feat: airport-planning-engineer skill package v0.1.0

2026-08-14 16:50:30 +02:00
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
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+# Data provenance — airport-planning-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 — airport-planning-engineer
+    "ESCO (occupation & competences)" : 27
+    "O*NET (tasks & tools)" : 89
+    "Job boards (market evidence)" : 108
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 165
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 27 | 6.9 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 89 | 22.6 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 108 | 27.4 % | references/market.md (full report) + "Market evidence" headline sections |
+| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ |
+| Anthropic official Claude skills | 5 | 1.3 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 165 | 41.9 % | 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 +1,61 @@
+---
+name: airport-planning-engineer
+description: "Occupational skill for the role 'airport planning engineer' (also: aviation development planner, airport planning manager, airport development engineer, airport development director). Use when the user asks for typical airport planning engineer work such as: Prepare or review engineering studies or specifications.; Direct urban traffic counting programs.; Develop or test new methods or models of transportation analysis."
+---
+
+# Airport Planning Engineer
+
+Airport planning engineers manage and coordinate the planning, design, and development programs in airports.
+
+## Core workflow
+
+1. Prepare or review engineering studies or specifications.
+2. Direct urban traffic counting programs.
+3. Develop or test new methods or models of transportation analysis.
+4. Define or update information such as urban boundaries or classification of roadways.
+5. Analyze information from traffic counting programs.
+6. Review development plans for transportation system effects, infrastructure requirements, or compliance with applicable transportation regulations.
+7. Prepare reports or recommendations on transportation planning.
+8. Produce environmental documents, such as environmental assessments or environmental impact statements.
+
+## 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)
+
+- apply airport standards and regulations
+- compare contractors' bids
+- compile airport certification manuals
+- comply with legal regulations
+- create an airport master plan
+- design customised maps
+- direct airport subcontractors
+- execute feasibility study
+- geological factors in airport construction
+- have computer literacy
+- implement strategic management
+- interact with airport stakeholders
+- land use for airport planning
+- manage airport development resources
+- manage budgets
+
+## Hot technologies
+
+- IBM SPSS Statistics
+- SAS
+- Microsoft Power BI
+- Tableau
+- Autodesk AutoCAD
+- Autodesk AutoCAD Civil 3D
+- Bentley MicroStation
+- Microsoft Access
+- Structured query language SQL
+- Adobe InDesign
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/bc1c82a5-0fc3-453f-8537-9d1a6e9e85aa), O*NET 30.3 (19-3099.01). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,250 @@
+{
+  "name": "airport-planning-engineer",
+  "title": "airport planning engineer",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/bc1c82a5-0fc3-453f-8537-9d1a6e9e85aa",
+    "esco_code": "2142.1.1",
+    "isco_group": "2142",
+    "onet_soc": "19-3099.01",
+    "crosswalk_match": "closeMatch"
+  },
+  "sources": [
+    {
+      "name": "ESCO",
+      "version": "1.2.1",
+      "url": "https://esco.ec.europa.eu/"
+    },
+    {
+      "name": "O*NET",
+      "version": "30.3",
+      "url": "https://www.onetcenter.org/",
+      "license": "CC BY 4.0"
+    }
+  ],
+  "attribution": "This package includes information from the O*NET Database (v30.3) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), CC BY 4.0. skillfactor is not endorsed by USDOL/ETA. ESCO data (v1.2.1) (c) European Union, used per the ESCO download conditions: https://esco.ec.europa.eu/en/use-esco/download",
+  "counts": {
+    "tasks": 22,
+    "dwas": 21,
+    "skills_essential": 19,
+    "skills_optional": 7,
+    "software": 45
+  },
+  "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
+      },
+      "AgriciDaniel/claude-blog": {
+        "repo": "https://github.com/AgriciDaniel/claude-blog",
+        "commit": "49842ea",
+        "license": "MIT",
+        "skills": 1
+      },
+      "infrasity-labs/dev-gtm-claude-skills": {
+        "repo": "https://github.com/infrasity-labs/dev-gtm-claude-skills",
+        "commit": "02cfefb",
+        "license": "MIT",
+        "skills": 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
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 10
+      },
+      "brycewang-stanford/Auto-Empirical-Research-Skills": {
+        "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
+        "commit": "85bf545",
+        "license": "CC-BY-4.0",
+        "skills": 9
+      },
+      "basicmachines-co/basic-memory": {
+        "repo": "https://github.com/basicmachines-co/basic-memory",
+        "commit": "53da71c",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "rampstackco/claude-skills": {
+        "repo": "https://github.com/rampstackco/claude-skills",
+        "commit": "bc6d961",
+        "license": "MIT",
