feat: aircraft-maintenance-engineer skill package v0.1.0

2026-08-14 18:13:31 +02:00
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
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+# Data provenance — aircraft-maintenance-engineer
+
+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-maintenance-engineer
+    "ESCO (occupation & competences)" : 39
+    "O*NET (tasks & tools)" : 46
+    "Job boards (market evidence)" : 79
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 201
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 39 | 10.5 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 46 | 12.4 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 79 | 21.4 % | 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 | 1.4 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 201 | 54.3 % | 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 +1,61 @@
+---
+name: aircraft-maintenance-engineer
+description: "Occupational skill for the role 'aircraft maintenance engineer' (also: aviation systems technician, air transportation engineer). Use when the user asks for typical aircraft maintenance engineer work such as: Set up and operate ground support and test equipment to perform functional flight tests of electrical and electronic systems.; Test and troubleshoot instruments, components, and assemblies, using circuit testers, oscilloscopes, or voltmeters.; Keep records of maintenance and repair work."
+---
+
+# Aircraft Maintenance Engineer
+
+Aircraft maintenance engineers make preflight and postflight inspections, adjustments, and minor repairs to ensure safe and sound performance of aircrafts. They inspect aircraft prior to takeoff to detect malfunctions such as oil leaks, electrical or hydraulic problems. They verify passenger and cargo distribution and amount of fuel to ensure that weight and balance specifications are met.
+
+## Core workflow
+
+1. Set up and operate ground support and test equipment to perform functional flight tests of electrical and electronic systems.
+2. Test and troubleshoot instruments, components, and assemblies, using circuit testers, oscilloscopes, or voltmeters.
+3. Keep records of maintenance and repair work.
+4. Coordinate work with that of engineers, technicians, and other aircraft maintenance personnel.
+5. Interpret flight test data to diagnose malfunctions and systemic performance problems.
+6. Install electrical and electronic components, assemblies, and systems in aircraft, using hand tools, power tools, or soldering irons.
+7. Adjust, repair, or replace malfunctioning components or assemblies, using hand tools or soldering irons.
+8. Connect components to assemblies such as radio systems, instruments, magnetos, inverters, and in-flight refueling systems, using hand tools and soldering irons.
+
+## 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)
+
+- aircraft flight control systems
+- aircraft mechanics
+- airport planning
+- apply technical communication skills
+- diagnose defective engines
+- disassemble engines
+- electrical engineering
+- electrical wiring plans
+- electricity
+- electromechanics
+- electronics
+- engine components
+- engineering principles
+- engineering processes
+- ensure compliance with airport security measures
+
+## Hot technologies
+
+- Autodesk AutoCAD
+- Microsoft Outlook
+- SAP software
+- Workday software
+- C++
+- Oracle Java
+- Microsoft Office software
+- Linux
+- UNIX
+- Microsoft PowerPoint
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/81a1e1f5-cce3-444d-bfc3-9771236d57cd), O*NET 30.3 (49-2091.00). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,322 @@
+{
+  "name": "aircraft-maintenance-engineer",
+  "title": "aircraft maintenance engineer",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/81a1e1f5-cce3-444d-bfc3-9771236d57cd",
+    "esco_code": "3153.1",
+    "isco_group": "3153",
+    "onet_soc": "49-2091.00",
+    "crosswalk_match": "closeMatch"
+  },
+  "sources": [
+    {
+      "name": "ESCO",
+      "version": "1.2.1",
+      "url": "https://esco.ec.europa.eu/"
+    },
+    {
+      "name": "O*NET",
+      "version": "30.3",
+      "url": "https://www.onetcenter.org/",
+      "license": "CC BY 4.0"
+    }
+  ],
+  "attribution": "This package includes information from the O*NET Database (v30.3) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), CC BY 4.0. skillfactor is not endorsed by USDOL/ETA. ESCO data (v1.2.1) (c) European Union, used per the ESCO download conditions: https://esco.ec.europa.eu/en/use-esco/download",
+  "counts": {
+    "tasks": 13,
+    "dwas": 13,
+    "skills_essential": 31,
+    "skills_optional": 7,
+    "software": 19
+  },
+  "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
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 12
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 3
+      },
+      "code-yeongyu/oh-my-openagent": {
+        "repo": "https://github.com/code-yeongyu/oh-my-openagent",
+        "commit": "b19f652",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "eduardo-sl/go-agent-skills": {
+        "repo": "https://github.com/eduardo-sl/go-agent-skills",
+        "commit": "3c45d7f",
+        "license": "MIT",
+        "skills": 1
+      },
+      "open-gitagent/opengap": {
+        "repo": "https://github.com/open-gitagent/opengap",
+        "commit": "d7a8e2e",
+        "license": "MIT",
+        "skills": 1
+      },
+      "davepoon/buildwithclaude": {
+        "repo": "https://github.com/davepoon/buildwithclaude",
+        "commit": "3c94e0c",
+        "license": "MIT",
+        "skills": 3
+      },
+      "brycewang-stanford/Auto-Empirical-Research-Skills": {
+        "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
+        "commit": "85bf545",
+        "license": "CC-BY-4.0",
