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# Data provenance — architect
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 — architect
"ESCO (occupation & competences)" : 96
"O*NET (tasks & tools)" : 172
"Job boards (market evidence)" : 116
"Anthropic official Claude skills" : 5
"External AI skill packs (mapped)" : 174
```
| Source | Items | Share | Files |
|---|---|---|---|
| ESCO (occupation & competences) | 96 | 17.1 % | references/profile.md, references/skills.md |
| O*NET (tasks & tools) | 172 | 30.6 % | references/tasks.md, references/tools.md |
| Job boards (market evidence) | 116 | 20.6 % | 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 | 0.9 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
| External AI skill packs (mapped) | 174 | 30.9 % | 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).

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---
name: architect
description: "Occupational skill for the role 'architect' (also: architectural planner, commercial architect, building designer, urban architect, architects, residential architect). Use when the user asks for typical architect work such as: Confer with management, production, or marketing staff to discuss project specifications or procedures.; Present and explain proposals, reports, or findings to clients.; Consult or negotiate with clients to prepare project specifications."
---
# Architect
Architects investigate, design, and oversee the construction and development of buildings, urban spaces, infrastructure projects, and social spaces. They design in accordance with the surroundings and regulations applicable in specific geographic areas, taking into account factors that include function, aesthetics, costs, and public health and safety. They are aware of social contexts and environmental factors, which include the relationships between people and buildings, and buildings and the environment. They engage in multidisciplinary projects aimed at developing the social fabric of a geographic area and advancing in social urbanism projects.
## Core workflow
1. Confer with management, production, or marketing staff to discuss project specifications or procedures.
2. Present and explain proposals, reports, or findings to clients.
3. Consult or negotiate with clients to prepare project specifications.
4. Develop or implement programs to improve sustainability or reduce the environmental impacts of engineering or architecture activities or operations.
5. Evaluate the environmental impacts of engineering, architecture, or research and development activities.
6. Manage the coordination and overall integration of technical activities in architecture or engineering projects.
7. Direct, review, or approve project design changes.
8. Prepare budgets, bids, or contracts.
## How to use this skill
- Read [references/profile.md](references/profile.md) for the occupation profile and scope.
- Consult [references/tasks.md](references/tasks.md) for the full task and activity inventory.
- Check [references/skills.md](references/skills.md) for essential vs. optional competences.
- Check [references/tools.md](references/tools.md) for the software commonly used in this role.
- See [references/ai-skills.md](references/ai-skills.md) — matched external AI agent skills (per-source attribution).
## Key competences (essential)
- advise on building matters
- airtight construction
- architectural design
- architectural theory
- architecture regulations
- building codes
- building information modelling
- conduct field work
- consider building constraints in architectural designs
- create architectural sketches
- create solutions to problems
- design building envelope systems
- design building retrofitting solutions
- design buildings
- design open spaces
## Hot technologies
- IBM SPSS Statistics
- The MathWorks MATLAB
- Docker
- GitHub
- Splunk Enterprise
- Autodesk AutoCAD
- Autodesk AutoCAD Civil 3D
- Autodesk Revit
- Bentley MicroStation
- Dassault Systemes SolidWorks
---
*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/8c3f536e-ba66-4321-ba40-363dc39f129b), O*NET 30.3 (11-9041.00). See manifest.json for licensing/attribution.*

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{
"name": "architect",
"title": "architect",
"version": "0.1.0",
"layer": "core",
"language": "en",
"generated": "2026-07-07",
"ids": {
"esco_uri": "http://data.europa.eu/esco/occupation/8c3f536e-ba66-4321-ba40-363dc39f129b",
"esco_code": "2161.1",
"isco_group": "2161",
"onet_soc": "11-9041.00",
"crosswalk_match": "closeMatch"
},
"sources": [
{
"name": "ESCO",
"version": "1.2.1",
"url": "https://esco.ec.europa.eu/"
},
{
"name": "O*NET",
"version": "30.3",
"url": "https://www.onetcenter.org/",
"license": "CC BY 4.0"
}
],
"attribution": "This package includes information from the O*NET Database (v30.3) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), CC BY 4.0. skillfactor is not endorsed by USDOL/ETA. ESCO data (v1.2.1) (c) European Union, used per the ESCO download conditions: https://esco.ec.europa.eu/en/use-esco/download",
"counts": {
"tasks": 19,
"dwas": 25,
"skills_essential": 45,
"skills_optional": 50,
"software": 127
},
"enrichment_ai_skills": {
"generated": "2026-07-14",
"method": "deterministic mapping (ISCO prefix + title/competence keywords)",
"sources": {
"anthropics/skills": {
"repo": "https://github.com/anthropics/skills",
"commit": "f6656c1",
"license": "Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available \u2014 see the LICENSE.txt in the upstream skill folder",
"skills": 2
},
"a5c-ai/babysitter": {
"repo": "https://github.com/a5c-ai/babysitter",
"commit": "44a5d58b",
"license": "MIT",
"skills": 11
},
"jeffallan/claude-skills": {
"repo": "https://github.com/jeffallan/claude-skills",
"commit": "e8be415",
"license": "MIT",
"skills": 1
},
"brycewang-stanford/Auto-Empirical-Research-Skills": {
"repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
"commit": "85bf545",
"license": "CC-BY-4.0",
"skills": 4
},
"davila7/claude-code-templates": {
"repo": "https://github.com/davila7/claude-code-templates",
"commit": "fa79251",
"license": "MIT",
"skills": 11
},
"SamurAIGPT/Generative-Media-Skills": {
"repo": "https://github.com/SamurAIGPT/Generative-Media-Skills",
"commit": "a1c4c98",
"license": "MIT",
"skills": 1
},
"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": 1
},
"worldwonderer/novel-to-game": {
"repo": "https://github.com/worldwonderer/novel-to-game",
"commit": "3c18abd",
"license": "MIT",
"skills": 1
},
"K-Dense-AI/claude-scientific-skills": {
"repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
"commit": "4d97e29",
"license": "MIT",
"skills": 5
},
"K-Dense-AI/scientific-agent-skills": {
"repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
"commit": "4d97e29",
"license": "MIT",
"skills": 5
},
"basicmachines-co/basic-memory": {
"repo": "https://github.com/basicmachines-co/basic-memory",
"commit": "53da71c",
"license": "custom (see upstream LICENSE)",
"skills": 4
},
"antfu/skills": {
"repo": "https://github.com/antfu/skills",
"commit": "a74f281",
"license": "MIT",
"skills": 1
},
"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": 1
},
"jabrena/plinth": {
"repo": "https://github.com/jabrena/plinth",
"commit": "065eae8",
"license": "Apache-2.0",
"skills": 1
},
"wanshuiyin/Anti-Autoresearch": {
"repo": "https://github.com/wanshuiyin/Anti-Autoresearch",
"commit": "c7f7f0d",
"license": "MIT",
"skills": 1
},
"jeremylongshore/claude-code-plugins-plus-skills": {
"repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
"commit": "e112938a",
"license": "MIT",
"skills": 7
},
"nexu-io/open-design": {
"repo": "https://github.com/nexu-io/open-design",
"commit": "4b66023",
"license": "Apache-2.0",
"skills": 4
},
"nWave-ai/nWave": {
"repo": "https://github.com/nWave-ai/nWave",
"commit": "1d0f13c",
"license": "MIT",
"skills": 1
},
"alirezarezvani/claude-skills": {
"repo": "https://github.com/alirezarezvani/claude-skills",
"commit": "0241f43",
"license": "MIT",
"skills": 2
},
"microsoft/power-platform-skills": {
"repo": "https://github.com/microsoft/power-platform-skills",
"commit": "0d7ed9a",
"license": "MIT",
"skills": 1
},
"trailofbits/skills": {
"repo": "https://github.com/trailofbits/skills",
"commit": "cfe5d7b",
