Agent skill

Tw Manufacturing

by asgard-ai-platform in asgard-ai-platform/skills

Analyze Taiwan's manufacturing industry structure including semiconductor, electronics, machinery, and petrochemical sectors.

MITAuto-check passedMarketing & SEO

Install Tw Manufacturing

skills CLI
$ npx skills add asgard-ai-platform/skills --skill tw-manufacturing -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install asgard-ai-platform/skills tw-manufacturing --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/asgard-ai-platform/skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/tw-manufacturing .claude/skills/tw-manufacturing && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
tw-manufacturing
GitHub stars
242
Token cost
~1.1k tokens
SKILL.md length
325 words
Files
3 (incl. references)
Skills in repo
207
Repo updated
First seen
Licence
MIT

At a glance

Analyze Taiwan's manufacturing industry structure including semiconductor, electronics, machinery, and petrochemical sectors.

  • Works in 6 steps: Global position: What share of global… → Value chain position: OEM (low margin) →… → Key customers: Who are the major buyers?… → …
  • The user needs to understand Taiwans industrial landscape
  • SKILL.md covers Framework, Output Format, Gotchas and References
  • Calls node

What it does

Tw Manufacturing is an agent skill from asgard-ai-platform/skills. Analyze Taiwan's manufacturing industry structure including semiconductor, electronics, machinery, and petrochemical sectors. Use this skill when the user needs to understand Taiwan's industrial landscape, evaluate manufacturing sector opportunities, assess supply chain positioning, or contextualize Taiwan in global manufacturing — even if they say 'Taiwan manufacturing overview', 'semiconductor supply chain', 'what does Taiwan make', or 'industrial analysis of Taiwan'.

Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including reference files (for example `examples/sample_scenario.md` and `references/semiconductor-chain.md`).

It sits in Marketing & SEO, covering Supply chain security. The repository describes itself as: 301 open-source coding agent skills across 22 domains — methodology, judgment & gotchas packaged as Claude Agent Skills for the Asgard AI Platform. The licence is MIT.

When your agent uses it

  • The user needs to understand Taiwans industrial landscape
  • Evaluate manufacturing sector opportunities
  • Assess supply chain positioning
  • Contextualize Taiwan in global manufacturing — even if they say Taiwan manufacturing overview

Example prompts

  • “Taiwan manufacturing overview”
  • “semiconductor supply chain”
  • “what does Taiwan make”
  • “/tw-manufacturing”

Workflow steps

6 steps, taken from the first numbered list in SKILL.md.

  1. Global position: What share of global production? Indispensable or replaceable?
  2. Value chain position: OEM (low margin) → ODM (medium) → OBM (high)
  3. Key customers: Who are the major buyers? (Apple, NVIDIA, etc.)
  4. Geopolitical risk: Cross-strait tensions, US-China decoupling impact
  5. Talent pipeline: Engineering talent supply, brain drain concerns
  6. ESG transition: Carbon reduction targets, RE100 commitments, circular economy

What it can do on your machine

Read from SKILL.md and the folder at commit 4e7f4f8. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • node

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Tw Manufacturing loads about 1.1k tokens when it runs, and up to ~3.8k if it reads all its reference files. Until then it costs about 123 tokens; SKILL.md has 325 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~123
When it runs · the whole SKILL.md, loaded when a task matches
~1.1k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~3.8k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from asgard-ai-platform/skills at commit 4e7f4f8, republished under its MIT licence (© asgard-ai-platform). 325 words, ~1,055 tokens.

Download SKILL.mdSave it as .claude/skills/tw-manufacturing/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.
name
tw-manufacturing
description
Analyze Taiwan's manufacturing industry structure including semiconductor, electronics, machinery, and petrochemical sectors. Use this skill when the user needs to understand Taiwan's industrial landscape, evaluate manufacturing sector opportunities, assess supply chain positioning, or contextualize Taiwan in global manufacturing — even if they say 'Taiwan manufacturing overview', 'semiconductor supply chain', 'what does Taiwan make', or 'industrial analysis of Taiwan'.
metadata.category
WP-12 產業知識
metadata.tags
industry, taiwan, manufacturing, semiconductor

