feat: second-officer skill package v0.1.0

2026-08-14 18:11:39 +02:00
commit 443cbf69dc
9 changed files with 1056 additions and 0 deletions
--- a/PROVENANCE.md
+++ b/PROVENANCE.md
@@ -0,0 +1,31 @@
+# Data provenance — second-officer
+
+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 — second-officer
+    "ESCO (occupation & competences)" : 37
+    "O*NET (tasks & tools)" : 71
+    "Job boards (market evidence)" : 107
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 177
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 37 | 9.3 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 71 | 17.9 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 107 | 27.0 % | references/market.md (full report) + "Market evidence" headline sections |
+| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ |
+| Anthropic official Claude skills | 5 | 1.3 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 177 | 44.6 % | 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).
--- a/SKILL.md
+++ b/SKILL.md
@@ -0,0 +1,50 @@
+---
+name: second-officer
+description: "Occupational skill for the role 'second officer' (also: flight engineer, inflight engineer). Use when the user asks for typical second officer work such as: typical second officer responsibilities"
+---
+
+# Second Officer
+
+Second officers are responsible for monitoring and controlling various aircraft systems including fixed-wing and rotary wing. They work in close coordination with the two pilots during all phases of flight. They make pre-flight, inflight, and post flight inspections, adjustments, and minor repairs. They verify parameters such as passenger and cargo distribution, the amount of fuel, aircraft performance, and appropriate engine speed according to instructions of pilots.
+
+## 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)
+
+- address aircraft mechanical issues
+- air transport law
+- aircraft flight control systems
+- airport planning
+- airport safety regulations
+- aviation meteorology
+- carry out navigational calculations
+- common aviation safety regulations
+- comply with checklists
+- deal with challenging work conditions
+- electrical systems used in transportation
+- electronics
+- ensure aircraft compliance with regulation
+- ensure compliance with airport security measures
+- ensure ongoing compliance with regulations
+
+## Hot technologies
+
+- Microsoft Excel
+- Microsoft Office software
+- Microsoft Outlook
+- Microsoft PowerPoint
+- Microsoft Visio
+- Microsoft Word
+- R
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/d48d4949-73a2-40d7-8350-329cda6b5a9a), O*NET 30.3 (53-2011.00, manual nearest match). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,274 @@
+{
+  "name": "second-officer",
+  "title": "second officer",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/d48d4949-73a2-40d7-8350-329cda6b5a9a",
+    "esco_code": "3153.2.6",
+    "isco_group": "3153",
+    "onet_soc": "53-2011.00",
+    "crosswalk_match": "manual nearest via ISCO 3153 (Airline Pilots, Copilots, and Flight Engineers)"
+  },
+  "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": 28,
+    "skills_optional": 8,
+    "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
+      },
+      "oliver-kriska/claude-elixir-phoenix": {
+        "repo": "https://github.com/oliver-kriska/claude-elixir-phoenix",
+        "commit": "d6b21b5",
+        "license": "MIT",
+        "skills": 1
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 5
+      },
+      "samber/cc-skills-golang": {
+        "repo": "https://github.com/samber/cc-skills-golang",
+        "commit": "4881c01",
+        "license": "MIT",
+        "skills": 1
+      },
+      "trailofbits/skills": {
+        "repo": "https://github.com/trailofbits/skills",
+        "commit": "cfe5d7b",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 2
+      },
+      "muratcankoylan/Agent-Skills-for-Context-Engineering": {
+        "repo": "https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering",
+        "commit": "c578e85",
+        "license": "MIT",
+        "skills": 2
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "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
+      },
+      "nexu-io/open-design": {
+        "repo": "https://github.com/nexu-io/open-design",
+        "commit": "4b66023",
+        "license": "Apache-2.0",
+        "skills": 2
+      },
+      "staruhub/ClaudeSkills": {
+        "repo": "https://github.com/staruhub/ClaudeSkills",
+        "commit": "3d4045d",
+        "license": "MIT",
+        "skills": 1
+      },
+      "Orchestra-Research/AI-research-SKILLs": {
+        "repo": "https://github.com/Orchestra-Research/AI-research-SKILLs",
+        "commit": "773a529",
+        "license": "MIT",
+        "skills": 2
+      },
+      "zechenzhangAGI/AI-research-SKILLs": {
+        "repo": "https://github.com/zechenzhangAGI/AI-research-SKILLs",
+        "commit": "773a529",
+        "license": "MIT",
+        "skills": 1
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 5
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 10
+      },
+      "ruvnet/claude-code-flow": {
+        "repo": "https://github.com/ruvnet/claude-code-flow",
+        "commit": "73914bd",
+        "license": "MIT",
+        "skills": 4
+      },
+      "ruvnet/ruflo": {
+        "repo": "https://github.com/ruvnet/ruflo",
+        "commit": "73914bd",
+        "license": "MIT",
+        "skills": 4
+      },
+      "affaan-m/everything-claude-code": {
+        "repo": "https://github.com/affaan-m/everything-claude-code",
+        "commit": "ed38744",
+        "license": "MIT",
+        "skills": 4
+      },
+      "zxkane/aws-skills": {
+        "repo": "https://github.com/zxkane/aws-skills",
+        "commit": "68530c6",
+        "license": "MIT",
+        "skills": 1
+      },
+      "Leonxlnx/taste-skill": {
+        "repo": "https://github.com/Leonxlnx/taste-skill",
+        "commit": "b177427",
+        "license": "MIT",
+        "skills": 1
+      },
+      "alirezarezvani/claude-skills": {
+        "repo": "https://github.com/alirezarezvani/claude-skills",
+        "commit": "0241f43",
+        "license": "MIT",
+        "skills": 3
+      },
+      "davepoon/buildwithclaude": {
+        "repo": "https://github.com/davepoon/buildwithclaude",
+        "commit": "3c94e0c",
+        "license": "MIT",
+        "skills": 2
+      },
+      "heshengtao/super-agent-party": {
+        "repo": "https://github.com/heshengtao/super-agent-party",
+        "commit": "181588d",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "mohitagw15856/pm-claude-skills": {