"license": "custom (see upstream LICENSE)",
"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
},
"giuseppe-trisciuoglio/developer-kit": {
"repo": "https://github.com/giuseppe-trisciuoglio/developer-kit",
"commit": "306f428",
"license": "MIT",
"skills": 1
},
"rsmdt/the-startup": {
"repo": "https://github.com/rsmdt/the-startup",
"commit": "ff6a0be",
"license": "MIT",
"skills": 1
},
"rohitg00/skillkit": {
"repo": "https://github.com/rohitg00/skillkit",
"commit": "d2e5c34",
"license": "Apache-2.0",
"skills": 1
},
"microsoft/skills": {
"repo": "https://github.com/microsoft/skills",
"commit": "dc543aa",
"license": "MIT",
"skills": 1
},
"mukul975/Anthropic-Cybersecurity-Skills": {
"repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
"commit": "673da1f",
"license": "Apache-2.0",
"skills": 1
},
"affaan-m/everything-claude-code": {
"repo": "https://github.com/affaan-m/everything-claude-code",
"commit": "ed38744",
"license": "MIT",
"skills": 1
},
"vibeeval/vibecosystem": {
"repo": "https://github.com/vibeeval/vibecosystem",
"commit": "cea9462",
"license": "MIT",
"skills": 1
},
"pedrohcgs/claude-code-my-workflow": {
"repo": "https://github.com/pedrohcgs/claude-code-my-workflow",
"commit": "be53c12",
"license": "MIT",
"skills": 1
}
},
"total_skills": 80,
"tiers": {
"core": 78,
"adjacent": 2
}
},
"provenance": {
"items": {
"esco": 96,
"onet": 172,
"jobads": 116,
"wiki_ai": 0,
"anthropic": 5,
"ai_skills": 174,
"stackx": 0
},
"share_percent": {
"esco": 17.1,
"onet": 30.6,
"jobads": 20.6,
"wiki_ai": 0.0,
"anthropic": 0.9,
"ai_skills": 30.9,
"stackx": 0.0
},
"method": "content items per source category"
},
"collar": "white",
"computer_work": true
}

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# External AI agent skills — architect
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 |
|---|---|---|---|
| `growing-outside-in-systems` | core | Drive feature development using Outside-In TDD with Hexagonal Architecture. Design emerges through inline code, in-memory fakes, interface extraction, and deferred I/O. Use when building features, writing tests, or structuring backend … | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/backend-development/skills/growing-outside-in-systems) |
| `opex-program-designer` | core | Operational Excellence program design skill with governance structure, methodology deployment, and capability building | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/operations/skills/opex-program-designer) |
| `building-code-checker` | core | Building code compliance checking skill for IBC occupancy, construction type, and area requirements | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/civil-engineering/skills/building-code-checker) |
| `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) |
| `vpd-design` | core | Customer-centric value proposition development using jobs-to-be-done methodology | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/business-strategy/skills/vpd-design) |
| `experiment-planner-doe` | core | Design of Experiments skill for systematic optimization of nanomaterial synthesis and processing | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/nanotechnology/skills/experiment-planner-doe) |
| `thought-experiment-design` | core | Construct, analyze, and evaluate philosophical thought experiments to test intuitions, reveal conceptual commitments, and probe theoretical implications | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/philosophy/skills/thought-experiment-design) |
| `systems-dynamics-modeler` | core | Skill for building and simulating systems dynamics models | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/scientific-discovery/skills/systems-dynamics-modeler) |
| `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) |
| `knowledge-extractor` | core | Extract tribal knowledge from code, documentation, and commit history to preserve institutional memory | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/code-migration-modernization/skills/knowledge-extractor) |
| `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) |
## 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 |
|---|---|---|---|
| `python-testing` | core | Python testing strategies using pytest, TDD methodology, fixtures, mocking, parametrization, and coverage requirements. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/python-testing) |
## 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 |
|---|---|---|---|
| `senior-data-scientist` | core | World-class senior data scientist skill specialising in statistical modeling, experiment design, causal inference, and predictive analytics. Covers A/B testing (sample sizing, two-proportion z-tests, Bonferroni correction), … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/engineering-team/skills/senior-data-scientist) |
| `self-improving-agent` | core | Curate Claude Code's auto-memory into durable project knowledge. Analyze MEMORY.md for patterns, promote proven learnings to CLAUDE.md and .claude/rules/, extract recurring solutions into reusable skills. Use when: (1) reviewing what … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/engineering-team/self-improving-agent/skills/self-improving-agent) |
## Source: antfu/skills
- Repository: [https://github.com/antfu/skills](https://github.com/antfu/skills) (commit `a74f281`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `slidev` | core | Create and present web-based slidedecks for developers using Slidev with Markdown, Vue components, code highlighting, animations, and interactive features. Use when building technical presentations, conference talks, code walkthroughs, … | [source](https://github.com/antfu/skills/tree/a74f281/skills/slidev) |
## Source: basicmachines-co/basic-memory
- Repository: [https://github.com/basicmachines-co/basic-memory](https://github.com/basicmachines-co/basic-memory) (commit `53da71c`, retrieved 2026-07-14)
- License: custom (see upstream LICENSE)
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `memory-literary-analysis` | core | Analyze a complete literary work into a structured Basic Memory knowledge graph. Covers schema design, entity seeding, chapter-by-chapter processing, cross-referencing, validation, and visualization. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-literary-analysis) |
| `memory-notes` | core | How to write well-structured Basic Memory notes: frontmatter, observations with semantic categories, relations with wiki-links, and best practices for building a rich knowledge graph. Use when creating or improving notes. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-notes) |
| `memory-onboarding` | core | Guide someone new to Basic Memory through designing and building a complete personal knowledge system — interview them about what they want to track, propose a structure, build it with schemas and instruction notes, teach them to use it, … | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-onboarding) |
| `code-review` | core | Use when reviewing Basic Machines code for house style, architecture risk, pre-merge hardening, or whether a change fits basic-memory/basic-memory-cloud conventions. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/.agents/skills/code-review) |
## 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 |
|---|---|---|---|
| `knowledge-graph-skills` | core | 9 knowledge graphs skills. Trigger: building knowledge graphs, connecting concepts, ontology design. Design: graph construction, traversal, and visualization for research knowledge. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/tools/knowledge-graph) |
| `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) |
| `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) |
| `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) |
## 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 |
|---|---|---|---|
| `cirq` | core | Quantum computing framework for building, simulating, optimizing, and executing quantum circuits. Use this skill when working with quantum algorithms, quantum circuit design, quantum simulation (noiseless or noisy), running on quantum … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/cirq) |
| `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) |
