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feat: aircraft-dispatcher skill package v0.1.0

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# Data provenance — aircraft-dispatcher
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 — aircraft-dispatcher
"ESCO (occupation & competences)" : 24
"O*NET (tasks & tools)" : 20
"Job boards (market evidence)" : 102
"Anthropic official Claude skills" : 5
"External AI skill packs (mapped)" : 177
```
| Source | Items | Share | Files |
|---|---|---|---|
| ESCO (occupation & competences) | 24 | 7.3 % | references/profile.md, references/skills.md |
| O*NET (tasks & tools) | 20 | 6.1 % | references/tasks.md, references/tools.md |
| Job boards (market evidence) | 102 | 31.1 % | references/market.md (full report) + "Market evidence" headline sections |
| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ |
| Anthropic official Claude skills | 5 | 1.5 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
| External AI skill packs (mapped) | 177 | 54.0 % | references/ai-skills.md (per-source attribution inside) |
| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) |
Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) ·
job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content
paraphrased with source URLs — never copied · external AI skills are
linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md).

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---
name: aircraft-dispatcher
description: "Occupational skill for the role 'aircraft dispatcher' (also: flight information expediter, aeroplane dispatcher, helicopter dispatcher, aircraft information expediter, flight dispatcher, airplane dispatcher). Use when the user asks for typical aircraft dispatcher work such as: typical aircraft dispatcher responsibilities"
---
# Aircraft Dispatcher
Aircraft dispatchers authorise, regulate, and control commercial airline flights according to governmental and company regulations. They expedite and ensure flight flow by preparing logs of flights, delays, cancellations, and changes in schedules or flight plans.
## 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)
- act reliably
- air traffic control operations
- airport planning
- apply airport standards and regulations
- apply company policies
- assist pilot in execution of emergency landing
- aviation meteorology
- calculate aircraft weight
- consider weather conditions in flight decisions
- create a flight plan
- disseminate flight information
- ensure accuracy of aeronautical data
- make time-critical decisions
- meet deadlines
- operate radio equipment
## Hot technologies
- Facebook
- Microsoft Excel
- Microsoft Office software
- Microsoft Outlook
- Microsoft Word
---
*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/6e785f05-969e-4940-aedb-d0f896bb0230), O*NET 30.3 (53-1041.00, manual nearest match). See manifest.json for licensing/attribution.*

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{
"name": "aircraft-dispatcher",
"title": "aircraft dispatcher",
"version": "0.1.0",
"layer": "core",
"language": "en",
"generated": "2026-07-07",
"ids": {
"esco_uri": "http://data.europa.eu/esco/occupation/6e785f05-969e-4940-aedb-d0f896bb0230",
"esco_code": "4323.2",
"isco_group": "4323",
"onet_soc": "53-1041.00",
"crosswalk_match": "manual nearest via ISCO 4323 (Aircraft Cargo Handling Supervisors)"
},
"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": 0,
"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": 2
},
"wshobson/agents": {
"repo": "https://github.com/wshobson/agents",
"commit": "6fd3247",
"license": "MIT (c) Seth Hobson",
"skills": 1
},
"davila7/claude-code-templates": {
"repo": "https://github.com/davila7/claude-code-templates",
"commit": "fa79251",
"license": "MIT",
"skills": 6
},
"mukul975/Anthropic-Cybersecurity-Skills": {
"repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
"commit": "673da1f",
"license": "Apache-2.0",
"skills": 3
},
"affaan-m/everything-claude-code": {
"repo": "https://github.com/affaan-m/everything-claude-code",
"commit": "ed38744",
"license": "MIT",
"skills": 4
},
"a5c-ai/babysitter": {
"repo": "https://github.com/a5c-ai/babysitter",
"commit": "44a5d58b",
"license": "MIT",
"skills": 12
},
"basicmachines-co/basic-memory": {
"repo": "https://github.com/basicmachines-co/basic-memory",
"commit": "53da71c",
"license": "custom (see upstream LICENSE)",
"skills": 1
},
"jeremylongshore/claude-code-plugins-plus-skills": {
"repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
"commit": "e112938a",
"license": "MIT",
"skills": 12
},
"samber/cc-skills-golang": {
"repo": "https://github.com/samber/cc-skills-golang",
"commit": "4881c01",
"license": "MIT",
"skills": 1
},
"nexscope-ai/eCommerce-Skills": {
"repo": "https://github.com/nexscope-ai/eCommerce-Skills",
"commit": "56f3288",
"license": "MIT",
"skills": 4
},
"ahacker-1/cre-agent-skills": {
"repo": "https://github.com/ahacker-1/cre-agent-skills",
"commit": "618734e",
"license": "Apache-2.0",
"skills": 1
},
"ruvnet/claude-code-flow": {
"repo": "https://github.com/ruvnet/claude-code-flow",
"commit": "73914bd",
"license": "MIT",
"skills": 2
},
"ruvnet/ruflo": {
"repo": "https://github.com/ruvnet/ruflo",
"commit": "73914bd",
"license": "MIT",
"skills": 2
},
"giuseppe-trisciuoglio/developer-kit": {
"repo": "https://github.com/giuseppe-trisciuoglio/developer-kit",
"commit": "306f428",
"license": "MIT",
"skills": 1
},
"mohitagw15856/pm-claude-skills": {
"repo": "https://github.com/mohitagw15856/pm-claude-skills",
"commit": "876fa30",
"license": "MIT",
"skills": 3
},
"rohitg00/skillkit": {
"repo": "https://github.com/rohitg00/skillkit",
"commit": "d2e5c34",
"license": "Apache-2.0",
"skills": 1
},
"open-gitagent/opengap": {
"repo": "https://github.com/open-gitagent/opengap",
"commit": "d7a8e2e",
"license": "MIT",
"skills": 1
},
"googleworkspace/cli": {
"repo": "https://github.com/googleworkspace/cli",
"commit": "a3768d0",
"license": "Apache-2.0",
"skills": 1
},
"rockscy/solo-skills": {
"repo": "https://github.com/rockscy/solo-skills",
"commit": "80ec4cf",
"license": "MIT",
"skills": 1
},
"Orchestra-Research/AI-research-SKILLs": {
"repo": "https://github.com/Orchestra-Research/AI-research-SKILLs",
"commit": "773a529",
"license": "MIT",
"skills": 1
},
"zechenzhangAGI/AI-research-SKILLs": {
"repo": "https://github.com/zechenzhangAGI/AI-research-SKILLs",
"commit": "773a529",
"license": "MIT",
"skills": 1
},
"indranilbanerjee/digital-marketing-pro": {
"repo": "https://github.com/indranilbanerjee/digital-marketing-pro",
"commit": "a3d119c",
"license": "MIT",
"skills": 1
},
"raintree-technology/apple-hig-skills": {
"repo": "https://github.com/raintree-technology/apple-hig-skills",
"commit": "431fd30",
"license": "MIT",
"skills": 1
},
"pedrohcgs/claude-code-my-workflow": {
"repo": "https://github.com/pedrohcgs/claude-code-my-workflow",
"commit": "be53c12",
"license": "MIT",
"skills": 1
},
"oliver-kriska/claude-elixir-phoenix": {
"repo": "https://github.com/oliver-kriska/claude-elixir-phoenix",
"commit": "d6b21b5",
