feat: taxi-controller skill package v0.1.0

PROVENANCE.md

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+# Data provenance — taxi-controller
+
+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 — taxi-controller
+    "ESCO (occupation & competences)" : 23
+    "O*NET (tasks & tools)" : 59
+    "Job boards (market evidence)" : 31
+    "Anthropic official Claude skills" : 6
+    "External AI skill packs (mapped)" : 143
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 23 | 8.8 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 59 | 22.5 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 31 | 11.8 % | 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 | 6 | 2.3 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 143 | 54.6 % | 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).

SKILL.md

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+---
+name: taxi-controller
+description: "Occupational skill for the role 'taxi controller' (also: taxi dispatcher, private hire controller, minicab controller, private hire dispatcher, minicab dispatcher). Use when the user asks for typical taxi controller work such as: typical taxi controller responsibilities"
+---
+
+# Taxi Controller
+
+Taxi controllers take bookings, dispatch vehicles, and are responsible for coordinating drivers while maintaining customer liaison.
+
+## 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)
+
+- assign taxi fares
+- communicate by telephone
+- communicate verbal instructions
+- consider economic criteria in decision making
+- control taxi schedules
+- follow up complaint reports
+- handle customer complaints
+- listen actively
+- log times of taxis
+- match vehicles with routes
+- monitor drivers
+- operate radio dispatch systems for taxis
+- passenger transport regulations
+- read maps
+- relay messages through radio and telephone systems
+
+## Hot technologies
+
+- Kronos Workforce Timekeeper
+- Microsoft Access
+- Microsoft Excel
+- Microsoft Office software
+- Microsoft Outlook
+- Microsoft PowerPoint
+- Microsoft Windows
+- Microsoft Word
+- SAP software
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/61ed67cd-67d7-44d8-bc2d-47fc79110a59), O*NET 30.3 (43-5032.00, manual nearest match). See manifest.json for licensing/attribution.*

manifest.json

@@ -0,0 +1,208 @@
+{
+  "name": "taxi-controller",
+  "title": "taxi controller",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/61ed67cd-67d7-44d8-bc2d-47fc79110a59",
+    "esco_code": "4323.17",
+    "isco_group": "4323",
+    "onet_soc": "43-5032.00",
+    "crosswalk_match": "manual nearest via ISCO 4323 (Dispatchers, Except Police, Fire, and Ambulance)"
+  },
+  "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": 18,
+    "skills_optional": 4,
+    "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": 3
+      },
+      "wshobson/agents": {
+        "repo": "https://github.com/wshobson/agents",
+        "commit": "6fd3247",
+        "license": "MIT (c) Seth Hobson",
+        "skills": 1
+      },
+      "NVIDIA/skills": {
+        "repo": "https://github.com/NVIDIA/skills",
+        "commit": "153b14b",
+        "license": "CC-BY-4.0 (skills/docs), Apache-2.0 (code)",
+        "skills": 12
+      },
+      "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
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 11
+      },
+      "microsoft/skills": {
+        "repo": "https://github.com/microsoft/skills",
+        "commit": "dc543aa",
+        "license": "MIT",
+        "skills": 1
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 7
+      },
+      "nexu-io/open-design": {
+        "repo": "https://github.com/nexu-io/open-design",
+        "commit": "4b66023",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "basicmachines-co/basic-memory": {
+        "repo": "https://github.com/basicmachines-co/basic-memory",
+        "commit": "53da71c",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "alirezarezvani/claude-skills": {
+        "repo": "https://github.com/alirezarezvani/claude-skills",
+        "commit": "0241f43",
+        "license": "MIT",
+        "skills": 3
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 4
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 3
+      },
+      "nowork-studio/NotFair": {
+        "repo": "https://github.com/nowork-studio/NotFair",
+        "commit": "99bda4b",
+        "license": "MIT",
+        "skills": 1
+      },
+      "ruvnet/claude-code-flow": {
+        "repo": "https://github.com/ruvnet/claude-code-flow",
+        "commit": "73914bd",
+        "license": "MIT",
+        "skills": 1
+      },
+      "ruvnet/ruflo": {
+        "repo": "https://github.com/ruvnet/ruflo",
+        "commit": "73914bd",
+        "license": "MIT",
+        "skills": 1
+      },
+      "indranilbanerjee/digital-marketing-pro": {
+        "repo": "https://github.com/indranilbanerjee/digital-marketing-pro",
+        "commit": "a3d119c",
+        "license": "MIT",
+        "skills": 3
+      },
+      "affaan-m/everything-claude-code": {
+        "repo": "https://github.com/affaan-m/everything-claude-code",
+        "commit": "ed38744",
+        "license": "MIT",
+        "skills": 1
+      },
+      "Sendmux/skills": {
+        "repo": "https://github.com/Sendmux/skills",
+        "commit": "f574c14",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "mhattingpete/claude-skills-marketplace": {
+        "repo": "https://github.com/mhattingpete/claude-skills-marketplace",
+        "commit": "3fa16a9",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "jeffallan/claude-skills": {
+        "repo": "https://github.com/jeffallan/claude-skills",
+        "commit": "e8be415",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nexscope-ai/eCommerce-Skills": {
+        "repo": "https://github.com/nexscope-ai/eCommerce-Skills",
+        "commit": "56f3288",
+        "license": "MIT",
+        "skills": 1
+      },
+      "davepoon/buildwithclaude": {
+        "repo": "https://github.com/davepoon/buildwithclaude",
+        "commit": "3c94e0c",
+        "license": "MIT",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 43,
+      "adjacent": 37
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 23,
+      "onet": 59,
+      "jobads": 31,
+      "wiki_ai": 0,
+      "anthropic": 6,
+      "ai_skills": 143,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 8.8,
+      "onet": 22.5,
+      "jobads": 11.8,
+      "wiki_ai": 0.0,
+      "anthropic": 2.3,
+      "ai_skills": 54.6,
+      "stackx": 0.0
+    },
+    "method": "content items per source category"
+  },
+  "collar": "white",
+  "computer_work": true
+}

