feat: enterprise-architect skill package v0.1.0

2026-08-14 17:28:57 +02:00
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
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+# Data provenance — enterprise-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 — enterprise-architect
+    "ESCO (occupation & competences)" : 92
+    "O*NET (tasks & tools)" : 326
+    "Job boards (market evidence)" : 117
+    "Anthropic official Claude skills" : 9
+    "External AI skill packs (mapped)" : 99
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 92 | 14.3 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 326 | 50.7 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 117 | 18.2 % | 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 | 9 | 1.4 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 99 | 15.4 % | references/ai-skills.md (per-source attribution inside) |
+| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) |
+
+Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) ·
+job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content
+paraphrased with source URLs — never copied · external AI skills are
+linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md).
--- a/SKILL.md
+++ b/SKILL.md
@@ -0,0 +1,73 @@
+---
+name: enterprise-architect
+description: "Occupational skill for the role 'enterprise architect' (also: enterprise architects, enterprise developer, enterprise architecture manager, enterprise designer). Use when the user asks for typical enterprise architect work such as: typical enterprise architect responsibilities"
+---
+
+# Enterprise Architect
+
+Enterprise architects balance technological opportunities with business requirements. They also maintain a holistic view of the organisation's strategy, processes, information and ICT assets and link the business mission, strategy and processes to the ICT strategy.
+
+## Core workflow
+
+
+## How to use this skill
+
+- Read [references/profile.md](references/profile.md) for the occupation profile and scope.
+- Consult [references/tasks.md](references/tasks.md) for the full task and activity inventory.
+- Check [references/skills.md](references/skills.md) for essential vs. optional competences.
+- Check [references/tools.md](references/tools.md) for the software commonly used in this role.
+- See [references/ai-skills.md](references/ai-skills.md) — matched external AI agent skills (per-source attribution).
+
+## Key competences (essential)
+
+- align software with system architectures
+- apply ICT system usage policies
+- business strategy concepts
+- collect customer feedback on applications
+- define software architecture
+- design enterprise architecture
+- design information system
+- execute feasibility study
+- ICT architectural frameworks
+- ICT market
+- ICT project management methodologies
+- identify processes for re-engineering
+- implement ICT security policies
+- information architecture
+- keep up with the latest information systems solutions
+
+## Hot technologies
+
+- Adobe Acrobat
+- Adobe Creative Cloud software
+- Adobe Photoshop
+- AJAX
+- Amazon DynamoDB
+- Amazon Elastic Compute Cloud EC2
+- Amazon Redshift
+- Amazon Web Services AWS CloudFormation
+- Amazon Web Services AWS software
+- Ansible software
+
+
+<!-- hot-tech -->
+
+## Hot technologies
+
+Top tools from 57 gated job ads (see references/market.md, as of 2026-07-11):
+
+- Azure — 16 %
+- AWS — 14 %
+- Microsoft Azure — 11 %
+- ServiceNow — 7 %
+- Databricks — 5 %
+- GCP — 5 %
+- Microsoft 365 — 5 %
+- Oracle Cloud Infrastructure — 5 %
+- Power Platform — 5 %
+- SAP S/4HANA — 5 %
+
+<!-- hot-tech -->
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/2bef94db-0088-4507-982a-2ca717529adb), O*NET 30.3 (15-1299.08, manual nearest match). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,118 @@
+{
+  "name": "enterprise-architect",
+  "title": "enterprise architect",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/2bef94db-0088-4507-982a-2ca717529adb",
+    "esco_code": "2511.6",
+    "isco_group": "2511",
+    "onet_soc": "15-1299.08",
+    "crosswalk_match": "manual nearest via ISCO 2511 (Computer Systems Engineers/Architects)"
+  },
+  "sources": [
+    {
+      "name": "ESCO",
+      "version": "1.2.1",
+      "url": "https://esco.ec.europa.eu/"
+    },
+    {
+      "name": "O*NET",
+      "version": "30.3",
+      "url": "https://www.onetcenter.org/",
+      "license": "CC BY 4.0"
+    }
+  ],
+  "attribution": "This package includes information from the O*NET Database (v30.3) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), CC BY 4.0. skillfactor is not endorsed by USDOL/ETA. ESCO data (v1.2.1) (c) European Union, used per the ESCO download conditions: https://esco.ec.europa.eu/en/use-esco/download",
+  "counts": {
+    "tasks": 0,
+    "dwas": 0,
+    "skills_essential": 23,
+    "skills_optional": 68,
+    "software": 0
+  },
+  "enrichment_ai_skills": {
+    "generated": "2026-07-14",
+    "method": "deterministic mapping (ISCO prefix + title/competence keywords)",
+    "sources": {
+      "anthropics/skills": {
+        "repo": "https://github.com/anthropics/skills",
+        "commit": "f6656c1",
+        "license": "Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available \u2014 see the LICENSE.txt in the upstream skill folder",
+        "skills": 6
+      },
+      "obra/superpowers": {
+        "repo": "https://github.com/obra/superpowers",
+        "commit": "d884ae0",
+        "license": "MIT (c) Jesse Vincent",
+        "skills": 12
+      },
+      "wshobson/agents": {
+        "repo": "https://github.com/wshobson/agents",
+        "commit": "6fd3247",
+        "license": "MIT (c) Seth Hobson",
+        "skills": 12
+      },
+      "NVIDIA/skills": {
+        "repo": "https://github.com/NVIDIA/skills",
+        "commit": "153b14b",
+        "license": "CC-BY-4.0 (skills/docs), Apache-2.0 (code)",
+        "skills": 12
+      },
+      "veniceai/skills": {
+        "repo": "https://github.com/veniceai/skills",
+        "commit": "de089fa",
+        "license": "MIT",
+        "skills": 9
+      },
+      "google/skills": {
+        "repo": "https://github.com/google/skills",
+        "commit": "b15f327",
+        "license": "Apache-2.0",
+        "skills": 12
+      },
+      "phuryn/pm-skills": {
+        "repo": "https://github.com/phuryn/pm-skills",
+        "commit": "18468a9",
+        "license": "MIT",
+        "skills": 9
+      },
+      "czlonkowski/n8n-skills": {
+        "repo": "https://github.com/czlonkowski/n8n-skills",
+        "commit": "9ea3aa5",
+        "license": "MIT",
+        "skills": 12
+      }
+    },
+    "total_skills": 84,
+    "tiers": {
+      "core": 36,
+      "adjacent": 48
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 92,
+      "onet": 326,
+      "jobads": 117,
+      "wiki_ai": 0,
+      "anthropic": 9,
+      "ai_skills": 99,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 14.3,
+      "onet": 50.7,
+      "jobads": 18.2,
+      "wiki_ai": 0.0,
+      "anthropic": 1.4,
+      "ai_skills": 15.4,
+      "stackx": 0.0
+    },
+    "method": "content items per source category"
+  },
+  "collar": "white",
+  "computer_work": true
+}
--- a/references/ai-skills.md
+++ b/references/ai-skills.md
@@ -0,0 +1,166 @@
+# External AI agent skills — enterprise-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 |
+|---|---|---|---|
+| `webapp-testing` | adjacent | Toolkit for interacting with and testing local web applications using Playwright. Supports verifying frontend functionality, debugging UI behavior, capturing browser screenshots, and viewing browser logs. | [source](https://github.com/anthropics/skills/tree/main/skills/webapp-testing) |
+| `claude-api` | adjacent | Reference for the Claude API / Anthropic SDK — model ids, pricing, params, streaming, tool use, MCP, agents, caching, token counting, model migration. TRIGGER — read BEFORE opening the target file; don't skip because it "looks like a … | [source](https://github.com/anthropics/skills/tree/main/skills/claude-api) |
+| `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) |
+| `mcp-builder` | adjacent | Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python … | [source](https://github.com/anthropics/skills/tree/main/skills/mcp-builder) |
+| `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) |
+| `skill-creator` | adjacent | Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, edit, or optimize an existing skill, run evals to test a skill, benchmark skill performance with … | [source](https://github.com/anthropics/skills/tree/main/skills/skill-creator) |
+
+## Source: obra/superpowers
+