"license": "MIT",
"skills": 1
},
"Sushegaad/Claude-Skills-Governance-Risk-and-Compliance": {
"repo": "https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance",
"commit": "71d8920",
"license": "MIT",
"skills": 3
},
"alirezarezvani/claude-skills": {
"repo": "https://github.com/alirezarezvani/claude-skills",
"commit": "0241f43",
"license": "MIT",
"skills": 3
},
"rampstackco/claude-skills": {
"repo": "https://github.com/rampstackco/claude-skills",
"commit": "bc6d961",
"license": "MIT",
"skills": 1
},
"vibeeval/vibecosystem": {
"repo": "https://github.com/vibeeval/vibecosystem",
"commit": "cea9462",
"license": "MIT",
"skills": 2
},
"davepoon/buildwithclaude": {
"repo": "https://github.com/davepoon/buildwithclaude",
"commit": "3c94e0c",
"license": "MIT",
"skills": 1
},
"Chachamaru127/claude-code-harness": {
"repo": "https://github.com/Chachamaru127/claude-code-harness",
"commit": "9851b1a",
"license": "custom (see upstream LICENSE)",
"skills": 1
},
"qdrant/skills": {
"repo": "https://github.com/qdrant/skills",
"commit": "2a06cb1",
"license": "Apache-2.0",
"skills": 1
},
"jabrena/plinth": {
"repo": "https://github.com/jabrena/plinth",
"commit": "065eae8",
"license": "Apache-2.0",
"skills": 2
},
"AgriciDaniel/claude-ads": {
"repo": "https://github.com/AgriciDaniel/claude-ads",
"commit": "669c760",
"license": "MIT",
"skills": 1
}
},
"total_skills": 80,
"tiers": {
"core": 36,
"adjacent": 44
}
},
"provenance": {
"items": {
"esco": 24,
"onet": 20,
"jobads": 102,
"wiki_ai": 0,
"anthropic": 5,
"ai_skills": 177,
"stackx": 0
},
"share_percent": {
"esco": 7.3,
"onet": 6.1,
"jobads": 31.1,
"wiki_ai": 0.0,
"anthropic": 1.5,
"ai_skills": 54.0,
"stackx": 0.0
},
"method": "content items per source category"
},
"collar": "white",
"computer_work": true
}

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# External AI agent skills — aircraft-dispatcher
Proven, publicly available AI agent skills mapped to this occupation.
Nothing is copied from the sources: every entry is a name, a one-line
summary and a link to the upstream skill package. Each section names
its source repository, commit, license and retrieval date.
**Tiers:** `core` = the skill directly exercises a top market hard
skill, tool or method (from gated job-ad evidence) or an essential
ESCO competence of this occupation; `adjacent` =
plausibly useful, secondary. Entries are capped at 12 per source
and 80 in total per occupation (core first,
strongest matches survive); everything beyond the caps is excluded
and logged in the pipeline audit trail, not in this package.
_Matched deterministically (ISCO group + title/competence keywords,
tiered against market evidence + ESCO essentials) by
`pipeline/p5_enrich_ai_skills.py` on 2026-07-14._
## Source: anthropics/skills
- Repository: [https://github.com/anthropics/skills](https://github.com/anthropics/skills) (commit `f6656c1`, retrieved 2026-07-14)
- License: Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available — see the LICENSE.txt in the upstream skill folder
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `docx` | adjacent | Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files) or Word templates (.dotx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', '.dotx', or requests to … | [source](https://github.com/anthropics/skills/tree/main/skills/docx) |
| `pdf` | adjacent | Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating … | [source](https://github.com/anthropics/skills/tree/main/skills/pdf) |
## Source: 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 |
|---|---|---|---|
| `driver-scheduling-optimizer` | core | Automated driver assignment and hours of service compliance skill ensuring regulatory compliance and operational efficiency | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/logistics/skills/driver-scheduling-optimizer) |
| `inventory-optimizer` | core | Inventory management optimization skill with safety stock calculation, reorder point determination, and ABC analysis | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/operations/skills/inventory-optimizer) |
| `vehicle-routing-solver` | core | Vehicle routing problem solver for logistics optimization with time windows, capacity constraints, and multiple depots. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/industrial-engineering/skills/vehicle-routing-solver) |
| `supply-chain-risk-assessor` | core | Comprehensive supply chain risk identification and assessment skill with heat mapping | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/supply-chain/skills/supply-chain-risk-assessor) |
| `vendor-risk-scorer` | core | Comprehensive supplier risk scoring skill with multi-dimensional risk assessment | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/supply-chain/skills/vendor-risk-scorer) |
| `context-engineering` | adjacent | Context window monitoring and budget management. Keeps orchestrator at 15-30% context usage while subagents get full 200k tokens. Provides warnings at thresholds, context-aware summarization triggers, and wave-level budget planning. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/gsd/skills/context-engineering) |
| `demand-sensing-integrator` | adjacent | Real-time demand sensing skill integrating POS data, market signals, and external factors for responsive planning | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/logistics/skills/demand-sensing-integrator) |
| `last-mile-delivery-optimizer` | adjacent | Final delivery leg optimization skill including dynamic scheduling, time-window management, and delivery confirmation | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/logistics/skills/last-mile-delivery-optimizer) |
| `shipment-visibility-tracker` | adjacent | Real-time shipment monitoring and exception management skill with proactive alerting and customer communication | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/logistics/skills/shipment-visibility-tracker) |
| `wave-planning-optimizer` | adjacent | Automated wave planning and pick path optimization skill to maximize warehouse throughput and order accuracy | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/logistics/skills/wave-planning-optimizer) |
| `carbon-footprint-calculator` | adjacent | Logistics carbon emission tracking and reduction planning skill supporting sustainability initiatives | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/logistics/skills/carbon-footprint-calculator) |
| `dead-stock-identifier` | adjacent | Slow-moving and obsolete inventory identification skill with disposition planning and working capital optimization | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/logistics/skills/dead-stock-identifier) |
## 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 |
|---|---|---|---|
| `quality-nonconformance` | core | Codified expertise for quality control, non-conformance investigation, root cause analysis, corrective action, and supplier quality management in regulated manufacturing. Informed by quality engineers with 15+ years experience across FDA, … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/quality-nonconformance) |
