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feat: mechanical-engineering-technician skill package v0.1.0

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# Data provenance — mechanical-engineering-technician
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 — mechanical-engineering-technician
"ESCO (occupation & competences)" : 40
"O*NET (tasks & tools)" : 102
"Job boards (market evidence)" : 71
"Anthropic official Claude skills" : 5
"External AI skill packs (mapped)" : 189
```
| Source | Items | Share | Files |
|---|---|---|---|
| ESCO (occupation & competences) | 40 | 9.8 % | references/profile.md, references/skills.md |
| O*NET (tasks & tools) | 102 | 25.1 % | references/tasks.md, references/tools.md |
| Job boards (market evidence) | 71 | 17.4 % | 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 | 1.2 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
| External AI skill packs (mapped) | 189 | 46.4 % | references/ai-skills.md (per-source attribution inside) |
| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) |
Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) ·
job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content
paraphrased with source URLs — never copied · external AI skills are
linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md).

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---
name: mechanical-engineering-technician
description: "Occupational skill for the role 'mechanical engineering technician' (also: engineering test supervisor, engineering technical manager, engineering technical apprentice, mechanical engineering system inspector, mechanical engineering technical operator, mechanical engineering inspector). Use when the user asks for typical mechanical engineering technician work such as: Draft detail drawing or sketch for drafting room completion or to request parts fabrication by machine, sheet or wood shops.; Review project instructions and blueprints to ascertain test specifications, procedures, and objectives, and test nature of technical problems such as redesign.; Review project instructions and specifications to identify, modify and plan requirements fabrication, assembly and testing."
---
# Mechanical Engineering Technician
Mechanical engineering technicians provide technical support to mechanical engineers in producing and manufacturing mechanical machinery. They help make designs and adjustments, and perform tests. They also develop layouts and drawings, collate and interpret data and write reports.
## Core workflow
1. Draft detail drawing or sketch for drafting room completion or to request parts fabrication by machine, sheet or wood shops.
2. Review project instructions and blueprints to ascertain test specifications, procedures, and objectives, and test nature of technical problems such as redesign.
3. Review project instructions and specifications to identify, modify and plan requirements fabrication, assembly and testing.
4. Set up and conduct tests of complete units and components under operational conditions to investigate proposals for improving equipment performance.
5. Analyze test results in relation to design or rated specifications and test objectives, and modify or adjust equipment to meet specifications.
6. Calculate required capacities for equipment of proposed system to obtain specified performance and submit data to engineering personnel for approval.
7. Record test procedures and results, numerical and graphical data, and recommendations for changes in product or test methods.
8. Read dials and meters to determine amperage, voltage, electrical output and input at specific operating temperature to analyze parts performance.
## 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)
- adjust engineering designs
- analyse test data
- CAE software
- define part requirements
- design engineering components
- engineering principles
- engineering processes
- liaise with engineers
- mathematics
- mechanical engineering
- mechanics
- principles of mechanical engineering
- read engineering drawings
- troubleshoot
## Hot technologies
- The MathWorks MATLAB
- Autodesk AutoCAD
- Autodesk Revit
- Bentley MicroStation
- Dassault Systemes SolidWorks
- Microsoft Access
- Microsoft Visual Basic
- Microsoft SharePoint
- Microsoft Outlook
- SAP software
<!-- hot-tech -->
## Hot technologies
Top tools from 32 gated job ads (see references/market.md, as of 2026-07-17):
- ArduPilot — 9 %
- AUTOCAD — 9 %
- Betaflight — 9 %
- hand tools — 9 %
- power tools — 9 %
- PX4 — 9 %
<!-- hot-tech -->
---
*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/b31e404e-9af6-457d-a58a-208f612eeba3), O*NET 30.3 (17-3027.00). See manifest.json for licensing/attribution.*

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{
"name": "mechanical-engineering-technician",
"title": "mechanical engineering technician",
"version": "0.1.0",
"layer": "core",
"language": "en",
"generated": "2026-07-07",
"ids": {
"esco_uri": "http://data.europa.eu/esco/occupation/b31e404e-9af6-457d-a58a-208f612eeba3",
"esco_code": "3115.1",
"isco_group": "3115",
"onet_soc": "17-3027.00",
"crosswalk_match": "exactMatch"
},
"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": 30,
"dwas": 27,
"skills_essential": 14,
"skills_optional": 25,
"software": 44
},
"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
},
"code-yeongyu/oh-my-openagent": {
"repo": "https://github.com/code-yeongyu/oh-my-openagent",
"commit": "b19f652",
"license": "custom (see upstream LICENSE)",
"skills": 1
},
"hypnguyen1209/offensive-claude": {
"repo": "https://github.com/hypnguyen1209/offensive-claude",
"commit": "4d62be7",
"license": "MIT",
"skills": 1
},
"a5c-ai/babysitter": {
"repo": "https://github.com/a5c-ai/babysitter",
"commit": "44a5d58b",
"license": "MIT",
"skills": 12
},
"davila7/claude-code-templates": {
"repo": "https://github.com/davila7/claude-code-templates",
"commit": "fa79251",
"license": "MIT",
"skills": 6
},
"mukul975/Anthropic-Cybersecurity-Skills": {
"repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
"commit": "673da1f",
"license": "Apache-2.0",
"skills": 2
},
"affaan-m/everything-claude-code": {
"repo": "https://github.com/affaan-m/everything-claude-code",
"commit": "ed38744",
"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
},
"K-Dense-AI/claude-scientific-skills": {
"repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
"commit": "4d97e29",
"license": "MIT",
"skills": 2
},
"foryourhealth111-pixel/Vibe-Skills": {
"repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
"commit": "34429a8",
"license": "Apache-2.0",
"skills": 4
},
"K-Dense-AI/scientific-agent-skills": {
"repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
"commit": "4d97e29",
"license": "MIT",
"skills": 2
},
"Orchestra-Research/AI-research-SKILLs": {
"repo": "https://github.com/Orchestra-Research/AI-research-SKILLs",
"commit": "773a529",
"license": "MIT",
"skills": 1
},
"zechenzhangAGI/AI-research-SKILLs": {
"repo": "https://github.com/zechenzhangAGI/AI-research-SKILLs",
"commit": "773a529",
"license": "MIT",
"skills": 1
},
"eduardo-sl/go-agent-skills": {
"repo": "https://github.com/eduardo-sl/go-agent-skills",
"commit": "3c45d7f",
"license": "MIT",
"skills": 1
},
"davepoon/buildwithclaude": {
"repo": "https://github.com/davepoon/buildwithclaude",
"commit": "3c94e0c",
"license": "MIT",
"skills": 1
},
"snyk/agent-scan": {
"repo": "https://github.com/snyk/agent-scan",
"commit": "f3a4621",
"license": "Apache-2.0",
"skills": 1
},
"ThinkInAIXYZ/deepchat": {
"repo": "https://github.com/ThinkInAIXYZ/deepchat",
"commit": "f275c92",
"license": "Apache-2.0",
"skills": 1
},
"brycewang-stanford/Auto-Empirical-Research-Skills": {
"repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
"commit": "85bf545",
"license": "CC-BY-4.0",
"skills": 5
},
"vibeeval/vibecosystem": {
"repo": "https://github.com/vibeeval/vibecosystem",
"commit": "cea9462",
"license": "MIT",
"skills": 1
},
"ruvnet/claude-code-flow": {
"repo": "https://github.com/ruvnet/claude-code-flow",
"commit": "73914bd",
"license": "MIT",
"skills": 2
},
"ruvnet/ruflo": {
"repo": "https://github.com/ruvnet/ruflo",
"commit": "73914bd",
"license": "MIT",
"skills": 2
},
"DheerG/swarms": {
"repo": "https://github.com/DheerG/swarms",
"commit": "617900e",
"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
},
"pedrohcgs/claude-code-my-workflow": {
"repo": "https://github.com/pedrohcgs/claude-code-my-workflow",
"commit": "be53c12",
"license": "MIT",
"skills": 1
},
"OpenSenseNova/SenseNova-Skills": {
"repo": "https://github.com/OpenSenseNova/SenseNova-Skills",
"commit": "d8bb438",
"license": "MIT",
"skills": 1
},
"nWave-ai/nWave": {
"repo": "https://github.com/nWave-ai/nWave",
"commit": "1d0f13c",
"license": "MIT",
"skills": 1
},
"hqhq1025/skill-optimizer": {
"repo": "https://github.com/hqhq1025/skill-optimizer",
"commit": "b9ffd15",
"license": "MIT",
"skills": 1
},
"fcakyon/claude-codex-settings": {
"repo": "https://github.com/fcakyon/claude-codex-settings",
"commit": "44b7c00",
"license": "Apache-2.0",
"skills": 1
},
"basicmachines-co/basic-memory": {
"repo": "https://github.com/basicmachines-co/basic-memory",
"commit": "53da71c",
"license": "custom (see upstream LICENSE)",
"skills": 1
},
"NeoLabHQ/context-engineering-kit": {
"repo": "https://github.com/NeoLabHQ/context-engineering-kit",
"commit": "e61511b",
"license": "GPL",
"skills": 1
},
"shanraisshan/claude-code-best-practice": {
"repo": "https://github.com/shanraisshan/claude-code-best-practice",
"commit": "67c2696",
"license": "MIT",
"skills": 1
},
"giuseppe-trisciuoglio/developer-kit": {
"repo": "https://github.com/giuseppe-trisciuoglio/developer-kit",
"commit": "306f428",
"license": "MIT",
"skills": 1
},
"nexu-io/open-design": {
"repo": "https://github.com/nexu-io/open-design",
"commit": "4b66023",
"license": "Apache-2.0",
"skills": 1
},
"dotnet/skills": {
"repo": "https://github.com/dotnet/skills",
"commit": "79a2ada",
"license": "MIT",
"skills": 1
},
"HeshamFS/materials-simulation-skills": {
"repo": "https://github.com/HeshamFS/materials-simulation-skills",
"commit": "fa1ce8d",
"license": "Apache-2.0",
"skills": 1
},
"microsoft/power-platform-skills": {
"repo": "https://github.com/microsoft/power-platform-skills",
"commit": "0d7ed9a",
"license": "MIT",
"skills": 2
},
"qdrant/skills": {
"repo": "https://github.com/qdrant/skills",
"commit": "2a06cb1",
"license": "Apache-2.0",
"skills": 1
},
"wondelai/skills": {
"repo": "https://github.com/wondelai/skills",
"commit": "326b380",
"license": "MIT",
"skills": 1
}
},
"total_skills": 80,
"tiers": {
"core": 52,
"adjacent": 28
}
},
"provenance": {
"items": {
"esco": 40,
"onet": 102,
"jobads": 71,
"wiki_ai": 0,
"anthropic": 5,
"ai_skills": 189,
"stackx": 0
},
"share_percent": {
"esco": 9.8,
"onet": 25.1,
"jobads": 17.4,
"wiki_ai": 0.0,
"anthropic": 1.2,
"ai_skills": 46.4,
"stackx": 0.0
},
"method": "content items per source category"
},
"collar": "white",
"computer_work": true
}

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# External AI agent skills — mechanical-engineering-technician
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 |
|---|---|---|---|
| `growing-outside-in-systems` | core | 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) |
| `translation-management` | core | 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) |
| `entity-memory-extraction` | core | Entity and fact extraction for user profiling and personalization | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/ai-agents-conversational/skills/entity-memory-extraction) |
| `unity-profiler` | core | Unity Profiler skill for performance analysis, frame debugging, memory profiling, and optimization workflows. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/game-development/skills/unity-profiler) |
| `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) |
| `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) |
| `SSA/IR Design` | adjacent | Expert skill for designing intermediate representations and implementing SSA construction | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/programming-languages/skills/ssa-ir-design) |
| `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) |
| `opex-program-designer` | adjacent | Operational Excellence program design skill with governance structure, methodology deployment, and capability building | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/operations/skills/opex-program-designer) |
| `vulkan-compute` | adjacent | 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) |
| `Memory Allocator` | adjacent | Expert skill for custom memory allocator design optimized for language runtime needs | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/programming-languages/skills/memory-allocator) |