| `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) |
| `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) |
| `peer-review` | core | Systematic peer review toolkit. Evaluate methodology, statistics, design, reproducibility, ethics, figure integrity, reporting standards, for manuscript and grant review across disciplines. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/peer-review) |
| `simpy` | core | Process-based discrete-event simulation framework in Python. Use this skill when building simulations of systems with processes, queues, resources, and time-based events such as manufacturing systems, service operations, network traffic, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/simpy) |
| `ai-agents-architect` | core | Expert in designing and building autonomous AI agents. Masters tool use, memory systems, planning strategies, and multi-agent orchestration. Use when: build agent, AI agent, autonomous agent, tool use, function calling. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/ai-agents-architect) |
| `pennylane` | core | Cross-platform Python library for quantum computing, quantum machine learning, and quantum chemistry. Enables building and training quantum circuits with automatic differentiation, seamless integration with PyTorch/JAX/TensorFlow, and … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/pennylane) |
| `code-review-excellence` | core | Transform code reviews from gatekeeping to knowledge sharing through constructive feedback, systematic analysis, and collaborative improvement. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/productivity/code-review-excellence) |
| `cellxgene-census` | core | Query CZ CELLxGENE Census (61M+ cells). Filter by cell type/tissue/disease, retrieve expression data, integrate with scanpy/PyTorch, for population-scale single-cell analysis. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/cellxgene-census) |
| `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) |
## 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) |
## Source: giuseppe-trisciuoglio/developer-kit
- Repository: [https://github.com/giuseppe-trisciuoglio/developer-kit](https://github.com/giuseppe-trisciuoglio/developer-kit) (commit `306f428`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `graalvm-native-image` | core | Provides expert guidance for building GraalVM Native Image executables from Java applications. Use when converting JVM applications to native binaries, optimizing cold start times, reducing memory footprint, configuring native build tools … | [source](https://github.com/giuseppe-trisciuoglio/developer-kit/tree/306f428/plugins/developer-kit-java/skills/graalvm-native-image) |
## 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) |
## Source: jabrena/plinth
- Repository: [https://github.com/jabrena/plinth](https://github.com/jabrena/plinth) (commit `065eae8`, retrieved 2026-07-14)
- License: Apache-2.0
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `057-design-feature-toggles` | core | Use when designing, implementing, reviewing, testing, or cleaning up feature toggles, feature flags, kill switches, runtime configuration gates, canary controls, staged rollouts, experiments, or temporary compatibility switches in Java … | [source](https://github.com/jabrena/plinth/tree/065eae8/skills/057-design-feature-toggles) |
## Source: jeffallan/claude-skills
- Repository: [https://github.com/jeffallan/claude-skills](https://github.com/jeffallan/claude-skills) (commit `e8be415`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `kotlin-specialist` | core | Provides idiomatic Kotlin implementation patterns including coroutine concurrency, Flow stream handling, multiplatform architecture, Compose UI construction, Ktor server setup, and type-safe DSL design. Use when building Kotlin … | [source](https://github.com/jeffallan/claude-skills/tree/e8be415/skills/kotlin-specialist) |
## 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 |
|---|---|---|---|
| `hypothesis-tester` | core | Structured hypothesis formulation, experiment design, and results interpretation for Product Managers. Use when the user needs to validate an assumption, design an A/B test, evaluate experiment results, or decide whether to ship based on … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/productivity/pm-ai-partner/skills/hypothesis-tester) |
| `surge-landing` | core | Use when asked to design growth-optimized landing pages, activation funnel layouts, or experiment-friendly page structures. Examples: "growth-optimized landing", "activation funnel layout", "A/B testable page | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/bundle/revenue-team/skills/surge-landing) |
| `exa-data-handling` | core | Implement Exa search result processing, content extraction, caching, and RAG context management. Use when handling search results, implementing caching, building citation pipelines, or managing content payloads for LLM context windows. … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/exa-pack/skills/exa-data-handling) |
| `oraclecloud-query-transform` | core | Query OCI metrics with MQL and create monitoring alarms via the Python SDK. Use when building dashboards, querying CPU/memory/network metrics, or creating alarms. Trigger with "oci monitoring", "mql query", "oci metrics", "oci alarm", "cpu … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/oraclecloud-pack/skills/oraclecloud-query-transform) |
| `procore-reference-architecture` | core | Procore reference architecture \u2014 construction management platform\ \ integration.\nUse when working with Procore API for project management, RFIs,\ \ or submittals.\nTrigger with phrases like \"procore reference architecture\",\ \ … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/procore-pack/skills/procore-reference-architecture) |
| `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) |
## 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) |
| `adaptyv` | core | How to use the Adaptyv Bio Foundry API and Python SDK for protein experiment design, submission, and results retrieval. Use this skill whenever the user mentions Adaptyv, Foundry API, protein binding assays, protein screening experiments, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/adaptyv) |
| `cirq` | core | Google quantum computing framework. Use when targeting Google Quantum AI hardware, designing noise-aware circuits, or running quantum characterization experiments. Best for Google hardware, noise modeling, and low-level circuit design. For … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/cirq) |
## 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) |
| `adaptyv` | core | How to use the Adaptyv Bio Foundry API and Python SDK for protein experiment design, submission, and results retrieval. Use this skill whenever the user mentions Adaptyv, Foundry API, protein binding assays, protein screening experiments, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/adaptyv) |
| `cirq` | core | Google quantum computing framework. Use when targeting Google Quantum AI hardware, designing noise-aware circuits, or running quantum characterization experiments. Best for Google hardware, noise modeling, and low-level circuit design. For … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/cirq) |
## Source: microsoft/power-platform-skills
- Repository: [https://github.com/microsoft/power-platform-skills](https://github.com/microsoft/power-platform-skills) (commit `0d7ed9a`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `create-code-app` | core | Creates Power Apps code apps using React and Vite. Use when building code apps, scaffolding projects, or deploying to Power Platform. | [source](https://github.com/microsoft/power-platform-skills/tree/0d7ed9a/plugins/code-apps/skills/create-code-app) |
## Source: microsoft/skills
- Repository: [https://github.com/microsoft/skills](https://github.com/microsoft/skills) (commit `dc543aa`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `wiki-page-writer` | core | Generates rich technical documentation pages with dark-mode Mermaid diagrams, source code citations, and first-principles depth. Use when writing documentation, generating wiki pages, creating technical deep-dives, or documenting specific … | [source](https://github.com/microsoft/skills/tree/dc543aa/.github/plugins/deep-wiki/skills/wiki-page-writer) |