| `marketing-campaign` | core | End-to-end marketing campaign planning and execution. Covers audience research, positioning, campaign angle definition, landing page copy, email sequences, social posts, ad copy, short-form video scripts, and content calendars. Use as the … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/marketing-campaign) |
| `autonomous-agent-harness` | core | Transform Claude Code into a fully autonomous agent system with persistent memory, scheduled operations, computer use, and task queuing. Replaces standalone agent frameworks (Hermes, AutoGPT) by leveraging Claude Code's native crons, … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/autonomous-agent-harness) |
| `inventory-demand-planning` | adjacent | 在庫管理、需要予測、補充戦略、およびサプライチェーン最適化。 Codified expertise for demand forecasting, safety stock optimization, replenishment planning, and promotional lift estimation at multi-location retailers. Informed by demand planners with 15+ years experience … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/docs/ja-JP/skills/inventory-demand-planning) |
## Source: AgriciDaniel/claude-ads
- Repository: [https://github.com/AgriciDaniel/claude-ads](https://github.com/AgriciDaniel/claude-ads) (commit `669c760`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `ads-microsoft` | adjacent | Audit Microsoft Advertising measurement, UET, search and audience campaigns, Google imports, syndication, keywords, creative, bidding, budgets, Copilot inventory, and policy. Use for Microsoft Ads, Bing Ads, UET, Microsoft Audience … | [source](https://github.com/AgriciDaniel/claude-ads/tree/669c760/skills/ads-microsoft) |
## Source: ahacker-1/cre-agent-skills
- Repository: [https://github.com/ahacker-1/cre-agent-skills](https://github.com/ahacker-1/cre-agent-skills) (commit `618734e`, retrieved 2026-07-14)
- License: Apache-2.0
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `cre-office` | core | CRE Office analysis suite - 8 specialist skills for U.S. office acquisitions, refinancings, lease-up, tenant credit, TI/LC underwriting, financing fit, and investment committee memo writing. | [source](https://github.com/ahacker-1/cre-agent-skills/tree/618734e/claude-code-plugins/cre-office) |
## Source: alirezarezvani/claude-skills
- Repository: [https://github.com/alirezarezvani/claude-skills](https://github.com/alirezarezvani/claude-skills) (commit `0241f43`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `ceo-advisor` | adjacent | 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) |
| `business-operations-skills` | adjacent | Use when running, diagnosing, or designing internal business operations — process documentation, vendor SLAs, capacity planning, internal comms, SOP/runbook authoring, procurement spend. Triggers on "BizOps review", "where's the … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/business-operations/skills/business-operations-skills) |
| `compliance-readiness` | adjacent | /cs:compliance-readiness <program> — Multi-framework compliance officer 6-question forcing interrogation of any compliance program. Use before starting a new framework, planning the annual audit calendar, or preparing for certification … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/compliance-os/skills/compliance-readiness) |
## 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: Chachamaru127/claude-code-harness
- Repository: [https://github.com/Chachamaru127/claude-code-harness](https://github.com/Chachamaru127/claude-code-harness) (commit `9851b1a`, retrieved 2026-07-14)
- License: custom (see upstream LICENSE)
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `harness-setup` | adjacent | HAR: Project init, tool setup, agent config, memory setup, skill mirror sync. Trigger: setup, init, new project, CI/Codex setup, harness-mem, mirror. Do NOT load for: implementation, review, release, planning. | [source](https://github.com/Chachamaru127/claude-code-harness/tree/9851b1a/codex/.codex/skills/harness-setup) |
## Source: davepoon/buildwithclaude
- Repository: [https://github.com/davepoon/buildwithclaude](https://github.com/davepoon/buildwithclaude) (commit `3c94e0c`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `google-calendar-automation` | adjacent | Automate Google Calendar events, scheduling, availability checks, and attendee management via Rube MCP (Composio). Create events, find free slots, manage attendees, and list calendars programmatically. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/google-calendar-automation) |
## 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 |
|---|---|---|---|
| `it-operations` | core | Manages IT infrastructure, monitoring, incident response, and service reliability. Provides frameworks for ITIL service management, observability strategies, automation, backup/recovery, capacity planning, and operational excellence … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/it-operations) |
| `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) |
| `crewai-multi-agent` | core | Multi-agent orchestration framework for autonomous AI collaboration. Use when building teams of specialized agents working together on complex tasks, when you need role-based agent collaboration with memory, or for production workflows … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/agents-crewai) |
| `gh-fix-ci` | core | Inspect GitHub PR checks with gh, pull failing GitHub Actions logs, summarize failure context, then create a fix plan and implement after user approval. Use when a user asks to debug or fix failing PR CI/CD checks on GitHub Actions and … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/gh-fix-ci) |
| `ai-agents-architect` | adjacent | Expert in designing and building autonomous AI agents. Masters tool use, memory systems, planning strategies, and multi-agent orchestration. Use when: build agent, AI agent, autonomous agent, tool use, function calling. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/ai-agents-architect) |
| `Excel Analysis` | adjacent | Analyze Excel spreadsheets, create pivot tables, generate charts, and perform data analysis. Use when analyzing Excel files, spreadsheets, tabular data, or .xlsx files. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/excel-analysis) |
## Source: giuseppe-trisciuoglio/developer-kit
- Repository: [https://github.com/giuseppe-trisciuoglio/developer-kit](https://github.com/giuseppe-trisciuoglio/developer-kit) (commit `306f428`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `memory-md-management` | core | Provides comprehensive memory file management capabilities including auditing, quality assessment, and targeted improvements for files such as CLAUDE.md. Use when user asks to check, audit, update, improve, fix, maintain, or validate … | [source](https://github.com/giuseppe-trisciuoglio/developer-kit/tree/306f428/plugins/developer-kit-core/skills/memory-md-management) |