+- Repository: [https://github.com/obra/superpowers](https://github.com/obra/superpowers) (commit `d884ae0`, retrieved 2026-07-14)
+- License: MIT (c) Jesse Vincent
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `brainstorming` | adjacent | You MUST use this before any creative work - creating features, building components, adding functionality, or modifying behavior. Explores user intent, requirements and design before implementation. | [source](https://github.com/obra/superpowers/tree/main/skills/brainstorming) |
+| `receiving-code-review` | adjacent | Use when receiving code review feedback, before implementing suggestions, especially if feedback seems unclear or technically questionable - requires technical rigor and verification, not performative agreement or blind implementation | [source](https://github.com/obra/superpowers/tree/main/skills/receiving-code-review) |
+| `executing-plans` | adjacent | Use when you have a written implementation plan to execute in a separate session with review checkpoints | [source](https://github.com/obra/superpowers/tree/main/skills/executing-plans) |
+| `finishing-a-development-branch` | adjacent | Use when implementation is complete, all tests pass, and you need to decide how to integrate the work - guides completion of development work by presenting structured options for merge, PR, or cleanup | [source](https://github.com/obra/superpowers/tree/main/skills/finishing-a-development-branch) |
+| `requesting-code-review` | adjacent | Use when completing tasks, implementing major features, or before merging to verify work meets requirements | [source](https://github.com/obra/superpowers/tree/main/skills/requesting-code-review) |
+| `subagent-driven-development` | adjacent | Use when executing implementation plans with independent tasks in the current session | [source](https://github.com/obra/superpowers/tree/main/skills/subagent-driven-development) |
+| `test-driven-development` | adjacent | Use when implementing any feature or bugfix, before writing implementation code | [source](https://github.com/obra/superpowers/tree/main/skills/test-driven-development) |
+| `writing-plans` | adjacent | Use when you have a spec or requirements for a multi-step task, before touching code | [source](https://github.com/obra/superpowers/tree/main/skills/writing-plans) |
+| `dispatching-parallel-agents` | adjacent | Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies | [source](https://github.com/obra/superpowers/tree/main/skills/dispatching-parallel-agents) |
+| `systematic-debugging` | adjacent | Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes | [source](https://github.com/obra/superpowers/tree/main/skills/systematic-debugging) |
+| `using-git-worktrees` | adjacent | Use when starting feature work that needs isolation from current workspace or before executing implementation plans - ensures an isolated workspace exists via native tools or git worktree fallback | [source](https://github.com/obra/superpowers/tree/main/skills/using-git-worktrees) |
+| `verification-before-completion` | adjacent | Use when about to claim work is complete, fixed, or passing, before committing or creating PRs - requires running verification commands and confirming output before making any success claims; evidence before assertions always | [source](https://github.com/obra/superpowers/tree/main/skills/verification-before-completion) |
+
+## Source: wshobson/agents
+
+- Repository: [https://github.com/wshobson/agents](https://github.com/wshobson/agents) (commit `6fd3247`, retrieved 2026-07-14)
+- License: MIT (c) Seth Hobson
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `code-documentation-docs-architect (agent)` | core | Creates comprehensive technical documentation from existing codebases. Analyzes architecture, design patterns, and implementation details to produce long-form technical manuals and ebooks. Use PROACTIVELY for system documentation, … | [source](https://github.com/wshobson/agents/tree/main/plugins/code-documentation/agents/docs-architect.md) |
+| `comprehensive-review-architect-review (agent)` | core | Master software architect specializing in modern architecture patterns, clean architecture, microservices, event-driven systems, and DDD. Reviews system designs and code changes for architectural integrity, scalability, and … | [source](https://github.com/wshobson/agents/tree/main/plugins/comprehensive-review/agents/architect-review.md) |
+| `langchain-architecture` | core | Design LLM applications using LangChain 1.x and LangGraph for agents, memory, and tool integration. Use when building LangChain applications, implementing AI agents, or creating complex LLM workflows. | [source](https://github.com/wshobson/agents/tree/main/plugins/llm-application-dev/skills/langchain-architecture) |
+| `python-project-structure` | core | Python project organization, module architecture, and public API design. Use when setting up new projects, organizing modules, defining public interfaces with __all__, or planning directory layouts. | [source](https://github.com/wshobson/agents/tree/main/plugins/python-development/skills/python-project-structure) |
+| `c4-component (agent)` | core | Expert C4 Component-level documentation specialist. Synthesizes C4 Code-level documentation into Component-level architecture, defining component boundaries, interfaces, and relationships. Creates component diagrams and documentation. Use … | [source](https://github.com/wshobson/agents/tree/main/plugins/c4-architecture/agents/c4-component.md) |
+| `c4-container (agent)` | core | Expert C4 Container-level documentation specialist. Synthesizes Component-level documentation into Container-level architecture, mapping components to deployment units, documenting container interfaces as APIs, and creating container … | [source](https://github.com/wshobson/agents/tree/main/plugins/c4-architecture/agents/c4-container.md) |
+| `python-background-jobs` | core | Python background job patterns including task queues, workers, and event-driven architecture. Use when implementing async task processing, job queues, long-running operations, or decoupling work from request/response cycles. | [source](https://github.com/wshobson/agents/tree/main/plugins/python-development/skills/python-background-jobs) |
+| `comprehensive-review-security-auditor (agent)` | core | Expert security auditor specializing in DevSecOps, comprehensive cybersecurity, and compliance frameworks. Masters vulnerability assessment, threat modeling, secure authentication (OAuth2/OIDC), OWASP standards, cloud security, and … | [source](https://github.com/wshobson/agents/tree/main/plugins/comprehensive-review/agents/security-auditor.md) |
+| `full-stack-orchestration-security-auditor (agent)` | core | Expert security auditor specializing in DevSecOps, comprehensive cybersecurity, and compliance frameworks. Masters vulnerability assessment, threat modeling, secure authentication (OAuth2/OIDC), OWASP standards, cloud security, and … | [source](https://github.com/wshobson/agents/tree/main/plugins/full-stack-orchestration/agents/security-auditor.md) |
+| `recsys-pipeline-architect` | core | Design composable recommendation, ranking, and feed pipelines using the six-stage Source→Hydrator→Filter→Scorer→Selector→SideEffect framework popularized by xAI's open-sourced X For You algorithm. Use when building any system that picks … | [source](https://github.com/wshobson/agents/tree/main/plugins/machine-learning-ops/skills/recsys-pipeline-architect) |
+| `uv-package-manager` | core | Master the uv package manager for fast Python dependency management, virtual environments, and modern Python project workflows. Use when setting up Python projects, managing dependencies, or optimizing Python development workflows with uv. | [source](https://github.com/wshobson/agents/tree/main/plugins/python-development/skills/uv-package-manager) |
+| `llm-evaluation` | core | Implement comprehensive evaluation strategies for LLM applications using automated metrics, human feedback, and benchmarking. Use when testing LLM performance, measuring AI application quality, or establishing evaluation frameworks. | [source](https://github.com/wshobson/agents/tree/main/plugins/llm-application-dev/skills/llm-evaluation) |
+
+## Source: google/skills
+
+- Repository: [https://github.com/google/skills](https://github.com/google/skills) (commit `b15f327`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `agent-platform-alert-configuration` | core | Configures best-practice alerting policies for Google Cloud Vertex AI / Agent Platform agents on Agent Runtime. Use when analyzing, writing, or deploying alerting policies to monitor agent latency, error rates, and quality metrics … | [source](https://github.com/google/skills/tree/b15f327/skills/cloud/agent-platform-alert-configuration) |