## 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 |
|---|---|---|---|
| `config-gc` | core | Garbage collection for your Claude Code configuration. Periodically scans ~/.claude (skills, memory, hooks, permissions, MCP servers, caches) for redundant, stale, orphaned, or low-value items, then walks the user through a … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/config-gc) |
| `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) |
## 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 |
|---|---|---|---|
| `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 |
|---|---|---|---|
| `paper-reading-assistant` | core | AI-assisted paper reading, PDF Q&A, and summarization workflows | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/paper-review/paper-reading-assistant) |
| `talk` | core | Create and audit presentations (Beamer or Quarto RevealJS). Combines talk creation, visual audit, and compilation. Replaces /create-talk, /visual-audit, /compile-latex (for talks). | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/16-hsantanna88-clo-author/dot-claude/skills/talk) |
| `academic-paper-summarizer` | core | Summarize academic papers with structured extraction of key elements | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/literature/metadata/academic-paper-summarizer) |
| `latex-templates-collection` | core | Collection of LaTeX templates for papers, presentations, and CVs | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/writing/latex/latex-templates-collection) |
| `system-profile` | adjacent | Profile a target (script, process, GPU, memory, interconnect) using external tools and code instrumentation. Produces structured performance reports with actionable recommendations. Use when user says "profile", "benchmark", "bottleneck", … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/42-wanshuiyin-ARIS/skills/system-profile) |
## 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 |
|---|---|---|---|
| `docx` | core | Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new … | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/docx) |
## 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 |
|---|---|---|---|
| `crewai` | core | Expert in CrewAI - the leading role-based multi-agent framework used by 60% of Fortune 500 companies. Covers agent design with roles and goals, task definition, crew orchestration, process types (sequential, hierarchical, parallel), memory … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/crewai) |
| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-slides) |
| `trigger-dev` | core | Trigger.dev expert for background jobs, AI workflows, and reliable async execution with excellent developer experience and TypeScript-first design. Use when: trigger.dev, trigger dev, background task, ai background job, long running task. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/workflow-automation/trigger-dev) |
| `crewai-multi-agent` | core | Multi-agent orchestration framework for autonomous AI collaboration. Use when building teams of specialized agents working together on complex tasks, when you need role-based agent collaboration with memory, or for production workflows … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/agents-crewai) |
| `dask` | core | Parallel/distributed computing. Scale pandas/NumPy beyond memory, parallel DataFrames/Arrays, multi-file processing, task graphs, for larger-than-RAM datasets and parallel workflows. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/dask) |
| `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) |
## 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: dotnet/skills
- Repository: [https://github.com/dotnet/skills](https://github.com/dotnet/skills) (commit `79a2ada`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `mcp-csharp-test` | adjacent | Test C# MCP servers at multiple levels: unit tests for individual tools and integration tests using the MCP client SDK. USE FOR: unit testing MCP tool methods, integration testing with in-memory MCP client/server, end-to-end testing via … | [source](https://github.com/dotnet/skills/tree/79a2ada/plugins/dotnet-ai/skills/mcp-csharp-test) |
## 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: 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 |
|---|---|---|---|
| `spreadsheet` | core | Use when tasks involve creating, editing, analyzing, or formatting spreadsheets (`.xlsx`, `.csv`, `.tsv`) with formula-aware workflows, cached recalculation, and visual review. | [source](https://github.com/fcakyon/claude-codex-settings/tree/44b7c00/plugins/openai-office-skills/skills/spreadsheet) |
## 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 |
|---|---|---|---|
| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-slides) |
| `dask` | core | Parallel/distributed computing. Scale pandas/NumPy beyond memory, parallel DataFrames/Arrays, multi-file processing, task graphs, for larger-than-RAM datasets and parallel workflows. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/dask) |
| `document-skills` | core | Umbrella skill for document workflows (PDF/DOCX/XLSX/PPTX). Dispatches to the most specific document skill to reduce noise and improve routing precision. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/document-skills) |
| `docx` | core | Document toolkit (.docx). Create/edit documents, tracked changes, comments, formatting preservation, text extraction, for professional document processing. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/document-skills/docx) |
## Source: giuseppe-trisciuoglio/developer-kit
- Repository: [https://github.com/giuseppe-trisciuoglio/developer-kit](https://github.com/giuseppe-trisciuoglio/developer-kit) (commit `306f428`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `graalvm-native-image` | adjacent | Provides expert guidance for building GraalVM Native Image executables from Java applications. Use when converting JVM applications to native binaries, optimizing cold start times, reducing memory footprint, configuring native build tools … | [source](https://github.com/giuseppe-trisciuoglio/developer-kit/tree/306f428/plugins/developer-kit-java/skills/graalvm-native-image) |
## 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 |
|---|---|---|---|