## Source: googleworkspace/cli
- Repository: [https://github.com/googleworkspace/cli](https://github.com/googleworkspace/cli) (commit `a3768d0`, retrieved 2026-07-14)
- License: Apache-2.0
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `recipe-find-free-time` | core | Query Google Calendar free/busy status for multiple users to find a meeting slot. | [source](https://github.com/googleworkspace/cli/tree/a3768d0/skills/recipe-find-free-time) |
## 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 |
|---|---|---|---|
| `media-plan` | core | Create a paid media plan. Use when: building media buy schedules, cross-channel budget allocation, or creative rotation calendars. | [source](https://github.com/indranilbanerjee/digital-marketing-pro/tree/a3d119c/skills/media-plan) |
## Source: jabrena/plinth
- Repository: [https://github.com/jabrena/plinth](https://github.com/jabrena/plinth) (commit `065eae8`, retrieved 2026-07-14)
- License: Apache-2.0
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `043-planning-github-issues` | adjacent | Use when you need GitHub CLI (`gh`) installation/authentication guidance and a sanitized GitHub issue inventory workflow. The agent does not ingest GitHub issue or milestone output directly; it asks the user for sanitized issue summaries … | [source](https://github.com/jabrena/plinth/tree/065eae8/skills/043-planning-github-issues) |
| `044-planning-jira` | adjacent | Use when you need Jira CLI (`jira`) installation/authentication guidance and a maintainer-authored Jira issue inventory workflow. The agent does not ingest raw Jira issue or JQL output directly; it asks the Jira project maintainer/operator … | [source](https://github.com/jabrena/plinth/tree/065eae8/skills/044-planning-jira) |
## 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 |
|---|---|---|---|
| `flexport-incident-runbook` | core | Execute Flexport incident response for API outages, webhook failures, and supply chain data sync issues with triage and mitigation steps. Trigger: "flexport incident", "flexport outage", "flexport down", "flexport emergency". | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/flexport-pack/skills/flexport-incident-runbook) |
| `volt-recon` | core | Firmware reconnaissance for takeover — inventory the MCU, peripherals, RTOS, protocols, OTA, power management, and assess code quality with risk flags. Use when asked to "understand this firmware", "device inventory", or "embedded … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/volt-recon) |
| `flexport-sdk-patterns` | core | Apply production-ready Flexport API patterns for TypeScript and Python. Use when building typed HTTP clients, implementing pagination, or establishing team coding standards for Flexport logistics integration. Trigger: "flexport SDK … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/flexport-pack/skills/flexport-sdk-patterns) |
| `ink-calendar` | core | Build a content calendar — editorial plan, publishing cadence, topic assignment, and distribution workflow. Use when asked to "build a content calendar", "plan our content for the quarter", "how often should we publish", or "create an … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/ink-calendar) |
| `hyperflow-status` | adjacent | Hyperflow project status. Use to see current hyperflow state — "what is hyperflow doing", "show task progress", "where are we". Read-only — reports in-flight tasks, memory count, and progress. Never modifies state or runs work. | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/hyperflow/templates/antigravity/skills/hyperflow-status) |
| `status` | adjacent | Use when the user wants a one-screen view of current hyperflow project state — version, profile freshness, memory count, and live progress on every in-flight task. Read-only; never modifies state, never dispatches workers. Trigger with … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/hyperflow/skills/status) |
| `twinmind-data-handling` | adjacent | Handle TwinMind meeting data with GDPR compliance: transcript storage, memory vault management, data export, and deletion policies. Use when implementing data handling, or managing TwinMind meeting AI operations. Trigger with phrases like … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/twinmind-pack/skills/twinmind-data-handling) |
| `snowflake-load-scale` | adjacent | Implement Snowflake load testing, warehouse scaling, and capacity planning. Use when testing query performance at scale, configuring multi-cluster warehouses, or planning capacity for production Snowflake workloads. Trigger with phrases … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/snowflake-pack/skills/snowflake-load-scale) |
| `apex-recon` | adjacent | Engineering lead reconnaissance — inventory the project before planning. Use when asked to "understand this project", "orient me on this codebase", "what's the state of the repo", "what's in progress", or before starting work on an … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/apex-recon) |
| `crest-narrative` | adjacent | Strategic narrative — write a standalone strategy memo that frames product direction, bets, and rationale for a planning horizon. Use when asked to "write a strategy doc", "product vision", "strategic narrative", "company strategy memo", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/crest-narrative) |
| `profiling-application-performance` | adjacent | Execute this skill enables AI assistant to profile application performance, analyzing cpu usage, memory consumption, and execution time. it is triggered when the user requests performance analysis, bottleneck identification, or … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/performance/application-profiler/skills/profiling-application-performance) |
| `snowflake-advanced-troubleshooting` | adjacent | Apply advanced Snowflake debugging with query profiling, spill analysis, lock contention, and performance deep-dives using ACCOUNT_USAGE views. Use when standard troubleshooting fails, investigating slow queries, or diagnosing warehouse … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/snowflake-pack/skills/snowflake-advanced-troubleshooting) |
## Source: mohitagw15856/pm-claude-skills
- Repository: [https://github.com/mohitagw15856/pm-claude-skills](https://github.com/mohitagw15856/pm-claude-skills) (commit `876fa30`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `sop-meeting-prep` | core | Prepare an S&OP cycle readout that surfaces the demand-supply gaps and forces the three decisions the meeting must make. Use when asked to prep an S&OP meeting, build the executive S&OP deck, summarize demand vs supply for the monthly … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-supplychain/skills/sop-meeting-prep) |
| `roadmap-presentation` | core | Create structured roadmap presentations calibrated to any audience. Use when asked to build a product roadmap, present roadmap to leadership, create a roadmap slide, or communicate quarterly plans to execs, teams, or customers. Produces an … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-planning/skills/roadmap-presentation) |