+        "skills": 2
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 5
+      },
+      "AgriciDaniel/claude-ads": {
+        "repo": "https://github.com/AgriciDaniel/claude-ads",
+        "commit": "669c760",
+        "license": "MIT",
+        "skills": 1
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 4
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 12
+      },
+      "ferdinandobons/startup-skill": {
+        "repo": "https://github.com/ferdinandobons/startup-skill",
+        "commit": "a5f97c3",
+        "license": "MIT",
+        "skills": 1
+      },
+      "wondelai/skills": {
+        "repo": "https://github.com/wondelai/skills",
+        "commit": "326b380",
+        "license": "MIT",
+        "skills": 1
+      },
+      "worldwonderer/novel-to-game": {
+        "repo": "https://github.com/worldwonderer/novel-to-game",
+        "commit": "3c18abd",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nWave-ai/nWave": {
+        "repo": "https://github.com/nWave-ai/nWave",
+        "commit": "1d0f13c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "HeshamFS/materials-simulation-skills": {
+        "repo": "https://github.com/HeshamFS/materials-simulation-skills",
+        "commit": "fa1ce8d",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "aaron-he-zhu/aaron-marketing-skills": {
+        "repo": "https://github.com/aaron-he-zhu/aaron-marketing-skills",
+        "commit": "b7b0b9f",
+        "license": "Apache-2.0",
+        "skills": 2
+      },
+      "alirezarezvani/claude-skills": {
+        "repo": "https://github.com/alirezarezvani/claude-skills",
+        "commit": "0241f43",
+        "license": "MIT",
+        "skills": 2
+      },
+      "mohitagw15856/pm-claude-skills": {
+        "repo": "https://github.com/mohitagw15856/pm-claude-skills",
+        "commit": "876fa30",
+        "license": "MIT",
+        "skills": 3
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "nowork-studio/NotFair": {
+        "repo": "https://github.com/nowork-studio/NotFair",
+        "commit": "99bda4b",
+        "license": "MIT",
+        "skills": 1
+      },
+      "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
+      },
+      "rohitg00/skillkit": {
+        "repo": "https://github.com/rohitg00/skillkit",
+        "commit": "d2e5c34",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "jezweb/claude-skills": {
+        "repo": "https://github.com/jezweb/claude-skills",
+        "commit": "e875a6b",
+        "license": "MIT",
+        "skills": 1
+      },
+      "hypnguyen1209/offensive-claude": {
+        "repo": "https://github.com/hypnguyen1209/offensive-claude",
+        "commit": "4d62be7",
+        "license": "MIT",
+        "skills": 1
+      },
+      "elementalsouls/Claude-BugHunter": {
+        "repo": "https://github.com/elementalsouls/Claude-BugHunter",
+        "commit": "05098fc",
+        "license": "MIT",
+        "skills": 1
+      },
+      "Ar9av/PaperOrchestra": {
+        "repo": "https://github.com/Ar9av/PaperOrchestra",
+        "commit": "07b981f",
+        "license": "MIT",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 78,
+      "adjacent": 2
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 27,
+      "onet": 89,
+      "jobads": 108,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 165,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 6.9,
+      "onet": 22.6,
+      "jobads": 27.4,
+      "wiki_ai": 0.0,
+      "anthropic": 1.3,
+      "ai_skills": 41.9,
+      "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 +1,338 @@
+# External AI agent skills — airport-planning-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 |
+|---|---|---|---|
+| `doe-designer` | core | Design of Experiments planning and analysis skill for factorial and response surface experiments. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/industrial-engineering/skills/doe-designer) |
+| `quantitative-methods` | core | Design and execute statistical analyses including regression modeling, hypothesis testing, power analysis, and robustness checks using R, Stata, SPSS, or Python | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/social-sciences/skills/quantitative-methods) |
+| `A/B Test Design` | core | Statistical experiment design and analysis capabilities for product experimentation | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/product-management/skills/ab-test-design) |
+| `simulation-experiment-designer` | core | Simulation experimental design skill for efficient scenario analysis and optimization. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/industrial-engineering/skills/simulation-experiment-designer) |
+| `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) |
+| `bayesian-network-analyzer` | core | Bayesian network construction and inference skill for probabilistic reasoning, causal analysis, and belief updating | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/decision-intelligence/skills/bayesian-network-analyzer) |
+| `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) |
+| `lbo-model-builder` | core | Leveraged Buyout model construction skill for private equity transaction analysis | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/finance-accounting/skills/lbo-model-builder) |
+| `merger-model-builder` | core | M&A merger model construction skill with accretion/dilution analysis and synergy modeling | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/finance-accounting/skills/merger-model-builder) |