| `investor-call-prep` | core | Prepare for investor calls by pulling upcoming meetings from Google Calendar, deeply researching each investor and their firm (website scraping, portfolio analysis, thesis extraction), checking for competitor conflicts, and outputting an … | [source](https://github.com/gooseworks-ai/goose-skills/tree/94ec916/skills/research/capabilities/investor-call-prep) |
## 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` | adjacent | 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: hqhq1025/skill-optimizer
- Repository: [https://github.com/hqhq1025/skill-optimizer](https://github.com/hqhq1025/skill-optimizer) (commit `b9ffd15`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `skill-miner` | core | Use when mining coding-agent session history, archived transcripts, memories, or repeated local work to discover recurring workflows that should become new Agent Skills. | [source](https://github.com/hqhq1025/skill-optimizer/tree/b9ffd15/skills/skill-miner) |
## 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` | core | 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: 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 |
|---|---|---|---|
| `form-deck` | core | Use when asked to design a pitch deck, presentation, or slide set. Examples: "design a pitch deck", "create a sales deck", "make a conference presentation", "build an investor deck", "help me present this to the board", "create slides for … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/form-deck) |
| `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) |
| `twinmind-reference-architecture` | core | 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) |
| `windsurf-core-workflow-b` | core | Execute Windsurf''s secondary workflow: Workflows, Memories, and reusable automation. Use when creating reusable Cascade workflows, managing persistent memories, or automating repetitive development tasks. Trigger with phrases like … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/windsurf-pack/skills/windsurf-core-workflow-b) |
| `calendar-to-workflow` | core | Converts calendar events and schedules into Claude Code workflows, meeting prep documents, and standup notes. Use when the user mentions calendar events, meeting prep, standup generation, or scheduling workflows. Trigger with phrases like … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/skill-enhancers/calendar-to-workflow/skills/calendar-to-workflow) |
| `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) |
| `granola-core-workflow-b` | core | Post-meeting note processing, sharing, and follow-up workflows in Granola. Use when enhancing notes after meetings, sharing to Slack/Notion/CRM, drafting follow-up emails, or processing action items. Trigger: "granola post-meeting", "share … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/granola-pack/skills/granola-core-workflow-b) |
| `granola-common-errors` | core | Troubleshoot common Granola errors \u2014 audio capture failures, transcription\ \ issues,\ncalendar sync problems, and integration errors. Platform-specific fixes\ \ for macOS and Windows.\nTrigger: \"granola error\", \"granola not … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/granola-pack/skills/granola-common-errors) |
| `twinmind-observability` | core | Monitor TwinMind transcription quality, meeting coverage, action item extraction rates, and memory vault health. Use when implementing observability, or managing TwinMind meeting AI operations. Trigger with phrases like "twinmind … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/twinmind-pack/skills/twinmind-observability) |
| `twinmind-webhooks-events` | core | Handle TwinMind meeting events including transcription completion, action item extraction, and calendar sync notifications. Use when implementing webhooks events, 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-webhooks-events) |
| `evernote-core-workflow-a` | adjacent | Execute Evernote primary workflow: Note Creation and Management. Use when creating notes, organizing content, managing notebooks, or implementing note-taking features. Trigger with phrases like "create evernote note", "evernote note … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/evernote-pack/skills/evernote-core-workflow-a) |
## 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 |
|---|---|---|---|
| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-slides) |
| `dask` | core | Distributed computing for larger-than-RAM pandas/NumPy workflows. Use when you need to scale existing pandas/NumPy code beyond memory or across clusters. Best for parallel file processing, distributed ML, integration with existing pandas … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/dask) |
## 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 |
|---|---|---|---|
| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-slides) |
| `dask` | core | Distributed computing for larger-than-RAM pandas/NumPy workflows. Use when you need to scale existing pandas/NumPy code beyond memory or across clusters. Best for parallel file processing, distributed ML, integration with existing pandas … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/dask) |
## Source: microsoft/power-platform-skills
- Repository: [https://github.com/microsoft/power-platform-skills](https://github.com/microsoft/power-platform-skills) (commit `0d7ed9a`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `add-excel` | adjacent | Adds Excel Online (Business) connector to a Power Apps code app. Use when reading or writing Excel workbook data from OneDrive or SharePoint. | [source](https://github.com/microsoft/power-platform-skills/tree/0d7ed9a/plugins/code-apps/skills/add-excel) |
| `add-office365` | adjacent | Adds Office 365 Outlook connector to a Power Apps code app. Use when accessing calendars, sending emails, reading inbox, or managing Outlook events. | [source](https://github.com/microsoft/power-platform-skills/tree/0d7ed9a/plugins/code-apps/skills/add-office365) |
## 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) |
| `extracting-memory-artifacts-with-rekall` | adjacent | Uses Rekall memory forensics framework to analyze memory dumps for process hollowing, injected code via VAD anomalies, hidden processes, and rootkit detection. Applies plugins like pslist, psscan, vadinfo, malfind, and dlllist to extract … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/extracting-memory-artifacts-with-rekall) |