## 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: nexu-io/open-design
- Repository: [https://github.com/nexu-io/open-design](https://github.com/nexu-io/open-design) (commit `4b66023`, retrieved 2026-07-14)
- License: Apache-2.0
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `deck-guizang-editorial` | core | Open Design's FY26 marketing plan: brand-to-pipeline — audience, offer, channel mix, and the launch calendar that ties creative to growth. Built as a decision-grade marketing & GTM deck for CMO, growth lead, founder. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/deck-guizang-editorial) |
| `html-ppt-zhangzara-coral` | core | Open Design's community-growth campaign across GitHub, Discord, and X: the loops, the content calendar, and the pipeline math. Built as a decision-grade marketing & GTM deck for growth team, community lead. | [source](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/html-ppt-zhangzara-coral) |
| `html-ppt-zhangzara-signal` | core | Open Design's strategy memo: should it monetize the plugin registry now or hold — options, risks, and the recommendation. Built as a decision-grade corporate strategy deck for CEO, strategy team. | [source](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/html-ppt-zhangzara-signal) |
| `marketing-psychology` | core | Apply psychological principles and behavioral science to copy and design. Useful for tightening hooks, framing, and pricing presentation. | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/marketing-psychology) |
## 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-cicd-and-deployment` | core | CI/CD pipeline design methodology, deployment strategies, GitHub Actions patterns, and branch/release strategies. Load when designing pipelines or deployment workflows. | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-cicd-and-deployment) |
## Source: pedrohcgs/claude-code-my-workflow
- Repository: [https://github.com/pedrohcgs/claude-code-my-workflow](https://github.com/pedrohcgs/claude-code-my-workflow) (commit `be53c12`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `coauthor-brief` | core | Generate a co-author / collaborator handoff brief for a multi-author, multi-machine project — summarizing what changed since the last brief (git delta), the current state of each artifact (manuscript, analysis, slides), open questions, how … | [source](https://github.com/pedrohcgs/claude-code-my-workflow/tree/be53c12/.claude/skills/coauthor-brief) |
## 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 |
|---|---|---|---|
| `structured-code-review` | core | Performs a structured five-stage code review covering requirements compliance, correctness, code quality, testing, and security/performance. Each stage uses targeted checklists and categorized feedback (Blocker/Major/Minor/Nit) with … | [source](https://github.com/rohitg00/skillkit/tree/d2e5c34/packages/core/src/methodology/packs/collaboration/structured-review) |
## Source: rsmdt/the-startup
- Repository: [https://github.com/rsmdt/the-startup](https://github.com/rsmdt/the-startup) (commit `ff6a0be`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `requirements-elicitation` | core | Requirement gathering techniques, stakeholder analysis, user story patterns, and specification validation. Use when clarifying vague requirements, resolving conflicting needs, documenting specifications, or validating requirements with … | [source](https://github.com/rsmdt/the-startup/tree/ff6a0be/plugins/team/skills/cross-cutting/requirements-elicitation) |
## 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) |
| `Hooks Automation` | core | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/hooks-automation) |
## Source: ruvnet/ruflo
- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `AgentDB Memory Patterns` | core | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/agentdb-memory-patterns) |
| `Hooks Automation` | core | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$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) |
## Source: SamurAIGPT/Generative-Media-Skills
- Repository: [https://github.com/SamurAIGPT/Generative-Media-Skills](https://github.com/SamurAIGPT/Generative-Media-Skills) (commit `a1c4c98`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `muapi-floor-plan-rendering` | core | Design a 2D floor plan and convert it into a realistic, high-quality 3D architectural rendering. | [source](https://github.com/SamurAIGPT/Generative-Media-Skills/tree/a1c4c98/library/visual/floor-plan-rendering) |
## Source: trailofbits/skills
- Repository: [https://github.com/trailofbits/skills](https://github.com/trailofbits/skills) (commit `cfe5d7b`, retrieved 2026-07-14)
- License: custom (see upstream LICENSE)
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `variant-analysis` | core | Find similar vulnerabilities and bugs across codebases using pattern-based analysis. Use when hunting bug variants, building CodeQL/Semgrep queries, analyzing security vulnerabilities, or performing systematic code audits after finding an … | [source](https://github.com/trailofbits/skills/tree/cfe5d7b/plugins/variant-analysis/skills/variant-analysis) |
## Source: vibeeval/vibecosystem
- Repository: [https://github.com/vibeeval/vibecosystem](https://github.com/vibeeval/vibecosystem) (commit `cea9462`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `python-testing` | core | Python testing strategies using pytest, TDD methodology, fixtures, mocking, parametrization, and coverage requirements. | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/python-testing) |
## Source: wanshuiyin/Anti-Autoresearch
- Repository: [https://github.com/wanshuiyin/Anti-Autoresearch](https://github.com/wanshuiyin/Anti-Autoresearch) (commit `c7f7f0d`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `eval-design-forensics` | core | Audit whether a paper's EVALUATION DESIGN actually measures what it claims and whether its reporting is complete — the validity layer family D (experiment-forensics) cannot reach. Three patterns: train/test leakage means the reported score … | [source](https://github.com/wanshuiyin/Anti-Autoresearch/tree/c7f7f0d/skills/eval-design-forensics) |
## 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) |

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# Berufsbild (Deutschland) — Architekt/in
> **Quelle:** BERUFENET, Bundesagentur für Arbeit — Beruf-ID 15706,
> KldB 2010: B 31114 · via öffentliche BERUFENET-API,
> abgerufen 2026-07-12. Automatisches Label-Matching
> (Score 1.00); Inhalte paraphrasiert/gekürzt, Volltext beim
> Original: https://web.arbeitsagentur.de/berufenet/beruf/15706
## Aufgaben und Tätigkeiten kompakt
Architekten und Architektinnen planen Neu- bzw. Erweiterungsbauten sowie Modernisierung, Sanierung oder Instandhaltung bestehender Gebäude. Dafür erstellen sie mithilfe von Technologie für Planung, Entwurf, Konstruktion o.ä.; Erstellung technischer Zeichnungen und Modelle verschiedener Erzeugnisse in 2D oder 3D, z. B. im Bauwesen, im Maschinenbau, in der Elektrotechnik
" name="Computer Aided Design (CAD)">CAD-Anwendungen und KI-Tools Entwürfe, die Nutzungsanforderungen an ein Gebäude berücksichtigen. Sie kalkulieren Baukosten, erstellen reale oder 3-D-Modelle und setzen ihre Entwürfe unter Absprache mit Auftraggebern und Auftraggeberinnen um. Bei ihren Entwürfen beachten sie z.B. Klimaschutz, Energieeffizienz, Haustechnik und Nachhaltigkeit. Während des Bauvorhabens sind sie für die Koordination der Arbeitskräfte, Fragen zur Ausführung, Bauanträge, Leistungsbeschreibungen sowie die Rechnungsprüfung verantwortlich. Zudem übernehmen sie Gutachten, beurteilen Bauschäden oder betreuen städtische Großbauprojekte.
## Tätigkeitsbezeichnungen
Architekt/in
Berufsbezeichnung in englischer SpracheArchitect (m/f)
Berufsbezeichnung in französischer SpracheArchitecte (m/f)
## Die Tätigkeit im Überblick
Architekten und Architektinnen entwerfen Bauwerke sowie städtische Anlagen und überwachen die bauliche Ausführung. Dabei berücksichtigen sie gestalterische, technische, wirtschaftliche, ökologische sowie soziale Aspekte.