+| `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) |
+
+## 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 |
+|---|---|---|---|
+| `send-experiment-designer` | core | Use when the user asks to "design an email A/B test", "set up a multivariate subject/CTA test", "run a send-time test", "build a hold-out group", or "is this email result statistically and practically material?"; produces a falsifiable … | [source](https://github.com/aaron-he-zhu/aaron-marketing-skills/tree/b7b0b9f/email/deliver/send-experiment-designer) |
+| `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: AgriciDaniel/claude-ads
+
+- Repository: [https://github.com/AgriciDaniel/claude-ads](https://github.com/AgriciDaniel/claude-ads) (commit `669c760`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ads-test` | core | Design and evaluate paid-ad experiments with hypotheses, randomization units, sample-size and duration assumptions, guardrails, platform experiment tools, analysis, and decision rules. Use for A/B test, split test, experiment design, … | [source](https://github.com/AgriciDaniel/claude-ads/tree/669c760/skills/ads-test) |
+
+## Source: AgriciDaniel/claude-blog
+
+- Repository: [https://github.com/AgriciDaniel/claude-blog](https://github.com/AgriciDaniel/claude-blog) (commit `49842ea`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `blog-strategy` | core | Blog strategy development including topic cluster architecture with hub-and-spoke design, audience mapping, competitive landscape analysis, AI citation surface strategy across ChatGPT/Perplexity/AI Overviews, distribution channel planning … | [source](https://github.com/AgriciDaniel/claude-blog/tree/49842ea/skills/blog-strategy) |
+
+## Source: 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 |
+|---|---|---|---|
+| `ceo-advisor` | core | Executive leadership guidance for strategic decision-making, organizational development, and stakeholder management. Use when planning strategy, preparing board presentations, managing investors, developing organizational culture, making … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/c-level-advisor/skills/ceo-advisor) |
+| `financial-analyst` | core | Performs financial ratio analysis, DCF valuation, budget variance analysis, and rolling forecast construction for strategic decision-making. Use when analyzing financial statements, building valuation models, assessing budget variances, or … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/finance/skills/financial-analyst) |
+
+## Source: Ar9av/PaperOrchestra
+
+- Repository: [https://github.com/Ar9av/PaperOrchestra](https://github.com/Ar9av/PaperOrchestra) (commit `07b981f`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `outline-agent` | core | Step 1 of the PaperOrchestra pipeline (arXiv:2604.05018). Convert (idea.md, experimental_log.md, template.tex, conference_guidelines.md) into a strict JSON outline containing a plotting plan, literature search plan (Intro + Related Work), … | [source](https://github.com/Ar9av/PaperOrchestra/tree/07b981f/skills/outline-agent) |
+
+## Source: basicmachines-co/basic-memory
+
+- Repository: [https://github.com/basicmachines-co/basic-memory](https://github.com/basicmachines-co/basic-memory) (commit `53da71c`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory-literary-analysis` | core | Analyze a complete literary work into a structured Basic Memory knowledge graph. Covers schema design, entity seeding, chapter-by-chapter processing, cross-referencing, validation, and visualization. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-literary-analysis) |
+
+## Source: brycewang-stanford/Auto-Empirical-Research-Skills
+
+- Repository: [https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills) (commit `85bf545`, retrieved 2026-07-14)
+- License: CC-BY-4.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `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) |
+| `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) |
+| `aer-statspai` | core | Use when aer-identification has fixed the design, after methodology choice and before aer-robustness or aer-tables-figures, to run an AER-track analysis with StatsPAI — the agent-native Python engine and MCP server for causal inference, … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/50-brycewang-aer-skills/skills/aer-statspai) |
+| `metadata-skills` | core | 24 metadata & bibliometrics skills. Trigger: DOI resolution, citation metrics, author disambiguation, bibliometrics. Design: metadata APIs and bibliometric analysis tools for scholarly records. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/literature/metadata) |
+| `psychology-research-guide` | core | Psychological research methods, experimental design, and analysis | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/social-science/psychology-research-guide) |
+| `statistics-skills` | core | 10 statistical analysis skills. Trigger: statistical tests, Bayesian analysis, hypothesis testing, sampling. Design: method guides covering assumptions, code, and result interpretation. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/analysis/statistics) |