references/ai-skills.md

@@ -0,0 +1,282 @@
+# External AI agent skills — taxi-controller
+
+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) |
+| `xlsx` | adjacent | Use this skill any time a spreadsheet file is the primary input or output. This means any task where the user wants to: open, read, edit, or fix an existing .xlsx, .xlsm, .xltx, .csv, or .tsv file (e.g., adding columns, computing formulas, … | [source](https://github.com/anthropics/skills/tree/main/skills/xlsx) |
+| `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: 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 |
+|---|---|---|---|
+| `file-conversion` | adjacent | Convert files between formats — PDF to Word, HEIC to JPG, MP4 to MP3, CSV to JSON, EPUB to MOBI, and 999 total routes across images, video, audio, documents, data, fonts, ebooks, and archives. Free via changethisfile.com, no API key or … | [source](https://github.com/wshobson/agents/tree/main/plugins/file-conversion/skills/file-conversion) |
+
+## 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 |
+|---|---|---|---|
+| `lms-admin` | core | Configure and manage Learning Management System operations including courses, enrollments, compliance training, and learning analytics | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/human-resources/skills/lms-admin) |
+| `kpi-design-skill` | core | Strategic KPI selection, metric definition, performance dashboard design, and measurement system architecture | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/business-strategy-advanced/skills/kpi-design-skill) |
+| `evidently-drift-detector` | core | Evidently AI skill for data drift detection, model performance monitoring, target drift analysis, and automated reporting for ML systems in production. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/data-science-ml/skills/evidently-drift-detector) |
+| `supplier-scorecard-engine` | core | Automated supplier performance scorecard generation with KPI tracking and trend analysis | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/supply-chain/skills/supplier-scorecard-engine) |
+| `logistics-kpi-tracker` | core | Comprehensive logistics performance measurement skill with KPI tracking, benchmarking, and improvement recommendations | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/logistics/skills/logistics-kpi-tracker) |
+| `metrics-dashboard-designer` | core | Design KPI dashboards and tracking mechanisms for performance measurement and reporting | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/business-analysis/skills/metrics-dashboard-designer) |
+| `operational-dashboard-generator` | core | Real-time operational performance dashboard skill with KPI visualization and alerting | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/operations/skills/operational-dashboard-generator) |
+
+## 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 |
+|---|---|---|---|
+| `carrier-relationship-management` | core | Codified expertise for managing carrier portfolios, negotiating freight rates, tracking carrier performance, allocating freight, and maintaining strategic carrier relationships. Informed by transportation managers with 15+ years … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/carrier-relationship-management) |
+
+## 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-pm` | core | Senior Project Manager for enterprise software, SaaS, and digital transformation projects. Specializes in portfolio management, quantitative risk analysis, resource optimization, stakeholder alignment, and executive reporting. Uses … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/project-management/skills/senior-pm) |
+| `capa-officer` | core | CAPA system management for medical device QMS. Covers root cause analysis, corrective action planning, effectiveness verification, and CAPA metrics. Use when running CAPA investigations, 5-Why analysis, fishbone diagrams, root cause … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/ra-qm-team/skills/capa-officer) |
+| `ceo-advisor` | core | Executive leadership guidance for strategic decision-making, organizational development, and stakeholder management. Use when planning strategy, preparing board presentations, managing investors, developing organizational culture, making … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/c-level-advisor/skills/ceo-advisor) |
+
+## 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-tasks` | core | Task management via Basic Memory schemas: create, track, and resume structured tasks that survive context compaction. Uses BM's schema system for uniform notes queryable through the knowledge graph. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-tasks) |
+
+## Source: davepoon/buildwithclaude
+
+- Repository: [https://github.com/davepoon/buildwithclaude](https://github.com/davepoon/buildwithclaude) (commit `3c94e0c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `supabase-automation` | core | Automate Supabase database queries, table management, project administration, storage, edge functions, and SQL execution via Rube MCP (Composio). Always search tools first for current schemas. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/supabase-automation) |
+
+## Source: davila7/claude-code-templates
+