+| `agent-platform-eval-flywheel` | core | Measures and improves the quality of AI models and agents on Google Cloud using the Eval Quality Flywheel methodology. Use when evaluating an agent or model, building an eval dataset, picking or writing evaluation metrics, analyzing … | [source](https://github.com/google/skills/tree/b15f327/skills/cloud/agent-platform-eval-flywheel) |
+| `bigquery-basics` | core | Manages datasets, tables, and jobs in BigQuery. Use when you need to interact with BigQuery, run SQL queries, manage BigQuery resources (datasets, tables, views), or perform basic data ingestion and analysis. | [source](https://github.com/google/skills/tree/b15f327/skills/cloud/bigquery-basics) |
+| `google-analytics-admin-api-basics` | core | Manages Google Analytics account and property settings, enables the Analytics Admin API via the Cloud CLI, lists accounts and properties, and manages data streams, custom dimensions, conversion events, and integrations. Use when you need … | [source](https://github.com/google/skills/tree/b15f327/skills/analytics/google-analytics-admin-api-basics) |
+| `google-analytics-data-api-basics` | core | Manages Google Analytics reporting data, enables the Analytics Data API via the Cloud CLI, and creates reports using the Google Analytics Data API (v1beta). Use when you need to interact with Google Analytics properties, run customized … | [source](https://github.com/google/skills/tree/b15f327/skills/analytics/google-analytics-data-api-basics) |
+| `google-cloud-networking-observability` | core | Investigates Google Cloud networking issues by analyzing logs, metrics, and diagnostics. Use when investigating VPC Flow Logs (including cost estimation), NAT, firewall, or threat logs, querying latency and throughput metrics, or running … | [source](https://github.com/google/skills/tree/b15f327/skills/cloud/google-cloud-networking-observability) |
+| `datalineage-bigquery-asset-impact-analysis` | core | Analyzes the downstream impact (blast radius) when a BigQuery table or view is broken, stale, or modified. Identifies all downstream tables, dashboards, and processes that will be affected. Use when: - Performing a blast radius or impact … | [source](https://github.com/google/skills/tree/b15f327/skills/cloud/datalineage-bigquery-asset-impact-analysis) |
+| `cloud-sql-basics` | adjacent | This file generates or explains Cloud SQL resources. Use this file when the user asks to create a Cloud SQL instance or database for MySQL, PostgreSQL, or SQL Server. Cloud SQL manages third-party MySQL, PostgreSQL, and SQL Server … | [source](https://github.com/google/skills/tree/b15f327/skills/cloud/cloud-sql-basics) |
+| `gke-observability` | adjacent | Configures GKE observability, including Cloud Logging, Cloud Monitoring, and managed Prometheus. Use when configuring GKE monitoring, setting up GKE logging, or configuring Prometheus metrics collection. Don't use to configure local … | [source](https://github.com/google/skills/tree/b15f327/skills/cloud/gke-observability) |
+| `bigquery-ai-ml` | adjacent | Leverages BigQuery's built-in machine learning and GenAI capabilities for advanced data analytics. Use when you need to write SQL queries that perform time-series forecasting, detect outliers, find key drivers, or leverage generative AI … | [source](https://github.com/google/skills/tree/b15f327/skills/cloud/bigquery-ai-ml) |
+| `alloydb-basics` | adjacent | Manages clusters, instances, and backups for AlloyDB for PostgreSQL, and integrates with AlloyDB model context protocol (MCP) tools for automated database operations. | [source](https://github.com/google/skills/tree/b15f327/skills/cloud/alloydb-basics) |
+| `bigtable-basics` | adjacent | Assists in provisioning instances/tables, designing performant schemas, and querying data in Bigtable. Use when designing Bigtable row keys, configuring column families, writing SQL queries or client library code (Java, Go, Python) for … | [source](https://github.com/google/skills/tree/b15f327/skills/cloud/bigtable-basics) |
+
+## Source: czlonkowski/n8n-skills
+
+- Repository: [https://github.com/czlonkowski/n8n-skills](https://github.com/czlonkowski/n8n-skills) (commit `9ea3aa5`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `n8n-workflow-patterns` | core | Proven workflow architectural patterns from real n8n workflows. Use when building new workflows, designing workflow structure, choosing workflow patterns, planning workflow architecture, or asking about webhook processing, HTTP API … | [source](https://github.com/czlonkowski/n8n-skills/tree/9ea3aa5/skills/n8n-workflow-patterns) |
+| `n8n-agents` | core | Design n8n AI agents the right way. Use when building or editing any @n8n/n8n-nodes-langchain.* AI node — an AI Agent, LLM chain, Text Classifier, or Information Extractor — and whenever the user mentions AI agents, LLM with tools, tool … | [source](https://github.com/czlonkowski/n8n-skills/tree/9ea3aa5/skills/n8n-agents) |
+| `n8n-mcp-tools-expert` | adjacent | Expert guide for using n8n-mcp MCP tools effectively. Use when searching for nodes, validating configurations, accessing templates, managing workflows, managing credentials, auditing instance security, or using any n8n-mcp tool. Provides … | [source](https://github.com/czlonkowski/n8n-skills/tree/9ea3aa5/skills/n8n-mcp-tools-expert) |
+| `n8n-subworkflows` | adjacent | Build reusable, composable n8n sub-workflows. Use when extracting shared logic, building anything multi-step or reused across workflows, or any workflow over ~10 nodes — and whenever the user mentions sub-workflows, Execute Workflow, … | [source](https://github.com/czlonkowski/n8n-skills/tree/9ea3aa5/skills/n8n-subworkflows) |
+| `n8n-binary-and-data` | adjacent | Handle files and binary data in n8n correctly. Use when working with files, images, PDFs, attachments, uploads or downloads, base64, vision/multimodal input, or when an AI agent needs a file as tool input or output — and whenever the user … | [source](https://github.com/czlonkowski/n8n-skills/tree/9ea3aa5/skills/n8n-binary-and-data) |
+| `n8n-code-javascript` | adjacent | Write JavaScript code in n8n Code nodes. Use when writing JavaScript in n8n, using $input/$json/$node syntax, making HTTP requests with this.helpers / the $helpers global, working with dates using DateTime, troubleshooting Code node … | [source](https://github.com/czlonkowski/n8n-skills/tree/9ea3aa5/skills/n8n-code-javascript) |
+| `n8n-code-python` | adjacent | Write Python code in n8n Code nodes. Use when writing Python in n8n, using _input/_json/_node syntax, working with standard library, or need to understand Python limitations in n8n Code nodes. Use this skill when the user specifically … | [source](https://github.com/czlonkowski/n8n-skills/tree/9ea3aa5/skills/n8n-code-python) |
+| `n8n-code-tool` | adjacent | Write JavaScript or Python for the n8n Custom Code Tool (@n8n/n8n-nodes-langchain.toolCode) — the AI-agent-callable tool, NOT the workflow Code node. Use when building a Code Tool attached to an AI Agent, writing code that an LLM will … | [source](https://github.com/czlonkowski/n8n-skills/tree/9ea3aa5/skills/n8n-code-tool) |
+| `n8n-error-handling` | adjacent | Wire n8n error handling so failures are loud, structured, and recoverable. Use when building any webhook/API workflow, a scheduled or unattended workflow, or any path where a silent failure would drop user-visible work — and whenever the … | [source](https://github.com/czlonkowski/n8n-skills/tree/9ea3aa5/skills/n8n-error-handling) |
+| `n8n-expression-syntax` | adjacent | Validate n8n expression syntax and fix common errors. Use when writing n8n expressions, using {{}} syntax, accessing $json/$node variables, troubleshooting expression errors, mapping data between nodes, or referencing webhook data in … | [source](https://github.com/czlonkowski/n8n-skills/tree/9ea3aa5/skills/n8n-expression-syntax) |
+| `n8n-multi-instance` | adjacent | Use when an n8n-mcp account targets more than one n8n instance — i.e. the `n8n_instances` tool is available, the user mentions multiple n8n instances or environments (prod vs staging, several teams or clients), a workflow / datatable / … | [source](https://github.com/czlonkowski/n8n-skills/tree/9ea3aa5/skills/n8n-multi-instance) |
+| `n8n-node-configuration` | adjacent | Operation-aware node configuration guidance. Use when configuring nodes, understanding property dependencies, determining required fields, choosing between get_node detail levels, or learning common configuration patterns by node type. … | [source](https://github.com/czlonkowski/n8n-skills/tree/9ea3aa5/skills/n8n-node-configuration) |