+        "repo": "https://github.com/mohitagw15856/pm-claude-skills",
+        "commit": "876fa30",
+        "license": "MIT",
+        "skills": 1
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 2
+      },
+      "K-Dense-AI/claude-scientific-skills": {
+        "repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 1
+      },
+      "K-Dense-AI/scientific-agent-skills": {
+        "repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nicobailon/visual-explainer": {
+        "repo": "https://github.com/nicobailon/visual-explainer",
+        "commit": "528b71f",
+        "license": "MIT",
+        "skills": 1
+      },
+      "WenyuChiou/agent-collab-skills": {
+        "repo": "https://github.com/WenyuChiou/agent-collab-skills",
+        "commit": "f3c4097",
+        "license": "MIT",
+        "skills": 1
+      },
+      "rampstackco/claude-skills": {
+        "repo": "https://github.com/rampstackco/claude-skills",
+        "commit": "bc6d961",
+        "license": "MIT",
+        "skills": 1
+      },
+      "zebbern/claude-code-guide": {
+        "repo": "https://github.com/zebbern/claude-code-guide",
+        "commit": "d2c5280",
+        "license": "MIT",
+        "skills": 1
+      },
+      "ThinkInAIXYZ/deepchat": {
+        "repo": "https://github.com/ThinkInAIXYZ/deepchat",
+        "commit": "f275c92",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "OthmanAdi/langsmith-fetch-skill": {
+        "repo": "https://github.com/OthmanAdi/langsmith-fetch-skill",
+        "commit": "1a995f1",
+        "license": "MIT",
+        "skills": 1
+      },
+      "infrasity-labs/dev-gtm-claude-skills": {
+        "repo": "https://github.com/infrasity-labs/dev-gtm-claude-skills",
+        "commit": "02cfefb",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nanocoai/nanoclaw": {
+        "repo": "https://github.com/nanocoai/nanoclaw",
+        "commit": "da9a74f",
+        "license": "MIT",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 12,
+      "adjacent": 68
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 37,
+      "onet": 71,
+      "jobads": 107,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 177,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 9.3,
+      "onet": 17.9,
+      "jobads": 27.0,
+      "wiki_ai": 0.0,
+      "anthropic": 1.3,
+      "ai_skills": 44.6,
+      "stackx": 0.0
+    },
+    "method": "content items per source category"
+  },
+  "collar": "white",
+  "computer_work": true
+}
--- a/references/ai-skills.md
+++ b/references/ai-skills.md
@@ -0,0 +1,370 @@
+# External AI agent skills — second-officer
+
+Proven, publicly available AI agent skills mapped to this occupation.
+Nothing is copied from the sources: every entry is a name, a one-line
+summary and a link to the upstream skill package. Each section names
+its source repository, commit, license and retrieval date.
+
+**Tiers:** `core` = the skill directly exercises a top market hard
+skill, tool or method (from gated job-ad evidence) or an essential
+ESCO competence of this occupation; `adjacent` =
+plausibly useful, secondary. Entries are capped at 12 per source
+and 80 in total per occupation (core first,
+strongest matches survive); everything beyond the caps is excluded
+and logged in the pipeline audit trail, not in this package.
+
+_Matched deterministically (ISCO group + title/competence keywords,
+tiered against market evidence + ESCO essentials) by
+`pipeline/p5_enrich_ai_skills.py` on 2026-07-14._
+
+## Source: anthropics/skills
+
+- Repository: [https://github.com/anthropics/skills](https://github.com/anthropics/skills) (commit `f6656c1`, retrieved 2026-07-14)
+- License: Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available — see the LICENSE.txt in the upstream skill folder
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `docx` | adjacent | Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files) or Word templates (.dotx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', '.dotx', or requests to … | [source](https://github.com/anthropics/skills/tree/main/skills/docx) |
+| `pdf` | adjacent | Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating … | [source](https://github.com/anthropics/skills/tree/main/skills/pdf) |
+
+## Source: a5c-ai/babysitter
+
+- Repository: [https://github.com/a5c-ai/babysitter](https://github.com/a5c-ai/babysitter) (commit `44a5d58b`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `embedded-docs` | adjacent | Embedded firmware documentation generation and maintenance using Doxygen and related tools. Expert skill for API documentation, hardware interface documentation, memory maps, and integration with documentation systems. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/embedded-systems/skills/embedded-docs) |
+| `cuda-debugging` | adjacent | Expert skill for GPU debugging using CUDA-GDB and NVIDIA Compute Sanitizer. Detect memory errors, race conditions, uninitialized memory access, validate atomic operations, analyze kernel synchronization issues, and generate debugging … | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/gpu-programming/skills/cuda-debugging) |
+| `growing-outside-in-systems` | adjacent | Drive feature development using Outside-In TDD with Hexagonal Architecture. Design emerges through inline code, in-memory fakes, interface extraction, and deferred I/O. Use when building features, writing tests, or structuring backend … | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/backend-development/skills/growing-outside-in-systems) |
+| `linker-script` | adjacent | GNU linker script generation and optimization for embedded systems. Expert skill for memory layout definition, section placement, multi-image linking, and memory protection configuration. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/embedded-systems/skills/linker-script) |
+| `nsight-profiler` | adjacent | Expert skill for NVIDIA Nsight Systems and Nsight Compute profiling tools. Configure profiling sessions, analyze kernel reports, interpret occupancy metrics, roofline model data, memory bandwidth bottlenecks, and warp execution efficiency. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/gpu-programming/skills/nsight-profiler) |
+| `translation-management` | adjacent | Integration with translation management systems and i18n workflows. Connect with Crowdin, Transifex, Weblate, manage translation memory, synchronize glossaries, and automate localization pipelines. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/technical-documentation/skills/translation-management) |