+| `universal-ma-codebook` | core | Universal Meta-Analysis Codebook v2.2 - AI-Human collaboration for meta-analysis data extraction. 4-layer design: Identifiers, Statistics, AI Provenance, Human Verification. Integrates with C5/C6/C7 agents and Category I systematic review … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/universal-ma-codebook) |
+| `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) |
+| `comm-lit-review` | core | Communications-domain literature review and related-work search with database-aware source control. Use when the task is about communications, wireless, networking, satellite/NTN, Wi-Fi, cellular, transport protocols, congestion control, … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/42-wanshuiyin-ARIS/skills/skills-codex/comm-lit-review) |
+
+## 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-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) |
+| `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) |
+| `cobrapy` | core | Constraint-based metabolic modeling (COBRA). FBA, FVA, gene knockouts, flux sampling, SBML models, for systems biology and metabolic engineering analysis. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/cobrapy) |
+| `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) |
+
+## Source: elementalsouls/Claude-BugHunter
+
+- Repository: [https://github.com/elementalsouls/Claude-BugHunter](https://github.com/elementalsouls/Claude-BugHunter) (commit `05098fc`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `mid-engagement-ir-detection` | core | Methodology for detecting client SOC patches, attacker activity, and security-state changes that occur DURING a red-team engagement — and converting those observations into deliverable findings. Built from authorized red-team work where … | [source](https://github.com/elementalsouls/Claude-BugHunter/tree/05098fc/skills/mid-engagement-ir-detection) |
+
+## Source: ferdinandobons/startup-skill
+
+- Repository: [https://github.com/ferdinandobons/startup-skill](https://github.com/ferdinandobons/startup-skill) (commit `a5f97c3`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `startup-design` | core | Design, validate, and plan a startup from scratch. Covers market research, competitive analysis, business model, brand identity, product definition, financial projections, and validation experiments. Trigger when the user has a startup … | [source](https://github.com/ferdinandobons/startup-skill/tree/a5f97c3/startup-design) |
+
+## Source: foryourhealth111-pixel/Vibe-Skills
+
+- Repository: [https://github.com/foryourhealth111-pixel/Vibe-Skills](https://github.com/foryourhealth111-pixel/Vibe-Skills) (commit `34429a8`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `designing-experiments` | core | Design experiments and quasi-experiments before analysis. Use when choosing study design, treatment/control structure, outcomes, assumptions, validation plans after scientific experiment failure, or which of DiD, ITS, synthetic control, or … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/designing-experiments) |
+| `scientific-critical-thinking` | core | Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-critical-thinking) |
+| `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) |
+| `scholar-evaluation` | core | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scholar-evaluation) |
+
+## Source: HeshamFS/materials-simulation-skills
+
+- Repository: [https://github.com/HeshamFS/materials-simulation-skills](https://github.com/HeshamFS/materials-simulation-skills) (commit `fa1ce8d`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `parameter-optimization` | core | Explore and optimize simulation parameters via design of experiments (DOE), sensitivity analysis, and optimizer selection — generate Latin Hypercube, quasi-random, or factorial sample plans, rank parameter influence with sensitivity … | [source](https://github.com/HeshamFS/materials-simulation-skills/tree/fa1ce8d/skills/simulation-workflow/parameter-optimization) |
+
+## Source: hypnguyen1209/offensive-claude
+
+- Repository: [https://github.com/hypnguyen1209/offensive-claude](https://github.com/hypnguyen1209/offensive-claude) (commit `4d62be7`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `malware-analysis` | core | Use when reverse-engineering or detecting malware — static triage + capa/YARA-X, emulation/DBI/.NET unpacking, dynamic/fileless/Volatility 3 memory analysis, C2 config extraction (Cobalt Strike/CAPE), C2 traffic detection (JA4+, beaconing) | [source](https://github.com/hypnguyen1209/offensive-claude/tree/4d62be7/skills/malware-analysis) |
+
+## Source: infrasity-labs/dev-gtm-claude-skills
+
+- Repository: [https://github.com/infrasity-labs/dev-gtm-claude-skills](https://github.com/infrasity-labs/dev-gtm-claude-skills) (commit `02cfefb`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `blog-strategy` | core | Blog strategy development including topic cluster architecture with hub-and-spoke design, audience mapping, competitive landscape analysis, AI citation surface strategy across ChatGPT/Perplexity/AI Overviews, distribution channel planning … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/blog-strategy) |
+| `ab-testing` | core | When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B test," "split test," "experiment," "test this change," "variant copy," … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/ab-testing) |
+
+## Source: jeremylongshore/claude-code-plugins-plus-skills
+