+- Repository: [https://github.com/davila7/claude-code-templates](https://github.com/davila7/claude-code-templates) (commit `fa79251`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `agent-memory-mcp` | core | A hybrid memory system that provides persistent, searchable knowledge management for AI agents (Architecture, Patterns, Decisions). | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/agent-memory-mcp) |
+| `postgresql-optimization` | core | PostgreSQL database optimization workflow for query tuning, indexing strategies, performance analysis, and production database management. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/database/postgresql-optimization) |
+| `prompt-engineer` | core | Expert in designing effective prompts for LLM-powered applications. Masters prompt structure, context management, output formatting, and prompt evaluation. Use when: prompt engineering, system prompt, few-shot, chain of thought, prompt … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/prompt-engineer) |
+| `architecture` | core | Architectural decision-making framework. Requirements analysis, trade-off evaluation, ADR documentation. Use when making architecture decisions or analyzing system design. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/architecture) |
+
+## Source: indranilbanerjee/digital-marketing-pro
+
+- Repository: [https://github.com/indranilbanerjee/digital-marketing-pro](https://github.com/indranilbanerjee/digital-marketing-pro) (commit `a3d119c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `performance-check` | core | Pull live marketing metrics for a performance snapshot: KPIs vs targets, trend comparison, and cross-platform overview. Use when checking current marketing performance, monitoring KPI health, comparing to benchmarks, or getting a quick … | [source](https://github.com/indranilbanerjee/digital-marketing-pro/tree/a3d119c/skills/performance-check) |
+| `send-report` | core | Deliver performance reports. Use when: sending KPI summaries via Slack, email, or Google Sheets with analysis. | [source](https://github.com/indranilbanerjee/digital-marketing-pro/tree/a3d119c/skills/send-report) |
+| `analytics-insights` | core | Analyze marketing performance. Use when: KPI frameworks, attribution modeling, anomaly investigation, measurement strategy. | [source](https://github.com/indranilbanerjee/digital-marketing-pro/tree/a3d119c/skills/analytics-insights) |
+
+## 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 |
+|---|---|---|---|
+| `postgres-pro` | core | Use when optimizing PostgreSQL queries, configuring replication, or implementing advanced database features. Invoke for EXPLAIN analysis, JSONB operations, extension usage, VACUUM tuning, performance monitoring. | [source](https://github.com/jeffallan/claude-skills/tree/e8be415/skills/postgres-pro) |
+
+## 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 |
+|---|---|---|---|
+| `navan-core-workflow-a` | core | Manage the complete Navan travel booking lifecycle via REST API. Use when building travel dashboards, automating trip reporting, or syncing booking data to internal systems. Trigger with "navan travel workflow", "navan booking management", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/navan-pack/skills/navan-core-workflow-a) |
+| `clickhouse-observability` | core | Monitor ClickHouse with Prometheus metrics, Grafana dashboards, system table queries, and alerting for query performance, merge health, and resource usage. Use when setting up ClickHouse monitoring, building Grafana dashboards, or … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/clickhouse-pack/skills/clickhouse-observability) |
+| `flexport-core-workflow-a` | core | Execute Flexport primary workflow: shipment booking and purchase order management. Use when creating bookings, managing purchase orders, tracking freight, or building the core shipment lifecycle integration. Trigger: "flexport booking", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/flexport-pack/skills/flexport-core-workflow-a) |
+| `collecting-infrastructure-metrics` | core | Collect comprehensive infrastructure performance metrics across compute, storage, network, containers, load balancers, and databases. Use when monitoring system performance or troubleshooting infrastructure issues. Trigger with phrases … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/performance/infrastructure-metrics-collector/skills/collecting-infrastructure-metrics) |
+| `aggregating-performance-metrics` | core | Aggregate and centralize performance metrics from applications, systems, databases, caches, and services. Use when consolidating monitoring data from multiple sources. Trigger with phrases like "aggregate metrics", "centralize monitoring", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/performance/metrics-aggregator/skills/aggregating-performance-metrics) |
+| `ramp-performance-tuning` | core | Ramp performance tuning \u2014 corporate card and expense management\ \ API integration.\nUse when working with Ramp for card management, expenses, or\ \ accounting sync.\nTrigger with phrases like \"ramp performance tuning\", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/ramp-pack/skills/ramp-performance-tuning) |
+| `replit-observability` | core | Monitor Replit deployments with health checks, uptime tracking, resource usage, and alerting. Use when setting up monitoring for Replit apps, building health dashboards, or configuring alerting for deployment health and performance. … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/replit-pack/skills/replit-observability) |
