personal leadership development for founders and first-time CEOs. Covers founder archetype identification, delegation frameworks, energy management, CEO calendar audits, leadership style evolution, blind spot identification, imposter … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/c-level-advisor/skills/founder-coach) |
+
+## Source: avelikiy/great_cto
+
+- Repository: [https://github.com/avelikiy/great_cto](https://github.com/avelikiy/great_cto) (commit `4fe1e39`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `vertical-construction` | core | Domain knowledge for the construction vertical (contractors, field crews) so architect and pm don't spec construction products naively. Covers the vocabulary (bid vs estimate, takeoff, retainage, change order, AIA G702/G703, lien waiver, … | [source](https://github.com/avelikiy/great_cto/tree/4fe1e39/skills/vertical-construction) |
+
+## Source: bitwize-music-studio/claude-ai-music-skills
+
+- Repository: [https://github.com/bitwize-music-studio/claude-ai-music-skills](https://github.com/bitwize-music-studio/claude-ai-music-skills) (commit `96446de`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `researchers-verifier` | core | Performs quality control, citation validation, and fact-checking before human review. Use after research is complete to verify all sources and claims before production. | [source](https://github.com/bitwize-music-studio/claude-ai-music-skills/tree/96446de/skills/researchers-verifier) |
+
+## Source: brycewang-stanford/Auto-Empirical-Research-Skills
+
+- Repository: [https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills) (commit `85bf545`, retrieved 2026-07-14)
+- License: CC-BY-4.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `automation-skills` | core | 10 research automation skills. Trigger: automating experiments, tracking results, reproducible pipelines. Design: ML experiment management, workflow orchestration, and lab automation tools. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/automation) |
+| `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) |
+| `deep-research-skills` | core | 13 deep research & systematic reviews skills. Trigger: systematic reviews, multi-source synthesis, comprehensive literature surveys. Design: multi-step research protocols with quality assessment and evidence grading. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/deep-research) |
+| `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) |
+| `citation-skills` | core | 22 citation management skills. Trigger: managing references, formatting citations, BibTeX, bibliographies. Design: reference manager integrations and citation style guides (APA, IEEE, etc.). | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/writing/citation) |
+| `d4` | core | Agent D4 - Measurement Instrument Developer - Scale construction and psychometric validation. Covers item development, validity evidence, and reliability testing for social science research. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/d4) |
+| `g2` | core | Publication Specialist - Writing, Review, Pre-registration & Quality Assurance Light VS applied: Avoids template-based writing + audience-specific message design Absorbed G3 (Peer Review Strategist), G4 (Pre-registration Composer), F1-F3 … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/g2) |
+| `i3` | core | RAG Builder with Parallel Document Processing Vector database construction with local embeddings (zero cost) Handles PDF download, text extraction, chunking, and vector database creation Absorbed B5 (Parallel Document Processor) … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/i3) |
+| `f5` | core | Humanization Quality Verifier - Ensures transformation integrity and quality Validates that humanization preserves meaning, citations, and academic standards Use when: after G6 transformation, before final export, for quality assurance … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/f5) |
+| `i0` | core | Systematic Review Pipeline Orchestrator - Coordinates systematic literature review automation Manages the complete 7-stage PRISMA 2020 pipeline from research question to RAG system Delegates to specialized agents (I1, I2, I3) while … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/i0) |
+| `research-coordinator` | core | Research Coordinator v12.0 - Human-Centered Edition (Systematic Review Automation) Context-persistent platform with 24 specialized agents across 9 categories (A-G, I, X). Features: Human Checkpoints First, VS Methodology, Paradigm … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/research-coordinator) |
+| `jabref-reference-guide` | core | Guide to JabRef open-source BibTeX and BibLaTeX reference manager | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/writing/citation/jabref-reference-guide) |
+
+## Source: code-yeongyu/oh-my-openagent
+
+- Repository: [https://github.com/code-yeongyu/oh-my-openagent](https://github.com/code-yeongyu/oh-my-openagent) (commit `b19f652`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `debugging` | core | MUST USE for any real runtime debugging across ANY language or binary — crashes, silent failures, wrong responses, stuck processes, memory leaks, async misbehavior, unexplained timing, reverse engineering. Runs a hypothesis-driven loop: … | [source](https://github.com/code-yeongyu/oh-my-openagent/tree/b19f652/packages/shared-skills/skills/debugging) |