+| `vector-memory` | adjacent | HNSW vector search for pattern similarity retrieval and knowledge graph maintenance with PageRank scoring, community detection, and 3-tier memory management. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/ruflo/skills/vector-memory) |
+| `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) |
+| `gas-optimization` | adjacent | Advanced gas optimization techniques for EVM smart contracts. Covers storage packing, memory vs calldata optimization, assembly/Yul, efficient data structures, batch operations, and benchmark-driven optimization strategies. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/cryptography-blockchain/skills/gas-optimization) |
+| `ipa-transcription-phonological` | adjacent | Transcribe speech using International Phonetic Alphabet and analyze sound systems including phonotactics and phonological rules | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/humanities/skills/ipa-transcription-phonological) |
+
+## 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 |
+|---|---|---|---|
+| `agentic-os` | adjacent | Build persistent multi-agent operating systems on Claude Code. Covers kernel architecture, specialist agents, slash commands, file-based memory, scheduled automation, and state management without external databases. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/agentic-os) |
+| `autonomous-agent-harness` | adjacent | 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) |
+| `content-engine` | adjacent | Create platform-native content systems for X, LinkedIn, TikTok, YouTube, newsletters, and repurposed multi-platform campaigns. Use when the user wants social posts, threads, scripts, content calendars, or one source asset adapted cleanly … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/.agents/skills/content-engine) |
+| `marketing-campaign` | adjacent | 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) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+| `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) |
+| `cross-eval` | adjacent | /cs:cross-eval <memo> — Multi-model consensus on a board memo or strategy brief. Claude + Codex + Gemini cross-review with graceful degradation. Use when a high-stakes memo needs an independent sanity check before the boardroom — e.g. a … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/c-level-advisor/c-level-agents/skills/cross-eval) |
+
+## 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-lifecycle` | core | Manage entity status transitions in Basic Memory: archive completed work, move notes between status folders, update frontmatter, and handle edge cases. Use when marking items complete, archiving old entities, or managing any folder-based … | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-lifecycle) |
+
+## 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 |
+|---|---|---|---|
+| `googlesheets-automation` | adjacent | Automate Google Sheets operations (read, write, format, filter, manage spreadsheets) via Rube MCP (Composio). Read/write data, manage tabs, apply formatting, and search rows programmatically. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/googlesheets-automation) |
+| `ops-voice` | adjacent | Voice operations — make phone calls (Bland AI), text-to-speech (ElevenLabs), transcribe audio (Whisper/Groq). Replace OpenClaw voice capabilities. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/claude-ops/skills/ops-voice) |
+
+## 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` | adjacent | 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) |
+| `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) |
+| `conversation-memory` | adjacent | Persistent memory systems for LLM conversations including short-term, long-term, and entity-based memory Use when: conversation memory, remember, memory persistence, long-term memory, chat history. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/conversation-memory) |
+| `agent-memory-systems` | adjacent | Memory is the cornerstone of intelligent agents. Without it, every interaction starts from zero. This skill covers the architecture of agent memory: short-term (context window), long-term (vector stores), and the cognitive architectures … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/agent-memory-systems) |
+| `vaex` | adjacent | Use this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM. Vaex excels at out-of-core DataFrame operations, lazy evaluation, fast aggregations, efficient visualization of big data, and … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/vaex) |
+
+## Source: foryourhealth111-pixel/Vibe-Skills
+
+- Repository: [https://github.com/foryourhealth111-pixel/Vibe-Skills](https://github.com/foryourhealth111-pixel/Vibe-Skills) (commit `34429a8`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `sentry` | adjacent | Use when the user asks to inspect Sentry issues or events, summarize recent production errors, or pull basic Sentry health data via the Sentry API; perform read-only queries with the bundled script and require `SENTRY_AUTH_TOKEN`. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/sentry) |
+| `vaex` | adjacent | Use this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM. Vaex excels at out-of-core DataFrame operations, lazy evaluation, fast aggregations, efficient visualization of big data, and … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/vaex) |
+
+## Source: heshengtao/super-agent-party
+
+- Repository: [https://github.com/heshengtao/super-agent-party](https://github.com/heshengtao/super-agent-party) (commit `181588d`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `officeCLI` | adjacent | Create, analyze, proofread, and modify Office documents (.docx, .xlsx, .pptx) using the officecli CLI tool. Use when the user wants to create, inspect, check formatting, find issues, add charts, or modify Office documents. | [source](https://github.com/heshengtao/super-agent-party/tree/181588d/skills/officeCLI) |
+
+## Source: infrasity-labs/dev-gtm-claude-skills
+
+- Repository: [https://github.com/infrasity-labs/dev-gtm-claude-skills](https://github.com/infrasity-labs/dev-gtm-claude-skills) (commit `02cfefb`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `millers-law` | adjacent | Apply Miller's Law — chunk information into groups of ~4 to work within working memory limits. | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/millers-law) |
+
+## 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 |
+|---|---|---|---|
+| `vertex-engine-inspector` | core | Inspect and validate Vertex AI Agent Engine deployments including Code Execution Sandbox, Memory Bank, A2A protocol compliance, and security posture. Generates production readiness scores. Use when asked to inspect, validate, or audit an … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-ml/jeremy-vertex-engine/skills/vertex-engine-inspector) |