| `kyc-escalation` | adjacent | Write an internal KYC/AML escalation memo: a factual time-stamped trigger description, customer-profile vs activity mismatch analysis, red-flag taxonomy mapping, outstanding information, and a recommendation with rationale. Use when asked … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-banking/skills/kyc-escalation) |
## 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) |
| `performing-privacy-impact-assessment` | core | Automates the Privacy Impact Assessment (PIA) workflow including data flow mapping, privacy risk scoring matrices, GDPR Article 35 DPIA and CCPA/CPRA alignment checks, data inventory cataloging, and remediation tracking. Implements the … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/performing-privacy-impact-assessment) |
| `conducting-memory-forensics-with-volatility` | adjacent | Performs memory forensics analysis using Volatility 3 to extract evidence of malware execution, process injection, network connections, and credential theft from RAM dumps captured during incident response. Covers memory acquisition, … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/conducting-memory-forensics-with-volatility) |
## 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 |
|---|---|---|---|
| `shopify-inventory-management` | core | Multi-location inventory — transfers, low stock alerts, demand forecasting, safety stock, ABC analysis | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/shopify-inventory-management) |
| `tiktok-shop-inventory` | adjacent | Inventory management for TikTok Shop — demand forecasting, viral stock planning, FBT optimization | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/tiktok-shop-inventory) |
| `ecommerce-returns-management` | adjacent | Optimize e-commerce returns process and reduce return rates. Returns policy design, reverse logistics, root cause analysis, and customer retention through better returns experience. | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/ecommerce-returns-management) |
| `ecommerce-social-media-marketing` | adjacent | Social media marketing strategy for ecommerce brands. Content calendar planning, platform-specific strategies, social commerce optimization, influencer collaboration, and community building. Use when the user asks about social media … | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/ecommerce-social-media-marketing) |
## Source: oliver-kriska/claude-elixir-phoenix
- Repository: [https://github.com/oliver-kriska/claude-elixir-phoenix](https://github.com/oliver-kriska/claude-elixir-phoenix) (commit `d6b21b5`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `catchup` | adjacent | Summarize and review what changed while you were away. Use after a weekend, vacation, or flight to check missed PRs, git commits, Linear tickets, and meetings — one prioritized brief, not a firehose. | [source](https://github.com/oliver-kriska/claude-elixir-phoenix/tree/d6b21b5/plugins/catchup/skills/catchup) |
## Source: open-gitagent/opengap
- Repository: [https://github.com/open-gitagent/opengap](https://github.com/open-gitagent/opengap) (commit `d7a8e2e`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `document-review` | core | Reviews financial documents (prospectuses, ADVs, marketing materials) for FINRA 2210 compliance, required disclosures, and balanced presentation. Use when reviewing financial statements, audit documents, regulatory filings, or when the … | [source](https://github.com/open-gitagent/opengap/tree/d7a8e2e/examples/full/skills/document-review) |
## Source: Orchestra-Research/AI-research-SKILLs
- Repository: [https://github.com/Orchestra-Research/AI-research-SKILLs](https://github.com/Orchestra-Research/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `crewai-multi-agent` | core | Multi-agent orchestration framework for autonomous AI collaboration. Use when building teams of specialized agents working together on complex tasks, when you need role-based agent collaboration with memory, or for production workflows … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/14-agents/crewai) |
## Source: pedrohcgs/claude-code-my-workflow
- Repository: [https://github.com/pedrohcgs/claude-code-my-workflow](https://github.com/pedrohcgs/claude-code-my-workflow) (commit `be53c12`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `promote-memory` | core | Review candidate `[LEARN]` entries in `.claude/state/personal-memory.md` (gitignored) and run them through a five-critic council in parallel: generality, staleness, redundancy, evidence, format. Majority vote (3+ of 5) promotes the entry … | [source](https://github.com/pedrohcgs/claude-code-my-workflow/tree/be53c12/.claude/skills/promote-memory) |
## Source: qdrant/skills
- Repository: [https://github.com/qdrant/skills](https://github.com/qdrant/skills) (commit `2a06cb1`, retrieved 2026-07-14)
- License: Apache-2.0
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `qdrant-performance-optimization` | adjacent | Navigation hub linking sub-skills for proactive Qdrant tuning: search speed, indexing performance, and memory usage optimization. Use when planning configuration or capacity changes to improve speed and efficiency. For diagnosing an active … | [source](https://github.com/qdrant/skills/tree/2a06cb1/skills/qdrant-performance-optimization) |
## Source: raintree-technology/apple-hig-skills
- Repository: [https://github.com/raintree-technology/apple-hig-skills](https://github.com/raintree-technology/apple-hig-skills) (commit `431fd30`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `hig-components-dialogs` | core | Apple HIG guidance for presentation components including alerts, action sheets, popovers, sheets, and digit entry views. Use this skill when the user says "should I use an alert or a sheet," "how do I show a confirmation dialog," "when … | [source](https://github.com/raintree-technology/apple-hig-skills/tree/431fd30/skills/hig-components-dialogs) |
## Source: rampstackco/claude-skills
- Repository: [https://github.com/rampstackco/claude-skills](https://github.com/rampstackco/claude-skills) (commit `bc6d961`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `content-strategy` | adjacent | Develop a content strategy covering editorial positioning, content pillars, formats, calendar, governance, and topical authority planning. Use this skill whenever the user wants to plan a content program, define content pillars, build an … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/content-strategy) |
## Source: rockscy/solo-skills
- Repository: [https://github.com/rockscy/solo-skills](https://github.com/rockscy/solo-skills) (commit `80ec4cf`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `changelog-from-commits` | core | Generate a user-facing CHANGELOG entry from raw git log output. Use when the user is preparing a release, says "what changed since last version", asks to write release notes, or wants to summarize a batch of commits for end users. | [source](https://github.com/rockscy/solo-skills/tree/80ec4cf/skills/changelog-from-commits) |