+
+## Source: davepoon/buildwithclaude
+
+- Repository: [https://github.com/davepoon/buildwithclaude](https://github.com/davepoon/buildwithclaude) (commit `3c94e0c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `google-calendar-automation` | core | Automate Google Calendar events, scheduling, availability checks, and attendee management via Rube MCP (Composio). Create events, find free slots, manage attendees, and list calendars programmatically. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/google-calendar-automation) |
+| `outlook-calendar-automation` | core | Automate Outlook Calendar tasks via Rube MCP (Composio): create events, manage attendees, find meeting times, and handle invitations. Always search tools first for current schemas. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/outlook-calendar-automation) |
+| `googlesheets-automation` | core | Automate Google Sheets operations (read, write, format, filter, manage spreadsheets) via Rube MCP (Composio). Read/write data, manage tabs, apply formatting, and search rows programmatically. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/googlesheets-automation) |
+| `outlook-automation` | core | Automate Outlook tasks via Rube MCP (Composio): emails, calendar, contacts, folders, attachments. Always search tools first for current schemas. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/outlook-automation) |
+
+## Source: davila7/claude-code-templates
+
+- Repository: [https://github.com/davila7/claude-code-templates](https://github.com/davila7/claude-code-templates) (commit `fa79251`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `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) |
+| `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) |
+| `it-operations` | core | 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) |
+| `dnanexus-integration` | core | DNAnexus cloud genomics platform. Build apps/applets, manage data (upload/download), dxpy Python SDK, run workflows, FASTQ/BAM/VCF, for genomics pipeline development and execution. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/dnanexus-integration) |
+| `notebooklm` | core | Use this skill to query your Google NotebookLM notebooks directly from Claude Code for source-grounded, citation-backed answers from Gemini. Browser automation, library management, persistent auth. Drastically reduced hallucinations … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/productivity/notebooklm) |
+| `benchling-integration` | core | Benchling R&D platform integration. Access registry (DNA, proteins), inventory, ELN entries, workflows via API, build Benchling Apps, query Data Warehouse, for lab data management automation. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/benchling-integration) |
+| `opentrons-integration` | core | Lab automation platform for Flex/OT-2 robots. Write Protocol API v2 protocols, liquid handling, hardware modules (heater-shaker, thermocycler), labware management, for automated pipetting workflows. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/opentrons-integration) |
+| `clinical-decision-support` | core | Generate professional clinical decision support (CDS) documents for pharmaceutical and clinical research settings, including patient cohort analyses (biomarker-stratified with outcomes) and treatment recommendation reports (evidence-based … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/clinical-decision-support) |
+| `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) |
+| `lamindb` | core | This skill should be used when working with LaminDB, an open-source data framework for biology that makes data queryable, traceable, reproducible, and FAIR. Use when managing biological datasets (scRNA-seq, spatial, flow cytometry, etc.), … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/lamindb) |
+
+## Source: foryourhealth111-pixel/Vibe-Skills
+
+- Repository: [https://github.com/foryourhealth111-pixel/Vibe-Skills](https://github.com/foryourhealth111-pixel/Vibe-Skills) (commit `34429a8`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `scientific-critical-thinking` | core | Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-critical-thinking) |
+| `geomaster` | core | Comprehensive geospatial science skill covering remote sensing, GIS, spatial analysis, machine learning for earth observation, and 30+ scientific domains. Supports satellite imagery processing (Sentinel, Landsat, MODIS, SAR, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/geomaster) |
+
+## Source: glacierphonk/naming
+
+- Repository: [https://github.com/glacierphonk/naming](https://github.com/glacierphonk/naming) (commit `e7af8a5`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `naming` | core | Name products, SaaS, brands, open source projects, bots, and apps. Use when the user needs to name something, find a brand name, or pick a product name. Metaphor-driven process that produces memorable, meaningful names and avoids AI slop. | [source](https://github.com/glacierphonk/naming/tree/e7af8a5) |