+| `apple-notes-observability` | core | Monitor Apple Notes automation health and performance metrics. Trigger: "apple notes monitoring".  | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/apple-notes-pack/skills/apple-notes-observability) |
+| `lindy-observability` | core | Monitor Lindy AI agent health, task success rates, and credit consumption. Use when setting up monitoring, building dashboards, configuring alerts, or tracking agent performance over time. Trigger with phrases like "lindy monitoring", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/lindy-pack/skills/lindy-observability) |
+| `monitoring-apis` | core | Build real-time API monitoring dashboards with metrics, alerts, and health checks. Use when tracking API health and performance metrics. Trigger with phrases like "monitor the API", "add API metrics", or "setup API monitoring".  | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/api-development/api-monitoring-dashboard/skills/monitoring-apis) |
+| `vercel-observability` | core | Set up Vercel observability with runtime logs, analytics, log drains, and OpenTelemetry tracing. Use when implementing monitoring for Vercel deployments, setting up log drains, or configuring alerting for function errors and performance. … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/vercel-pack/skills/vercel-observability) |
+
+## Source: mhattingpete/claude-skills-marketplace
+
+- Repository: [https://github.com/mhattingpete/claude-skills-marketplace](https://github.com/mhattingpete/claude-skills-marketplace) (commit `3fa16a9`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `dashboard-creator` | core | Create HTML dashboards with KPI metric cards, bar/pie/line charts, progress indicators, and data visualizations. Use when users request dashboards, metrics displays, KPI visualizations, data charts, or monitoring interfaces. | [source](https://github.com/mhattingpete/claude-skills-marketplace/tree/3fa16a9/visual-documentation-plugin/skills/dashboard-creator) |
+
+## 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 |
+|---|---|---|---|
+| `azure-mgmt-applicationinsights-dotnet` | core | Azure Application Insights SDK for .NET. Application performance monitoring and observability resource management. Use for creating Application Insights components, web tests, workbooks, analytics items, and API keys. Triggers: … | [source](https://github.com/microsoft/skills/tree/dc543aa/.github/plugins/azure-sdk-dotnet/skills/azure-mgmt-applicationinsights-dotnet) |
+
+## 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) |
+| `deploying-osquery-for-endpoint-monitoring` | core | Deploys and configures osquery for real-time endpoint monitoring using SQL-based queries to inspect running processes, open ports, installed software, and system configuration. Use when building visibility into endpoint state, threat … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/deploying-osquery-for-endpoint-monitoring) |
+| `building-soc-metrics-and-kpi-tracking` | core | Builds SOC performance metrics and KPI tracking dashboards measuring Mean Time to Detect (MTTD), Mean Time to Respond (MTTR), alert quality ratios, analyst productivity, and detection coverage using SIEM data. Use when SOC leadership needs … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/building-soc-metrics-and-kpi-tracking) |
+
+## Source: nexscope-ai/eCommerce-Skills
+
+- Repository: [https://github.com/nexscope-ai/eCommerce-Skills](https://github.com/nexscope-ai/eCommerce-Skills) (commit `56f3288`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `sales-tracking-tool` | core | Track and analyze e-commerce sales performance across platforms. Set up KPI dashboards, trend analysis, and performance alerts to catch issues and opportunities early. | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/sales-tracking-tool) |
+
+## 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 |
+|---|---|---|---|
+| `flowai-live-dashboard-template` | core | Team-management dashboard skill in the FlowAI aesthetic — three tabs (Team Members, Team Details, Activity Log), KPI stat row, member table, role distribution bar chart, online presence and activity sparklines, and a top-contributors … | [source](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/flowai-live-dashboard-template) |
+
+## Source: nowork-studio/NotFair
+
+- Repository: [https://github.com/nowork-studio/NotFair](https://github.com/nowork-studio/NotFair) (commit `99bda4b`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `google-ads` | core | Manage Google Ads — performance, keywords, bids, budgets, negatives, campaigns, ads, search terms, QS, location targeting, bulk operations, experiments, asset management, portfolio bidding, offline conversions. Use for any mention of … | [source](https://github.com/nowork-studio/NotFair/tree/99bda4b/google-ads/manage) |
+
+## Source: 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 |
+|---|---|---|---|
+| `memory-management` | core | AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. Use when: need to store successful patterns, … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/memory-management) |
+
+## 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 |
+|---|---|---|---|
+| `memory-management` | core | AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. Use when: need to store successful patterns, … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/memory-management) |