+| `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) |
+| `memorystore-config` | adjacent | Configure memorystore config operations. Auto-activating skill for GCP Skills. Triggers on: memorystore config, memorystore config Part of the GCP Skills skill category. Use when configuring systems or services. Trigger with phrases like … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/skills/14-gcp-skills/memorystore-config) |
+| `twinmind-reference-architecture` | adjacent | Production architecture for meeting AI systems using TwinMind: transcription pipeline, memory vault, action item workflow, and calendar integration. Use when implementing reference architecture, or managing TwinMind meeting AI operations. … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/twinmind-pack/skills/twinmind-reference-architecture) |
+| `excel-formula-generator` | adjacent | Generate excel formula generator operations. Auto-activating skill for Business Automation. Triggers on: excel formula generator, excel formula generator Part of the Business Automation skill category. Use when working with excel formula … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/skills/19-business-automation/excel-formula-generator) |
+| `excel-macro-creator` | adjacent | Create excel macro creator operations. Auto-activating skill for Business Automation. Triggers on: excel macro creator, excel macro creator Part of the Business Automation skill category. Use when working with excel macro creator … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/skills/19-business-automation/excel-macro-creator) |
+| `memory-profiler-setup` | adjacent | Configure memory profiler setup operations. Auto-activating skill for Performance Testing. Triggers on: memory profiler setup, memory profiler setup Part of the Performance Testing skill category. Use when working with memory profiler … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/skills/10-performance-testing/memory-profiler-setup) |
+| `notion-load-scale` | adjacent | High-volume Notion operations: parallel requests within 3 req/sec, worker queues, database pagination at scale, incremental sync for large workspaces, and memory management for bulk operations. Trigger with phrases like "notion scale", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/notion-pack/skills/notion-load-scale) |
+| `presentation-slide-outliner` | adjacent | Manage presentation slide outliner operations. Auto-activating skill for Visual Content. Triggers on: presentation slide outliner, presentation slide outliner Part of the Visual Content skill category. Use when working with presentation … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/skills/18-visual-content/presentation-slide-outliner) |
+| `twinmind-incident-runbook` | adjacent | Incident response for TwinMind failures: transcription not starting, audio not captured, sync failures, and calendar disconnect. Use when implementing incident runbook, 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-incident-runbook) |
+
+## Source: K-Dense-AI/claude-scientific-skills
+
+- Repository: [https://github.com/K-Dense-AI/claude-scientific-skills](https://github.com/K-Dense-AI/claude-scientific-skills) (commit `4d97e29`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `vaex` | adjacent | Use this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM. Vaex excels at out-of-core DataFrame operations, lazy evaluation, fast aggregations, efficient visualization of big data, and … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/vaex) |
+
+## Source: K-Dense-AI/scientific-agent-skills
+
+- Repository: [https://github.com/K-Dense-AI/scientific-agent-skills](https://github.com/K-Dense-AI/scientific-agent-skills) (commit `4d97e29`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `vaex` | adjacent | Use this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM. Vaex excels at out-of-core DataFrame operations, lazy evaluation, fast aggregations, efficient visualization of big data, and … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/vaex) |
+
+## Source: Leonxlnx/taste-skill
+
+- Repository: [https://github.com/Leonxlnx/taste-skill](https://github.com/Leonxlnx/taste-skill) (commit `b177427`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `brandkit` | adjacent | Premium brand-kit image generation skill for creating high-end brand-guidelines boards, logo systems, identity decks, and visual-world presentations. Trained for minimalist, cinematic, editorial, dark-tech, luxury, cultural, security, … | [source](https://github.com/Leonxlnx/taste-skill/tree/b177427/skills/brandkit) |
+
+## 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 |
+|---|---|---|---|
+| `pptx-slide-auditor` | adjacent | Audit a PowerPoint presentation for layout issues, text overflow, visual hierarchy problems, and consistency gaps. Use when asked to review a slide deck, check a presentation before a meeting, audit slides for layout problems, or QA a deck … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-delivery/skills/pptx-slide-auditor) |
+
+## 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) |
+| `detecting-rootkit-activity` | adjacent | Detects rootkit presence on compromised systems by identifying hidden processes, hooked system calls, modified kernel structures, hidden files, and covert network connections using memory forensics, cross-view detection, and integrity … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/detecting-rootkit-activity) |
+| `detecting-t1055-process-injection-with-sysmon` | adjacent | Detect process injection techniques (T1055) including classic DLL injection, process hollowing, and APC injection by analyzing Sysmon events for cross-process memory operations, remote thread creation, and anomalous DLL loading patterns. | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/detecting-t1055-process-injection-with-sysmon) |
+| `implementing-memory-protection-with-dep-aslr` | adjacent | Implements memory protection mechanisms including DEP (Data Execution Prevention), ASLR (Address Space Layout Randomization), CFG (Control Flow Guard), and other exploit mitigations to prevent memory corruption attacks. Use when hardening … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/implementing-memory-protection-with-dep-aslr) |