+        "skills": 3
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 7
+      },
+      "zebbern/claude-code-guide": {
+        "repo": "https://github.com/zebbern/claude-code-guide",
+        "commit": "d2c5280",
+        "license": "MIT",
+        "skills": 1
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 3
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 5
+      },
+      "aaron-he-zhu/aaron-marketing-skills": {
+        "repo": "https://github.com/aaron-he-zhu/aaron-marketing-skills",
+        "commit": "b7b0b9f",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "HeshamFS/materials-simulation-skills": {
+        "repo": "https://github.com/HeshamFS/materials-simulation-skills",
+        "commit": "fa1ce8d",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "DheerG/swarms": {
+        "repo": "https://github.com/DheerG/swarms",
+        "commit": "617900e",
+        "license": "MIT",
+        "skills": 1
+      },
+      "fcakyon/claude-codex-settings": {
+        "repo": "https://github.com/fcakyon/claude-codex-settings",
+        "commit": "44b7c00",
+        "license": "Apache-2.0",
+        "skills": 2
+      },
+      "basicmachines-co/basic-memory": {
+        "repo": "https://github.com/basicmachines-co/basic-memory",
+        "commit": "53da71c",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 2
+      },
+      "elementalsouls/Claude-BugHunter": {
+        "repo": "https://github.com/elementalsouls/Claude-BugHunter",
+        "commit": "05098fc",
+        "license": "MIT",
+        "skills": 1
+      },
+      "gooseworks-ai/goose-skills": {
+        "repo": "https://github.com/gooseworks-ai/goose-skills",
+        "commit": "94ec916",
+        "license": "no explicit license \u2014 referenced by link only",
+        "skills": 1
+      },
+      "wanshuiyin/Auto-claude-code-research-in-sleep": {
+        "repo": "https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep",
+        "commit": "eb5c9d7",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nicobailon/visual-explainer": {
+        "repo": "https://github.com/nicobailon/visual-explainer",
+        "commit": "528b71f",
+        "license": "MIT",
+        "skills": 1
+      },
+      "alirezarezvani/claude-skills": {
+        "repo": "https://github.com/alirezarezvani/claude-skills",
+        "commit": "0241f43",
+        "license": "MIT",
+        "skills": 2
+      },
+      "affaan-m/everything-claude-code": {
+        "repo": "https://github.com/affaan-m/everything-claude-code",
+        "commit": "ed38744",
+        "license": "MIT",
+        "skills": 3
+      },
+      "inkline/inkline": {
+        "repo": "https://github.com/inkline/inkline",
+        "commit": "fcc2bf4",
+        "license": "no explicit license \u2014 referenced by link only",
+        "skills": 1
+      },
+      "samber/cc-skills-golang": {
+        "repo": "https://github.com/samber/cc-skills-golang",
+        "commit": "4881c01",
+        "license": "MIT",
+        "skills": 1
+      },
+      "hypnguyen1209/offensive-claude": {
+        "repo": "https://github.com/hypnguyen1209/offensive-claude",
+        "commit": "4d62be7",
+        "license": "MIT",
+        "skills": 1
+      },
+      "NeoLabHQ/context-engineering-kit": {
+        "repo": "https://github.com/NeoLabHQ/context-engineering-kit",
+        "commit": "e61511b",
+        "license": "GPL",
+        "skills": 1
+      },
+      "backnotprop/plannotator": {
+        "repo": "https://github.com/backnotprop/plannotator",
+        "commit": "29513e1",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "antfu/skills": {
+        "repo": "https://github.com/antfu/skills",
+        "commit": "a74f281",
+        "license": "MIT",
+        "skills": 1
+      },
+      "shanraisshan/claude-code-best-practice": {
+        "repo": "https://github.com/shanraisshan/claude-code-best-practice",
+        "commit": "67c2696",
+        "license": "MIT",
+        "skills": 1
+      },
+      "Leonxlnx/taste-skill": {
+        "repo": "https://github.com/Leonxlnx/taste-skill",
+        "commit": "b177427",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nexu-io/open-design": {
+        "repo": "https://github.com/nexu-io/open-design",
+        "commit": "4b66023",
+        "license": "Apache-2.0",
+        "skills": 2
+      },
+      "JuliusBrussee/caveman": {
+        "repo": "https://github.com/JuliusBrussee/caveman",
+        "commit": "0d95a81",
+        "license": "MIT",
+        "skills": 1
+      },
+      "sanjay3290/ai-skills": {
+        "repo": "https://github.com/sanjay3290/ai-skills",
+        "commit": "3619692",
+        "license": "Apache-2.0",
+        "skills": 3
+      },
+      "staruhub/ClaudeSkills": {
+        "repo": "https://github.com/staruhub/ClaudeSkills",
+        "commit": "3d4045d",
+        "license": "MIT",
+        "skills": 1
+      },
+      "SnailSploit/Claude-Red": {
+        "repo": "https://github.com/SnailSploit/Claude-Red",
+        "commit": "aeb41ec",
+        "license": "MIT",
+        "skills": 1
+      },
+      "0xwilliamortiz/claude-red": {
+        "repo": "https://github.com/0xwilliamortiz/claude-red",
+        "commit": "ad8436b",
+        "license": "MIT",
+        "skills": 1
+      },
+      "jabrena/plinth": {
+        "repo": "https://github.com/jabrena/plinth",
+        "commit": "065eae8",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "ruvnet/claude-code-flow": {
+        "repo": "https://github.com/ruvnet/claude-code-flow",
+        "commit": "73914bd",
+        "license": "MIT",
+        "skills": 1
+      },
+      "ruvnet/ruflo": {
+        "repo": "https://github.com/ruvnet/ruflo",
+        "commit": "73914bd",
+        "license": "MIT",
+        "skills": 1