## Source: rohitg00/skillkit
- Repository: [https://github.com/rohitg00/skillkit](https://github.com/rohitg00/skillkit) (commit `d2e5c34`, retrieved 2026-07-14)
- License: Apache-2.0
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `handoff-protocols` | core | Manages work transitions between team members or agents by creating structured handoff documents, summarizing project status, documenting key decisions, blockers, and open questions, and generating onboarding briefs. Use when someone needs … | [source](https://github.com/rohitg00/skillkit/tree/d2e5c34/packages/core/src/methodology/packs/collaboration/handoff-protocols) |
## Source: ruvnet/claude-code-flow
- Repository: [https://github.com/ruvnet/claude-code-flow](https://github.com/ruvnet/claude-code-flow) (commit `73914bd`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `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) |
| `Hooks Automation` | adjacent | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/hooks-automation) |
## Source: ruvnet/ruflo
- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `memory-management` | core | AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. Use when: need to store successful patterns, … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/memory-management) |
| `Hooks Automation` | adjacent | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/hooks-automation) |
## Source: samber/cc-skills-golang
- Repository: [https://github.com/samber/cc-skills-golang](https://github.com/samber/cc-skills-golang) (commit `4881c01`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `golang-security` | core | Security best practices and vulnerability prevention for Golang. Covers injection (SQL, command, XSS), cryptography, filesystem safety, network security, cookies, secrets management, memory safety, and logging. Apply when writing, … | [source](https://github.com/samber/cc-skills-golang/tree/4881c01/skills/golang-security) |
## Source: Sushegaad/Claude-Skills-Governance-Risk-and-Compliance
- Repository: [https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance](https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance) (commit `71d8920`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `ism` | adjacent | Expert Australian Information Security Manual (ISM) advisor for government entities and their supply chains. Use for ISM control selection, gap analysis, system authorisation, IRAP assessment preparation, security documentation, and ASD … | [source](https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance/tree/71d8920/plugins/ism/skills/ism) |
| `cis-controls` | adjacent | Expert CIS Controls v8 (CIS Top 18) advisor — implementation group scoping (IG1/IG2/IG3), control gap assessments, safeguard-level guidance, asset inventory, software inventory, data protection, secure configuration, account management, … | [source](https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance/tree/71d8920/plugins/cis-controls/skills/cis-controls) |
| `nzism` | adjacent | Expert New Zealand Information Security Manual (NZISM) advisor for NZ government agencies and their supply chains. Use for NZISM control guidance, gap analysis, agency security obligations, classification framework (Unclassified through … | [source](https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance/tree/71d8920/plugins/nzism/skills/nzism) |
## Source: vibeeval/vibecosystem
- Repository: [https://github.com/vibeeval/vibecosystem](https://github.com/vibeeval/vibecosystem) (commit `cea9462`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `content-strategy` | adjacent | Content marketing strategy - content audit, editorial calendar, SEO optimization, content funnel (TOFU/MOFU/BOFU), performance metrics, developer content, social media planning | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/content-strategy) |
| `performance-testing` | adjacent | Load testing with k6/Artillery, response time thresholds, memory leak detection, N+1 query detection, and CI integration. | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/performance-testing) |
## Source: zechenzhangAGI/AI-research-SKILLs
- Repository: [https://github.com/zechenzhangAGI/AI-research-SKILLs](https://github.com/zechenzhangAGI/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `crewai-multi-agent` | core | Multi-agent orchestration framework for autonomous AI collaboration. Use when building teams of specialized agents working together on complex tasks, when you need role-based agent collaboration with memory, or for production workflows … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/14-agents/crewai) |

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# Berufsbild (Deutschland) — Flugdienstberater/in
> **Quelle:** BERUFENET, Bundesagentur für Arbeit — Beruf-ID 14030,
> KldB 2010: B 51532 · 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/14030
## Steckbrief
Berufstyp
Ausbildungsberuf
Ausbildungsart
Schulische Ausbildung an unterschiedlichen Bildungseinrichtungen (bundesweit einheitlich geregelt)
Ausbildungsdauer
Unterschiedlich, je nach Bildungsangebot, Unterrichtszeit (Vollzeit/Teilzeit) und Lernform
Lernorte
Flugschulen und Luftfahrtunternehmen
Was macht man in diesem Beruf?Flugdienstberater/innen treffen alle wichtigen Vorbereitungen, um im Team mit der Crew pünktliche und sichere Flüge durchzuführen. Sie arbeiten im Operation Control Center und bilden die Schnittstelle zwischen Airline, Crew, Flugsicherung und technischer Leitung. Dabei planen sie die Flüge hinsichtlich Flugzeugtyp, Strecke und Treibstoff, koordinieren die Flugpläne und stehen für die Piloten und Pilotinnen ständig für die betriebliche Unterstützung zur Verfügung. Auch falls während des Fluges auftretende Störungen oder Wetterbedingungen ein Abweichen von der geplanten Route notwendig machen, nennen sie mögliche Ausweichflughäfen oder kümmern sich um Überfluggenehmigungen. Darüber hinaus überwachen sie den Flugablauf und leiten bei Notfällen erforderliche Maßnahmen ein.
Wo arbeitet man?Beschäftigungsbetriebe:Flugdienstberater/innen finden Beschäftigung bei Flugge
## Die Ausbildung im Überblick
Flugdienstberater/in ist eine Ausbildung, die bundesweit einheitlich geregelt ist.
Je nach Bildungsanbieter können z.B. Zugangsvoraussetzungen und Dauer der Ausbildung unterschiedlich sein.
## Entwicklung der Ausbildung
1976:Verordnung über Luftfahrtpersonal
Ausbildungs- und Prüfungsordnung für Flugdienstberater/innen
## Ausbildungsdauer
Unterschiedlich, je nach Bildungsangebot, Unterrichtszeit (Vollzeit/Teilzeit) und Lernform
## Verkürzungen/Verlängerungen
Das Luftfahrt-Bundesamt kann Bewerber/innen, die besondere Kenntnisse in einem Sachgebiet der theoretischen Ausbildung nachweisen (z.B. Inhaber/innen einer gültigen Fluglizenz ATPL(A)), von der Ausbildung und Prüfung in diesem Sachgebiet ganz oder teilweise befreien.