+
+## Source: NVIDIA/skills
+
+- Repository: [https://github.com/NVIDIA/skills](https://github.com/NVIDIA/skills) (commit `153b14b`, retrieved 2026-07-14)
+- License: CC-BY-4.0 (skills/docs), Apache-2.0 (code)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `nemo-automodel-model-onboarding` | core | Guide for onboarding new model architectures into NeMo AutoModel, including architecture discovery, implementation patterns, registration, and validation. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/nemo-automodel-model-onboarding) |
+| `tao-train-oneformer` | core | OneFormer for universal image segmentation. Unifies panoptic, instance, and semantic segmentation with a single architecture using task-conditioned queries. Use when training, evaluating, exporting, quantizing, or running inference for a … | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/tao-train-oneformer) |
+| `tao-train-segformer` | core | SegFormer for semantic segmentation. Lightweight transformer-based architecture with hierarchical feature extraction, efficient for real-time segmentation tasks. Use when training, evaluating, exporting, quantizing, or running inference … | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/tao-train-segformer) |
+| `hsb-app` | core | Discover and run Holoscan Sensor Bridge example applications on a connected devkit. Filters available apps by the user's platform, HSB software version, board type, and sensors. Supports timed execution, failure analysis, code-edit … | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/hsb-app) |
+| `physical-ai-infrastructure-setup-and-resilient-scaling` | core | Use when the user wants to set up, scale, validate, or harden NVIDIA physical AI infrastructure for synthetic data generation workflows across local MicroK8s or Azure AKS, including Kubernetes clusters, inference endpoint deployment, OSMO … | [source](https://github.com/NVIDIA/skills/tree/153b14b/plugins/nvidia-skills/skills/physical-ai-infrastructure-setup-and-resilient-scaling) |
+| `tao-run-on-kubernetes` | core | Kubernetes execution platform — submits TAO container jobs as single-pod k8s Jobs with NVIDIA GPU scheduling. Use when running on EKS / GKE / AKS / on-prem clusters with the NVIDIA GPU Operator installed, or when integrating TAO into an … | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/tao-run-on-kubernetes) |
+| `tao-run-platform` | core | TAO Execution SDK for submitting and monitoring GPU training jobs on supported platforms (Brev, SLURM, local Docker, Kubernetes). Use when the user wants to run TAO jobs through the SDK, get job tracking, S3 I/O wrapping, multi-node … | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/tao-run-platform) |
+| `vss-generate-video-report` | core | Use this skill when producing a VSS analysis report — Mode A per-clip VLM, Mode B incident-range via video-analytics. Not for standalone video summarization, real-time alerts or ad-hoc Q&A. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/vss-generate-video-report) |
+| `dynamo-recipe-runner` | core | Select, validate, patch, and deploy existing NVIDIA Dynamo Kubernetes recipes. Use for model/backend/GPU/deployment-mode recipe bring-up; use router-starter for router-only mode work and troubleshoot for broken deployments. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/dynamo-recipe-runner) |
+| `launch-nemo-rl` | core | Playbook for launching, monitoring, stopping, and debugging NeMo-RL recipes on a Kubernetes cluster via the nrl-k8s CLI. Covers ephemeral vs long-lived RayCluster modes, iterating on runs, and debugging hung or failed training jobs. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/launch-nemo-rl) |
+| `tao-setup-nvidia-gpu-host` | core | Host setup for TAO GPU backends. Checks and, after user approval, installs NVIDIA driver branch 580, CUDA Toolkit 13.0, and NVIDIA Container Toolkit 1.19.0 for Docker/local-Docker and Kubernetes GPU worker hosts. The `--check-only` path … | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/tao-setup-nvidia-gpu-host) |
+| `deepstream-dev` | adjacent | NVIDIA DeepStream SDK 9.0 development with Python pyservicemaker API. Use when building video analytics pipelines, GStreamer-based video processing, TensorRT inference integration, object detection/tracking, or Kafka/message broker … | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/deepstream-dev) |
+
+## Source: phuryn/pm-skills
+
+- Repository: [https://github.com/phuryn/pm-skills](https://github.com/phuryn/pm-skills) (commit `18468a9`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `lean-canvas` | core | Generate a Lean Canvas with problem, solution, metrics, cost structure, UVP, unfair advantage, channels, segments, and revenue. Use when exploring a lean startup canvas, testing a business hypothesis, or modeling a new venture. | [source](https://github.com/phuryn/pm-skills/tree/18468a9/pm-product-strategy/skills/lean-canvas) |
+| `cohort-analysis` | core | Perform cohort analysis on user engagement data — retention curves, feature adoption trends, and segment-level insights. Use when analyzing user retention by cohort, studying feature adoption over time, investigating churn patterns, or … | [source](https://github.com/phuryn/pm-skills/tree/18468a9/pm-data-analytics/skills/cohort-analysis) |
+| `ab-test-analysis` | core | Analyze A/B test results with statistical significance, sample size validation, confidence intervals, and ship/extend/stop recommendations. Use when evaluating experiment results, checking if a test reached significance, interpreting split … | [source](https://github.com/phuryn/pm-skills/tree/18468a9/pm-data-analytics/skills/ab-test-analysis) |
+| `metrics-dashboard` | adjacent | Define and design a product metrics dashboard with key metrics, data sources, visualization types, and alert thresholds. Use when creating a metrics dashboard, defining KPIs, setting up product analytics, or building a data monitoring plan. | [source](https://github.com/phuryn/pm-skills/tree/18468a9/pm-product-discovery/skills/metrics-dashboard) |
+| `dummy-dataset` | adjacent | Generate realistic dummy datasets for testing with customizable columns, constraints, and output formats (CSV, JSON, SQL, Python script). Use when creating test data, building mock datasets, or generating sample data for development and … | [source](https://github.com/phuryn/pm-skills/tree/18468a9/pm-execution/skills/dummy-dataset) |
+| `gtm-strategy` | adjacent | Create a go-to-market strategy covering marketing channels, messaging, success metrics, and launch timeline. Use when planning a product launch, creating a GTM plan from scratch, or defining a launch strategy for a new market. | [source](https://github.com/phuryn/pm-skills/tree/18468a9/pm-go-to-market/skills/gtm-strategy) |
+| `north-star-metric` | adjacent | Define a North Star Metric and 3-5 supporting input metrics that form a metrics constellation. Classify the business game (Attention, Transaction, Productivity) and validate against 7 criteria for an effective North Star. Use when choosing … | [source](https://github.com/phuryn/pm-skills/tree/18468a9/pm-marketing-growth/skills/north-star-metric) |
+| `product-strategy` | adjacent | Create a comprehensive product strategy using the 9-section Product Strategy Canvas — vision, segments, costs, value propositions, trade-offs, metrics, growth, capabilities, and defensibility. Use when building a product strategy, creating … | [source](https://github.com/phuryn/pm-skills/tree/18468a9/pm-product-strategy/skills/product-strategy) |
+| `sql-queries` | adjacent | Generate SQL queries from natural language descriptions. Supports BigQuery, PostgreSQL, MySQL, and other dialects. Reads database schemas from uploaded diagrams or documentation. Use when writing SQL, building data reports, exploring … | [source](https://github.com/phuryn/pm-skills/tree/18468a9/pm-data-analytics/skills/sql-queries) |
+
+## Source: veniceai/skills
+
+- Repository: [https://github.com/veniceai/skills](https://github.com/veniceai/skills) (commit `de089fa`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `venice-characters` | core | Discover and use Venice public characters (persona-driven system prompts with a bound model). Covers GET /characters (search/filter/sort), /characters/{slug}, /characters/{slug}/reviews, the Character schema, and how to apply a character … | [source](https://github.com/veniceai/skills/tree/de089fa/skills/venice-characters) |