+      },
+      "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
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 28,
+      "adjacent": 52
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 39,
+      "onet": 46,
+      "jobads": 79,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 201,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 10.5,
+      "onet": 12.4,
+      "jobads": 21.4,
+      "wiki_ai": 0.0,
+      "anthropic": 1.4,
+      "ai_skills": 54.3,
+      "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 +1,434 @@
+# External AI agent skills — aircraft-maintenance-engineer
+
+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: 0xwilliamortiz/claude-red
+
+- Repository: [https://github.com/0xwilliamortiz/claude-red](https://github.com/0xwilliamortiz/claude-red) (commit `ad8436b`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `offensive-reporting` | adjacent | Penetration test and red team report writing methodology. Covers executive summary structuring (risk-led narrative for non-technical readers), technical finding format (title, severity, affected scope, narrative, reproduction steps, … | [source](https://github.com/0xwilliamortiz/claude-red/tree/ad8436b/Skills/utility/offensive-reporting) |
+
+## 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 |
+|---|---|---|---|
+| `screenplay-formatting` | core | Format screenplays to industry standard using Fountain markup for professional presentation | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/arts-culture/film-tv-production/skills/screenplay-formatting) |
+| `vulkan-compute` | core | Vulkan compute shader development and pipeline configuration. Generate GLSL/HLSL compute shaders, compile to SPIR-V, configure compute pipelines, manage descriptor sets and resource bindings, implement memory barriers and synchronization. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/gpu-programming/skills/vulkan-compute) |
+| `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) |
+| `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) |
+| `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) |
+| `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) |
+
+## Source: aaron-he-zhu/aaron-marketing-skills
+
+- Repository: [https://github.com/aaron-he-zhu/aaron-marketing-skills](https://github.com/aaron-he-zhu/aaron-marketing-skills) (commit `b7b0b9f`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory-management` | core | Use when the user asks to "remember project context", review saved findings, initialize runtime memory, archive stale work, reconcile notes, or erase a subject; manages authorized HOT/WARM/COLD working memory across all disciplines while … | [source](https://github.com/aaron-he-zhu/aaron-marketing-skills/tree/b7b0b9f/protocol/memory-management) |
+
+## 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 |
+|---|---|---|---|
+| `agent-architecture-audit` | adjacent | Full-stack diagnostic for agent and LLM applications. Audits the 12-layer agent stack for wrapper regression, memory pollution, tool discipline failures, hidden repair loops, and rendering corruption. Produces severity-ranked findings with … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/agent-architecture-audit) |
+| `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) |
+| `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) |
+
+## 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) |
+
+## Source: antfu/skills
+
+- Repository: [https://github.com/antfu/skills](https://github.com/antfu/skills) (commit `a74f281`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `slidev` | adjacent | Create and present web-based slidedecks for developers using Slidev with Markdown, Vue components, code highlighting, animations, and interactive features. Use when building technical presentations, conference talks, code walkthroughs, … | [source](https://github.com/antfu/skills/tree/a74f281/skills/slidev) |
+
+## Source: backnotprop/plannotator
+
+- Repository: [https://github.com/backnotprop/plannotator](https://github.com/backnotprop/plannotator) (commit `29513e1`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `plannotator-visual-explainer` | adjacent | Generate self-contained HTML visualizations with Plannotator theming. Use for implementation plans, PR explainers, architecture diagrams, data tables, slide decks, and any visual explanation of technical concepts. Plans and PR explainers … | [source](https://github.com/backnotprop/plannotator/tree/29513e1/apps/skills/extra/plannotator-visual-explainer) |
+
+## 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 |
+|---|---|---|---|
+| `fix-pr-issues` | core | Use when addressing Basic Memory pull request feedback, failed checks, or BM Bossbot blockers from Codex. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/.agents/skills/fix-pr-issues) |
+| `bm-decide` | adjacent | Capture a durable engineering decision in Basic Memory with rationale, alternatives, consequences, and affected work. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/plugins/codex/skills/bm-decide) |
+
+## Source: brycewang-stanford/Auto-Empirical-Research-Skills
+
+- Repository: [https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills) (commit `85bf545`, retrieved 2026-07-14)
+- License: CC-BY-4.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `hud` | core | Diverga HUD (Heads-Up Display) management skill. Configure and manage the research project statusline display. Supports multiple presets: research, checkpoint, memory, minimal. Triggers: "hud", "statusline", "display settings | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/hud) |