## Trends
Urban Mining - Der städtische Raum als RohstoffquelleStädte besitzen einen enormen Reichtum an Materialbeständen. In Anbetracht der steigenden Ressourcenknappheit ist das für künftige Generationen von großem Wert. Urban Mining begreift den städtischen Raum als großes Materiallager. Ziel ist es, aus langlebigen Produkten, Gebäuden und Infrastrukturen Sekundärrohstoffe zu gewinnen. Urban Mining ist eine langfristige Strategie und will wichtige Stoffkreisläufe etablieren. Bereits verwertete Stoffe, z.B. verbauter Beton in alten Gebäuden, sollen eine neue Verwendung finden und recycelt werden. Besonders Fach- und Führungskräfte der Baubranche werden sich aufgrund der Wissenschaft von den Beziehungen der Lebewesen zu ihrer belebten und unbelebten Umwelt; wird häufig auch in Zusammenhang mit Umweltschutz bzw. einem nachhaltigen Wirtschaften (Ökologische Marktwirtschaft) verwendet
" name="Ökologie">ökologischen und ökonomischen Vorteile mit dieser Thematik auseinandersetzen.
VR und AR in der (Landschafts-) und (Innen-)ArchitekturComputergenerierte, interaktive 3D-Umgebung, die mit speziellen Technologien (z.B. VR-Brillen) erlebet werden kann
" name="Virtual Reality">Virtual Reality (VR) und deutsch: erweiterte Realität
Kombination aus wahrgenommener und vom Computer erzeugter Realität; z.B. können über eine halbtransparente Datenbrille kontextabhängige, digitale Informationen wie Texte, Videos oder Grafiken in das Sichtfeld eingeblendet und in die reale Umgebung integriert werden
" name="Augmented Reality">Augmented Reality (AR) sollen eine fotorealistische Umsetzung von (Bau-)Projekten ermöglichen. Die VR- und AR-Brillen stellen die abstrakten Pläne begeh- und erlebbar dar. Die virtuellen Pläne erleichtern die Kommunikation zwischen beteiligten Parteien. Sie sorgen zudem für mehr Planungs- und Budgetsicherheit und unterstützen Fachkräfte bei der Planung und Umsetzung. Im Vergleich zu Modellen am Bildschirm verschafft die 360-Grad-Umsicht einen umfassenderen Überblick und zeigt z.B. den Lichteinfall in Räumen. Führungskräfte sowie Entscheidungsträger und Entscheidungsträgerinnen müssen sich für die Anwendung der Technologie das nötige Wissen aneignen und gezielte Investitionsentscheidungen treffen.
Neues Europäisches Bauhaus und RenovierungswelleDie Europäische Kommission hat im September 2020 das "neue Europäische Bauhaus" ins Leben gerufen. Dieses entwickelt neue, nachhaltige und klimaneutrale Bauweisen und Designformen. Technologien wie englisch: Artificial
## Aufgaben und Tätigkeiten (Beschreibung)
Worum geht es?Architekten und Architektinnen entwerfen Bauwerke und städtebauliche Anlagen vorwiegend im Bereich Hochbau. Sie planen und überwachen die Ausführung des Baus und berücksichtigen gestalterische, technische, wirtschaftliche, ökologische sowie soziale Aspekte.
Gestaltung und ManagementOb ein neues Einfamilienhaus oder ein gewerblicher Bau neu errichtet oder ein altes Schulgebäude erweitert und nach modernen Gesichtspunkten umgebaut werden soll - Architekten und Architektinnen gestalten mit ihrer Arbeit den Lebensraum und die räumliche Umwelt der Menschen. Zunächst sind Aufträge zu akquirieren, z.B. durch die Teilnahme an Ausschreibungen und Architektenwettbewerben. Haben die Architekten und Architektinnen den Auftrag erhalten, beginnen sie mit der Planung. Dabei kann es sich um Gebäude und Freianlagen für unterschiedliche Zwecke und Nutzungen handeln. Neben Neubauten gestalten und planen Architekten und Architektinnen auch Modernisierungen, Sanierungen, Umbauten oder Erweiterungen von bereits bestehenden Gebäuden, stellen dafür in Machbarkeitsstudien den Bauzustand fest und machen Vorschläge für eine sinnvolle künftige Nutzung.
Zunächst ermitteln sie die Planungsgrundlagen für das Objekt, z.B. die Vorstellungen des Bauherrn, Rahmenbedingungen wie die städtebauliche Situation, wirtschaftliche und baurechtliche Festlegungen oder Einschränkungen, Fragen des Denkmal- und Umweltschutzes und Anforderungen an Gesundheits- und Brandschutz. Auf dieser Grundlage und in Absprache mit dem Bauherrn entwickeln sie dann Lösungsmöglichkeiten. Dabei sind neben einem guten Entwurf ökologisches Denken und Kostenbewusstsein gefragt. Bereits bei der Planung berücksichtigen Architekten und Architektinnen die Kreislaufwirtschaft und achten auf nachhaltiges Bauen, sodass beim Bau Ressourcen geschont und langlebige, flexibel nutzbare Bauwerke geschaffen werden. Da Bauherren häufig detaillierte Angebote erwarten, die Projektentwicklung, -steuerung, Kosten- und Terminkontrolle beinhalten, sind die planerischen Anforderungen vielfältig und erfordern auch Managementqualitäten.
Entwurf und KalkulationAuf Grundlage der Vorgaben erarbeiten Architekten und Architektinnen einen Gebäudeentwurf und berücksichtigen dabei die Energieeffizienz bei der Nutzung der Gebäude, die Verwendung umweltverträglicher Baustoffe oder den Einsatz intelligenter Haustechnik wie z.B. Daten- und Kommunikationsnetze oder sensorgesteuerter Verschattungsanlagen. Materialien werden festgelegt, Formen und
## Aufgaben und Tätigkeiten im Einzelnen
GrundlagenermittlungAufträge einholen, an Ausschreibungen und Architekturwettbewerben teilnehmen
Aufgabenstellung und Wünsche von Auftraggebern und Auftraggeberinnen ermitteln, dabei finanzielle, steuerliche und rechtliche Aspekte berücksichtigen
Leistungsbedarf entsprechend der Honorarordnung für Architekten und Ingenieure (HOAI) feststellen
Standortanalyse durchführen, Umweltaspekte prüfen, Ergebnisse zusammenfassen
Machbarkeitsstudien für vorhandene Gebäude erstellen, Konzepte ausarbeiten
Vor- und EntwurfsplanungPlanungen vorbereiten, dabei städtebauliche, gestalterische, funktionale, technische und wirtschaftliche Aspekte bedenken
Klimakonzept, Kreislaufwirtschaft und nachhaltiges Bauen berücksichtigen, um Ressourcen zu schonen und langlebige, flexibel nutzbare Bauwerke zu schaffen
Skizzen und großmaßstäbliche Pläne anfertigen
ggf. Barrierefreiheit beachten
andere Gewerke integrieren, z.B. für Lichtplanung, Denkmalpflege, Haustechnik; Bauleistungen vergeben
Baukosten ermitteln, Entwurfsunterlagen zusammenfassen
ggf. Digitale Zwillinge zur Visualisierung und Planung von Gebäuden nutzen
ggf. Speziell im Bauwesen: Methode zur Abbildung von Bauwerken anhand eines virtuellen Gebäudemodells über ihren gesamten Lebenszyklus hinweg mit allen relevanten Informationen. Building Information Modeling unterstützt die digitale Planung, Ausführung und Bewirtschaftung von Gebäuden. Änderungen sind für alle Projektbeteiligten sofort sichtbar.