Nachweisbare Vorkenntnisse durch Assistententätigkeit in der Flugdienstberatung eines Luftfahrtunternehmens können vom Luftfahrt-Bundesamt auf die praktische Ausbildung angerechnet werden.
Theoretische Kenntnisse, nachgewiesen beispielsweise durch den Erwerb anderer Lizenzen (z.B. FAA-Dispatcher-Lizenz), können ggf. teilweise angerechnet werden.
## Ausbildungsinhalte
Während der theoretischen Ausbildung erwirbt man beispielsweise folgende Kenntnisse:Luftrecht einschließlich Luftverkehrs- und Flugsicherungsvorschriften
Navigation
auch: Wetterkunde
Wissenschaft von den physikalischen und chemischen Vorgängen in der Atmosphäre
" name="Meteorologie">Meteorologie
Technik, Flugzeugkunde
Fernmeldeeinrichtungen, Datentransfer- und Kommunikationsverfahren, Verkehrsflussregelstellen (CFMU)
Flugvorbereitung
Menschliches Leistungsvermögen
Praktische AusbildungDie theoretischen Inhalte werden im Rahmen der Flugvorbereitung sowie der Unterstützung der Flugzeugführer/innen am Boden umgesetzt und angewendet. Die Schüler/innen sammeln Erfahrungen in den berufstypischen Arbeitsmethoden.
## Lernorte
Flugdienstberater/innen werden in schulischer Form ausgebildet.
Lernorte sind
bei Präsenzveranstaltungen: Unterrichtsräume von Flugschulen und Luftfahrtunternehmen, Flugdienstberaterzentrale am Flughafen
bei Lernformen, bei denen die Vorteile von klassischem Präsenzunterricht und digitaler Lehre miteinander kombiniert werden; dazu gehört beispielsweise das sog. Blended Learning deutsch: "vermischtes Lernen"), das sich aus Präsenzphasen und medienbasierten Selbstlernphasen zusammensetzt
" name="Kombinierte Lernformen">kombinierten Lernformen (z.B. Blended Learning): Unterrichtsräume bei Präsenzveranstaltungen, zu Hause bei Online-Lerneinheiten

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# Market evidence report — aircraft-dispatcher
Source: **68 real job ads** (JSearch API, countries: us 68), extracted into the MSSQL evidence store; as of 2026-07-08.
This report contains extracted, aggregated facts only — no ad text is
reproduced (copyright / platform terms).
## Seniority distribution
| Seniority | Ads | Share |
|---|---|---|
| mid | 56 | 82 % |
| n/a | 6 | 9 % |
| junior | 5 | 7 % |
| senior | 1 | 1 % |
## Tools — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | Microsoft Office | 18 | 26 % |
| 2 | Microsoft Excel | 8 | 12 % |
| 3 | Microsoft Word | 6 | 9 % |
| 4 | JEPPESEN | 5 | 7 % |
| 5 | ARI NC | 4 | 6 % |
| 6 | LIDO | 4 | 6 % |
| 7 | SABER | 4 | 6 % |
| 8 | SITA | 4 | 6 % |
| 9 | computer-aided dispatch system | 3 | 4 % |
| 10 | flight planning software | 3 | 4 % |
| 11 | Microsoft PowerPoint | 3 | 4 % |
| 12 | standard office suite | 3 | 4 % |
## Hard skills — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | flight planning | 28 | 41 % |
| 2 | regulatory compliance | 19 | 28 % |
| 3 | operational control | 11 | 16 % |
| 4 | weather analysis | 11 | 16 % |
| 5 | emergency response | 8 | 12 % |
| 6 | data entry | 7 | 10 % |
| 7 | flight dispatch | 7 | 10 % |
| 8 | flight scheduling | 6 | 9 % |
| 9 | risk assessment | 6 | 9 % |
| 10 | aircraft dispatching | 5 | 7 % |
| 11 | customer service | 5 | 7 % |
| 12 | flight following | 5 | 7 % |
| 13 | runway analysis | 5 | 7 % |
| 14 | weight and balance calculations | 5 | 7 % |
| 15 | aircraft performance calculation | 4 | 6 % |
| 16 | atc data interpretation | 4 | 6 % |
| 17 | aviation meteorology | 4 | 6 % |
| 18 | record maintenance | 4 | 6 % |
| 19 | trip planning | 4 | 6 % |
| 20 | aircraft dispatch | 3 | 4 % |
| 21 | crew scheduling | 3 | 4 % |
| 22 | flight dispatching | 3 | 4 % |
| 23 | fuel calculation | 3 | 4 % |
| 24 | incident command | 3 | 4 % |
| 25 | logistics management | 3 | 4 % |
| 26 | meteorological analysis | 3 | 4 % |
| 27 | operational briefing | 3 | 4 % |
| 28 | weather monitoring | 3 | 4 % |
## Methods — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | safety management system (SMS) | 6 | 9 % |
| 2 | faa regulations | 5 | 7 % |
| 3 | quality management | 3 | 4 % |
## Responsibilities — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | flight monitoring | 12 | 18 % |
| 2 | customer interaction | 6 | 9 % |
| 3 | flight execution | 6 | 9 % |
| 4 | flight plan creation | 6 | 9 % |
| 5 | crew briefing | 5 | 7 % |
| 6 | crew scheduling | 5 | 7 % |
| 7 | crew support | 5 | 7 % |
| 8 | compliance monitoring | 4 | 6 % |
| 9 | flight following | 4 | 6 % |
| 10 | flight plan preparation | 4 | 6 % |
| 11 | maintenance coordination | 4 | 6 % |
| 12 | message relaying | 4 | 6 % |
| 13 | report completion | 4 | 6 % |
| 14 | customer communication | 3 | 4 % |
| 15 | customer service delivery | 3 | 4 % |
| 16 | dispatch release preparation | 3 | 4 % |
| 17 | flight progress monitoring | 3 | 4 % |
| 18 | flight tracking | 3 | 4 % |
| 19 | logistical assistance | 3 | 4 % |
| 20 | route optimization | 3 | 4 % |
| 21 | schedule maintenance | 3 | 4 % |
## Job title variants in the market
| Title | Ads |
|---|---|
| Aircraft Dispatcher | 11 |
| Flight Dispatcher | 10 |
| Aircraft Dispatch & Flight Planning Specialist | 2 |
| Aircraft Dispatch and Flight Planning Coordinator (Onsite) | 2 |
| FAA Certified Aircraft Dispatcher | 2 |
| Flight Dispatcher (Greater Chicago Area) | 2 |
| Flight Follower | 2 |
| Flight Operations and Aircraft Flight Dispatcher | 2 |
| Manager, Flight Operations Scheduler/Dispatcher (Hybrid) | 2 |
| Aircraft Dispatch And Flight Planning Coordinator | 1 |
| Aircraft Dispatch and Flight Planning Coordinator Onsite | 1 |
| Aircraft Dispatch Coordinator, Wildland Fire Program Coordinator 1 | 1 |
| Aircraft Dispatcher — International Flight Operations | 1 |