+
+## 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 |
+|---|---|---|---|
+| `procore-cost-tuning` | core | Procore cost tuning \u2014 construction management platform integration.\n\ Use when working with Procore API for project management, RFIs, or submittals.\n\ Trigger with phrases like \"procore cost tuning\", \"procore-cost-tuning\".\n | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/procore-pack/skills/procore-cost-tuning) |
+| `procore-ci-integration` | core | Procore ci integration \u2014 construction management platform integration.\n\ Use when working with Procore API for project management, RFIs, or submittals.\n\ Trigger with phrases like \"procore ci integration\", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/procore-pack/skills/procore-ci-integration) |
+| `procore-common-errors` | core | Procore common errors \u2014 construction management platform integration.\n\ Use when working with Procore API for project management, RFIs, or submittals.\n\ Trigger with phrases like \"procore common errors\", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/procore-pack/skills/procore-common-errors) |
+| `procore-core-workflow-a` | core | Procore core workflow a \u2014 construction management platform integration.\n\ Use when working with Procore API for project management, RFIs, or submittals.\n\ Trigger with phrases like \"procore core workflow a\", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/procore-pack/skills/procore-core-workflow-a) |
+| `procore-core-workflow-b` | core | Procore core workflow b \u2014 construction management platform integration.\n\ Use when working with Procore API for project management, RFIs, or submittals.\n\ Trigger with phrases like \"procore core workflow b\", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/procore-pack/skills/procore-core-workflow-b) |
+| `procore-data-handling` | core | Procore data handling \u2014 construction management platform integration.\n\ Use when working with Procore API for project management, RFIs, or submittals.\n\ Trigger with phrases like \"procore data handling\", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/procore-pack/skills/procore-data-handling) |
+| `procore-debug-bundle` | core | Procore debug bundle \u2014 construction management platform integration.\n\ Use when working with Procore API for project management, RFIs, or submittals.\n\ Trigger with phrases like \"procore debug bundle\", \"procore-debug-bundle\".\n | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/procore-pack/skills/procore-debug-bundle) |
+| `procore-deploy-integration` | core | Procore deploy integration \u2014 construction management platform integration.\n\ Use when working with Procore API for project management, RFIs, or submittals.\n\ Trigger with phrases like \"procore deploy integration\", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/procore-pack/skills/procore-deploy-integration) |
+| `procore-enterprise-rbac` | core | Procore enterprise rbac \u2014 construction management platform integration.\n\ Use when working with Procore API for project management, RFIs, or submittals.\n\ Trigger with phrases like \"procore enterprise rbac\", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/procore-pack/skills/procore-enterprise-rbac) |
+| `procore-hello-world` | core | Procore hello world \u2014 construction management platform integration.\n\ Use when working with Procore API for project management, RFIs, or submittals.\n\ Trigger with phrases like \"procore hello world\", \"procore-hello-world\".\n | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/procore-pack/skills/procore-hello-world) |
+| `procore-incident-runbook` | core | Procore incident runbook \u2014 construction management platform integration.\n\ Use when working with Procore API for project management, RFIs, or submittals.\n\ Trigger with phrases like \"procore incident runbook\", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/procore-pack/skills/procore-incident-runbook) |
+| `procore-install-auth` | core | Procore install auth \u2014 construction management platform integration.\n\ Use when working with Procore API for project management, RFIs, or submittals.\n\ Trigger with phrases like \"procore install auth\", \"procore-install-auth\".\n | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/procore-pack/skills/procore-install-auth) |
+
+## 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) |
+| `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) |
+| `scientific-critical-thinking` | core | Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-critical-thinking) |
+| `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) |
+| `geomaster` | core | Comprehensive geospatial science skill covering remote sensing, GIS, spatial analysis, machine learning for earth observation, and 30+ scientific domains. Supports satellite imagery processing (Sentinel, Landsat, MODIS, SAR, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/geomaster) |