+| `devils-advocate` | core | Challenge a slide deck design with 5-7 specific pedagogical questions. Checks ordering, prerequisites, gaps, alternatives, notation conflicts, cognitive load, and book readiness. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/28-maxwell2732-paper-replicate-agent-demo/dot-claude/skills/devils-advocate) |
+| `paper-audit` | core | Deep-review-first audit for Chinese and English academic papers across LaTeX, Typst, and PDF formats. Use whenever the user wants reviewer-style paper critique, pre-submission readiness checks, pass/fail gate decisions, structured revision … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/35-bahayonghang-academic-writing-skills/skills/paper-audit) |
+
+## Source: code-yeongyu/oh-my-openagent
+
+- Repository: [https://github.com/code-yeongyu/oh-my-openagent](https://github.com/code-yeongyu/oh-my-openagent) (commit `b19f652`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `debugging` | core | MUST USE for any real runtime debugging across ANY language or binary — crashes, silent failures, wrong responses, stuck processes, memory leaks, async misbehavior, unexplained timing, reverse engineering. Runs a hypothesis-driven loop: … | [source](https://github.com/code-yeongyu/oh-my-openagent/tree/b19f652/packages/shared-skills/skills/debugging) |
+
+## 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` | core | 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) |
+| `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) |
+| `outlook-calendar-automation` | adjacent | Automate Outlook Calendar tasks via Rube MCP (Composio): create events, manage attendees, find meeting times, and handle invitations. Always search tools first for current schemas. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/outlook-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 |
+|---|---|---|---|
+| `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) |
+| `doc` | core | Use when the task involves reading, creating, or editing `.docx` documents, especially when formatting or layout fidelity matters; prefer `python-docx` plus the bundled `scripts/render_docx.py` for visual checks. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/document-processing/doc) |
+| `context-window-management` | adjacent | Strategies for managing LLM context windows including summarization, trimming, routing, and avoiding context rot Use when: context window, token limit, context management, context engineering, long context. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/context-window-management) |
+| `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) |
+| `docx` | adjacent | Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', or requests to produce professional documents with formatting … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/document-processing/docx) |
+
+## Source: DheerG/swarms
+
+- Repository: [https://github.com/DheerG/swarms](https://github.com/DheerG/swarms) (commit `617900e`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `workflow-rules` | core | Returns the universal governance spec for swarm team runs — hard rules, briefing templates, gate presentation contract, launch mechanics, and pulse setup. The canonical source: invoked by launch.md at Step 1 and by user-authored shortcut … | [source](https://github.com/DheerG/swarms/tree/617900e/skills/workflow-rules) |
+
+## Source: eduardo-sl/go-agent-skills
+
+- Repository: [https://github.com/eduardo-sl/go-agent-skills](https://github.com/eduardo-sl/go-agent-skills) (commit `3c45d7f`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `go-troubleshooting` | core | Diagnose runtime problems in Go programs: panics and stack traces, deadlocks, goroutine leaks, memory leaks, OOM kills, race reports, and debugging with delve and pprof. Use when: "debug this panic", "read this stack trace", "deadlock", … | [source](https://github.com/eduardo-sl/go-agent-skills/tree/3c45d7f/skills/(safety)/go-troubleshooting) |
+
+## Source: elementalsouls/Claude-BugHunter
+
+- Repository: [https://github.com/elementalsouls/Claude-BugHunter](https://github.com/elementalsouls/Claude-BugHunter) (commit `05098fc`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `hunt-file-upload` | core | Hunt file upload bugs — RCE via webshell, XSS via SVG/HTML, SSRF via XXE in DOCX, path traversal via filename. Bypass tables (10 techniques): double extension (shell.php.jpg if server checks last ext only), magic bytes spoofing (PNG header … | [source](https://github.com/elementalsouls/Claude-BugHunter/tree/05098fc/skills/hunt-file-upload) |
+
+## Source: fcakyon/claude-codex-settings
+
+- Repository: [https://github.com/fcakyon/claude-codex-settings](https://github.com/fcakyon/claude-codex-settings) (commit `44b7c00`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `doc` | core | Use when the task involves reading, creating, or editing `.docx` documents, especially when formatting or layout fidelity matters; prefer `python-docx` plus the bundled `scripts/render_docx.py` for visual checks. | [source](https://github.com/fcakyon/claude-codex-settings/tree/44b7c00/plugins/openai-office-skills/skills/doc) |
+| `docx` | adjacent | Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', or requests to produce professional documents with formatting … | [source](https://github.com/fcakyon/claude-codex-settings/tree/44b7c00/plugins/anthropic-office-skills/skills/docx) |
+
+## 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 |
+|---|---|---|---|
+| `gh-fix-ci` | core | Use when a user asks to debug or fix failing GitHub PR checks that run in GitHub Actions; use `gh` to inspect checks and logs, summarize failure context, draft a fix plan, and implement only after explicit approval. Treat external … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/gh-fix-ci) |