+| `analyzing-memory-dumps-with-volatility` | adjacent | Analyzes RAM memory dumps from compromised systems using the Volatility framework to identify malicious processes, injected code, network connections, loaded modules, and extracted credentials. Supports Windows, Linux, and macOS memory … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-memory-dumps-with-volatility) |
+
+## Source: muratcankoylan/Agent-Skills-for-Context-Engineering
+
+- Repository: [https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering) (commit `c578e85`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory-systems` | core | This skill should be used for persistent semantic memory in agent systems: cross-session knowledge retention, entity tracking, temporal validity, graph or vector retrieval, memory consolidation, and memory benchmark selection. Route … | [source](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/c578e85/skills/memory-systems) |
+| `filesystem-context` | adjacent | This skill should be used when agent work needs file-backed context: durable scratchpads, tool-output offloading, just-in-time discovery, cross-agent handoff files, filesystem memory, or cleanup policies for context stored outside the … | [source](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/c578e85/skills/filesystem-context) |
+
+## Source: nanocoai/nanoclaw
+
+- Repository: [https://github.com/nanocoai/nanoclaw](https://github.com/nanocoai/nanoclaw) (commit `da9a74f`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `onecli-gateway` | adjacent | OneCLI Gateway: transparent HTTPS proxy that injects stored credentials into outbound calls. You MUST use this skill when the user asks you to read emails, check calendar, access GitHub repos, create issues, check Stripe payments, or … | [source](https://github.com/nanocoai/nanoclaw/tree/da9a74f/container/skills/onecli-gateway) |
+
+## 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 |
+|---|---|---|---|
+| `clinical-case-report` | core | Structured medical case presentation for clinical rounds, conferences, and documentation. Generates SOAP-format or narrative case reports with physiologically accurate vitals, labs, and evidence-based plans. Use when the brief mentions … | [source](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/clinical-case-report) |
+| `brandkit` | adjacent | Premium brand-kit image generation skill for creating high-end brand-guidelines boards, logo systems, identity decks, and visual-world presentations. Trained for minimalist, cinematic, editorial, dark-tech, luxury, cultural, security, … | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/brandkit) |
+
+## Source: nicobailon/visual-explainer
+
+- Repository: [https://github.com/nicobailon/visual-explainer](https://github.com/nicobailon/visual-explainer) (commit `528b71f`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `visual-explainer` | adjacent | Generate self-contained HTML visual explanations for systems, code changes, plans, data, and technical concepts. Use for diagrams, architecture overviews, diff or plan reviews, project recaps, comparison tables, slide decks, and other … | [source](https://github.com/nicobailon/visual-explainer/tree/528b71f/plugins/visual-explainer) |
+
+## 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` | core | 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: 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 |
+|---|---|---|---|
+| `pytorch-fsdp2` | core | Adds PyTorch FSDP2 (fully_shard) to training scripts with correct init, sharding, mixed precision/offload config, and distributed checkpointing. Use when models exceed single-GPU memory or when you need DTensor-based sharding with … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/08-distributed-training/pytorch-fsdp2) |
+| `optimizing-attention-flash` | adjacent | Optimizes transformer attention with Flash Attention for 2-4x speedup and 10-20x memory reduction. Use when training/running transformers with long sequences (>512 tokens), encountering GPU memory issues with attention, or need faster … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/10-optimization/flash-attention) |
+
+## Source: OthmanAdi/langsmith-fetch-skill
+
+- Repository: [https://github.com/OthmanAdi/langsmith-fetch-skill](https://github.com/OthmanAdi/langsmith-fetch-skill) (commit `1a995f1`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `langsmith-fetch` | adjacent | Debug LangChain and LangGraph agents by fetching execution traces from LangSmith Studio. Use when debugging agent behavior, investigating errors, analyzing tool calls, checking memory operations, or examining agent performance. … | [source](https://github.com/OthmanAdi/langsmith-fetch-skill/tree/1a995f1) |
+
+## 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: 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 |
+|---|---|---|---|
+| `Hooks Automation` | adjacent | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/hooks-automation) |
+| `AgentDB Memory Patterns` | adjacent | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/agentdb-memory-patterns) |
+| `V3 Memory Unification` | adjacent | Unify 6+ memory systems into AgentDB with HNSW indexing for 150x-12,500x search improvements. Implements ADR-006 (Unified Memory Service) and ADR-009 (Hybrid Memory Backend). | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/v3-memory-unification) |
+| `AgentDB Performance Optimization` | adjacent | Optimize AgentDB performance with quantization (4-32x memory reduction), HNSW indexing (150x faster search), caching, and batch operations. Use when optimizing memory usage, improving search speed, or scaling to millions of vectors. | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/agentdb-optimization) |
+
+## Source: ruvnet/ruflo
+
+- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `Hooks Automation` | adjacent | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$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) |
+| `AgentDB Memory Patterns` | adjacent | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/agentdb-memory-patterns) |
+| `V3 Memory Unification` | adjacent | Unify 6+ memory systems into AgentDB with HNSW indexing for 150x-12,500x search improvements. Implements ADR-006 (Unified Memory Service) and ADR-009 (Hybrid Memory Backend). | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/v3-memory-unification) |
+| `AgentDB Performance Optimization` | adjacent | Optimize AgentDB performance with quantization (4-32x memory reduction), HNSW indexing (150x faster search), caching, and batch operations. Use when optimizing memory usage, improving search speed, or scaling to millions of vectors. | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/agentdb-optimization) |
+