+
+## 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) |
+| `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) |
+| `scientific-critical-thinking` | core | Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-critical-thinking) |
+| `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) |
+| `geomaster` | core | Comprehensive geospatial science skill covering remote sensing, GIS, spatial analysis, machine learning for earth observation, and 30+ scientific domains. Supports satellite imagery processing (Sentinel, Landsat, MODIS, SAR, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/geomaster) |
+
+## Source: mukul975/Anthropic-Cybersecurity-Skills
+
+- Repository: [https://github.com/mukul975/Anthropic-Cybersecurity-Skills](https://github.com/mukul975/Anthropic-Cybersecurity-Skills) (commit `673da1f`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `analyzing-macro-malware-in-office-documents` | core | Analyzes malicious VBA macros embedded in Microsoft Office documents (Word, Excel, PowerPoint) to identify download cradles, payload execution, persistence mechanisms, and anti-analysis techniques. Uses olevba, oledump, and VBA … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-macro-malware-in-office-documents) |
+
+## Source: nexscope-ai/eCommerce-Skills
+
+- Repository: [https://github.com/nexscope-ai/eCommerce-Skills](https://github.com/nexscope-ai/eCommerce-Skills) (commit `56f3288`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ecommerce-email-marketing-builder` | core | E-commerce email marketing system builder. Creates complete email automation flows with full copywriting, subject lines, ESP setup instructions, segmentation rules, and annual campaign calendars. Generates copy-paste-ready email sequences … | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/ecommerce-email-marketing-builder) |
+
+## 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: Orchestra-Research/AI-research-SKILLs
+
+- Repository: [https://github.com/Orchestra-Research/AI-research-SKILLs](https://github.com/Orchestra-Research/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `experiment-tracking-swanlab` | core | Provides guidance for experiment tracking with SwanLab. Use when you need open-source run tracking, local or self-hosted dashboards, and lightweight media logging for ML workflows. | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/13-mlops/swanlab) |
+
+## 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 |
+|---|---|---|---|
+| `Hooks Automation` | core | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/hooks-automation) |
+| `research-synthesize` | core | Synthesize research findings from memory into structured reports with evidence grading, contradiction resolution, and actionable recommendations | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/plugins/ruflo-goals/skills/research-synthesize) |
+
+## Source: ruvnet/ruflo
+
+- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `Hooks Automation` | core | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/hooks-automation) |
+| `research-synthesize` | core | Synthesize research findings from memory into structured reports with evidence grading, contradiction resolution, and actionable recommendations | [source](https://github.com/ruvnet/ruflo/tree/73914bd/plugins/ruflo-goals/skills/research-synthesize) |
+
+## 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 |
+|---|---|---|---|
+| `ml-pipeline-automation` | core | Automate ML workflows with Airflow, Kubeflow, MLflow. Use for reproducible pipelines, retraining schedules, MLOps, or encountering task failures, dependency errors, experiment tracking issues. | [source](https://github.com/secondsky/claude-skills/tree/c4889f6/plugins/ml-pipeline-automation/skills/ml-pipeline-automation) |
+
+## Source: zebbern/claude-code-guide
+
+- Repository: [https://github.com/zebbern/claude-code-guide](https://github.com/zebbern/claude-code-guide) (commit `d2c5280`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `vc-industry-research` | core | Generate professional primary market / venture capital industry research reports, including sector deep-dives, investment memos, and market analysis. Produces detailed PDF reports covering TMT, consumer, healthcare, and industrials. … | [source](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/vc-industry-research) |
+
+## Source: zechenzhangAGI/AI-research-SKILLs
+
+- Repository: [https://github.com/zechenzhangAGI/AI-research-SKILLs](https://github.com/zechenzhangAGI/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `experiment-tracking-swanlab` | core | Provides guidance for experiment tracking with SwanLab. Use when you need open-source run tracking, local or self-hosted dashboards, and lightweight media logging for ML workflows. | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/13-mlops/swanlab) |
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,165 @@
+# Market evidence report — civil-engineer
+
+Source: **50 real job ads** (JSearch API, countries: us 50), extracted into the MSSQL evidence store; as of 2026-07-10.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 26 | 52 % |