| Aircraft Dispatcher / Receptionist | 1 |
| Aircraft Dispatcher for flight school | 1 |
| Assistant Flight Dispatcher at Air Arabia Pjsc Massachusetts | 1 |
| Aviation - Flight Dispatcher | 1 |
| Bon Secours Mercy Health | 1 |
| Certified Flight Dispatcher Flight Ops | 1 |
| Corporate Aviation Flight Dispatcher and Planner - Temp | 1 |
| Critical Care Flight Dispatcher – Life Flight Network – LACP Lima Dispatch | 1 |
| Critical Care Flight Dispatcher - Mercy Health | 1 |
| DFW Cabin Service Dispatcher | 1 |
| DIRECT HIRE - Aviation Safety Inspector (Aircraft Dispatch - Chicago CMO) | 1 |
| Dispatcher - Airline Crew Transportation | 1 |
Methodology: entities extracted per ad ({hard_skills, tools, methods, responsibilities, seniority}), normalized, counted as DISTINCT ads per entity; report threshold ≥ 3 ads. Headline sections in skills.md/tools.md use the stricter ≥ 20 % threshold.

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# Occupation profile — aircraft dispatcher
- **ESCO URI:** http://data.europa.eu/esco/occupation/6e785f05-969e-4940-aedb-d0f896bb0230
- **ESCO code:** 4323.2
- **ISCO-08 group:** 4323 — Transport clerks
## Description (ESCO)
Aircraft dispatchers authorise, regulate, and control commercial airline flights according to governmental and company regulations. They expedite and ensure flight flow by preparing logs of flights, delays, cancellations, and changes in schedules or flight plans.
## Definition
nan
## Alternative labels
- flight information expediter
- aeroplane dispatcher
- helicopter dispatcher
- aircraft information expediter
- flight dispatcher
- airplane dispatcher
- dispatcher of aircrafts
- airline dispatcher

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# Competences — aircraft dispatcher
Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/6e785f05-969e-4940-aedb-d0f896bb0230).
## Essential
- **act reliably** (skill/competence)
- **air traffic control operations** (knowledge)
- **airport planning** (knowledge)
- **apply airport standards and regulations** (skill/competence)
- **apply company policies** (skill/competence)
- **assist pilot in execution of emergency landing** (skill/competence)
- **aviation meteorology** (knowledge)
- **calculate aircraft weight** (skill/competence)
- **consider weather conditions in flight decisions** (skill/competence)
- **create a flight plan** (skill/competence)
- **disseminate flight information** (skill/competence)
- **ensure accuracy of aeronautical data** (skill/competence)
- **make time-critical decisions** (skill/competence)
- **meet deadlines** (skill/competence)
- **operate radio equipment** (skill/competence)
- **perform multiple tasks at the same time** (skill/competence)
- **prepare flight dispatch release** (skill/competence)
- **prepare notices to airmen for pilots** (skill/competence)
- **tolerate stress** (skill/competence)
- **use different communication channels** (skill/competence)
- **use ICT systems** (skill/competence)
- **use meteorological information** (skill/competence)
- **work in an aviation team** (skill/competence)
## Optional
<!-- market-evidence -->
## Market evidence (job-ad analysis, 68 ads, as of 2026-07-08)
Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
### Hard skills
- flight planning — **41 %**
- regulatory compliance — **28 %**
<!-- market-evidence -->

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# Tasks & work activities — aircraft dispatcher
Source: O*NET 30.3, occupation 53-1041.00 (Aircraft Cargo Handling Supervisors) — manual nearest-occupation mapping via ISCO group 4323; the official ESCO crosswalk has no entry for this ESCO occupation.
## Task statements
- **[Core]** Distribute cargo to maximize use of space.
- **[Supplemental]** Calculate load weights for different aircraft compartments, using charts and computers.
- **[Core]** Direct ground crews in the loading, unloading, securing, or staging of aircraft cargo or baggage.
- **[Core]** Determine the quantity and orientation of cargo, and compute an aircraft's center of gravity.
- **[Supplemental]** Accompany aircraft as a member of the flight crew to monitor and handle cargo in flight.
- **[Core]** Train new employees in areas such as safety procedures or equipment operation.
## Detailed work activities
- Calculate weights, volumes or other characteristics of materials.
- Direct material handling or moving activities.
- Load shipments, belongings, or materials.
- Monitor cargo area conditions.
- Train personnel on proper operational procedures.

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# Tools & technology — aircraft dispatcher
Source: O*NET 30.3, occupation 53-1041.00 (Aircraft Cargo Handling Supervisors) — manual nearest-occupation mapping via ISCO group 4323; the official ESCO crosswalk has no entry for this ESCO occupation.
| Software | Category | Hot technology |
|---|---|---|
| Facebook | Web page creation and editing software | yes |
| Microsoft Excel | Spreadsheet software | yes |
| Microsoft Office software | Office suite software | yes |
| Microsoft Outlook | Electronic mail software | yes |
| Microsoft Word | Word processing software | yes |
| Cargo tracking system software | Inventory management software | |
| Corel WordPerfect Office Suite | Office suite software | |
| Warehouse management system WMS | Materials requirements planning logistics and supply chain software | |
<!-- market-evidence -->
## Market evidence (job-ad analysis, 68 ads, as of 2026-07-08)
Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
### Tools
- Microsoft Office — **26 %**
<!-- market-evidence -->