+| `doc` | core | Use when the task involves reading, creating, or editing `.docx` documents, especially when formatting or layout fidelity matters; prefer `python-docx` plus the bundled `scripts/render_docx.py` for visual checks. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/doc) |
+| `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) |
+
+## Source: gooseworks-ai/goose-skills
+
+- Repository: [https://github.com/gooseworks-ai/goose-skills](https://github.com/gooseworks-ai/goose-skills) (commit `94ec916`, retrieved 2026-07-14)
+- License: no explicit license — referenced by link only
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `meeting-brief` | core | Daily meeting preparation system that checks your calendar each morning, deeply researches external attendees (LinkedIn, company info, GitHub, past notes), and sends you personalized briefs via email (1 per person). Use when you want … | [source](https://github.com/gooseworks-ai/goose-skills/tree/94ec916/skills/sales/composites/meeting-brief) |
+
+## Source: HeshamFS/materials-simulation-skills
+
+- Repository: [https://github.com/HeshamFS/materials-simulation-skills](https://github.com/HeshamFS/materials-simulation-skills) (commit `fa1ce8d`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `performance-profiling` | core | Identify computational bottlenecks, analyze parallel scaling, estimate memory requirements, and generate optimization recommendations for materials simulations — parse timing logs to find dominant phases (solver, assembly, I/O), evaluate … | [source](https://github.com/HeshamFS/materials-simulation-skills/tree/fa1ce8d/skills/simulation-workflow/performance-profiling) |
+
+## Source: hypnguyen1209/offensive-claude
+
+- Repository: [https://github.com/hypnguyen1209/offensive-claude](https://github.com/hypnguyen1209/offensive-claude) (commit `4d62be7`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `malware-analysis` | adjacent | Use when reverse-engineering or detecting malware — static triage + capa/YARA-X, emulation/DBI/.NET unpacking, dynamic/fileless/Volatility 3 memory analysis, C2 config extraction (Cobalt Strike/CAPE), C2 traffic detection (JA4+, beaconing) | [source](https://github.com/hypnguyen1209/offensive-claude/tree/4d62be7/skills/malware-analysis) |
+
+## Source: inkline/inkline
+
+- Repository: [https://github.com/inkline/inkline](https://github.com/inkline/inkline) (commit `fcc2bf4`, retrieved 2026-07-14)
+- License: no explicit license — referenced by link only
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `starter-templates` | adjacent | Anatomy and maintenance of inkline-starter-* repos and examples — the two starter flavors, what every starter must include, per-framework specifics, and the clone-to-rendered-component-under-2-minutes bar. Use when creating or maintaining … | [source](https://github.com/inkline/inkline/tree/fcc2bf4/.claude/skills/starter-templates) |
+
+## 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 |
+|---|---|---|---|
+| `145-java-refactoring-high-performance` | adjacent | Use when you need to refactor Java code for high performance — including memory/allocation reduction, CPU hot-path optimization, and syntax/API/control-flow improvements. This should trigger for requests such as Review Java code for high … | [source](https://github.com/jabrena/plinth/tree/065eae8/skills/145-java-refactoring-high-performance) |
+
+## 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) |
+| `replit-advanced-troubleshooting` | core | Debug hard Replit issues: container lifecycle, Nix build failures, deployment crashes, and memory leaks. Use when standard troubleshooting fails, investigating intermittent failures, or diagnosing complex Replit platform behavior. Trigger … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/replit-pack/skills/replit-advanced-troubleshooting) |
+| `clickhouse-common-errors` | core | Diagnose and fix the top 15 ClickHouse errors \u2014 query failures,\ \ insert problems,\nmemory limits, and merge issues.\nUse when encountering ClickHouse\ \ exceptions, debugging failed queries,\nor troubleshooting server-side … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/clickhouse-pack/skills/clickhouse-common-errors) |
+| `detecting-memory-leaks` | core | Detect potential memory leaks and analyze memory usage patterns in code. Use when troubleshooting performance issues related to memory growth or identifying leak sources. Trigger with phrases like "detect memory leaks", "analyze memory … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/performance/memory-leak-detector/skills/detecting-memory-leaks) |
+| `windsurf-cascade-context` | core | Manage Cascade context window and memory for complex projects. Activate when users mention "cascade context", "ai memory", "context management", "large codebase navigation", or "multi-session development". Handles context optimization and … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/skill-databases/windsurf/skills/windsurf-cascade-context) |
+| `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) |
+| `atlas-present` | adjacent | Generate a polished HTML presentation page and Obsidian Canvas for big releases — new products, takeovers, major migrations. Non-technical audience. Use when asked to "present this", "release announcement", "show what we built", or … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/atlas-present) |
+| `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) |
+| `maintainx-migration-deep-dive` | adjacent | Execute complete platform migrations to or from MaintainX. Use when migrating from legacy CMMS systems, performing major re-platforming, or transitioning to MaintainX from spreadsheets or other tools. Trigger with phrases like "migrate to … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/maintainx-pack/skills/maintainx-migration-deep-dive) |