## 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 |
|---|---|---|---|
| `marketing-psychology` | adjacent | Apply psychological principles and behavioral science to copy and design. Useful for tightening hooks, framing, and pricing presentation. | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/marketing-psychology) |
## Source: nWave-ai/nWave
- Repository: [https://github.com/nWave-ai/nWave](https://github.com/nWave-ai/nWave) (commit `1d0f13c`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `nw-stakeholder-engagement` | core | Demonstration preparation, audience-tailored presentations, feedback collection, and business outcome measurement. Load when preparing demos or measuring business value delivery. | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-stakeholder-engagement) |
## Source: OpenSenseNova/SenseNova-Skills
- Repository: [https://github.com/OpenSenseNova/SenseNova-Skills](https://github.com/OpenSenseNova/SenseNova-Skills) (commit `d8bb438`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `numeric-extraction-and-distribution-analysis` | core | 从带单位的字符串列中提取数值并清洗，生成包含直方图、饼图、条形图和累积分布图的多维度综合分布可视化图表，用于展示数据的集中趋势与分布特征。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-conditional-formatting/data-bar-formatting) |
## Source: Orchestra-Research/AI-research-SKILLs
- Repository: [https://github.com/Orchestra-Research/AI-research-SKILLs](https://github.com/Orchestra-Research/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `crewai-multi-agent` | core | Multi-agent orchestration framework for autonomous AI collaboration. Use when building teams of specialized agents working together on complex tasks, when you need role-based agent collaboration with memory, or for production workflows … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/14-agents/crewai) |
## Source: pedrohcgs/claude-code-my-workflow
- Repository: [https://github.com/pedrohcgs/claude-code-my-workflow](https://github.com/pedrohcgs/claude-code-my-workflow) (commit `be53c12`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `lit-review` | core | Structured literature search + synthesis with citation extraction, thematic clustering, and gap identification. Use when user says "find papers on X", "do a lit review", "what's the literature on...", "summarize what we know about...", … | [source](https://github.com/pedrohcgs/claude-code-my-workflow/tree/be53c12/.claude/skills/lit-review) |
## Source: qdrant/skills
- Repository: [https://github.com/qdrant/skills](https://github.com/qdrant/skills) (commit `2a06cb1`, retrieved 2026-07-14)
- License: Apache-2.0
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `qdrant-monitoring-debugging` | adjacent | Diagnoses Qdrant production issues using metrics and observability tools. Use when someone reports 'optimizer stuck', 'indexing too slow', 'memory too high', 'OOM crash', 'queries are slow', 'latency spike', or 'search was fast now it's … | [source](https://github.com/qdrant/skills/tree/2a06cb1/skills/qdrant-monitoring/debugging) |
## 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 |
|---|---|---|---|
| `sparc-spec` | core | Run the SPARC Specification phase — gather requirements, define acceptance criteria, identify constraints, and store the spec in memory | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/plugins/ruflo-sparc/skills/sparc-spec) |
| `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 |
|---|---|---|---|
| `sparc-spec` | core | Run the SPARC Specification phase — gather requirements, define acceptance criteria, identify constraints, and store the spec in memory | [source](https://github.com/ruvnet/ruflo/tree/73914bd/plugins/ruflo-sparc/skills/sparc-spec) |
| `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: 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: snyk/agent-scan
- Repository: [https://github.com/snyk/agent-scan](https://github.com/snyk/agent-scan) (commit `f3a4621`, retrieved 2026-07-14)
- License: Apache-2.0
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `docx` | core | Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new … | [source](https://github.com/snyk/agent-scan/tree/f3a4621/tests/skills/docx) |
## 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 |
|---|---|---|---|
| `docx` | core | Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new … | [source](https://github.com/ThinkInAIXYZ/deepchat/tree/f275c92/resources/skills/docx) |
## Source: vibeeval/vibecosystem
- Repository: [https://github.com/vibeeval/vibecosystem](https://github.com/vibeeval/vibecosystem) (commit `cea9462`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `pptx-generator` | core | Generate, edit, and read PowerPoint presentations. Create from scratch with PptxGenJS (cover, TOC, content, section divider, summary slides), edit existing PPTX via XML workflows, or extract text with markitdown. Triggers: PPT, PPTX, … | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/pptx-generator) |
## Source: wondelai/skills
- Repository: [https://github.com/wondelai/skills](https://github.com/wondelai/skills) (commit `326b380`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `steve-jobs-design-review` | adjacent | Review designs, products, and features with Steve Jobs'' standards: ruthless simplicity, focus, and end-to-end excellence. Use when the user mentions "Steve Jobs review", "design review", "product review", "what would Steve do", "insanely … | [source](https://github.com/wondelai/skills/tree/326b380/steve-jobs-design-review) |
## Source: zechenzhangAGI/AI-research-SKILLs
- Repository: [https://github.com/zechenzhangAGI/AI-research-SKILLs](https://github.com/zechenzhangAGI/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `crewai-multi-agent` | core | Multi-agent orchestration framework for autonomous AI collaboration. Use when building teams of specialized agents working together on complex tasks, when you need role-based agent collaboration with memory, or for production workflows … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/14-agents/crewai) |

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# Market evidence report — mechanical-engineering-technician
Source: **32 real job ads** (JSearch API, countries: us 32), extracted into the MSSQL evidence store; as of 2026-07-17.