+- Repository: [https://github.com/jeremylongshore/claude-code-plugins-plus-skills](https://github.com/jeremylongshore/claude-code-plugins-plus-skills) (commit `e112938a`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `form-deck` | core | Use when asked to design a pitch deck, presentation, or slide set. Examples: "design a pitch deck", "create a sales deck", "make a conference presentation", "build an investor deck", "help me present this to the board", "create slides for … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/form-deck) |
+| `lean-startup` | core | Design MVPs, validated learning experiments, and pivot-or-persevere decisions using Build-Measure-Learn. Use when the user mentions "MVP scope", "validated learning", "pivot or persevere", "vanity metrics", "test assumptions", "innovation … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/productivity/wondelai-lean-startup) |
+| `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-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-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-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) |
+
+## Source: jezweb/claude-skills
+
+- Repository: [https://github.com/jezweb/claude-skills](https://github.com/jezweb/claude-skills) (commit `e875a6b`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `proposal-writer` | core | Write a client proposal, quote, scope of work, or engagement letter for a service business. Covers project understanding, scope, timeline, pricing presentation, and terms. Use whenever the user asks for a proposal, quote, project proposal, … | [source](https://github.com/jezweb/claude-skills/tree/e875a6b/plugins/writing/skills/proposal-writer) |
+
+## 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) |
+| `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) |
+| `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) |
+| `pathml` | core | Full-featured computational pathology toolkit. Use for advanced WSI analysis including multiplexed immunofluorescence (CODEX, Vectra), nucleus segmentation, tissue graph construction, and ML model training on pathology data. Supports 160+ … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/pathml) |
+| `scholar-evaluation` | core | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scholar-evaluation) |
+
+## Source: K-Dense-AI/scientific-agent-skills
+
+- Repository: [https://github.com/K-Dense-AI/scientific-agent-skills](https://github.com/K-Dense-AI/scientific-agent-skills) (commit `4d97e29`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `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) |
+| `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) |
+| `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) |
+| `pathml` | core | Full-featured computational pathology toolkit. Use for advanced WSI analysis including multiplexed immunofluorescence (CODEX, Vectra), nucleus segmentation, tissue graph construction, and ML model training on pathology data. Supports 160+ … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/pathml) |
+| `scholar-evaluation` | core | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scholar-evaluation) |
+
+## Source: 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 |
+|---|---|---|---|
+| `site-safety-briefing` | core | Produce a toolbox talk or pre-task safety briefing from the day's planned construction work. Use when asked to write a toolbox talk, prepare a pre-task plan or JHA/JSA briefing, brief a crew on today's hazards, or plan safety for a … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-construction/skills/site-safety-briefing) |
+| `change-order-writer` | core | Draft a defensible construction change order with entitlement basis, scope delta, itemised pricing, and schedule impact. Use when asked to write a change order, price extra work, draft a CO or COR/PCO, respond to a directive for changed … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-construction/skills/change-order-writer) |
+| `bid-tender-review` | core | Analyse a construction bid or tender package for scope gaps, risk-shifting exclusions, unit-rate red flags, and front-loading in the schedule of values. Use when asked to review a bid, level bids, check a tender for gaps, compare sub … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-construction/skills/bid-tender-review) |
+
+## 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: nowork-studio/NotFair
+
+- Repository: [https://github.com/nowork-studio/NotFair](https://github.com/nowork-studio/NotFair) (commit `99bda4b`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `google-ads` | core | Manage Google Ads — performance, keywords, bids, budgets, negatives, campaigns, ads, search terms, QS, location targeting, bulk operations, experiments, asset management, portfolio bidding, offline conversions. Use for any mention of … | [source](https://github.com/nowork-studio/NotFair/tree/99bda4b/google-ads/manage) |
+
+## Source: nWave-ai/nWave
+
+- Repository: [https://github.com/nWave-ai/nWave](https://github.com/nWave-ai/nWave) (commit `1d0f13c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `nw-interviewing-techniques` | core | Mom Test questioning toolkit, JTBD analysis, interview conduct, assumption testing framework, and hypothesis design | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-interviewing-techniques) |
+
+## Source: rampstackco/claude-skills
+