" name="Building Information Modeling (BIM)">BIM-Methoden anwenden, z.B. in der Gebäude- bzw. Ausführungsplanung
ggf. KI-gestützte Prozesse für Planung und Entwurf einsetzen
GenehmigungsplanungBaugenehmigungen einholen
mit Behörden verhandeln, Unterlagen einreichen
AusführungsplanungBauobjekt mithilfe von Technologie für Planung, Entwurf, Konstruktion o.ä.; Erstellung technischer Zeichnungen und Modelle verschiedener Erzeugnisse in 2D oder 3D, z. B. im Bauwesen, im Maschinenbau, in der Elektrotechnik
" name="Computer Aided Design (CAD)">CAD-Anwendungen zeichnerisch darstellen, z.B. in endgültigen, vollständigen Ausführungs-, Detail- und Konstruktionszeichnungen; Baumaterialien bestimmen
Ausführungsplanung während der Bauausführung fortschreiben
Dokumentation und ÜberwachungBauausführung überwachen, z.B. im Hinblick auf die Baugenehmigung, auf Ausführungspläne und Leistungsbeschreibungen
Bauabnahme, Kostenfeststellung und Rechnungsprüfung durchführen
Beseitigung von Mängeln innerhalb der Gewährleistungsfriste

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# Market evidence report — architect
Source: **58 real job ads** (JSearch API, countries: us 58), 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 |
|---|---|---|
| senior | 31 | 53 % |
| mid | 21 | 36 % |
| junior | 4 | 7 % |
| lead | 2 | 3 % |
## Tools — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | Revit | 17 | 29 % |
| 2 | AWS | 9 | 16 % |
| 3 | AutoCAD | 7 | 12 % |
| 4 | Azure | 6 | 10 % |
| 5 | Kubernetes | 6 | 10 % |
| 6 | DataBricks | 5 | 9 % |
| 7 | Microsoft Excel | 5 | 9 % |
| 8 | Microsoft Office | 5 | 9 % |
| 9 | SketchUp | 5 | 9 % |
| 10 | Bluebeam | 4 | 7 % |
| 11 | Enscape | 4 | 7 % |
| 12 | Git | 4 | 7 % |
| 13 | Java | 4 | 7 % |
| 14 | Oracle | 4 | 7 % |
| 15 | Python | 4 | 7 % |
| 16 | PyTorch | 4 | 7 % |
| 17 | Rhino | 4 | 7 % |
| 18 | Scikit-learn | 4 | 7 % |
| 19 | Terraform | 4 | 7 % |
| 20 | Adobe Suite | 3 | 5 % |
| 21 | Amazon ECS | 3 | 5 % |
| 22 | Amazon Web Services (AWS) | 3 | 5 % |
| 23 | Appian | 3 | 5 % |
| 24 | AWS Bedrock | 3 | 5 % |
| 25 | Claude | 3 | 5 % |
| 26 | Docker | 3 | 5 % |
| 27 | Google Cloud | 3 | 5 % |
| 28 | Grasshopper | 3 | 5 % |
| 29 | Hadoop | 3 | 5 % |
| 30 | Kafka | 3 | 5 % |
| 31 | Microsoft Word | 3 | 5 % |
| 32 | PowerPoint | 3 | 5 % |
| 33 | Spark | 3 | 5 % |
| 34 | SQL Server | 3 | 5 % |
| 35 | TensorFlow | 3 | 5 % |
## Hard skills — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | architectural design | 12 | 21 % |
| 2 | data modeling | 10 | 17 % |
| 3 | construction administration | 7 | 12 % |
| 4 | solution architecture | 7 | 12 % |
| 5 | construction documentation | 6 | 10 % |
| 6 | solution design | 6 | 10 % |
| 7 | cloud architecture | 5 | 9 % |
| 8 | enterprise architecture | 5 | 9 % |
| 9 | project management | 5 | 9 % |
| 10 | building code knowledge | 4 | 7 % |
| 11 | code compliance | 4 | 7 % |
| 12 | data processing | 4 | 7 % |
| 13 | database design | 4 | 7 % |
| 14 | technical documentation | 4 | 7 % |
| 15 | technical leadership | 4 | 7 % |
| 16 | configuration management | 3 | 5 % |
| 17 | design development | 3 | 5 % |
| 18 | network design | 3 | 5 % |
| 19 | requirements analysis | 3 | 5 % |
| 20 | requirements gathering | 3 | 5 % |
| 21 | schematic design | 3 | 5 % |
| 22 | software development | 3 | 5 % |
| 23 | system architecture | 3 | 5 % |
| 24 | system design | 3 | 5 % |
| 25 | system integration | 3 | 5 % |
| 26 | systems engineering | 3 | 5 % |
| 27 | troubleshooting | 3 | 5 % |
## Methods — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | agile delivery | 4 | 7 % |
| 2 | devsecops | 4 | 7 % |
| 3 | agile development | 3 | 5 % |
| 4 | ci/cd pipelines | 3 | 5 % |
| 5 | devops | 3 | 5 % |
| 6 | infrastructure as code (IaC) | 3 | 5 % |
| 7 | mlops | 3 | 5 % |
| 8 | process improvement | 3 | 5 % |
## Responsibilities — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | code review | 4 | 7 % |
| 2 | solution design | 4 | 7 % |
| 3 | team leadership | 4 | 7 % |
| 4 | technical guidance | 4 | 7 % |
| 5 | technical leadership | 4 | 7 % |
| 6 | junior engineer mentoring | 3 | 5 % |
| 7 | material selection | 3 | 5 % |
| 8 | site visits | 3 | 5 % |
| 9 | technical documentation creation | 3 | 5 % |
## Job title variants in the market
| Title | Ads |
|---|---|
| Architectural Designer | 2 |
| Project Architect | 2 |
| Senior AI/ML Architect | 2 |
| .Net Architect | 1 |
| Agentic AI Architect - Intelligence Engineering (East) | 1 |
| AI Architect | 1 |
| AI/ML Solutions Architect | 1 |
| Appian Architect - Civilian | 1 |
| Appian Architect - National Security | 1 |
| Appian Architect with Security Clearance | 1 |
| Architect | 1 |
| Architect - Career level (Advanced Manufacturing) | 1 |
| Architect (Historic Preservation) | 1 |
| Architect / Designer (Levels I / II / III) | 1 |
| Architect 1 | 1 |
| Architect- Sports | 1 |
| Architectural Design Coordinator — Project & Documentation | 1 |
| Architectural Designer — Client‑Facing, Multi‑Project Studio | 1 |
| Architectural Designer (0-3 years experience) | 1 |
| Architectural Designer, Community | 1 |
| Chief Enterprise Architect | 1 |
| Cleared Chief Data Architect Jobs | 1 |
| Cloud Security Architect Jobs | 1 |
| Cloud Solution Architect | 1 |
| Data Privacy Architect | 1 |
Methodology: entities extracted per ad ({hard_skills, tools, methods, responsibilities, seniority}), normalized, counted as DISTINCT ads per entity; report threshold ≥ 3 ads. Headline sections in skills.md/tools.md use the stricter ≥ 20 % threshold.