+| `venice-api-keys` | adjacent | Manage Venice API keys. Covers GET/POST/PATCH/DELETE /api_keys, GET /api_keys/{id}, GET /api_keys/rate_limits, GET /api_keys/rate_limits/log, the two-step /api_keys/generate_web3_key wallet flow, INFERENCE vs ADMIN key types, and per-key … | [source](https://github.com/veniceai/skills/tree/de089fa/skills/venice-api-keys) |
+| `venice-api-overview` | adjacent | High-level map of the Venice.ai API - base URL, authentication modes, endpoint categories, response headers, pricing model, error shape, and versioning. Load this first when starting any Venice integration. | [source](https://github.com/veniceai/skills/tree/de089fa/skills/venice-api-overview) |
+| `venice-embeddings` | adjacent | Call POST /embeddings on Venice. Covers request shape (input, model, encoding_format, dimensions, user), OpenAI compatibility, response compression (gzip/br), and practical usage for retrieval, clustering, and RAG. | [source](https://github.com/veniceai/skills/tree/de089fa/skills/venice-embeddings) |
+| `venice-auth` | adjacent | Authenticate to the Venice API with a Bearer API key or with an x402 / SIWE wallet. Covers header formats, the SIWE message fields, TTL and nonce rules, the venice-x402-client SDK, and how to choose between the two modes. | [source](https://github.com/veniceai/skills/tree/de089fa/skills/venice-auth) |
+| `venice-errors` | adjacent | Handle Venice API errors correctly. Covers the StandardError / DetailedError / ContentViolationError / X402InferencePaymentRequired body shapes, every meaningful status code (400, 401, 402, 403, 415, 422, 429, 500, 503, 504), the 402 … | [source](https://github.com/veniceai/skills/tree/de089fa/skills/venice-errors) |
+| `venice-image-edit` | adjacent | Transform existing images with Venice. Covers POST /image/edit (prompt-driven single-image edit), /image/multi-edit (compose 1-3 images), /image/upscale (2-4x upscale + enhance), and /image/background-remove. Accepts base64, file upload, … | [source](https://github.com/veniceai/skills/tree/de089fa/skills/venice-image-edit) |
+| `venice-image-generate` | adjacent | Generate images with Venice. Covers POST /image/generate (Venice-native), POST /images/generations (OpenAI-compatible), GET /image/styles (style presets), request fields (prompt, dimensions, cfg_scale, seed, variants, style_preset, … | [source](https://github.com/veniceai/skills/tree/de089fa/skills/venice-image-generate) |
+| `venice-responses` | adjacent | Use Venice's Alpha POST /responses endpoint - an OpenAI-compatible Responses API with typed output blocks (reasoning, message, function_call, web_search_call). Covers request shape, streaming, differences from /chat/completions, supported … | [source](https://github.com/veniceai/skills/tree/de089fa/skills/venice-responses) |
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,171 @@
+# Market evidence report — enterprise-architect
+
+Source: **57 real job ads** (JSearch API, countries: us 57), extracted into the MSSQL evidence store; as of 2026-07-11.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| senior | 28 | 49 % |
+| mid | 20 | 35 % |
+| lead | 9 | 16 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | Azure | 9 | 16 % |
+| 2 | AWS | 8 | 14 % |
+| 3 | Microsoft Azure | 6 | 11 % |
+| 4 | ServiceNow | 4 | 7 % |
+| 5 | Databricks | 3 | 5 % |
+| 6 | GCP | 3 | 5 % |
+| 7 | Microsoft 365 | 3 | 5 % |
+| 8 | Oracle Cloud Infrastructure | 3 | 5 % |
+| 9 | Power Platform | 3 | 5 % |
+| 10 | SAP S/4HANA | 3 | 5 % |
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | enterprise architecture | 31 | 54 % |
+| 2 | data modeling | 9 | 16 % |
+| 3 | solution design | 8 | 14 % |
+| 4 | solution architecture | 7 | 12 % |
+| 5 | data governance | 6 | 11 % |
+| 6 | enterprise architecture design | 6 | 11 % |
+| 7 | risk assessment | 6 | 11 % |
+| 8 | data architecture | 5 | 9 % |
+| 9 | technology roadmap development | 5 | 9 % |
+| 10 | architecture governance | 4 | 7 % |
+| 11 | integration architecture | 4 | 7 % |
+| 12 | portfolio management | 4 | 7 % |
+| 13 | risk management | 4 | 7 % |
+| 14 | security architecture | 4 | 7 % |
+| 15 | technical leadership | 4 | 7 % |
+| 16 | vendor evaluation | 4 | 7 % |
+| 17 | application architecture | 3 | 5 % |
+| 18 | capability modeling | 3 | 5 % |
+| 19 | cloud architecture | 3 | 5 % |
+| 20 | data analysis | 3 | 5 % |
+| 21 | data analytics | 3 | 5 % |
+| 22 | data management | 3 | 5 % |
+| 23 | financial analysis | 3 | 5 % |
+| 24 | metadata management | 3 | 5 % |
+| 25 | roadmapping | 3 | 5 % |
+| 26 | security compliance | 3 | 5 % |
+| 27 | system integration | 3 | 5 % |
+| 28 | systems engineering | 3 | 5 % |
+| 29 | technology evaluation | 3 | 5 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | TOGAF | 13 | 23 % |
+| 2 | Zachman framework | 6 | 11 % |
+| 3 | devsecops | 5 | 9 % |
+| 4 | dodaf | 5 | 9 % |
+| 5 | scrum | 4 | 7 % |
+| 6 | Agile | 3 | 5 % |
+| 7 | architecture governance | 3 | 5 % |
+| 8 | composable architecture | 3 | 5 % |
+| 9 | FEAF | 3 | 5 % |
+| 10 | itil | 3 | 5 % |
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | solution design | 6 | 11 % |
+| 2 | architecture governance | 5 | 9 % |
+| 3 | stakeholder communication | 5 | 9 % |
+| 4 | team leadership | 5 | 9 % |
+| 5 | stakeholder engagement | 4 | 7 % |
+| 6 | architectural guidance | 3 | 5 % |
+| 7 | architecture blueprint development | 3 | 5 % |
+| 8 | documentation production | 3 | 5 % |
+| 9 | mentor architects | 3 | 5 % |
+| 10 | risk identification | 3 | 5 % |
+| 11 | roadmap development | 3 | 5 % |
+| 12 | technology evaluation | 3 | 5 % |
+
+## Regional breakdown
+
+> **Corpus note:** 57 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
+
+### US (us)
+
+57 ads.
+
+**Top hard skills:**
+
+- enterprise architecture — 54 % (31 ads)
+- data modeling — 16 % (9 ads)
+- solution design — 14 % (8 ads)
+- solution architecture — 12 % (7 ads)
+- data governance — 11 % (6 ads)
+- enterprise architecture design — 11 % (6 ads)
+- risk assessment — 11 % (6 ads)
+- data architecture — 9 % (5 ads)
+- technology roadmap development — 9 % (5 ads)
+- architecture governance — 7 % (4 ads)
+
+**Top tools:**
+
+- Azure — 16 % (9 ads)
+- AWS — 14 % (8 ads)
+- Microsoft Azure — 11 % (6 ads)
+- ServiceNow — 7 % (4 ads)
+- Databricks — 5 % (3 ads)
+- GCP — 5 % (3 ads)
+- Microsoft 365 — 5 % (3 ads)
+- Oracle Cloud Infrastructure — 5 % (3 ads)
+- Power Platform — 5 % (3 ads)
+- SAP S/4HANA — 5 % (3 ads)
+
+**Seniority:** senior 49 % · mid 35 % · lead 16 %
+
+### UK (gb)
+
+**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+### EU/DACH (de, at, ch, nl)
+
+**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+
+## Job title variants in the market
+
+| Title | Ads |
+|---|---|
+| Enterprise Architect | 7 |
+| Enterprise Solutions Architect - P2M/Merchandising Planning | 2 |
+| Lead Enterprise Architect | 2 |
+| Principal Enterprise Architect | 2 |
+| Senior Enterprise Architect | 2 |
+| AEM Enterprise Architect | 1 |
+| Amazon Leo-Enterprise Systems Architect, Amazon Leo | 1 |
+| Chief Enterprise Architect (Business Intelligence) | 1 |
+| CT Enterprise Architect | 1 |
+| Director of Enterprise Architecture | 1 |
+| Director, Enterprise Architecture | 1 |
+| Director, SAP Enterprise Architect - Finance | 1 |
+| Enterprise Arch. Sr. Specialist Advisor | 1 |
+| Enterprise Architect - API Security | 1 |
+| Enterprise Architect - Corporate | 1 |
+| Enterprise Architect – Data, AI | 1 |
+| Enterprise Architect - Washington, DC/New Carrolton, MD Onsite | 1 |
+| Enterprise Architect & .NET Development Lead | 1 |
+| Enterprise Architect / Systems Engineer | 1 |
+| Enterprise Architect ? Data, AI | 1 |
+| Enterprise Architect | Washington, DC | Job # 7554 | 1 |
+| Enterprise Architect Task Lead | 1 |
+| Enterprise Architect, Lead | 1 |
+| Enterprise Architect, ServiceNow, Nuvolo, Remote, Contingent | 1 |
+| Enterprise Architect-PLM & Digital Continuity | 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 +1,20 @@
+# Occupation profile — enterprise architect
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/2bef94db-0088-4507-982a-2ca717529adb
+- **ESCO code:** 2511.6
+- **ISCO-08 group:** 2511 — Systems analysts
+
+## Description (ESCO)
+
+Enterprise architects balance technological opportunities with business requirements. They also maintain a holistic view of the organisation's strategy, processes, information and ICT assets and link the business mission, strategy and processes to the ICT strategy.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- enterprise architects
+- enterprise developer
+- enterprise architecture manager
+- enterprise designer
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,116 @@
+# Competences — enterprise architect
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/2bef94db-0088-4507-982a-2ca717529adb).