This report contains extracted, aggregated facts only — no ad text is
reproduced (copyright / platform terms).
## Seniority distribution
| Seniority | Ads | Share |
|---|---|---|
| mid | 27 | 84 % |
| n/a | 3 | 9 % |
| senior | 2 | 6 % |
## Tools — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | ArduPilot | 3 | 9 % |
| 2 | AUTOCAD | 3 | 9 % |
| 3 | Betaflight | 3 | 9 % |
| 4 | hand tools | 3 | 9 % |
| 5 | power tools | 3 | 9 % |
| 6 | PX4 | 3 | 9 % |
## Hard skills — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | troubleshooting | 7 | 22 % |
| 2 | blueprint reading | 5 | 16 % |
| 3 | fabrication | 4 | 12 % |
| 4 | machining | 4 | 12 % |
| 5 | mechanical assembly | 4 | 12 % |
| 6 | bill of materials creation | 3 | 9 % |
| 7 | calibration | 3 | 9 % |
| 8 | manufacturing process design | 3 | 9 % |
| 9 | mechanical maintenance | 3 | 9 % |
| 10 | production workflow development | 3 | 9 % |
| 11 | uav assembly | 3 | 9 % |
| 12 | uav testing | 3 | 9 % |
## Methods — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
## Responsibilities — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | equipment maintenance | 3 | 9 % |
| 2 | safety compliance | 3 | 9 % |
| 3 | technical documentation review | 3 | 9 % |
| 4 | tool maintenance | 3 | 9 % |
## Regional breakdown
> **Corpus note:** 32 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
### US (us)
32 ads.
**Top hard skills:**
- troubleshooting — 22 % (7 ads)
- blueprint reading — 16 % (5 ads)
- fabrication — 12 % (4 ads)
- machining — 12 % (4 ads)
- mechanical assembly — 12 % (4 ads)
- bill of materials creation — 9 % (3 ads)
- calibration — 9 % (3 ads)
- manufacturing process design — 9 % (3 ads)
- mechanical maintenance — 9 % (3 ads)
- production workflow development — 9 % (3 ads)
**Top tools:**
- ArduPilot — 9 % (3 ads)
- AUTOCAD — 9 % (3 ads)
- Betaflight — 9 % (3 ads)
- hand tools — 9 % (3 ads)
- power tools — 9 % (3 ads)
- PX4 — 9 % (3 ads)
- 3D printing — 6 % (2 ads)
- microscopes — 6 % (2 ads)
- Microsoft Excel — 6 % (2 ads)
- Microsoft Office — 6 % (2 ads)
**Seniority:** mid 84 % · n/a 9 % · senior 6 %
### 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 |
|---|---|
| Mechanical Engineering Technician | 8 |
| Engineering Technician | 4 |
| Associate Mechanical Engineering Technician | 2 |
| ENGINEERING TECHNICIAN (MECHANICAL) | 2 |
| Senior Mechanical Engineering Technician | 2 |
| Associate Mechanical Engineering Technician Job Details | Leonardo DRS, Inc. | 1 |
| Automation Electro-Mechanical Engineering Technician II | 1 |
| Data Center Facilities Technician, Mechanical | 1 |
| Engineering / Industrial Lab Technician | 1 |
| Engineering Technician - 12hr nights | 1 |
| Engineering Technician - AutoCAD | 1 |
| Engineering Technician - Mechanical-Monroeville,Pennsylvania | 1 |
| Engineering Technician Mechanic | 1 |
| General Mechanical Technician | 1 |
| Maintenance/Engineering Technician - Mon - Thursday 6 AM to 6 PM | 1 |
| Mechanical Engineering Technologists and Technicians | 1 |
| Mechanical/Industrial Engineer Technician | 1 |
| Senior Engineering Technician | 1 |
| Test Engineering Technician | 1 |
Methodology: entities extracted per ad ({hard_skills, tools, methods, responsibilities, seniority}), normalized, counted as DISTINCT ads per entity; report threshold ≥ 3 ads. Headline sections in skills.md/tools.md use the stricter ≥ 20 % threshold.