+| `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) |
+| `cursor-performance-tuning` | adjacent | Optimize Cursor IDE performance: reduce memory usage, speed up indexing, tune AI features, and manage extensions for large codebases. Triggers on "cursor performance", "cursor slow", "cursor optimization", "cursor memory", "speed up … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/cursor-pack/skills/cursor-performance-tuning) |
+| `detecting-performance-bottlenecks` | adjacent | Execute this skill enables AI assistant to detect and resolve performance bottlenecks in applications. it analyzes cpu, memory, i/o, and database performance to identify areas of concern. use this skill when you need to diagnose slow … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/performance/bottleneck-detector/skills/detecting-performance-bottlenecks) |
+
+## Source: JuliusBrussee/caveman
+
+- Repository: [https://github.com/JuliusBrussee/caveman](https://github.com/JuliusBrussee/caveman) (commit `0d95a81`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `caveman-compress` | adjacent | Compress natural language memory files (CLAUDE.md, todos, preferences) into caveman format to save input tokens. Preserves all technical substance, code, URLs, and structure. Compressed version overwrites the original file. Human-readable … | [source](https://github.com/JuliusBrussee/caveman/tree/0d95a81/plugins/caveman/skills/caveman-compress) |
+
+## 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 |
+|---|---|---|---|
+| `docx` | adjacent | Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', or requests to produce professional documents with formatting … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/docx) |
+
+## 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 |
+|---|---|---|---|
+| `docx` | adjacent | Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', or requests to produce professional documents with formatting … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/docx) |
+
+## 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: 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) |
+| `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) |
+| `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) |
+
+## Source: NeoLabHQ/context-engineering-kit
+
+- Repository: [https://github.com/NeoLabHQ/context-engineering-kit](https://github.com/NeoLabHQ/context-engineering-kit) (commit `e61511b`, retrieved 2026-07-14)
+- License: GPL
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memorize` | adjacent | Curates insights from reflections and critiques into CLAUDE.md using Agentic Context Engineering | [source](https://github.com/NeoLabHQ/context-engineering-kit/tree/e61511b/plugins/reflexion/skills/memorize) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+| `clinical-case-report` | adjacent | 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) |
+
+## 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: 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: ruvnet/claude-code-flow
+
+- Repository: [https://github.com/ruvnet/claude-code-flow](https://github.com/ruvnet/claude-code-flow) (commit `73914bd`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `AgentDB Memory Patterns` | 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) |
+
+## Source: ruvnet/ruflo
+
+- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `AgentDB Memory Patterns` | 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) |
+
+## 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` | adjacent | 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: sanjay3290/ai-skills
+
+- Repository: [https://github.com/sanjay3290/ai-skills](https://github.com/sanjay3290/ai-skills) (commit `3619692`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `deep-research` | adjacent | Execute autonomous multi-step research using Google Gemini Deep Research Agent. Use for: market analysis, competitive landscaping, literature reviews, technical research, due diligence. Takes 2-10 minutes but produces detailed, cited … | [source](https://github.com/sanjay3290/ai-skills/tree/3619692/skills/deep-research) |
+| `gmail` | adjacent | Interact with Gmail - search emails, read messages, send emails, create drafts, and manage labels. Use when user asks to: search email, read email, send email, create email draft, mark as read, archive email, star email, or manage Gmail … | [source](https://github.com/sanjay3290/ai-skills/tree/3619692/skills/gmail) |
+| `google-slides` | adjacent | Read and write Google Slides presentations - get text, find presentations, create presentations, add slides, replace text, and manage slide content. Use when user asks to: read a presentation, create slides, find slides, add a slide, … | [source](https://github.com/sanjay3290/ai-skills/tree/3619692/skills/google-slides) |
+
+## Source: shanraisshan/claude-code-best-practice
+
+- Repository: [https://github.com/shanraisshan/claude-code-best-practice](https://github.com/shanraisshan/claude-code-best-practice) (commit `67c2696`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `vibe-to-agentic-framework` | adjacent | The conceptual framework behind the presentation — what "Vibe Coding to Agentic Engineering" means, why the journey is structured the way it is, and how every slide fits the narrative arc | [source](https://github.com/shanraisshan/claude-code-best-practice/tree/67c2696/.claude/skills/presentation/vibe-to-agentic-framework) |
+
+## Source: SnailSploit/Claude-Red
+