+
+## Source: Sendmux/skills
+
+- Repository: [https://github.com/Sendmux/skills](https://github.com/Sendmux/skills) (commit `f574c14`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `sendmux-management` | core | Manage Sendmux account-level resources with an smx_root_ key. Use for domains, mailbox provisioning, mailbox API keys, sending accounts, webhooks, billing, spend, delivery logs, incoming logs, metrics, and other team administration tasks; … | [source](https://github.com/Sendmux/skills/tree/f574c14/plugins/sendmux/skills/sendmux-management) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+| `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) |
+| `agent-platform-alert-configuration` | adjacent | 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) |
+| `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) |
+| `google-analytics-data-api-basics` | adjacent | 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) |
+| `agent-platform-eval-flywheel` | adjacent | 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` | adjacent | 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) |
+| `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) |
+| `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) |
+| `datalineage-bigquery-asset-impact-analysis` | adjacent | 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) |
+| `google-analytics-admin-api-basics` | adjacent | 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-cloud-networking-observability` | adjacent | 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) |
+
+## 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 |
+|---|---|---|---|
+| `vss-setup-video-analytics-api` | adjacent | Use to deploy the vss-video-analytics-api REST service standalone (config-source, data-log bind, Elasticsearch, optional Kafka). Not for full warehouse deploy. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/vss-setup-video-analytics-api) |
+| `tao-train-reid` | adjacent | Person re-identification (ReID). Learns discriminative embeddings to match the same person across different camera views, based on metric learning. Use when training, evaluating, exporting, or running inference for a TAO person … | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/tao-train-reid) |
+| `vss-manage-alerts` | adjacent | Use for VSS alert workflows — real-time monitoring, Alert-Bridge subscriptions, Slack notifications, incident queries, camera onboarding. Not for non-alert analytics. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/vss-manage-alerts) |
+| `vss-setup-behavior-analytics` | adjacent | Use to deploy the vss-behavior-analytics service standalone (entrypoint, config-source, optional calibration). Not for the full warehouse deploy. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/vss-setup-behavior-analytics) |
+| `vss-query-analytics` | adjacent | Use this skill when reading video-analytics metrics, incidents, alerts, and sensor data via the VA-MCP server (port 9901). Not for live VLM or incident-range narrative reports. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/vss-query-analytics) |
+| `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) |
+| `nemo-evaluator-plugin` | adjacent | Use when working on the Evaluator plugin CLI, jobs, SDK-backed specs, metric types, or plugin-owned Evaluator skills. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/nemo-evaluator-plugin) |
+| `nv-reason-cxr` | adjacent | Used for command-shape or live NV-Reason-CXR chest X-ray reasoning smoke tests. Not for diagnosis or clinical reporting. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/nv-reason-cxr) |
+| `tao-train-depth-anything-v2` | adjacent | Monocular depth estimation using Metric Depth Anything v2 or Relative Depth Anything architectures. Predicts per-pixel depth from single RGB images. Use when training, evaluating, exporting, or running inference for a TAO monocular depth … | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/tao-train-depth-anything-v2) |
+| `tao-train-metric-learning-recognition` | adjacent | Metric-learning recognition (ml-recog) for fine-grained visual recognition. Learns embeddings for retrieval-based matching (e.g., retail product recognition) using triplet / contrastive losses. Use when training, evaluating, exporting, or … | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/tao-train-metric-learning-recognition) |
+| `vss-generate-video-calibration` | adjacent | Use to run AutoMagicCalib on local MP4s, RTSP, or the bundled sample dataset, and to deploy vss-auto-calibration when needed. Do not use for non-AMC calibration or runtime analytics. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/vss-generate-video-calibration) |
+| `vss-generate-video-report` | adjacent | 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) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+| `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) |
+| `lean-canvas` | adjacent | 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) |
+| `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) |
+| `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) |
+| `ab-test-analysis` | adjacent | 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) |
+| `cohort-analysis` | adjacent | 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) |
+| `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) |
+| `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) |