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# Occupation profile — mechanical engineering technician
- **ESCO URI:** http://data.europa.eu/esco/occupation/b31e404e-9af6-457d-a58a-208f612eeba3
- **ESCO code:** 3115.1
- **ISCO-08 group:** 3115 — Mechanical engineering technicians
- **O*NET-SOC:** 17-3027.00 — Mechanical Engineering Technologists and Technicians (match: exactMatch)
## Description (ESCO)
Mechanical engineering technicians provide technical support to mechanical engineers in producing and manufacturing mechanical machinery. They help make designs and adjustments, and perform tests. They also develop layouts and drawings, collate and interpret data and write reports.
## Definition
nan
## Alternative labels
- engineering test supervisor
- engineering technical manager
- engineering technical apprentice
- mechanical engineering system inspector
- mechanical engineering technical operator
- mechanical engineering inspector

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# Competences — mechanical engineering technician
Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/b31e404e-9af6-457d-a58a-208f612eeba3).
## Essential
- **adjust engineering designs** (skill/competence)
- **analyse test data** (skill/competence)
- **CAE software** (knowledge)
- **define part requirements** (skill/competence)
- **design engineering components** (skill/competence)
- **engineering principles** (knowledge)
- **engineering processes** (knowledge)
- **liaise with engineers** (skill/competence)
- **mathematics** (knowledge)
- **mechanical engineering** (knowledge)
- **mechanics** (knowledge)
- **principles of mechanical engineering** (knowledge)
- **read engineering drawings** (skill/competence)
- **troubleshoot** (skill/competence)
## Optional
- analyse production processes for improvement (skill/competence)
- assess operating cost (skill/competence)
- blueprints (knowledge)
- CAD software (knowledge)
- create technical plans (skill/competence)
- ensure equipment availability (skill/competence)
- fluid mechanics (knowledge)
- health and safety in the workplace (knowledge)
- interpret technical requirements (skill/competence)
- maintain power plants (skill/competence)
- manage supplies (skill/competence)
- material mechanics (knowledge)
- monitor nuclear power plant systems (skill/competence)
- nuclear energy (knowledge)
- order supplies (skill/competence)
- oversee quality control (skill/competence)
- perform maintenance on installed equipment (skill/competence)
- perform test run (skill/competence)
- read standard blueprints (skill/competence)
- record test data (skill/competence)
- technical drawings (knowledge)
- technical terminology (knowledge)
- use CAD software (skill/competence)
- use computer-aided engineering systems (skill/competence)
- use testing equipment (skill/competence)
<!-- market-evidence -->
## Market evidence (job-ad analysis, 32 ads, as of 2026-07-17)
Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
### Hard skills
- troubleshooting — **22 %**
<!-- market-evidence -->

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# Tasks & work activities — mechanical engineering technician
Source: O*NET 30.3, occupation 17-3027.00 (Mechanical Engineering Technologists and Technicians).
## Task statements
- **[Core]** Draft detail drawing or sketch for drafting room completion or to request parts fabrication by machine, sheet or wood shops.
- **[Core]** Review project instructions and blueprints to ascertain test specifications, procedures, and objectives, and test nature of technical problems such as redesign.
- **[Core]** Review project instructions and specifications to identify, modify and plan requirements fabrication, assembly and testing.
- **[Core]** Set up and conduct tests of complete units and components under operational conditions to investigate proposals for improving equipment performance.
- **[Core]** Analyze test results in relation to design or rated specifications and test objectives, and modify or adjust equipment to meet specifications.
- **[Core]** Calculate required capacities for equipment of proposed system to obtain specified performance and submit data to engineering personnel for approval.
- **[Core]** Record test procedures and results, numerical and graphical data, and recommendations for changes in product or test methods.
- **[Core]** Read dials and meters to determine amperage, voltage, electrical output and input at specific operating temperature to analyze parts performance.
- **[Core]** Assemble or disassemble complex mechanical systems.
- **[Core]** Assist engineers to design, develop, test, or manufacture industrial machinery, consumer products, or other equipment.
- **[Core]** Conduct failure analyses, document results, and recommend corrective actions.
- **[Core]** Design molds, tools, dies, jigs, or fixtures for use in manufacturing processes.
- **[Core]** Design specialized or customized equipment, machines, or structures.
- **[Core]** Interpret engineering sketches, specifications, or drawings.
- **[Core]** Prepare equipment inspection schedules, reliability schedules, work plans, or other records.
- **[Core]** Prepare layouts of machinery, tools, plants, or equipment.
- **[Core]** Prepare specifications, designs, or sketches for machines, components, or systems related to the generation, transmission, or use of mechanical or fluid energy.
- **[Core]** Provide technical support to other employees regarding mechanical design, fabrication, testing, or documentation.
- **[Core]** Test machines, components, materials, or products to determine characteristics such as performance, strength, or response to stress.
- **[Supplemental]** Prepare parts sketches and write work orders and purchase requests to be furnished by outside contractors.