+## 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: staruhub/ClaudeSkills
+
+- Repository: [https://github.com/staruhub/ClaudeSkills](https://github.com/staruhub/ClaudeSkills) (commit `3d4045d`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `deep-research` | core | Use this skill when the user wants an evidence-based research memo, literature review, market/policy/technical landscape, or a multi-source decision brief with citations, trade-offs, and a clear conclusion. Best for tasks that need … | [source](https://github.com/staruhub/ClaudeSkills/tree/3d4045d/skills/Geek-skills-deep-research) |
+
+## Source: ThinkInAIXYZ/deepchat
+
+- Repository: [https://github.com/ThinkInAIXYZ/deepchat](https://github.com/ThinkInAIXYZ/deepchat) (commit `f275c92`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `feishu-tools` | adjacent | Use the Feishu/Lark plugin MCP tools for Feishu documents, spreadsheets, knowledge content, and other matching workspace operations. | [source](https://github.com/ThinkInAIXYZ/deepchat/tree/f275c92/plugins/feishu/skills/feishu-tools) |
+
+## Source: trailofbits/skills
+
+- Repository: [https://github.com/trailofbits/skills](https://github.com/trailofbits/skills) (commit `cfe5d7b`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `c-review` | core | Performs comprehensive C/C++ security review for memory corruption, integer overflows, race conditions, and platform-specific vulnerabilities. Use when auditing native C/C++ applications, reviewing daemons or services for memory safety, or … | [source](https://github.com/trailofbits/skills/tree/cfe5d7b/plugins/c-review/skills/c-review) |
+| `rust-review` | core | Performs comprehensive Rust security review for safe/unsafe boundary issues, memory safety in unsafe blocks, concurrency hazards, panic-induced DoS, FFI safety, and async runtime mistakes. Use when auditing Rust crates, services, or … | [source](https://github.com/trailofbits/skills/tree/cfe5d7b/plugins/rust-review/skills/rust-review) |
+
+## Source: WenyuChiou/agent-collab-skills
+
+- Repository: [https://github.com/WenyuChiou/agent-collab-skills](https://github.com/WenyuChiou/agent-collab-skills) (commit `f3c4097`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `agent-context-budget` | adjacent | Use when multi-agent work risks context overflow, memory growth, noisy logs, oversized handoffs, cross-session continuation, or parallel Codex and Gemini execution. | [source](https://github.com/WenyuChiou/agent-collab-skills/tree/f3c4097/skills/agent-context-budget) |
+
+## Source: zebbern/claude-code-guide
+
+- Repository: [https://github.com/zebbern/claude-code-guide](https://github.com/zebbern/claude-code-guide) (commit `d2c5280`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `dataset-quality-audit` | adjacent | Run comprehensive quality checks on tabular data (CSV/Excel/TSV/JSON), detecting missing values, duplicates, outliers, format issues, and type inconsistencies to produce an overall score, grade, and actionable suggestions. Triggered when … | [source](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/dataset-quality-audit) |
+
+## 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 |
+|---|---|---|---|
+| `pytorch-fsdp2` | core | Adds PyTorch FSDP2 (fully_shard) to training scripts with correct init, sharding, mixed precision/offload config, and distributed checkpointing. Use when models exceed single-GPU memory or when you need DTensor-based sharding with … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/08-distributed-training/pytorch-fsdp2) |
+
+## Source: zxkane/aws-skills
+
+- Repository: [https://github.com/zxkane/aws-skills](https://github.com/zxkane/aws-skills) (commit `68530c6`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `aws-cost-operations` | adjacent | AWS cost optimization, monitoring, and operational excellence expert. Use when analyzing AWS bills, estimating costs, setting up CloudWatch alarms, querying logs, auditing CloudTrail activity, or assessing security posture. Essential when … | [source](https://github.com/zxkane/aws-skills/tree/68530c6/plugins/aws-cost-ops/skills/aws-cost-operations) |
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,64 @@
+# Market evidence report — second-officer
+
+Source: **7 real job ads** (JSearch API, countries: us 7), extracted into the MSSQL evidence store; as of 2026-07-19.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 5 | 71 % |
+| n/a | 1 | 14 % |
+| junior | 1 | 14 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Regional breakdown
+
+> **Corpus note:** 7 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** — 7 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+### UK (gb)
+
+**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+### EU/DACH (de, at, ch, nl)
+
+**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+
+## Job title variants in the market
+
+| Title | Ads |
+|---|---|
+| 2nd Officer - Military Veterans | 1 |
+| AirAsia Second Officer/ First Officer/ Senior First Officer | 1 |
+| Airline Pilots, Copilots, and Flight Engineers at Course Advisor New York, NY | 1 |
+| C-5M Flight Engineer | 1 |
+| HH-60 Depot FCF Flight Engineer/ SMA | 1 |
+| Second Officers on Global and Global 28 | 1 |
+| Senior Flight Engineer & Aircraft Systems Specialist | 1 |
+
+Methodology: entities extracted per ad ({hard_skills, tools, methods, responsibilities, seniority}), normalized, counted as DISTINCT ads per entity; report threshold ≥ 3 ads. Headline sections in skills.md/tools.md use the stricter ≥ 20 % threshold.
--- a/references/profile.md
+++ b/references/profile.md
@@ -0,0 +1,18 @@
+# Occupation profile — second officer
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/d48d4949-73a2-40d7-8350-329cda6b5a9a
+- **ESCO code:** 3153.2.6
+- **ISCO-08 group:** 3153 — Aircraft pilots and related associate professionals
+
+## Description (ESCO)
+
+Second officers are responsible for monitoring and controlling various aircraft systems including fixed-wing and rotary wing. They work in close coordination with the two pilots during all phases of flight. They make pre-flight, inflight, and post flight inspections, adjustments, and minor repairs. They verify parameters such as passenger and cargo distribution, the amount of fuel, aircraft performance, and appropriate engine speed according to instructions of pilots.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- flight engineer
+- inflight engineer
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,134 @@
+# Competences — second officer
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/d48d4949-73a2-40d7-8350-329cda6b5a9a).