references/berufsbild-de.md

@@ -0,0 +1,43 @@
+# Berufsbild (Deutschland) — Funkbediener/in (Taxibetrieb)
+
+> **Quelle:** BERUFENET, Bundesagentur für Arbeit — Beruf-ID 7154,
+> KldB 2010: B 51511 · 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/7154
+
+## Aufgaben und Tätigkeiten kompakt
+
+Funkbediener und -bedienerinnen im Taxibetrieb nehmen Kundenaufträge telefonisch oder EDV-gestützt entgegen und vermitteln sie weiter. Sie erfassen Aufträge in einem Vermittlungssystem, das auf den Bordcomputern der Taxis installiert ist. Daraufhin registrieren sie im Taxibetrieb die Taxinummer des Taxifahrers bzw. der -fahrerin und teilen der Kundschaft die Wartezeit mit. Sie verfolgen den Auftragsablauf und dienen als Ansprechpersonen bei Unstimmigkeiten, Konfliktsituationen oder bei Unfällen. In Notfällen fordern sie die Polizei oder einen Krankenwagen an.
+
+## Tätigkeitsbezeichnungen
+
+Funkbediener/in (Taxibetrieb)
+
+Auch übliche Berufsbezeichnung/SynonymDisponent/in - Taxibetrieb
+
+## Die Tätigkeit im Überblick
+
+Funkbediener und -bedienerinnen im Taxibetrieb vermitteln Taxifahrten über Daten- oder Sprechfunk.
+
+## Aufgaben und Tätigkeiten im Einzelnen
+
+Taxianforderungen per Telefon, Internet oder Mobilfunk entgegennehmen
+
+Aufträge in ein Vermittlungssystem eintragen, Nummer des Taxis registrieren, das den Auftrag angenommen hat
+
+Kundschaft informieren, z.B. über Wartezeiten
+
+Auftragsablauf überwachen
+
+in Notsituationen den Rettungseinsatz organisieren (z.B. bei einem Unfall oder Überfall auf das Taxi)
+
+Taxischeine bzw. Krankenbeförderungsscheine bearbeiten und ggf. abrechnen
+
+## Arbeitsbereiche/Branchen
+
+Funkbediener und -bedienerinnen im Taxibetrieb finden Beschäftigung bei Taxiunternehmen.
+
+## Arbeitsorte
+
+Funkbediener und -bedienerinnen im Taxibetrieb arbeiten meist in Funkzentralen.