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# Occupation profile — architect
- **ESCO URI:** http://data.europa.eu/esco/occupation/8c3f536e-ba66-4321-ba40-363dc39f129b
- **ESCO code:** 2161.1
- **ISCO-08 group:** 2161 — Building architects
- **O*NET-SOC:** 11-9041.00 — Architectural and Engineering Managers (match: closeMatch)
## Description (ESCO)
Architects investigate, design, and oversee the construction and development of buildings, urban spaces, infrastructure projects, and social spaces. They design in accordance with the surroundings and regulations applicable in specific geographic areas, taking into account factors that include function, aesthetics, costs, and public health and safety. They are aware of social contexts and environmental factors, which include the relationships between people and buildings, and buildings and the environment. They engage in multidisciplinary projects aimed at developing the social fabric of a geographic area and advancing in social urbanism projects.
## Definition
nan
## Alternative labels
- architectural planner
- commercial architect
- building designer
- urban architect
- architects
- residential architect
- architectural designer

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# Competences — architect
Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/8c3f536e-ba66-4321-ba40-363dc39f129b).
## Essential
- **advise on building matters** (skill/competence)
- **airtight construction** (knowledge)
- **architectural design** (knowledge)
- **architectural theory** (knowledge)
- **architecture regulations** (knowledge)
- **building codes** (knowledge)
- **building information modelling** (knowledge)
- **conduct field work** (skill/competence)
- **consider building constraints in architectural designs** (skill/competence)
- **create architectural sketches** (skill/competence)
- **create solutions to problems** (skill/competence)
- **design building envelope systems** (skill/competence)
- **design building retrofitting solutions** (skill/competence)
- **design buildings** (skill/competence)
- **design open spaces** (skill/competence)
- **design passive energy measures** (skill/competence)
- **design spatial layout of outdoor areas** (skill/competence)
- **develop architectural plans** (skill/competence)
- **draw blueprints** (skill/competence)
- **ensure infrastructure accessibility** (skill/competence)
- **envelope systems for buildings** (knowledge)
- **environmental design** (knowledge)
- **evaluate integrated design of buildings** (skill/competence)
- **execute feasibility study** (skill/competence)
- **green building practices** (knowledge)
- **identify customer's needs** (skill/competence)
- **identify necessary human resources** (skill/competence)
- **integrate building requirements in the architectural design** (skill/competence)
- **integrate engineering principles in architectural design** (skill/competence)
- **integrate measures in architectural designs** (skill/competence)
- **integrated design** (knowledge)
- **interpret technical requirements** (skill/competence)
- **meet building regulations** (skill/competence)
- **negotiate with stakeholders** (skill/competence)
- **perform field research** (skill/competence)
- **provide cost benefit analysis reports** (skill/competence)
- **satisfy aesthetic requirements** (skill/competence)
- **satisfy technical requirements** (skill/competence)
- **study the relationship between buildings, people and the environment** (skill/competence)
- **sustainable building design** (knowledge)
- **sustainable building materials** (knowledge)
- **urban planning** (knowledge)
- **use CAD software** (skill/competence)
- **write an architectural brief** (skill/competence)
- **zoning codes** (knowledge)
## Optional
- adapt existing designs to changed circumstances (skill/competence)
- advise customers on building materials (skill/competence)
- advise legislators (skill/competence)
- apply systemic design thinking (skill/competence)
- architectural conservation (knowledge)
- assess environmental impact (skill/competence)
- assess heating and cooling systems (skill/competence)
- building materials industry (knowledge)
- carry out tendering (skill/competence)
- cartography (knowledge)
- communicate with construction crews (skill/competence)
- communicate with local residents (skill/competence)
- construction legal systems (knowledge)
- design an artificial lighting system (skill/competence)
- design building air tightness (skill/competence)
- design harmonious architecture (skill/competence)
- design microclimates in buildings (skill/competence)
- design window and glazing systems (skill/competence)
- develop a specific interior design (skill/competence)
- develop professional network (skill/competence)
- energy efficiency (knowledge)
- energy performance of buildings (knowledge)
- engineering principles (knowledge)
- ensure compliance with construction project deadline (skill/competence)
- environmental indoor quality (knowledge)
- fine arts (knowledge)
- finish project within budget (skill/competence)
- follow work schedule (skill/competence)
- furniture trends (knowledge)
- furniture wood types (knowledge)
- historic architecture (knowledge)
- investigate microclimates for buildings (skill/competence)
- landscape architecture (knowledge)
- liaise with local authorities (skill/competence)
- make architectural mock-ups (skill/competence)
- manage contracts (skill/competence)
- mathematics (knowledge)
- monitor parameters' compliance in construction projects (skill/competence)
- oversee construction project (skill/competence)
- participate in governmental tenders (skill/competence)
- physics (knowledge)
- prepare building permit applications (skill/competence)
- prepare lesson content (skill/competence)
- project management (knowledge)
- provide lesson materials (skill/competence)
- provide technical expertise (skill/competence)
- topography (knowledge)
- types of glazing (knowledge)
- use specialised design software (skill/competence)
- zero-energy building design (knowledge)
<!-- market-evidence -->
## Market evidence (job-ad analysis, 58 ads, as of 2026-07-08)
Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
### Hard skills
- architectural design — **21 %**
<!-- market-evidence -->

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# Tasks & work activities — architect
Source: O*NET 30.3, occupation 11-9041.00 (Architectural and Engineering Managers).
## Task statements
- **[Core]** Confer with management, production, or marketing staff to discuss project specifications or procedures.
- **[Core]** Present and explain proposals, reports, or findings to clients.
- **[Core]** Consult or negotiate with clients to prepare project specifications.
- **[Core]** Develop or implement programs to improve sustainability or reduce the environmental impacts of engineering or architecture activities or operations.
- **[Core]** Evaluate the environmental impacts of engineering, architecture, or research and development activities.
- **[Core]** Manage the coordination and overall integration of technical activities in architecture or engineering projects.
- **[Core]** Direct, review, or approve project design changes.
- **[Core]** Prepare budgets, bids, or contracts.
- **[Core]** Assess project feasibility by analyzing technology, resource needs, or market demand.
- **[Core]** Direct recruitment, placement, and evaluation of architecture or engineering project staff.
- **[Core]** Review, recommend, or approve contracts or cost estimates.
- **[Core]** Develop or implement policies, standards, or procedures for engineering and technical work.
- **[Core]** Perform administrative functions, such as reviewing or writing reports, approving expenditures, enforcing rules, or purchasing of materials or services.
- **[Core]** Establish scientific or technical goals within broad outlines provided by top management.
- **[Supplemental]** Plan or direct the installation, testing, operation, maintenance, or repair of facilities or equipment.
- **[Supplemental]** Evaluate environmental regulations or social pressures related to environmental issues to inform strategic or operational decision-making.
- **[Supplemental]** Identify environmental threats or opportunities associated with the development and launch of new technologies.
- **[Supplemental]** Solicit project support by conferring with officials or providing information to the public.
- **[Supplemental]** Plan, direct, or coordinate survey work with other project activities.
## Detailed work activities
- Analyze data to determine project feasibility.
- Analyze impact of legal or regulatory changes.
- Analyze market research data.
- Approve expenditures.
- Communicate organizational information to customers or other stakeholders.
- Communicate with government agencies.