+
+## Essential
+
+- **address aircraft mechanical issues** (skill/competence)
+- **air transport law** (knowledge)
+- **aircraft flight control systems** (knowledge)
+- **airport planning** (knowledge)
+- **airport safety regulations** (knowledge)
+- **aviation meteorology** (knowledge)
+- **carry out navigational calculations** (skill/competence)
+- **common aviation safety regulations** (knowledge)
+- **comply with checklists** (skill/competence)
+- **deal with challenging work conditions** (skill/competence)
+- **electrical systems used in transportation** (knowledge)
+- **electronics** (knowledge)
+- **ensure aircraft compliance with regulation** (skill/competence)
+- **ensure compliance with airport security measures** (skill/competence)
+- **ensure ongoing compliance with regulations** (skill/competence)
+- **ensure public safety and security** (skill/competence)
+- **ensure smooth on board operations** (skill/competence)
+- **follow verbal instructions** (skill/competence)
+- **geographic areas** (knowledge)
+- **handle stressful situations in the work place** (skill/competence)
+- **inspect aircraft** (skill/competence)
+- **interpret visual literacy** (skill/competence)
+- **operate cockpit control panels** (skill/competence)
+- **perform aircraft maintenance** (skill/competence)
+- **perform routine flight operations checks** (skill/competence)
+- **read 3D displays** (skill/competence)
+- **undertake procedures to meet aircraft flight requirements** (skill/competence)
+- **use meteorological information** (skill/competence)
+
+## Optional
+
+- apply airport standards and regulations (skill/competence)
+- consider economic criteria in decision making (skill/competence)
+- geostationary satellites (knowledge)
+- have computer literacy (skill/competence)
+- launching of satellites into orbit (knowledge)
+- make independent operating decisions (skill/competence)
+- respond to changing navigation circumstances (skill/competence)
+- undertake procedures to meet helicopter flight requirements (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 7 ads, as of 2026-07-19)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- aircraft maintenance — **29 %**
+- aircraft steering — **14 %**
+- aircraft systems operation — **14 %**
+- cargo operations — **14 %**
+- cargo handling — **14 %**
+- cross-service coordination — **14 %**
+- damage prevention — **14 %**
+- flight duties — **14 %**
+- flight management — **14 %**
+- flight operations — **14 %**
+- flight planning — **14 %**
+- harbor movements scheduling — **14 %**
+- helicopter control — **14 %**
+- incident reporting — **14 %**
+- flight test — **14 %**
+- flight testing — **14 %**
+- instructional delivery — **14 %**
+- instrument flight planning — **14 %**
+- aircraft documentation — **14 %**
+- log book maintenance — **14 %**
+- long-haul operation — **14 %**
+- maneuver execution — **14 %**
+- operational flight planning — **14 %**
+- ship navigation — **14 %**
+- system checkout — **14 %**
+- tank cleaning — **14 %**
+- technical documentation — **14 %**
+- voyage planning — **14 %**
+- weight and balance calculation — **14 %**
+
+### Methods
+
+- vertical replenishment (VERTREP) — **14 %**
+- operational check flight (OCF) — **14 %**
+- multi-pilot type rating — **14 %**
+- maintenance training — **14 %**
+- functional check flight (FCF) — **14 %**
+- gmdss system — **14 %**
+- evidence based training — **14 %**
+- fleet oiler manual — **14 %**
+- dynamic positioning (DP) systems — **14 %**
+- arpa radar — **14 %**
+- acceptance test profile (ATP) — **14 %**
+
+### Responsibilities
+
+- air traffic communication — **14 %**
+- aircraft delivery — **14 %**
+- aircraft system monitoring — **14 %**
+- aircraft recovery — **14 %**
+- communication management — **14 %**
+- conducting joint operations — **14 %**
+- crew briefing participation — **14 %**
+- environmental protection coordination — **14 %**
+- depot maintenance support — **14 %**
+- document crosscheck — **14 %**
+- cruise relief piloting — **14 %**
+- cargo inspection — **14 %**
+- cargo loading/discharge — **14 %**
+- flight operation — **14 %**
+- flight progress monitoring — **14 %**
+- flight qualification training — **14 %**
+- government coordination — **14 %**
+- handover to next crew — **14 %**
+- in-flight task execution — **14 %**
+- license verification — **14 %**
+- fuel consumption recording — **14 %**
+- supporting training courseware development — **14 %**
+- providing instructor duties — **14 %**
+- route navigation — **14 %**
+- safety precautions enforcement — **14 %**
+- performing flight duties — **14 %**
+- performing flight tests — **14 %**
+- performing maintenance tasks — **14 %**
+- training others — **14 %**
+- watch officer supervision — **14 %**
+- tank maintenance — **14 %**
+- workload distribution — **14 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,54 @@
+# Tasks & work activities — second officer
+
+Source: O*NET 30.3, occupation 53-2011.00 (Airline Pilots, Copilots, and Flight Engineers) — manual nearest-occupation mapping via ISCO group 3153; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+## Task statements
+
+- **[Core]** Use instrumentation to guide flights when visibility is poor.
+- **[Core]** Respond to and report in-flight emergencies and malfunctions.
+- **[Core]** Work as part of a flight team with other crew members, especially during takeoffs and landings.
+- **[Core]** Contact control towers for takeoff clearances, arrival instructions, and other information, using radio equipment.
+- **[Core]** Steer aircraft along planned routes, using autopilot and flight management computers.
+- **[Core]** Monitor gauges, warning devices, and control panels to verify aircraft performance and to regulate engine speed.