+- Repository: [https://github.com/SnailSploit/Claude-Red](https://github.com/SnailSploit/Claude-Red) (commit `aeb41ec`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `offensive-reporting` | adjacent | Penetration test and red team report writing methodology. Covers executive summary structuring (risk-led narrative for non-technical readers), technical finding format (title, severity, affected scope, narrative, reproduction steps, … | [source](https://github.com/SnailSploit/Claude-Red/tree/aeb41ec/Skills/utility/offensive-reporting) |
+
+## 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` | adjacent | 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: wanshuiyin/Auto-claude-code-research-in-sleep
+
+- Repository: [https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep) (commit `eb5c9d7`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `paper-talk` | core | End-to-end conference talk pipeline: paper → slide outline → Beamer + PPTX → per-page polish → assurance checks (claim / citation / anonymity) → final export and report. Default-good for academic conference talks (NeurIPS / ICML / ICLR / … | [source](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/eb5c9d7/skills/paper-talk) |
+
+## 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` | core | 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) |
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,107 @@
+# Market evidence report — aircraft-maintenance-engineer
+
+Source: **62 real job ads** (JSearch API, countries: us 42, gb 20), 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 | 49 | 79 % |
+| senior | 5 | 8 % |
+| lead | 4 | 6 % |
+| n/a | 3 | 5 % |
+| junior | 1 | 2 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | Microsoft Excel | 5 | 8 % |
+| 2 | Microsoft Office | 5 | 8 % |
+| 3 | Microsoft Word | 4 | 6 % |
+| 4 | CAMP | 3 | 5 % |
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | aircraft maintenance | 42 | 68 % |
+| 2 | troubleshooting | 20 | 32 % |
+| 3 | regulatory compliance | 13 | 21 % |
+| 4 | aircraft repair | 11 | 18 % |
+| 5 | inspection | 7 | 11 % |
+| 6 | structural repair | 6 | 10 % |
+| 7 | aircraft inspection | 4 | 6 % |
+| 8 | component replacement | 4 | 6 % |
+| 9 | defect rectification | 4 | 6 % |
+| 10 | technical documentation | 4 | 6 % |
+| 11 | airworthiness certification | 3 | 5 % |
+| 12 | avionics maintenance | 3 | 5 % |
+| 13 | avionics repair | 3 | 5 % |
+| 14 | electrical repair | 3 | 5 % |
+| 15 | fault diagnosis | 3 | 5 % |
+| 16 | mechanical troubleshooting | 3 | 5 % |
+| 17 | project management | 3 | 5 % |
+| 18 | scheduled maintenance | 3 | 5 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | continuous improvement initiatives | 3 | 5 % |
+| 2 | line maintenance | 3 | 5 % |
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | maintenance documentation | 8 | 13 % |
+| 2 | aircraft servicing | 6 | 10 % |
+| 3 | aircraft maintenance | 5 | 8 % |
+| 4 | aircraft inspection | 4 | 6 % |
+| 5 | regulatory compliance | 4 | 6 % |
+| 6 | team leadership | 4 | 6 % |
+| 7 | aircraft modification | 3 | 5 % |
+| 8 | aircraft repair | 3 | 5 % |
+| 9 | compliance adherence | 3 | 5 % |
+| 10 | documentation completion | 3 | 5 % |
+| 11 | maintenance performance | 3 | 5 % |
+| 12 | report writing | 3 | 5 % |
+| 13 | scheduled maintenance | 3 | 5 % |
+| 14 | tool maintenance | 3 | 5 % |
+| 15 | unscheduled maintenance | 3 | 5 % |
+| 16 | work certification | 3 | 5 % |
+
+## Job title variants in the market
+
+| Title | Ads |
+|---|---|
+| Aircraft Maintenance Engineer | 5 |
+| Licensed Aircraft Maintenance Engineer | 4 |
+| Aircraft Mechanic | 2 |
+| Licensed Aircraft Engineer | 2 |
+| A&P Aircraft Mechanic | 1 |
+| Advocate Health Aircraft Maintenance Technician | 1 |
+| Aircraft Appearance Technician - MDW | 1 |
+| Aircraft Maintenance / Engineering Data Specialist 2 | 1 |
+| Aircraft Maintenance Engineer - Avionics | 1 |
+| Aircraft Maintenance Engineer - Avionics, Mechanical, Structures | 1 |
+| Aircraft Maintenance Engineer - M1 or M2 | 1 |
+| Aircraft Maintenance Engineer (AME) - (M Rotational) | 1 |
+| aircraft maintenance engineer (AME) (except avionics) | 1 |
+| Aircraft Maintenance Engineer (Mechanical) | 1 |
+| Aircraft Maintenance Engineer M2 | 1 |
+| Aircraft Maintenance Instructor (A&P Mechanic) | 1 |
+| Aircraft Maintenance Support Engineer/Trainer, F-35 Program | 1 |
+| Aircraft Maintenance Techncian | 1 |
+| Aircraft Maintenance Technician | 1 |
+| Aircraft Maintenance Technician - $800 monthly stipend + $10,000 Bonus! | 1 |
+| Aircraft Maintenance Technician - 1055 | 1 |
+| Aircraft Maintenance Technician - RW (NE) | 1 |
+| Aircraft Maintenance Technician (A&P) – General Aviation | 1 |
+| Aircraft Maintenance Technician West Palm Beach, | 1 |
+| Aircraft Mechanic - JFK | 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 +1,19 @@
+# Occupation profile — aircraft maintenance engineer
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/81a1e1f5-cce3-444d-bfc3-9771236d57cd
+- **ESCO code:** 3153.1
+- **ISCO-08 group:** 3153 — Aircraft pilots and related associate professionals
+- **O*NET-SOC:** 49-2091.00 — Avionics Technicians (match: closeMatch)
+
+## Description (ESCO)
+
+Aircraft maintenance engineers make preflight and postflight inspections, adjustments, and minor repairs to ensure safe and sound performance of aircrafts. They inspect aircraft prior to takeoff to detect malfunctions such as oil leaks, electrical or hydraulic problems. They verify passenger and cargo distribution and amount of fuel to ensure that weight and balance specifications are met.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- aviation systems technician
+- air transportation engineer
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,61 @@
+# Competences — aircraft maintenance engineer
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/81a1e1f5-cce3-444d-bfc3-9771236d57cd).