- Confer with organizational members to accomplish work activities.
- Develop operating strategies, plans, or procedures.
- Develop organizational goals or objectives.
- Develop organizational policies or programs.
- Develop sustainable organizational policies or practices.
- Direct facility maintenance or repair activities.
- Estimate demand for products or services.
- Evaluate environmental impact of operational or development activities.
- Identify environmental concerns.
- Implement organizational process or policy changes.
- Manage construction activities.
- Manage human resources activities.
- Manage operations, research, or logistics projects.
- Negotiate project specifications.
- Prepare financial documents, reports, or budgets.
- Prepare operational budgets.
- Present information to the public.
- Promote products, services, or programs.
- Purchase materials, equipment, or other resources.

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# Tools & technology — architect
Source: O*NET 30.3 'Software Skills' for 11-9041.00.
| Software | Category | Hot technology |
|---|---|---|
| IBM SPSS Statistics | Analytical or scientific software | yes |
| The MathWorks MATLAB | Analytical or scientific software | yes |
| Docker | Application server software | yes |
| GitHub | Application server software | yes |
| Splunk Enterprise | Cloud-based management 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 |
| Chef | Configuration management software | yes |
| Puppet | Configuration management software | yes |
| Atlassian JIRA | Content workflow software | yes |
| Amazon DynamoDB | Data base management system software | yes |
| Apache Cassandra | Data base management system software | yes |
| Apache Hadoop | Data base management system software | yes |
| Apache Hive | Data base management system software | yes |
| Elasticsearch | Data base management system software | yes |
| MongoDB | Data base management system software | yes |
| MySQL | Data base management system software | yes |
| NoSQL | Data base management system software | yes |
| Teradata Database | Data base management system software | yes |
| Amazon Elastic Compute Cloud EC2 | Data base user interface and query software | yes |
| Amazon Redshift | Data base user interface and query software | yes |
| Amazon Web Services AWS software | Data base user interface and query software | yes |
| Microsoft Access | Data base user interface and query software | yes |
| Microsoft SQL Server | Data base user interface and query software | yes |
| Structured query language SQL | Data base user interface and query software | yes |
| Apache Kafka | Development environment software | yes |
| Apache Maven | Development environment software | yes |
| C | Development environment software | yes |
| Go | Development environment software | yes |
| Microsoft Azure software | Development environment software | yes |
| Microsoft Visual Basic | Development environment software | yes |
| Ruby | Development environment 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 |
| Ansible software | Expert system software | yes |
| Git | File versioning software | yes |
| ESRI ArcGIS software | Geographic information system | yes |
| Trimble SketchUp Pro | Graphics or photo imaging software | yes |
| C# | Object or component oriented development software | yes |
| C++ | Object or component oriented development software | yes |
| Oracle Java | Object or component oriented development software | yes |
| Perl | Object or component oriented development software | yes |
| Python | Object or component oriented development software | yes |
| R | Object or component oriented development software | yes |
| Scala | Object or component oriented development software | yes |
| Swift | Object or component oriented development software | yes |
| PostgreSQL | Object oriented data base management software | yes |
| Microsoft Office software | Office suite software | yes |
| Apple macOS | Operating system software | yes |
| Bash | Operating system software | yes |
| Linux | Operating system software | yes |
| Shell script | Operating system software | yes |
| UNIX | Operating system software | yes |
| Microsoft PowerPoint | Presentation software | yes |
| Microsoft Visio | Process mapping and design software | yes |
| Atlassian Confluence | Project management software | yes |
| Microsoft Project | Project management software | yes |
| Oracle Primavera Enterprise Project Portfolio Management | Project management software | yes |
| Microsoft Excel | Spreadsheet software | yes |
| Kronos Workforce Timekeeper | Time accounting software | yes |
| Django | Web platform development software | yes |
| JavaScript | Web platform development software | yes |
| JavaScript Object Notation JSON | Web platform development software | yes |
| Node.js | Web platform development software | yes |
| PHP | Web platform development software | yes |
| React | Web platform development software | yes |
| Microsoft Word | Word processing software | yes |
| Citrix cloud computing software | Access software | |
| Sage 50 Accounting | Accounting software | |
| HEC-1 | Analytical or scientific software | |
| HEC-RAS | Analytical or scientific software | |
| Minitab | Analytical or scientific software | |
| Water surface pressure gradient WSPG software | Analytical or scientific software | |
| MicroStrategy | Business intelligence and data analysis software | |
| Qlik Tech QlikView | Business intelligence and data analysis software | |
| Maintenance scheduling software | Calendar and scheduling software | |
| Scheduling software | Calendar and scheduling software | |
| Autodesk VIZ | 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 | |
| Drawing and drafting software | Computer aided design CAD software | |
| Hewlett-Packard HP SolidDesigner | Computer aided design CAD software | |
| PTC Creo Parametric | Computer aided design CAD software | |
| Delcam PowerMILL | Computer aided manufacturing CAM software | |
| Geometric CAMWorks | Computer aided manufacturing CAM software | |
| Open Mind hyperMILL | Computer aided manufacturing CAM software | |
| Perforce Helix software | Configuration management software | |
| Workflow software | Content workflow software | |
| Apache Pig | Data base management system software | |
| Apache Solr | Data base management system software | |
| Relational database management software | Data base management system software | |
| National Instruments LabVIEW | Development environment software | |
| Verilog | Development environment software | |
| Adobe Acrobat Pro Extended | Document management software | |
| Adobe LifeCycle ES | Document management software | |
| IBM Notes | Electronic mail software | |
| Microsoft Exchange | Electronic mail software | |
| Agile Product Lifecyle Management PLM | Enterprise resource planning ERP software | |
| Aptean Made2Manage | Enterprise resource planning ERP software | |
| Microsoft Dynamics | Enterprise resource planning ERP software | |
| Microsoft Dynamics NAV | Enterprise resource planning ERP software | |
| Oracle JD Edwards EnterpriseOne | Enterprise resource planning ERP software | |
| ESRI ArcView | Geographic information system | |
| Geographic information system GIS software | Geographic information system | |
| RTA Fleet Management | Industrial control software | |
| Supervisory control and data acquisition SCADA software | Industrial control software | |
| Web browser software | Internet browser software | |
| LSA Visual Easy Lean | Materials requirements planning logistics and supply chain software | |
| Nagios | Network monitoring software | |
| Wireshark | Network monitoring software | |
| Virtual private networking VPN software | Network security and virtual private network VPN equipment software | |
| Apache Groovy | Object or component oriented development software | |
| Objective C | Object or component oriented development software | |
| Cisco IOS | Operating system software | |
| Oracle Solaris | Operating system software | |
| Ubuntu | Operating system software | |
| Hewlett Packard LoadRunner | Program testing software | |
| Realization Streamliner | Project management software | |
| The Gordian Group PROGEN Online | Project management software | |
| Customer information control system CICS | Transaction server software | |
| Backbone.js | Web platform development software | |
| LAMP Stack | Web platform development software | |
| Ruby on Rails | Web platform development software | |
<!-- market-evidence -->
## Market evidence (job-ad analysis, 58 ads, as of 2026-07-08)
Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
### Tools
- Revit — **29 %**
<!-- market-evidence -->