+- **[Core]** Start engines, operate controls, and pilot airplanes to transport passengers, mail, or freight, adhering to flight plans, regulations, and procedures.
+- **[Core]** Inspect aircraft for defects and malfunctions, according to pre-flight checklists.
+- **[Core]** Check passenger and cargo distributions and fuel amounts to ensure that weight and balance specifications are met.
+- **[Core]** Monitor engine operation, fuel consumption, and functioning of aircraft systems during flights.
+- **[Core]** Confer with flight dispatchers and weather forecasters to keep abreast of flight conditions.
+- **[Supplemental]** Coordinate flight activities with ground crews and air traffic control and inform crew members of flight and test procedures.
+- **[Core]** Order changes in fuel supplies, loads, routes, or schedules to ensure safety of flights.
+- **[Core]** Choose routes, altitudes, and speeds that will provide the fastest, safest, and smoothest flights.
+- **[Core]** Direct activities of aircraft crews during flights.
+- **[Core]** Brief crews about flight details, such as destinations, duties, and responsibilities.
+- **[Core]** Record in log books information, such as flight times, distances flown, and fuel consumption.
+- **[Core]** Make announcements regarding flights, using public address systems.
+- **[Supplemental]** File instrument flight plans with air traffic control to ensure that flights are coordinated with other air traffic.
+- **[Supplemental]** Perform minor maintenance work, or arrange for major maintenance.
+- **[Core]** Instruct other pilots and student pilots in aircraft operations and the principles of flight.
+- **[Supplemental]** Conduct in-flight tests and evaluations at specified altitudes and in all types of weather to determine the receptivity and other characteristics of equipment and systems.
+- **[Supplemental]** Evaluate other pilots or pilot-license applicants for proficiency.
+- **[Supplemental]** Plan and formulate flight activities and test schedules and prepare flight evaluation reports.
+
+## Detailed work activities
+
+- Arrange maintenance activities.
+- Choose optimal transportation routes or speeds.
+- Communicate with others to coordinate vehicle movement.
+- Coordinate flight control or management activities.
+- Evaluate performance of applicants, trainees, or employees.
+- Inspect aircraft or aircraft components.
+- Maintain locomotives or other rail equipment in good working condition.
+- Meet with coworkers to communicate work orders or plans.
+- Monitor engine operation or functioning.
+- Monitor equipment gauges or displays to ensure proper operation.
+- Monitor work environment to ensure safety or adherence to specifications.
+- Notify others of emergencies, problems, or hazards.
+- Pilot aircraft.
+- Plan flight operations.
+- Provide transportation information to passengers or customers.
+- Record operational details of travel.
+- Report vehicle or equipment malfunctions.
+- Resolve issues affecting transportation operations.
+- Respond to transportation emergencies.
+- Test performance of aircraft equipment.
+- Train transportation or material moving personnel.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,61 @@
+# Tools & technology — second officer
+
+Source: O*NET 30.3, occupation 53-2011.00 (Airline Pilots, Copilots, and Flight Engineers) — manual nearest-occupation mapping via ISCO group 3153; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| Microsoft Excel | Spreadsheet software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Microsoft Outlook | Electronic mail software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Visio | Process mapping and design software | yes |
+| Microsoft Word | Word processing software | yes |
+| R | Object or component oriented development software | yes |
+| AeroPlanner | Information retrieval or search software |  |
+| Airline Pilots Daily Aviation Log PPC | Data base user interface and query software |  |
+| AirSmith FlightPrompt | Data base user interface and query software |  |
+| CoPilot Flight Planning & E6B | Data base user interface and query software |  |
+| Document Object Model DOM Scripting | Object or component oriented development software |  |
+| doXstor Flight Level Logbook | Data base user interface and query software |  |
+| Electronic aircraft information databases | Data base user interface and query software |  |
+| IFT-Pro | Route navigation software |  |
+| MJICCS PilotLog | Data base user interface and query software |  |
+| Navzilla | Route navigation software |  |
+| Nimblefeet Technologies Captain's Keeper | Data base user interface and query software |  |
+| Notam Development Group Airport Insight | Information retrieval or search software |  |
+| Pilot Navigator Software Load Balance | Analytical or scientific software |  |
+| Polaris Microsystems AeroLog Pro | Data base user interface and query software |  |
+| Polaris Microsystems CharterLog | Data base user interface and query software |  |
+| RMS Technology Flitesoft | Data base user interface and query software |  |
+| SBS International Maestro Suite | Calendar and scheduling software |  |
+| Skylog Services Skylog Pro | Data base user interface and query software |  |
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 7 ads, as of 2026-07-19)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Tools
+
+- Microsoft Office — **29 %**
+- Microsoft Outlook — **14 %**
+- Microsoft PowerPoint — **14 %**
+- Microsoft Visio — **14 %**
+- Microsoft Word — **14 %**
+- MJICCS PilotLog — **14 %**
+- MSFSC SEALOG AOR — **14 %**
+- Navzilla — **14 %**
+- Notam Development Group Airport Insight — **14 %**
+- Microsoft Excel — **14 %**
+- Polaris Microsystems CharterLog — **14 %**
+- JANAP CALL SIGNS — **14 %**
+- Fleet Tactical radio circuit — **14 %**
+- C-5M aircraft — **14 %**
+- AirSmith FlightPrompt — **14 %**
+- AKAI-6 CALL SIGNS — **14 %**
+- AeroPlanner — **14 %**
+- AFTO 1H-60(H)W-6CF-1 — **14 %**
+- TO 1H-60(H)W-6CL-1 — **14 %**
+
+<!-- market-evidence -->