+| senior | 11 | 22 % |
+| junior | 7 | 14 % |
+| lead | 3 | 6 % |
+| n/a | 3 | 6 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | AutoCAD | 19 | 38 % |
+| 2 | AutoCAD Civil 3D | 13 | 26 % |
+| 3 | Civil 3D | 13 | 26 % |
+| 4 | Microsoft Office | 11 | 22 % |
+| 5 | Microstation | 11 | 22 % |
+| 6 | HydroCAD | 6 | 12 % |
+| 7 | GIS | 4 | 8 % |
+| 8 | HEC-HMS | 4 | 8 % |
+| 9 | StormCad | 4 | 8 % |
+| 10 | AutoTurn | 3 | 6 % |
+| 11 | HEC-RAS | 3 | 6 % |
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | civil engineering design | 14 | 28 % |
+| 2 | stormwater management | 14 | 28 % |
+| 3 | project management | 11 | 22 % |
+| 4 | grading | 10 | 20 % |
+| 5 | civil engineering | 9 | 18 % |
+| 6 | erosion control | 9 | 18 % |
+| 7 | land development | 5 | 10 % |
+| 8 | roadway design | 5 | 10 % |
+| 9 | site design | 5 | 10 % |
+| 10 | site development | 5 | 10 % |
+| 11 | structural analysis | 5 | 10 % |
+| 12 | utility design | 5 | 10 % |
+| 13 | grading design | 4 | 8 % |
+| 14 | infrastructure design | 4 | 8 % |
+| 15 | quality control | 4 | 8 % |
+| 16 | sediment control | 4 | 8 % |
+| 17 | site layout | 4 | 8 % |
+| 18 | construction document development | 3 | 6 % |
+| 19 | construction document preparation | 3 | 6 % |
+| 20 | construction planning | 3 | 6 % |
+| 21 | contract administration | 3 | 6 % |
+| 22 | cost estimation | 3 | 6 % |
+| 23 | engineering design | 3 | 6 % |
+| 24 | infrastructure planning | 3 | 6 % |
+| 25 | permit acquisition | 3 | 6 % |
+| 26 | schedule management | 3 | 6 % |
+| 27 | storm water management | 3 | 6 % |
+| 28 | structural engineering | 3 | 6 % |
+| 29 | transportation engineering | 3 | 6 % |
+| 30 | utility infrastructure design | 3 | 6 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | regulatory compliance | 4 | 8 % |
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | project coordination | 9 | 18 % |
+| 2 | client communication | 7 | 14 % |
+| 3 | report preparation | 6 | 12 % |
+| 4 | construction document preparation | 4 | 8 % |
+| 5 | staff mentoring | 4 | 8 % |
+| 6 | client coordination | 3 | 6 % |
+| 7 | contract negotiation | 3 | 6 % |
+| 8 | junior engineer mentoring | 3 | 6 % |
+| 9 | planning | 3 | 6 % |
+| 10 | project planning | 3 | 6 % |
+| 11 | specification development | 3 | 6 % |
+
+## Regional breakdown
+
+> **Corpus note:** 50 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
+
+### US (us)
+
+50 ads.
+
+**Top hard skills:**
+
+- civil engineering design — 28 % (14 ads)
+- stormwater management — 28 % (14 ads)
+- project management — 22 % (11 ads)
+- grading — 20 % (10 ads)
+- civil engineering — 18 % (9 ads)
+- erosion control — 18 % (9 ads)
+- land development — 10 % (5 ads)
+- roadway design — 10 % (5 ads)
+- site design — 10 % (5 ads)
+- site development — 10 % (5 ads)
+
+**Top tools:**
+
+- AutoCAD — 38 % (19 ads)
+- AutoCAD Civil 3D — 26 % (13 ads)
+- Civil 3D — 26 % (13 ads)
+- Microsoft Office — 22 % (11 ads)
+- Microstation — 22 % (11 ads)
+- HydroCAD — 12 % (6 ads)
+- GIS — 8 % (4 ads)
+- HEC-HMS — 8 % (4 ads)
+- StormCad — 8 % (4 ads)
+- AutoTurn — 6 % (3 ads)
+
+**Seniority:** mid 52 % · senior 22 % · junior 14 % · lead 6 % · n/a 6 %
+
+### 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 |
+|---|---|
+| Civil Engineer | 5 |
+| Civil Engineer II | 2 |
+| Civil Engineer Project Manager | 2 |
+| Entry Level Civil Engineer | 2 |
+| Senior Civil Engineer | 2 |
+| Associate Engineer (Civil) - Remote | 1 |
+| Civil Engineer - Bridge Design | 1 |
+| Civil Engineer - Project Manager | 1 |
+| Civil Engineer - Renewable Energy | 1 |
+| Civil Engineer - Transportation/Traffic | 1 |
+| Civil Engineer - Water / Wastewater Engineering | 1 |
+| Civil Engineer (P.E.) | 1 |
+| CIVIL ENGINEER (STRUCTURAL) | 1 |
+| Civil Engineer (Structural/Geotechnical) | 1 |
+| Civil Engineer Jobs | 1 |
+| Civil Engineer Lead | 1 |
+| Civil Engineers (Mid-level) | 1 |
+| Design Project Manager (Civil Engineer) | 1 |
+| Entry Level Civil Engineer - FED/ARL | 1 |
+| Entry Level Staff Civil Engineer (Hiring Immediately) | 1 |
+| Graduate Engineer - Structural | 1 |
+| Land Development Civil Engineer | 1 |
+| Land Development Civil Engineering Specialist | 1 |
+| Principal, Sr Civil Engineer | 1 |
+| Project Civil Engineer (Land Development) | 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 +1,27 @@
+# Occupation profile — civil engineer
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/d7d986e1-7333-431b-9719-0c5c6939e360
+- **ESCO code:** 2142.1
+- **ISCO-08 group:** 2142 — Civil engineers
+- **O*NET-SOC:** 17-2051.00 — Civil Engineers (match: exactMatch)
+
+## Description (ESCO)
+
+Civil engineers design, plan, and develop technical and engineering specifications for infrastructure and construction projects. They apply engineering knowledge in a vast array of projects, from the construction of infrastructure for transportation, housing projects, and luxury buildings, to the construction of natural sites. They design plans that seek to optimise materials and integrate specifications and resource allocation within the time constraints.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- civil engineering adviser