+- Repository: [https://github.com/rampstackco/claude-skills](https://github.com/rampstackco/claude-skills) (commit `bc6d961`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `experiment-design` | core | A discipline for designing experiments (A/B tests, multivariate, holdouts) so the results actually answer the question you asked. Hypothesis writing, sample size, duration, segment analysis, interpretation, decision-making, and the common … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/experiment-design) |
+| `cro-optimization` | core | Run conversion rate optimization through hypothesis-driven testing including audit, hypothesis generation, test design, statistical analysis, and rollout decisions. Use this skill whenever the user wants to optimize conversion, run A/B … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/cro-optimization) |
+
+## Source: rohitg00/skillkit
+
+- Repository: [https://github.com/rohitg00/skillkit](https://github.com/rohitg00/skillkit) (commit `d2e5c34`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `handoff-protocols` | core | Manages work transitions between team members or agents by creating structured handoff documents, summarizing project status, documenting key decisions, blockers, and open questions, and generating onboarding briefs. Use when someone needs … | [source](https://github.com/rohitg00/skillkit/tree/d2e5c34/packages/core/src/methodology/packs/collaboration/handoff-protocols) |
+
+## 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: wondelai/skills
+
+- Repository: [https://github.com/wondelai/skills](https://github.com/wondelai/skills) (commit `326b380`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `lean-startup` | core | Design MVPs, validated learning experiments, and pivot-or-persevere decisions using Build-Measure-Learn. Use when the user mentions "MVP scope", "validated learning", "pivot or persevere", "vanity metrics", "test assumptions", "innovation … | [source](https://github.com/wondelai/skills/tree/326b380/lean-startup) |
+
+## Source: worldwonderer/novel-to-game
+
+- Repository: [https://github.com/worldwonderer/novel-to-game](https://github.com/worldwonderer/novel-to-game) (commit `3c18abd`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `novel-to-game` | core | Turn a novel into a playable web game. Orchestrates the whole adaptation pipeline — requirements intake, gameable deconstruction, concept selection, world and visual design, agent build, and evidence-based QA — for a novel in any language. … | [source](https://github.com/worldwonderer/novel-to-game/tree/3c18abd/skills/novel-to-game) |
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,132 @@
+# Market evidence report — airport-planning-engineer
+
+Source: **56 real job ads** (JSearch API, countries: us 56), extracted into the MSSQL evidence store; as of 2026-07-08.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 35 | 62 % |
+| senior | 10 | 18 % |
+| lead | 6 | 11 % |
+| junior | 5 | 9 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | AutoCAD | 26 | 46 % |
+| 2 | Civil 3D | 19 | 34 % |
+| 3 | Microsoft Office | 14 | 25 % |
+| 4 | AutoCAD Civil 3D | 5 | 9 % |
+| 5 | ArcGIS | 3 | 5 % |
+| 6 | AviPlan | 3 | 5 % |
+| 7 | Civil3D | 3 | 5 % |
+| 8 | Microsoft Excel | 3 | 5 % |
+| 9 | Revit | 3 | 5 % |
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | project management | 18 | 32 % |
+| 2 | runway design | 12 | 21 % |
+| 3 | taxiway design | 11 | 20 % |
+| 4 | airport design | 10 | 18 % |
+| 5 | airfield lighting design | 9 | 16 % |
+| 6 | apron design | 9 | 16 % |
+| 7 | hydraulic evaluation | 9 | 16 % |
+| 8 | navigational aids design | 9 | 16 % |
+| 9 | site design | 9 | 16 % |
+| 10 | civil engineering design | 8 | 14 % |
+| 11 | construction administration | 7 | 12 % |
+| 12 | grading | 7 | 12 % |
+| 13 | airfield design | 6 | 11 % |
+| 14 | airport engineering | 6 | 11 % |
+| 15 | data analysis | 6 | 11 % |
+| 16 | pavement design | 6 | 11 % |
+| 17 | wastewater management | 6 | 11 % |
+| 18 | civil engineering | 5 | 9 % |
+| 19 | drainage | 5 | 9 % |
+| 20 | airport infrastructure design | 4 | 7 % |
+| 21 | airport planning | 4 | 7 % |
+| 22 | budget management | 4 | 7 % |
+| 23 | cost estimation | 4 | 7 % |
+| 24 | drainage design | 4 | 7 % |
+| 25 | schedule management | 4 | 7 % |
+| 26 | technical writing | 4 | 7 % |
+| 27 | airport master planning | 3 | 5 % |
+| 28 | aviation planning | 3 | 5 % |
+| 29 | civil design | 3 | 5 % |
+| 30 | construction observation | 3 | 5 % |
+| 31 | data collection | 3 | 5 % |
+| 32 | infrastructure design | 3 | 5 % |
+| 33 | risk management | 3 | 5 % |
+| 34 | wastewater engineering | 3 | 5 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | stakeholder engagement | 3 | 5 % |
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | project coordination | 12 | 21 % |
+| 2 | construction plan preparation | 9 | 16 % |
+| 3 | contract document preparation | 9 | 16 % |
+| 4 | technical specification development | 9 | 16 % |
+| 5 | engineering project design | 5 | 9 % |
+| 6 | project leadership | 5 | 9 % |
+| 7 | report preparation | 5 | 9 % |
+| 8 | engineering report preparation | 4 | 7 % |
+| 9 | initiative leadership | 4 | 7 % |
+| 10 | project planning | 4 | 7 % |
+| 11 | staff mentoring | 4 | 7 % |
+| 12 | budget management | 3 | 5 % |
+| 13 | client communication | 3 | 5 % |
+| 14 | client relationship management | 3 | 5 % |
+| 15 | construction oversight | 3 | 5 % |