- **[Supplemental]** Evaluate tool drawing designs by measuring drawing dimensions and comparing with original specifications for form and function using engineering skills.
- **[Supplemental]** Estimate cost factors including labor and material for purchased and fabricated parts and costs for assembly, testing, or installing.
- **[Supplemental]** Set up prototype and test apparatus and operate test controlling equipment to observe and record prototype test results.
- **[Supplemental]** Analyze energy requirements and distribution systems to maximize the use of intermittent or inflexible renewable energy sources, such as wind or nuclear.
- **[nan]** Analyze or estimate production costs, such as labor, equipment, and plant space.
- **[Supplemental]** Assist mechanical engineers in product testing through activities such as setting up instrumentation for automobile crash tests.
- **[Supplemental]** Conduct statistical studies to analyze or compare production costs for sustainable and nonsustainable designs.
- **[nan]** Devise, fabricate, or assemble new or modified mechanical components for products such as industrial machinery or equipment, and measuring instruments.
- **[nan]** Discuss changes in design, method of manufacture and assembly, or drafting techniques and procedures with staff and coordinate corrections.
- **[nan]** Monitor, inspect, or test mechanical equipment.
## Detailed work activities
- Analyze costs and benefits of proposed designs or projects.
- Analyze green technology design requirements.
- Analyze test or validation data.
- Assemble equipment or components.
- Assemble mechanical components or machine parts.
- Assist engineers or scientists with research.
- Collaborate with others to develop or refine designs.
- Conduct quantitative failure analyses of operational data.
- Create graphical representations of industrial production systems.
- Create graphical representations of mechanical equipment.
- Design industrial equipment.
- Document design or operational test results.
- Document technical design details.
- Estimate operational costs.
- Estimate technical or resource requirements for development or production projects.
- Evaluate designs or specifications to ensure quality.
- Explain engineering drawings, specifications, or other technical information.
- Fabricate devices or components.
- Monitor the productivity or efficiency of industrial operations.
- Prepare contracts, disclosures, or applications.
- Provide technical guidance to other personnel.
- Recommend technical design or process changes to improve efficiency, quality, or performance.
- Review technical documents to plan work.
- Schedule operational activities.
- Test characteristics of materials or structures.
- Test performance of electrical, electronic, mechanical, or integrated systems or equipment.
- Test products for functionality or quality.

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# Tools & technology — mechanical engineering technician
Source: O*NET 30.3 'Software Skills' for 17-3027.00.
| Software | Category | Hot technology |
|---|---|---|
| The MathWorks MATLAB | Analytical or scientific software | yes |
| Autodesk AutoCAD | Computer aided design CAD software | yes |
| Autodesk Revit | Computer aided design CAD software | yes |
| Bentley MicroStation | Computer aided design CAD software | yes |
| Dassault Systemes SolidWorks | Computer aided design CAD software | yes |
| Microsoft Access | Data base user interface and query software | yes |
| Microsoft Visual Basic | Development environment software | yes |
| Microsoft SharePoint | Document management software | yes |
| Microsoft Outlook | Electronic mail software | yes |
| SAP software | Enterprise resource planning ERP software | yes |
| C++ | Object or component oriented development software | yes |
| Microsoft Office software | Office suite software | yes |
| Microsoft PowerPoint | Presentation software | yes |
| Microsoft Project | Project management software | yes |
| Microsoft Excel | Spreadsheet software | yes |
| Microsoft Word | Word processing software | yes |
| Ansys Fluent | Analytical or scientific software | |
| ANSYS Mechanical | Analytical or scientific software | |
| ANSYS simulation software | Analytical or scientific software | |
| Data acquisition software | Analytical or scientific software | |
| Finite element method FEM software | Analytical or scientific software | |
| Intellisense Intellisuite | Analytical or scientific software | |
| MSC Software Adams | Analytical or scientific software | |
| Spectral Dynamics Star Acoustics | Analytical or scientific software | |
| Spectral Dynamics Star Modal | Analytical or scientific software | |
| Wolfram Research Mathematica | Analytical or scientific software | |
| Autodesk AutoCAD Mechanical | Computer aided design CAD software | |
| Autodesk Inventor | Computer aided design CAD software | |
| Dassault Systemes CATIA | Computer aided design CAD software | |
| IBM CATIA | Computer aided design CAD software | |
| Mathsoft Mathcad | Computer aided design CAD software | |
| PTC Creo Parametric | Computer aided design CAD software | |
| PTC Pro/ENGINEER Mechanica | Computer aided design CAD software | |
| CNC Mastercam | Computer aided manufacturing CAM software | |
| Stereolithography SLA rapid prototyping systems | Computer aided manufacturing CAM software | |
| TekSoft CAMWorks | Computer aided manufacturing CAM software | |
| Three-dimensional 3D solid modeling software | Computer aided manufacturing CAM software | |
| National Instruments LabVIEW | Development environment software | |
| Computerized numerical control CNC programming software | Industrial control software | |
| Robotic control software | Industrial control software | |
| Soft Servo Systems LadderWorks PLC | Industrial control software | |
| Web browser software | Internet browser software | |
| Corel WordPerfect Office Suite | Office suite software | |
| ProModel | Process mapping and design software | |