+- civil engineering specialist
+- director of infrastructure projects
+- harbour civil engineer
+- civil engineering expert
+- quality assurance civil engineer
+- civil engineering researcher
+- infrastructure project manager
+- civil engineering consultant
+- investments civil enginee
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,120 @@
+# Competences — civil engineer
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/d7d986e1-7333-431b-9719-0c5c6939e360).
+
+## Essential
+
+- **adjust engineering designs** (skill/competence)
+- **approve engineering design** (skill/competence)
+- **bridge engineering** (knowledge)
+- **civil engineering** (knowledge)
+- **construction methods** (knowledge)
+- **cost management** (knowledge)
+- **create CAD drawings** (skill/competence)
+- **demonstrate disciplinary expertise** (skill/competence)
+- **engineering principles** (knowledge)
+- **engineering processes** (knowledge)
+- **ensure compliance with safety legislation** (skill/competence)
+- **execute feasibility study** (skill/competence)
+- **integrated design** (knowledge)
+- **interact professionally in research and professional environments** (skill/competence)
+- **liaise with architects** (skill/competence)
+- **manage contracts** (skill/competence)
+- **manage engineering project** (skill/competence)
+- **manage personal professional development** (skill/competence)
+- **manage research data** (skill/competence)
+- **mining, construction and civil engineering machinery products** (knowledge)
+- **operate open source software** (skill/competence)
+- **oversee construction project** (skill/competence)
+- **perform project management** (skill/competence)
+- **plan engineering activities** (skill/competence)
+- **project management** (knowledge)
+- **quantity surveying** (knowledge)
+- **synthesise information** (skill/competence)
+- **technical drawings** (knowledge)
+- **think abstractly** (skill/competence)
+- **use technical drawing software** (skill/competence)
+
+## Optional
+
+- advise architects (skill/competence)
+- advise on building matters (skill/competence)
+- assess environmental impact (skill/competence)
+- assess project resource needs (skill/competence)
+- automation technology (knowledge)
+- business management principles (knowledge)
+- cartography (knowledge)
+- check quality of raw materials (skill/competence)
+- chemistry (knowledge)
+- collect geological data (skill/competence)
+- conduct field work (skill/competence)
+- conduct quality control analysis (skill/competence)
+- construction products (knowledge)
+- create cadastral maps (skill/competence)
+- design building envelope systems (skill/competence)
+- design principles (knowledge)
+- design wind turbines (skill/competence)
+- draft design specifications (skill/competence)
+- draw blueprints (skill/competence)
+- electric generators (knowledge)
+- electrical engineering (knowledge)
+- electricity consumption (knowledge)
+- energy efficiency (knowledge)
+- energy performance of buildings (knowledge)
+- ensure compliance with environmental legislation (skill/competence)
+- environmental engineering (knowledge)
+- environmental policy (knowledge)
+- examine engineering principles (skill/competence)
+- execute analytical mathematical calculations (skill/competence)
+- geochemistry (knowledge)
+- geodesy (knowledge)
+- geology (knowledge)
+- geomatics (knowledge)
+- geophysics (knowledge)
+- identify energy needs (skill/competence)
+- inspect construction supplies (skill/competence)
+- inspect industrial equipment (skill/competence)
+- logistics (knowledge)
+- manage a team (skill/competence)
+- manage bridge construction projects (skill/competence)
+- manage budgets (skill/competence)
+- mathematics (knowledge)
+- mechanical engineering (knowledge)
+- meet contract specifications (skill/competence)
+- metrology (knowledge)
+- monitor contractor performance (skill/competence)
+- monitor nuclear power plant systems (skill/competence)
+- oversee quality control (skill/competence)
+- perform surveying calculations (skill/competence)
+- photogrammetry (knowledge)
+- power engineering (knowledge)
+- present reports (skill/competence)
+- renewable energy (knowledge)
+- safety engineering (knowledge)
+- speak different languages (skill/competence)
+- surveying (knowledge)
+- surveying methods (knowledge)
+- sustainable building materials (knowledge)
+- topography (knowledge)
+- traffic engineering (knowledge)
+- transportation engineering (knowledge)
+- urban planning (knowledge)
+- urban planning law (knowledge)
+- use CAD software (skill/competence)
+- use geographic information systems (skill/competence)
+- use software tools for site modelling (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 50 ads, as of 2026-07-10)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- civil engineering design — **28 %**
+- stormwater management — **28 %**
+- project management — **22 %**
+- grading — **20 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,42 @@
+# Tasks & work activities — civil engineer
+
+Source: O*NET 30.3, occupation 17-2051.00 (Civil Engineers).