+| 16 | design review | 3 | 5 % |
+| 17 | project delivery | 3 | 5 % |
+| 18 | project design | 3 | 5 % |
+| 19 | project management | 3 | 5 % |
+| 20 | proposal preparation | 3 | 5 % |
+| 21 | regulatory compliance | 3 | 5 % |
+| 22 | team leadership | 3 | 5 % |
+
+## Job title variants in the market
+
+| Title | Ads |
+|---|---|
+| Airport Design Engineer | 5 |
+| Senior Airport Design Engineer | 4 |
+| Aviation Project Engineer | 2 |
+| Airfield Design Engineer Runways, Taxiways & Pavement | 1 |
+| Airport Civil Engineer - FAA & Aviation Projects | 1 |
+| Airport Civil Engineer & Project Leader | 1 |
+| Airport Design Engineering Specialist | 1 |
+| Airport Planning & Engineering Project Lead | 1 |
+| Airport Planning Lead | 1 |
+| Airport Terminal Planner | 1 |
+| Aviation Civil Engineer - Airport Design & Projects | 1 |
+| Aviation Civil Engineer — Design | 1 |
+| Aviation Civil Engineer (PE) - Airfield Design Lead | 1 |
+| Aviation Civil Engineer (PE) - Lead Airfield Design | 1 |
+| Aviation Civil Engineering Lead: Airport Design | 1 |
+| Aviation Design Engineer | 1 |
+| Aviation Design Engineer/Manager | 1 |
+| Aviation Engineer/Manager | 1 |
+| Aviation Engineering Design Manager | 1 |
+| Aviation Engineering Intern | 1 |
+| Aviation Planner | 1 |
+| Aviation Planner - Airport Master Plans & FAA | 1 |
+| Aviation Planner - Shape Master Airport Plans & Growth | 1 |
+| Aviation Project Engineer — Airport Design Lead; Remote | 1 |
+| Aviation Project Engineer: Airport Design & Delivery (Hiring Immediately) | 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 +1,21 @@
+# Occupation profile — airport planning engineer
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/bc1c82a5-0fc3-453f-8537-9d1a6e9e85aa
+- **ESCO code:** 2142.1.1
+- **ISCO-08 group:** 2142 — Civil engineers
+- **O*NET-SOC:** 19-3099.01 — Transportation Planners (match: closeMatch)
+
+## Description (ESCO)
+
+Airport planning engineers manage and coordinate the planning, design, and development programs in airports.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- aviation development planner
+- airport planning manager
+- airport development engineer
+- airport development director
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,53 @@
+# Competences — airport planning engineer
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/bc1c82a5-0fc3-453f-8537-9d1a6e9e85aa).
+
+## Essential
+
+- **apply airport standards and regulations** (skill/competence)
+- **compare contractors' bids** (skill/competence)
+- **compile airport certification manuals** (skill/competence)
+- **comply with legal regulations** (skill/competence)
+- **create an airport master plan** (skill/competence)
+- **design customised maps** (skill/competence)
+- **direct airport subcontractors** (skill/competence)
+- **execute feasibility study** (skill/competence)
+- **geological factors in airport construction** (knowledge)
+- **have computer literacy** (skill/competence)
+- **implement strategic management** (skill/competence)
+- **interact with airport stakeholders** (skill/competence)
+- **land use for airport planning** (knowledge)
+- **manage airport development resources** (skill/competence)
+- **manage budgets** (skill/competence)
+- **monitor aviation growth trends** (skill/competence)
+- **use different communication channels** (skill/competence)
+- **work in an aviation team** (skill/competence)
+- **write work-related reports** (skill/competence)
+
+## Optional
+
+- airport environmental regulations (knowledge)
+- conduct airport environmental studies (skill/competence)
+- create a work atmosphere of continuous improvement (skill/competence)
+- identify airport safety hazards (skill/competence)
+- manage contracts (skill/competence)
+- promote environmental awareness (skill/competence)
+- utilise computer-aided software engineering tools (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 56 ads, as of 2026-07-08)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- project management — **32 %**
+- runway design — **21 %**
+- taxiway design — **20 %**
+
+### Responsibilities
+
+- project coordination — **21 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,52 @@
+# Tasks & work activities — airport planning engineer
+
+Source: O*NET 30.3, occupation 19-3099.01 (Transportation Planners).
+
+## Task statements
+
+- **[Core]** Prepare or review engineering studies or specifications.
+- **[Core]** Direct urban traffic counting programs.
+- **[Core]** Develop or test new methods or models of transportation analysis.
+- **[Core]** Define or update information such as urban boundaries or classification of roadways.
+- **[Core]** Analyze information from traffic counting programs.
+- **[Core]** Review development plans for transportation system effects, infrastructure requirements, or compliance with applicable transportation regulations.
+- **[Core]** Prepare reports or recommendations on transportation planning.
+- **[Core]** Produce environmental documents, such as environmental assessments or environmental impact statements.
+- **[Core]** Participate in public meetings or hearings to explain planning proposals, to gather feedback from those affected by projects, or to achieve consensus on project designs.
+- **[Core]** Develop computer models to address transportation planning issues.
+- **[Core]** Design transportation surveys to identify areas of public concern.