references/market.md

@@ -0,0 +1,69 @@
+# Market evidence report — taxi-controller
+
+Source: **10 real job ads** (JSearch API, countries: gb 10), extracted into the MSSQL evidence store; as of 2026-07-20.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 8 | 80 % |
+| n/a | 1 | 10 % |
+| junior | 1 | 10 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | Microsoft Excel | 4 | 40 % |
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | booking management | 3 | 30 % |
+| 2 | taxi booking management | 3 | 30 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Regional breakdown
+
+> **Corpus note:** 10 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
+
+### US (us)
+
+**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+### UK (gb)
+
+**Insufficient evidence** — 10 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 |
+|---|---|
+| Rail Replacement Taxi Controller - KPI-Driven Ops Lead | 2 |
+| Private Hire Controller | 1 |
+| Rail Replacement Taxi Controller (Entry-Level) | 1 |
+| Taxi Controller | 1 |
+| Taxi Controller – (External Applicants Only) | 1 |
+| Taxi Controller / Dispatcher (Office-Based) | 1 |
+| Taxi Dispatch / Controller | 1 |
+| TUK Taxi Controller | 1 |
+| Weekend Day Taxi Radio Controller - Office Assistant | 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.

references/profile.md

@@ -0,0 +1,21 @@
+# Occupation profile — taxi controller
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/61ed67cd-67d7-44d8-bc2d-47fc79110a59
+- **ESCO code:** 4323.17
+- **ISCO-08 group:** 4323 — Transport clerks
+
+## Description (ESCO)
+
+Taxi controllers take bookings, dispatch vehicles, and are responsible for coordinating drivers while maintaining customer liaison.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- taxi dispatcher
+- private hire controller
+- minicab controller
+- private hire dispatcher
+- minicab dispatcher

references/skills.md

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+# Competences — taxi controller
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/61ed67cd-67d7-44d8-bc2d-47fc79110a59).
+
+## Essential
+
+- **assign taxi fares** (skill/competence)
+- **communicate by telephone** (skill/competence)
+- **communicate verbal instructions** (skill/competence)
+- **consider economic criteria in decision making** (skill/competence)
+- **control taxi schedules** (skill/competence)
+- **follow up complaint reports** (skill/competence)
+- **handle customer complaints** (skill/competence)
+- **listen actively** (skill/competence)
+- **log times of taxis** (skill/competence)
+- **match vehicles with routes** (skill/competence)
+- **monitor drivers** (skill/competence)
+- **operate radio dispatch systems for taxis** (skill/competence)
+- **passenger transport regulations** (knowledge)
+- **read maps** (skill/competence)
+- **relay messages through radio and telephone systems** (skill/competence)
+- **road traffic laws** (knowledge)
+- **use codes to communicate with taxi drivers** (skill/competence)
+- **use different communication channels** (skill/competence)
+
+## Optional
+
+- drive in urban areas (skill/competence)
+- have computer literacy (skill/competence)
+- perform services in a flexible manner (skill/competence)
+- provide high-end driving services (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 10 ads, as of 2026-07-20)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- booking management — **30 %**
+- taxi booking management — **30 %**
+- issue resolution — **20 %**
+- customer service — **20 %**
+- dispatching — **20 %**
+
+### Responsibilities
+
+- dispatching jobs — **20 %**
+- customer communication — **20 %**
+- taking bookings — **20 %**
+
+<!-- market-evidence -->