+
+## Essential
+
+- **align software with system architectures** (skill/competence)
+- **apply ICT system usage policies** (skill/competence)
+- **business strategy concepts** (knowledge)
+- **collect customer feedback on applications** (skill/competence)
+- **define software architecture** (skill/competence)
+- **design enterprise architecture** (skill/competence)
+- **design information system** (skill/competence)
+- **execute feasibility study** (skill/competence)
+- **ICT architectural frameworks** (knowledge)
+- **ICT market** (knowledge)
+- **ICT project management methodologies** (knowledge)
+- **identify processes for re-engineering** (skill/competence)
+- **implement ICT security policies** (skill/competence)
+- **information architecture** (knowledge)
+- **keep up with the latest information systems solutions** (skill/competence)
+- **legal requirements of ICT products** (knowledge)
+- **manage ICT data architecture** (skill/competence)
+- **object-oriented modelling** (knowledge)
+- **perform project management** (skill/competence)
+- **perform risk analysis** (skill/competence)
+- **provide ICT consulting advice** (skill/competence)
+- **review development process of an organisation** (skill/competence)
+- **use an application-specific interface** (skill/competence)
+
+## Optional
+
+- ABAP (knowledge)
+- Agile development (knowledge)
+- Agile project management (knowledge)
+- AJAX (knowledge)
+- analyse business requirements (skill/competence)
+- APL (knowledge)
+- apply conflict management (skill/competence)
+- apply information security policies (skill/competence)
+- apply systemic design thinking (skill/competence)
+- ASP.NET (knowledge)
+- Assembly (computer programming) (knowledge)
+- build business relationships (skill/competence)
+- business process modelling (knowledge)
+- business requirements techniques (knowledge)
+- C# (knowledge)
+- C++ (knowledge)
+- COBOL (knowledge)
+- CoffeeScript (knowledge)
+- Common Lisp (knowledge)
+- computer programming (knowledge)
+- coordinate technological activities (skill/competence)
+- DevOps (knowledge)
+- emergent technologies (knowledge)
+- Erlang (knowledge)
+- Groovy (knowledge)
+- Haskell (knowledge)
+- incremental development (knowledge)
+- iterative development (knowledge)
+- Java (computer programming) (knowledge)
+- JavaScript (knowledge)
+- lean project management (knowledge)
+- Lisp (knowledge)
+- manage cloud data and storage (skill/competence)
+- manage staff (skill/competence)
+- MATLAB (knowledge)
+- Microsoft Visual C++ (knowledge)
+- ML (computer programming) (knowledge)
+- monitor technology trends (skill/competence)
+- Objective-C (knowledge)
+- OpenEdge Advanced Business Language (knowledge)
+- optimise choice of ICT solution (skill/competence)
+- Pascal (computer programming) (knowledge)
+- Perl (knowledge)
+- PHP (knowledge)
+- Process-based management (knowledge)
+- Prolog (computer programming) (knowledge)
+- Prototyping development (knowledge)
+- provide cost benefit analysis reports (skill/competence)
+- Python (computer programming) (knowledge)
+- R (knowledge)
+- Rapid application development (knowledge)
+- Ruby (computer programming) (knowledge)
+- SAP R3 (knowledge)
+- SAS language (knowledge)
+- Scala (knowledge)
+- Scratch (computer programming) (knowledge)
+- Smalltalk (computer programming) (knowledge)
+- software architecture models (knowledge)
+- software design methodologies (knowledge)
+- Spiral development (knowledge)
+- Swift (computer programming) (knowledge)
+- system design (knowledge)
+- TypeScript (knowledge)
+- unified modelling language (knowledge)
+- use different communication channels (skill/competence)
+- VBScript (knowledge)
+- Visual Basic (knowledge)
+- Waterfall development (knowledge)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 57 ads, as of 2026-07-11)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- enterprise architecture — **54 %**
+
+### Methods
+
+- TOGAF — **23 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,67 @@
+# Tasks & work activities — enterprise architect
+
+Source: O*NET 30.3, occupation 15-1299.08 (Computer Systems Engineers/Architects) — manual nearest-occupation mapping via ISCO group 2511; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+## Task statements
+
+- **[Core]** Communicate with staff or clients to understand specific system requirements.
+- **[Core]** Provide advice on project costs, design concepts, or design changes.
+- **[Core]** Document design specifications, installation instructions, and other system-related information.
+- **[Core]** Verify stability, interoperability, portability, security, or scalability of system architecture.
+- **[Core]** Collaborate with engineers or software developers to select appropriate design solutions or ensure the compatibility of system components.
+- **[Core]** Evaluate current or emerging technologies to consider factors such as cost, portability, compatibility, or usability.
+- **[Core]** Provide technical guidance or support for the development or troubleshooting of systems.
+- **[Core]** Identify system data, hardware, or software components required to meet user needs.
+- **[Core]** Provide customers or installation teams guidelines for implementing secure systems.
+- **[Core]** Monitor system operation to detect potential problems.
+- **[Core]** Direct the analysis, development, and operation of complete computer systems.
+- **[Core]** Investigate system component suitability for specified purposes, and make recommendations regarding component use.
+- **[Core]** Perform ongoing hardware and software maintenance operations, including installing or upgrading hardware or software.
+- **[Core]** Configure servers to meet functional specifications.
+- **[Core]** Develop or approve project plans, schedules, or budgets.
+- **[Core]** Define and analyze objectives, scope, issues, or organizational impact of information systems.
+- **[Core]** Develop system engineering, software engineering, system integration, or distributed system architectures.
+- **[Core]** Design and conduct hardware or software tests.
+- **[Core]** Establish functional or system standards to address operational requirements, quality requirements, and design constraints.
+- **[Core]** Evaluate existing systems to determine effectiveness, and suggest changes to meet organizational requirements.
+- **[Core]** Research, test, or verify proper functioning of software patches and fixes.
+- **[Core]** Communicate project information through presentations, technical reports, or white papers.
+- **[Core]** Complete models and simulations, using manual or automated tools, to analyze or predict system performance under different operating conditions.
+- **[Core]** Direct the installation of operating systems, network or application software, or computer or network hardware.
+- **[Core]** Train system users in system operation or maintenance.
+- **[Core]** Perform security analyses of developed or packaged software components.
+- **[Supplemental]** Develop application-specific software.
+- **[Core]** Develop efficient and effective system controllers.
+
+## Detailed work activities
+
+- Analyze security of systems, network, or data.