+
+## Essential
+
+- **aircraft flight control systems** (knowledge)
+- **aircraft mechanics** (knowledge)
+- **airport planning** (knowledge)
+- **apply technical communication skills** (skill/competence)
+- **diagnose defective engines** (skill/competence)
+- **disassemble engines** (skill/competence)
+- **electrical engineering** (knowledge)
+- **electrical wiring plans** (knowledge)
+- **electricity** (knowledge)
+- **electromechanics** (knowledge)
+- **electronics** (knowledge)
+- **engine components** (knowledge)
+- **engineering principles** (knowledge)
+- **engineering processes** (knowledge)
+- **ensure compliance with airport security measures** (skill/competence)
+- **evaluate engine performance** (skill/competence)
+- **follow manufacturer guidelines in use of airport equipment** (skill/competence)
+- **inspect aircraft for airworthiness** (skill/competence)
+- **install electrical and electronic equipment** (skill/competence)
+- **manage airport development resources** (skill/competence)
+- **manage health and safety standards** (skill/competence)
+- **mechanical engineering** (knowledge)
+- **mechanics** (knowledge)
+- **read engineering drawings** (skill/competence)
+- **read standard blueprints** (skill/competence)
+- **repair engines** (skill/competence)
+- **technical drawings** (knowledge)
+- **use power tools** (skill/competence)
+- **use technical documentation** (skill/competence)
+- **use testing equipment** (skill/competence)
+- **wear appropriate protective gear** (skill/competence)
+
+## Optional
+
+- assemble electrical components (skill/competence)
+- electrical systems used in transportation (knowledge)
+- manage airport workshops (skill/competence)
+- operate precision measuring equipment (skill/competence)
+- operate soldering equipment (skill/competence)
+- test electronic units (skill/competence)
+- use computerised maintenance management systems (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 62 ads, as of 2026-07-08)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- aircraft maintenance — **68 %**
+- troubleshooting — **32 %**
+- regulatory compliance — **21 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,35 @@
+# Tasks & work activities — aircraft maintenance engineer
+
+Source: O*NET 30.3, occupation 49-2091.00 (Avionics Technicians).
+
+## Task statements
+
+- **[Core]** Set up and operate ground support and test equipment to perform functional flight tests of electrical and electronic systems.
+- **[Core]** Test and troubleshoot instruments, components, and assemblies, using circuit testers, oscilloscopes, or voltmeters.
+- **[Core]** Keep records of maintenance and repair work.
+- **[Core]** Coordinate work with that of engineers, technicians, and other aircraft maintenance personnel.
+- **[Core]** Interpret flight test data to diagnose malfunctions and systemic performance problems.
+- **[Core]** Install electrical and electronic components, assemblies, and systems in aircraft, using hand tools, power tools, or soldering irons.
+- **[Core]** Adjust, repair, or replace malfunctioning components or assemblies, using hand tools or soldering irons.
+- **[Core]** Connect components to assemblies such as radio systems, instruments, magnetos, inverters, and in-flight refueling systems, using hand tools and soldering irons.
+- **[Core]** Assemble components such as switches, electrical controls, and junction boxes, using hand tools or soldering irons.
+- **[Core]** Fabricate parts and test aids as required.
+- **[Core]** Lay out installation of aircraft assemblies and systems, following documentation such as blueprints, manuals, and wiring diagrams.
+- **[Core]** Assemble prototypes or models of circuits, instruments, and systems for use in testing.
+- **[Supplemental]** Operate computer-aided drafting and design applications to design avionics system modifications.
+
+## Detailed work activities
+
+- Adjust equipment to ensure optimal performance.
+- Analyze test or performance data to assess equipment operation.
+- Assemble electrical components, subsystems, or systems.
+- Confer with coworkers to coordinate work activities.
+- Develop equipment or component configurations.
+- Fabricate parts or components.
+- Install electrical components, equipment, or systems.
+- Install machine or equipment replacement parts.
+- Lay out work according to specifications.
+- Maintain repair or maintenance records.
+- Repair worn, damaged, or defective mechanical parts.
+- Test electrical equipment or systems to ensure proper functioning.
+- Troubleshoot equipment or systems operation problems.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,25 @@
+# Tools & technology — aircraft maintenance engineer
+
+Source: O*NET 30.3 'Software Skills' for 49-2091.00.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| Autodesk AutoCAD | Computer aided design CAD software | yes |
+| Microsoft Outlook | Electronic mail software | yes |
+| SAP software | Enterprise resource planning ERP software | yes |
+| Workday software | Enterprise resource planning ERP software | yes |
+| C++ | Object or component oriented development software | yes |
+| Oracle Java | Object or component oriented development software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Linux | Operating system software | yes |
+| UNIX | Operating system software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Microsoft Word | Word processing software | yes |
+| Avionics system testing software | Analytical or scientific software |  |
+| Computer diagnostic software | Analytical or scientific software |  |
+| Dassault Systemes CATIA | Computer aided design CAD software |  |
+| Software development tools | Development environment software |  |
+| Technical Data Management System TDMS | Document management software |  |
+| Maintenance record software | Facilities management software |  |
+| Apache HTTP Server | Portal server software |  |