+- **[Core]** Collaborate with engineers to research, analyze, or resolve complex transportation design issues.
+- **[Core]** Recommend transportation system improvements or projects, based on economic, population, land-use, or traffic projections.
+- **[Core]** Define regional or local transportation planning problems or priorities.
+- **[Core]** Analyze information related to transportation, such as land use policies, environmental impact of projects, or long-range planning needs.
+- **[Core]** Collaborate with other professionals to develop sustainable transportation strategies at the local, regional, or national level.
+- **[Core]** Interpret data from traffic modeling software, geographic information systems, or associated databases.
+- **[Core]** Design new or improved transport infrastructure, such as junction improvements, pedestrian projects, bus facilities, or car parking areas.
+- **[Core]** Evaluate transportation project needs or costs.
+- **[Core]** Prepare necessary documents to obtain planned project approvals or permits.
+- **[Core]** Evaluate transportation-related consequences of federal or state legislative proposals.
+- **[Supplemental]** Represent jurisdictions in the legislative or administrative approval of land development projects.
+
+## Detailed work activities
+
+- Advise others on matters of public policy.
+- Analyze costs and benefits of proposed designs or projects.
+- Analyze data to identify or resolve operational problems.
+- Analyze data to identify trends or relationships among variables.
+- Analyze traffic data.
+- Appraise environmental impact of regulations or policies.
+- Collaborate with technical specialists to resolve design or development problems.
+- Communicate with the public on environmental issues.
+- Design civil structures or systems.
+- Determine causes of operational problems or failures.
+- Develop methods of social or economic research.
+- Develop theories or models of physical phenomena.
+- Direct scientific activities.
+- Evaluate civic projects or public policies.
+- Interpret research or operational data.
+- Prepare documentation for permits or licenses.
+- Prepare information or documentation related to legal or regulatory matters.
+- Prepare research or technical reports on environmental issues.
+- Prepare scientific or technical reports or presentations.
+- Represent the interests of clients in legal proceedings.
+- Represent the organization in external relations.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,65 @@
+# Tools & technology — airport planning engineer
+
+Source: O*NET 30.3 'Software Skills' for 19-3099.01.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| IBM SPSS Statistics | Analytical or scientific software | yes |
+| SAS | Analytical or scientific software | yes |
+| Microsoft Power BI | Business intelligence and data analysis software | yes |
+| Tableau | Business intelligence and data analysis software | yes |
+| 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 |
+| Microsoft Access | Data base user interface and query software | yes |
+| Structured query language SQL | Data base user interface and query software | yes |
+| Adobe InDesign | Desktop publishing software | yes |
+| Microsoft Visual Basic | Development environment software | yes |
+| Adobe Acrobat | Document management software | yes |
+| Microsoft Outlook | Electronic mail software | yes |
+| SAP software | Enterprise resource planning ERP software | yes |
+| ESRI ArcGIS software | Geographic information system | yes |
+| Adobe Illustrator | Graphics or photo imaging software | yes |
+| Adobe Photoshop | Graphics or photo imaging software | yes |
+| Python | Object or component oriented development software | yes |
+| Microsoft Office software | Office suite 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 |
+| Citilabs Cube | Analytical or scientific software |  |
+| Crash Mapping Analysis Tool CMAT | Analytical or scientific software |  |
+| Dowling Associates TRAFFIX | Analytical or scientific software |  |
+| Iteris Turbo Architecture | Analytical or scientific software |  |
+| McTrans Center TSIS-CORSIM | Analytical or scientific software |  |
+| McTrans HCS+ | Analytical or scientific software |  |
+| PTV VISUM | Analytical or scientific software |  |
+| Quadstone Paramics | Analytical or scientific software |  |
+| Roundabout Delay RODEL | Analytical or scientific software |  |
+| Strong Concepts TEAPAC | Analytical or scientific software |  |
+| Texas Transportation Institute TTI Progression Analysis and Signal System Evaluation Routine PASSER | Analytical or scientific software |  |
+| TRL Software TRANSYT | Analytical or scientific software |  |
+| Visual Solutions VisSIM | Analytical or scientific software |  |
+| Caliper TransCAD | Computer aided design CAD software |  |
+| ESRI ArcView | Geographic information system |  |
+| Geographic information system GIS software | Geographic information system |  |
+| Geographic information system GIS systems | Geographic information system |  |
+| Traffic signal software | Industrial control software |  |
+| Web browser software | Internet browser software |  |
+| MapInfo | Map creation software |  |
+| Transportation management system TMS software | Mobile location based services software |  |
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 56 ads, as of 2026-07-08)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Tools
+
+- AutoCAD — **46 %**
+- Civil 3D — **34 %**
+- Microsoft Office — **25 %**
+
+<!-- market-evidence -->