+- Collaborate with others to determine design specifications or details.
+- Communicate project information to others.
+- Conduct research to gain information about products or processes.
+- Configure computer networks.
+- Coordinate project activities with other personnel or departments.
+- Coordinate software or hardware installation.
+- Design computer modeling or simulation programs.
+- Design integrated computer systems.
+- Design software applications.
+- Develop detailed project plans.
+- Develop guidelines for system implementation.
+- Develop models of information or communications systems.
+- Develop organizational goals or objectives.
+- Develop performance metrics or standards related to information technology.
+- Document technical specifications or requirements.
+- Evaluate utility of software or hardware technologies.
+- Identify information technology project resource requirements.
+- Install computer hardware.
+- Install computer software.
+- Maintain computer hardware.
+- Manage information technology projects or system activities.
+- Monitor computer system performance to ensure proper operation.
+- Prepare analytical reports.
+- Provide technical support for software maintenance or use.
+- Recommend changes to improve computer or information systems.
+- Test computer hardware performance.
+- Test computer system operations to ensure proper functioning.
+- Test software performance.
+- Train others in computer interface or software use.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,273 @@
+# Tools & technology — enterprise architect
+
+Source: O*NET 30.3, occupation 15-1299.08 (Computer Systems Engineers/Architects) — manual nearest-occupation mapping via ISCO group 2511; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| Adobe Acrobat | Document management software | yes |
+| Adobe Creative Cloud software | Graphics or photo imaging software | yes |
+| Adobe Photoshop | Graphics or photo imaging software | yes |
+| AJAX | Web platform development software | yes |
+| Amazon DynamoDB | 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 CloudFormation | Cloud-based management software | yes |
+| Amazon Web Services AWS software | Data base user interface and query software | yes |
+| Ansible software | Expert system software | yes |
+| Apache Airflow | Procedure management 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 |
+| Apache Kafka | Development environment software | yes |
+| Apache Maven | Development environment software | yes |
+| Apache Spark | Business intelligence and data analysis software | yes |
+| Apache Subversion SVN | File versioning software | yes |
+| Apache Tomcat | Web platform development software | yes |
+| Apple macOS | Operating system software | yes |
+| Atlassian Bitbucket | Application server software | yes |
+| Atlassian Confluence | Project management software | yes |
+| Atlassian JIRA | Content workflow software | yes |
+| Autodesk AutoCAD | Computer aided design CAD software | yes |
+| Autodesk Revit | Computer aided design CAD software | yes |
+| Bash | Operating system software | yes |
+| Bentley MicroStation | Computer aided design CAD software | yes |
+| Border Gateway Protocol BGP | Switch or router software | yes |
+| C | Development environment software | yes |
+| C# | Object or component oriented development software | yes |
+| C++ | Object or component oriented development software | yes |
+| Cascading style sheets CSS | Web platform development software | yes |
+| Chef | Configuration management software | yes |
+| Cisco Webex | Video conferencing software | yes |
+| Dassault Systemes SolidWorks | Computer aided design CAD software | yes |
+| Django | Web platform development software | yes |
+| Docker | Application server software | yes |
+| Eclipse IDE | Development environment software | yes |
+| Elasticsearch | Data base management system software | yes |
+| Epic Systems | Medical software | yes |
+| ESRI ArcGIS software | Geographic information system | yes |
+| Extensible markup language XML | Enterprise application integration software | yes |
+| Git | File versioning software | yes |
+| GitHub | Application server software | yes |
+| GitLab | Application server software | yes |
+| Go | Development environment software | yes |
+| Google Analytics | Data mining software | yes |
+| Google Angular | Web platform development software | yes |
+| Grafana Labs Grafana Cloud | Graphical user interface development software | yes |
+| GraphQL | Data base user interface and query software | yes |
+| Hibernate ORM | Object oriented data base management software | yes |
+| Hypertext markup language HTML | Web platform development software | yes |
+| IBM DB2 | Data base user interface and query software | yes |
+| IBM SPSS Statistics | Analytical or scientific software | yes |
+| IBM Terraform | Configuration management software | yes |
+| IBM WebSphere MQ | Cloud-based management software | yes |
+| JavaScript | Web platform development software | yes |
+| JavaScript Object Notation JSON | Web platform development software | yes |
+| Jenkins CI | Enterprise application integration software | yes |
+| jQuery | Object or component oriented development software | yes |
+| JUnit | Program testing software | yes |
+| Kubernetes | Application server software | yes |
+| Linux | Operating system software | yes |
+| Marketo Marketing Automation | Sales and marketing software | yes |
+| MEDITECH software | Medical software | yes |
+| Microsoft .NET Framework | Development environment software | yes |
+| Microsoft Access | Data base user interface and query software | yes |
+| Microsoft Active Directory | Internet directory services software | yes |
+| Microsoft Active Server Pages ASP | Web platform development software | yes |
+| Microsoft ASP.NET | Web platform development software | yes |
+| Microsoft Azure software | Development environment software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Microsoft Power Platform software | Enterprise application integration software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft PowerShell | Development environment software | yes |
+| Microsoft Project | Project management software | yes |
+| Microsoft SharePoint | Document management software | yes |
+| Microsoft SQL Server | Data base user interface and query software | yes |
+| Microsoft SQL Server Integration Services SSIS | Enterprise application integration software | yes |
+| Microsoft SQL Server Reporting Services SSRS | Data base reporting software | yes |
+| Microsoft Teams | Project management software | yes |
+| Microsoft Visio | Process mapping and design software | yes |
+| Microsoft Visual Basic | Development environment software | yes |
+| Microsoft Visual Basic for Applications VBA | Development environment software | yes |
+| Microsoft Visual Studio | Development environment software | yes |
+| Microsoft Windows | Operating system software | yes |
+| Microsoft Windows Server | Operating system software | yes |
+| MongoDB | Data base management system software | yes |
+| MySQL | Data base management system software | yes |
+| Node.js | Web platform development software | yes |
+| NoSQL | Data base management system software | yes |
+| Oracle Cloud software | Cloud-based management software | yes |
+| Oracle Database | Data base user interface and query software | yes |
+| Oracle Java | Object or component oriented development software | yes |
+| Oracle Java 2 Platform Enterprise Edition J2EE | Development environment software | yes |
+| Oracle PeopleSoft | Enterprise resource planning ERP software | yes |
+| Oracle PL/SQL | Data base management system software | yes |
+| Oracle Primavera Enterprise Project Portfolio Management | Project management software | yes |
+| Perl | Object or component oriented development software | yes |
+| PHP | Web platform development software | yes |
+| PostgreSQL | Object oriented data base management software | yes |
+| Prometheus | Data base user interface and query software | yes |
+| Puppet | Configuration management software | yes |
+| Python | Object or component oriented development software | yes |
+| R | Object or component oriented development software | yes |
+| React | Web platform development software | yes |
+| Red Hat Enterprise Linux | Operating system software | yes |
+| Red Hat OpenShift | Application server software | yes |
+| Redis | Data base management system software | yes |
+| Ruby | Development environment software | yes |
+| Salesforce software | Customer relationship management CRM software | yes |
+| SAP software | Enterprise resource planning ERP software | yes |
+| SAS | Analytical or scientific software | yes |
+| Scala | Object or component oriented development software | yes |
+| Selenium | Program testing software | yes |
+| ServiceNow | Data base user interface and query software | yes |
+| Shell script | Operating system software | yes |
+| Slack | Cloud-based data access and sharing software | yes |
+| Splunk Enterprise | Cloud-based management software | yes |
+| Spring Boot | Application server software | yes |
+| Spring Framework | Web platform development software | yes |
+| Structured query language SQL | Data base user interface and query software | yes |
+| Swift | Object or component oriented development software | yes |
+| Tableau | Business intelligence and data analysis software | yes |