references/tasks.md

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+# Tasks & work activities — taxi controller
+
+Source: O*NET 30.3, occupation 43-5032.00 (Dispatchers, Except Police, Fire, and Ambulance) — manual nearest-occupation mapping via ISCO group 4323; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+## Task statements
+
+- **[Core]** Schedule or dispatch workers, work crews, equipment, or service vehicles to appropriate locations, according to customer requests, specifications, or needs, using radios or telephones.
+- **[Core]** Arrange for necessary repairs to restore service and schedules.
+- **[Core]** Relay work orders, messages, or information to or from work crews, supervisors, or field inspectors, using telephones or two-way radios.
+- **[Core]** Confer with customers or supervising personnel to address questions, problems, or requests for service or equipment.
+- **[Core]** Prepare daily work and run schedules.
+- **[Core]** Receive or prepare work orders.
+- **[Supplemental]** Oversee all communications within specifically assigned territories.
+- **[Core]** Monitor personnel or equipment locations and utilization to coordinate service and schedules.
+- **[Core]** Record and maintain files or records of customer requests, work or services performed, charges, expenses, inventory, or other dispatch information.
+- **[Core]** Determine types or amounts of equipment, vehicles, materials, or personnel required, according to work orders or specifications.
+- **[Core]** Advise personnel about traffic problems, such as construction areas, accidents, congestion, weather conditions, or other hazards.
+- **[Supplemental]** Order supplies or equipment and issue them to personnel.
+
+## Detailed work activities
+
+- Coordinate operational activities.
+- Distribute materials to employees or customers.
+- Maintain operational records.
+- Operate communications equipment or systems.
+- Order materials, supplies, or equipment.
+- Prepare documentation for contracts, transactions, or regulatory compliance.
+- Prepare employee work schedules.
+- Provide information to coworkers.
+- Relay information between personnel.
+- Respond to customer problems or complaints.
+- Schedule operational activities.
+- Select resources needed to accomplish tasks.
+- Track goods or materials.

references/tools.md

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+# Tools & technology — taxi controller
+
+Source: O*NET 30.3, occupation 43-5032.00 (Dispatchers, Except Police, Fire, and Ambulance) — manual nearest-occupation mapping via ISCO group 4323; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| Kronos Workforce Timekeeper | Time accounting software | yes |
+| Microsoft Access | Data base user interface and query software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Microsoft Outlook | Electronic mail software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Windows | Operating system software | yes |
+| Microsoft Word | Word processing software | yes |
+| SAP software | Enterprise resource planning ERP software | yes |
+| Air-Trak Cloudberry | Mobile location based services software |  |
+| Bornemann Associates Flight Plan | Aviation ground support software |  |
+| Command Alkon COMMANDconcrete | Customer relationship management CRM software |  |
+| Computer aided dispatch software | Helpdesk or call center software |  |
+| Computer aided dispatching auto routing software | Expert system software |  |
+| Database software | Data base user interface and query software |  |
+| Digital Gateway e-automate | Customer relationship management CRM software |  |
+| Dr. Dispatch | Mobile location based services software |  |
+| Email software | Electronic mail software |  |
+| ESRI ArcIMS | Geographic information system |  |
+| Geomechanical design analysis GDA software | Map creation software |  |
+| Global positioning system GPS software | Mobile location based services software |  |
+| Locomotive distribution software | Data base reporting software |  |
+| Microsoft Dynamics | Enterprise resource planning ERP software |  |
+| Rail Traffic Track Warrant Control System | Expert system software |  |
+| Resource management software | Mobile location based services software |  |
+| Routing software | Route navigation software |  |
+| Sabre travel agent software | Aviation ground support software |  |
+| Scheduling software | Calendar and scheduling software |  |
+| Situation resource tracking software | Mobile location based services software |  |
+| Tangier Sky Scheduler View | Data base user interface and query software |  |
+| TMW PowerSuite | Enterprise resource planning ERP software |  |
+| Transportation management software | Mobile location based services software |  |
+| Web browser software | Internet browser software |  |
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 10 ads, as of 2026-07-20)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Tools
+
+- Microsoft Excel — **40 %**
+- Microsoft Office — **20 %**
+
+<!-- market-evidence -->