+
+## Task statements
+
+- **[Core]** Compute load and grade requirements, water flow rates, or material stress factors to determine design specifications.
+- **[Core]** Inspect project sites to monitor progress and ensure conformance to design specifications and safety or sanitation standards.
+- **[Core]** Direct or participate in surveying to lay out installations or establish reference points, grades, or elevations to guide construction.
+- **[Core]** Estimate quantities and cost of materials, equipment, or labor to determine project feasibility.
+- **[Core]** Prepare or present public reports on topics such as bid proposals, deeds, environmental impact statements, or property and right-of-way descriptions.
+- **[Core]** Design energy-efficient or environmentally sound civil structures.
+- **[Core]** Direct engineering activities, ensuring compliance with environmental, safety, or other governmental regulations.
+- **[Core]** Provide technical advice to industrial or managerial personnel regarding design, construction, program modifications, or structural repairs.
+- **[Core]** Manage and direct the construction, operations, or maintenance activities at project site.
+- **[Core]** Plan and design transportation or hydraulic systems or structures, using computer-assisted design or drawing tools.
+- **[Core]** Analyze survey reports, maps, drawings, blueprints, aerial photography, or other topographical or geologic data.
+- **[Supplemental]** Test soils or materials to determine the adequacy and strength of foundations, concrete, asphalt, or steel.
+- **[Supplemental]** Conduct studies of traffic patterns or environmental conditions to identify engineering problems and assess potential project impact.
+- **[Supplemental]** Design or engineer systems to efficiently dispose of chemical, biological, or other toxic wastes.
+- **[Supplemental]** Develop or implement engineering solutions to clean up industrial accidents or other contaminated sites.
+- **[Supplemental]** Identify environmental risks and develop risk management strategies for civil engineering projects.
+
+## Detailed work activities
+
+- Coordinate safety or regulatory compliance activities.
+- Create graphical representations of civil structures.
+- Design systems to reduce harmful emissions.
+- Develop technical methods or processes.
+- Direct construction activities.
+- Estimate operational costs.
+- Estimate technical or resource requirements for development or production projects.
+- Evaluate technical data to determine effect on designs or plans.
+- Explain project details to the general public.
+- Implement design or process improvements.
+- Incorporate green features into the design of structures or facilities.
+- Inspect facilities or sites to determine if they meet specifications or standards.
+- Investigate the environmental impact of projects.
+- Prepare proposal documents.
+- Recommend technical design or process changes to improve efficiency, quality, or performance.
+- Survey land or bodies of water to measure or determine features.