+| Teradata Database | Data base management system software | yes |
+| The MathWorks MATLAB | Analytical or scientific software | yes |
+| Transact-SQL | Data base user interface and query software | yes |
+| Trimble SketchUp Pro | Graphics or photo imaging software | yes |
+| TypeScript | Object or component oriented development software | yes |
+| UNIX | Operating system software | yes |
+| UNIX Shell | Operating system software | yes |
+| 3M Post-it App | Word processing software |  |
+| Adobe ActionScript | Development environment software |  |
+| Adobe AIR | Development environment software |  |
+| Adobe Dreamweaver | Web page creation and editing software |  |
+| Adobe Flex | Web platform development software |  |
+| Adobe FrameMaker | Desktop publishing software |  |
+| Advanced business application programming ABAP | Object or component oriented development software |  |
+| Altia Design | Graphical user interface development software |  |
+| Amazon Simple Storage Service S3 | Storage networking software |  |
+| Aonix Software Through Pictures | Development environment software |  |
+| Apache Ant | Development environment software |  |
+| Apache Groovy | Web platform development software |  |
+| Apache HTTP Server | Portal server software |  |
+| Apache Pig | Data base management system software |  |
+| Apache Solr | Data base management system software |  |
+| Apache Struts | Web platform development software |  |
+| Apple Final Cut Pro | Video creation and editing software |  |
+| Atlassian Bamboo | Enterprise application integration software |  |
+| Backbone.js | Web platform development software |  |
+| Basecamp | Project management software |  |
+| BEA Tuxedo | Transaction server software |  |
+| Blink | Instant messaging software |  |
+| Borland VisiBroker | Development environment software |  |
+| BroadVision software | Web platform development software |  |
+| Cisco IOS | Operating system software |  |
+| Citrix cloud computing software | Access software |  |
+| Clarity Systems IBM Clarity | Enterprise resource planning ERP software |  |
+| Common business oriented language COBOL | Development environment software |  |
+| Computer aided design and drafting CADD software | Computer aided design CAD software |  |
+| Customer information control system CICS | Transaction server software |  |
+| Dassault Systemes CATIA | Computer aided design CAD software |  |
+| DBTools Software DBManager Professional | Data base management system software |  |
+| Delphi Technology | Financial analysis software |  |
+| Dropbox | Cloud-based data access and sharing software |  |
+| Drupal | Web platform development software |  |
+| Dynamic hypertext markup language DHTML | Web platform development software |  |
+| Eko | Desktop communications software |  |
+| Enterprise JavaBeans | Web platform development software |  |
+| Ext JS | Web platform development software |  |
+| Extensible hypertext markup language XHTML | Web platform development software |  |
+| FileMaker Pro | Data base user interface and query software |  |
+| Firewall software | Network security and virtual private network VPN equipment software |  |
+| Formula translation/translator FORTRAN | Development environment software |  |
+| Geographic information system GIS software | Geographic information system |  |
+| Google Ads | Sales and marketing software |  |
+| Google Cloud software | Cloud-based management software |  |
+| Grails | Web platform development software |  |
+| Hewlett Packard HP-UX | Operating system software |  |
+| Hewlett Packard LoadRunner | Program testing software |  |
+| Human resource management software HRMS | Human resources software |  |
+| IBM AIX | Operating system software |  |
+| IBM Cognos Impromptu | Business intelligence and data analysis software |  |
+| IBM Domino | Communications server software |  |
+| IBM ILOG | Object or component oriented development software |  |
+| IBM InfoSphere DataStage | Enterprise application integration software |  |
+| IBM Infosphere Information Server | Data base management system software |  |
+| IBM Lotus SameTime | Network conferencing software |  |
+| IBM Notes | Electronic mail software |  |
+| IBM Power Systems software | Enterprise system management software |  |
+| IBM Rational Application Developer | Development environment software |  |
+| IBM Rational Build Forge | Configuration management software |  |
+| IBM Rational ClearCase | Configuration management software |  |
+| IBM Rational Rose XDE | Development environment software |  |
+| IBM WebSphere | Cloud-based management software |  |
+| InScribe | Computer based training software |  |
+| Integrated development environment IDE software | Development environment software |  |
+| Intrusion detection system IDS | Network security or virtual private network VPN management software |  |
+| IONA Orbix | Development environment software |  |
+| Job control language JCL | Operating system software |  |
+| Jupyter Notebook | Object or component oriented development software |  |
+| KornShell | Operating system software |  |
+| LAMP Stack | Web platform development software |  |
+| LexisNexis | Information retrieval or search software |  |
+| Local area network LAN software | LAN software |  |
+| Magellan Firmware | Operating system software |  |
+| McAfee | Transaction security and virus protection software |  |
+| Microservices Architecture | Application server software |  |
+| Microsoft ActiveX | Object or component oriented development software |  |
+| Microsoft ASP.NET Core MVC | Web platform development software |  |
+| Microsoft Dynamics | Enterprise resource planning ERP software |  |
+| Microsoft Dynamics GP | Enterprise resource planning ERP software |  |
+| Microsoft Exchange | Electronic mail software |  |
+| Microsoft Internet Information Services (IIS) | Transaction server software |  |
+| Microsoft Visual Basic Scripting Edition VBScript | Development environment software |  |
+| MicroStrategy | Business intelligence and data analysis software |  |
+| Minitab | Analytical or scientific software |  |
+| Nagios | Network monitoring software |  |
+| National Instruments LabVIEW | Development environment software |  |
+| NetSuite ERP | Enterprise resource planning ERP software |  |
+| Network intrusion prevention systems NIPS | Network monitoring software |  |
+| NortonLifeLock cybersecurity software | Transaction security and virus protection software |  |
+| Objective C | Object or component oriented development software |  |
+| Oracle Business Intelligence Enterprise Edition | Business intelligence and data analysis software |  |
+| Oracle E-Business Suite Financials | Financial analysis software |  |
+| Oracle Eloqua | Customer relationship management CRM software |  |
+| Oracle Fusion Applications | Enterprise resource planning ERP software |  |
+| Oracle Fusion Middleware | Enterprise application integration software |  |
+| Oracle Hyperion | Enterprise resource planning ERP software |  |
+| Oracle JavaServer Pages JSP | Web platform development software |  |
+| Oracle JD Edwards EnterpriseOne | Enterprise resource planning ERP software |  |
+| Oracle JDBC | Data base user interface and query software |  |
+| Oracle Solaris | Operating system software |  |
+| Oracle Taleo | Human resources software |  |
+| Oracle WebLogic Server | Application server software |  |
+| Perforce Helix software | Configuration management software |  |
+| PTC Creo Parametric | Computer aided design CAD software |  |
+| Qlik Tech QlikView | Business intelligence and data analysis software |  |
+| Quest Erwin Data Modeler | Metadata management software |  |
+| Red Hat WildFly | Application server software |  |
+| Relational database management software | Data base management system software |  |
+| Ruby on Rails | Web platform development software |  |
+| Salesforce Visualforce | Graphical user interface development software |  |
+| SAP Business Objects | Enterprise resource planning ERP software |  |
+| SAP Crystal Reports | Data base reporting software |  |
+| Skype | Desktop communications software |  |
+| Smalltalk | Object or component oriented development software |  |
+| Snort | Network monitoring software |  |
+| Software as a service SaaS | Cloud-based data access and sharing software |  |
+| StataCorp Stata | Analytical or scientific software |  |
+| Storage area network SAN software | Storage networking software |  |
+| Supervisory control and data acquisition SCADA software | Industrial control software |  |
+| Symark PowerBroker | Access software |  |
+| ToadSoft Toad | Development environment software |  |
+| Ubuntu | Operating system software |  |
+| Unified modeling language UML | Requirements analysis and system architecture software |  |
+| Verilog | Development environment software |  |
+| Veritas NetBackup | Backup or archival software |  |
+| Virtual private networking VPN software | Network security or virtual private network VPN management software |  |
+| VMware | Clustering software |  |
+| VMWare ESX Server | Application server software |  |
+| Voice over internet protocol VoIP system software | Internet protocol IP multimedia subsystem software |  |
+| Web browser software | Internet browser software |  |
+| Wide area network WAN software | WAN switching software and firmware |  |
+| Wireshark | Network monitoring software |  |
+| xQuery | Data base user interface and query software |  |