+- Test characteristics of materials or structures.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,95 @@
+# Tools & technology — civil engineer
+
+Source: O*NET 30.3 'Software Skills' for 17-2051.00.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| Procore software | Analytical or scientific software | yes |
+| The MathWorks MATLAB | Analytical or scientific software | yes |
+| Autodesk AutoCAD | Computer aided design CAD software | yes |
+| Autodesk AutoCAD Civil 3D | Computer aided design CAD software | yes |
+| Autodesk Revit | Computer aided design CAD software | yes |
+| Bentley MicroStation | Computer aided design CAD software | yes |
+| Dassault Systemes SolidWorks | Computer aided design CAD software | yes |
+| Microsoft Access | Data base user interface and query software | yes |
+| C | Development environment software | yes |
+| Microsoft Visual Basic | Development environment software | yes |
+| Adobe Acrobat | Document management software | yes |
+| Microsoft Outlook | Electronic mail software | yes |
+| Extensible markup language XML | Enterprise application integration software | yes |
+| SAP software | Enterprise resource planning ERP software | yes |
+| Apache Subversion SVN | File versioning software | yes |
+| ESRI ArcGIS software | Geographic information system | yes |
+| Trimble SketchUp Pro | Graphics or photo imaging software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Shell script | Operating system software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Project | Project management software | yes |
+| Oracle Primavera Enterprise Project Portfolio Management | Project management software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Microsoft Word | Word processing software | yes |
+| Dassault Systemes Abaqus | Analytical or scientific software |  |
+| Finite element analysis FEA software | Analytical or scientific software |  |
+| HEC-1 | Analytical or scientific software |  |
+| HEC-HMS | Analytical or scientific software |  |
+| Hydraulic analysis software | Analytical or scientific software |  |
+| Hydraulic modeling software | Analytical or scientific software |  |
+| MAYA Nastran | Analytical or scientific software |  |
+| Minitab | Analytical or scientific software |  |
+| Trimble Geomatics Office | Analytical or scientific software |  |
+| WinTR-55 | Analytical or scientific software |  |
+| Oracle Business Intelligence Enterprise Edition | Business intelligence and data analysis software |  |
+| Scheduling software | Calendar and scheduling software |  |
+| Autodesk Land Desktop | Computer aided design CAD software |  |
+| Bentley Haestad Methods CivilStorm | Computer aided design CAD software |  |
+| Bentley InRoads Suite | Computer aided design CAD software |  |
+| Bentley STAAD | Computer aided design CAD software |  |
+| Bridge design software | Computer aided design CAD software |  |
+| Computer aided design and drafting software CADD | Computer aided design CAD software |  |
+| Dassault Systemes CATIA | Computer aided design CAD software |  |
+| Eagle Point Site Design | Computer aided design CAD software |  |
+| GT STRUDL | Computer aided design CAD software |  |
+| HydroCAD Software Solutions HydroCAD Stormwater Modeling System | Computer aided design CAD software |  |
+| Mathsoft Mathcad | Computer aided design CAD software |  |
+| PTC Creo Parametric | Computer aided design CAD software |  |
+| Road design software | Computer aided design CAD software |  |
+| Stormwater hydrology software | Computer aided design CAD software |  |
+| Trimble Terramodel | Computer aided design CAD software |  |
+| Formula translation/translator FORTRAN | Development environment software |  |
+| National Instruments LabVIEW | Development environment software |  |
+| Verilog | Development environment software |  |
+| Email software | Electronic mail software |  |
+| Microsoft Exchange | Electronic mail software |  |
+| Microsoft Dynamics | Enterprise resource planning ERP software |  |
+| Oracle JD Edwards EnterpriseOne | Enterprise resource planning ERP software |  |
+| ESRI ArcInfo | Geographic information system |  |
+| ESRI ArcView | Geographic information system |  |
+| Geographic information system GIS software | Geographic information system |  |
+| Bentley GeoPak Bridge | Graphics or photo imaging software |  |
+| Graphics software | Graphics or photo imaging software |  |
+| SmugMug Flickr | Graphics or photo imaging software |  |
+| Supervisory control and data acquisition SCADA software | Industrial control software |  |
+| Microsoft Internet Explorer | Internet browser software |  |
+| Web browser software | Internet browser software |  |
+| Cartography software | Map creation software |  |
+| Intergraph MGE | Map creation software |  |
+| Microsoft ActiveX | Object or component oriented development software |  |
+| Corel WordPerfect Office Suite | Office suite software |  |
+| Cost estimating software | Project management software |  |
+| The Gordian Group PROGEN Online | Project management software |  |
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 50 ads, as of 2026-07-10)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Tools
+
+- AutoCAD — **38 %**
+- AutoCAD Civil 3D — **26 %**
+- Civil 3D — **26 %**
+- Microsoft Office — **22 %**
+- Microstation — **22 %**
+
+<!-- market-evidence -->