Taiwan Manufacturing Industry

Framework

IRON LAW: Taiwan Manufacturing = Global Supply Chain Chokepoint

Taiwan's manufacturing is NOT just domestic industry — it's a critical
node in global supply chains. TSMC alone produces ~90% of the world's
most advanced chips. Analyzing Taiwan manufacturing without the global
supply chain context misses the point entirely.
Taiwan Manufacturing Structure
SectorGlobal PositionKey CompaniesRevenue Scale
Semiconductor#1 foundry (TSMC), #1 packaging (ASE)TSMC, UMC, ASE, MediaTek~NT$4T+
Electronics/ICT#1 laptop/server ODMFoxconn, Quanta, Pegatron, Wistron~NT$10T+
Flat panel display#2 (after China)AUO, Innolux~NT$500B
MachineryMajor machine tool exporterHiwin, Tongtai, Fair Friend~NT$1T
PetrochemicalTop 10 globallyFormosa Plastics Group, CPC~NT$2T
Bicycle#1 premium bicycle makerGiant, Merida~NT$100B
TextileLeading functional fabricFar Eastern, Eclat~NT$300B
Key Characteristics
  • OEM/ODM model: Taiwan excels at manufacturing for global brands, not building its own consumer brands (exceptions: ASUS, HTC, Giant)
  • SME-dominated: 98% of Taiwan companies are SMEs (<200 employees). The manufacturing base is a network of specialized SMEs, not a few megacorps
  • Cluster geography: Hsinchu (semiconductor), Taichung (machinery/bikes), Tainan (optoelectronics), Kaohsiung (petrochemical/steel)
  • Japan connection: Many Taiwan manufacturers supply Japanese companies and adopted Japanese production methods (Toyota Production System, TQM)
Industry Analysis Framework

For any Taiwan manufacturing sector:

  1. Global position: What share of global production? Indispensable or replaceable?
  2. Value chain position: OEM (low margin) → ODM (medium) → OBM (high)
  3. Key customers: Who are the major buyers? (Apple, NVIDIA, etc.)
  4. Geopolitical risk: Cross-strait tensions, US-China decoupling impact
  5. Talent pipeline: Engineering talent supply, brain drain concerns
  6. ESG transition: Carbon reduction targets, RE100 commitments, circular economy

Output Format

markdown
# Taiwan Manufacturing Sector Analysis: {Sector}

## Sector Overview
- Global position: {ranking, market share}
- Key players: {top 5 companies}
- Revenue: {NT$ scale}

## Value Chain Position
{Where Taiwan sits: upstream/midstream/downstream}

## Key Trends
1. {trend + impact}
2. {trend}

## Risks
| Risk | Likelihood | Impact | Mitigation |
|------|-----------|--------|-----------|
| {risk} | H/M/L | H/M/L | {how addressed} |

## Opportunities
1. {opportunity for businesses}

Gotchas

  • "Taiwan semiconductor" is not monolithic: TSMC (foundry), MediaTek (fabless design), ASE (packaging) are very different businesses. Don't lump them together.
  • Revenue ≠ profit in ODM: Foxconn has massive revenue (~NT$6T) but thin margins (~2-3%). Revenue ranking can be misleading for profitability analysis.
  • Geopolitical risk is THE issue: Any analysis of Taiwan manufacturing that ignores cross-strait risk is incomplete. Investors, customers, and governments are actively evaluating this.
  • "Silicon Shield" theory: Taiwan's semiconductor dominance is argued to be a deterrent against military conflict because the global economy depends on it. This is debated and should not be presented as fact.

References

  • For semiconductor supply chain analysis, see references/semiconductor-chain.md

© asgard-ai-platform, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 2 other files (references) in tw-manufacturing of asgard-ai-platform/skills.

  • SKILL.md
  • examples/sample_scenario.md
  • references/semiconductor-chain.md

Open the folder on GitHubat commit 4e7f4f8

Compare with similar skills

Tw Manufacturing next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Tw Manufacturing compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Tw Manufacturing this skillasgard-ai-platform/skills242—~1.1kAutomated safety check: PassMIT
Market Researchbrycewang-stanford/Auto-Empirical-Research-Skills4.6k—~4.5kAutomated safety check: NotesCustom licence
Jom Literature Positioningfranklee16/academic-research-skills2231 repos~870Automated safety check: PassNone
Msom Literature Positioningfranklee16/academic-research-skills2231 repos~845Automated safety check: PassNone
Skill InspectorNVIDIA/SkillSpector20k—~1.8kAutomated safety check: PassApache-2.0
Skill Scannergetsentry/skills1k4 repos~2.5kAutomated safety check: WarnApache-2.0

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Questions about Tw Manufacturing

What does Tw Manufacturing do?

Analyze Taiwan's manufacturing industry structure including semiconductor, electronics, machinery, and petrochemical sectors. Tw Manufacturing is an agent skill from asgard-ai-platform/skills. Analyze Taiwan's manufacturing industry structure including semiconductor, electronics, machinery, and petrochemical sectors.

When should I use Tw Manufacturing?

Tw Manufacturing fits situations like: the user needs to understand Taiwans industrial landscape; evaluate manufacturing sector opportunities; assess supply chain positioning; contextualize Taiwan in global manufacturing — even if they say Taiwan manufacturing overview.

How do I install Tw Manufacturing in Claude Code?

Run `npx skills add asgard-ai-platform/skills --skill tw-manufacturing -a claude-code`. Or copy the skill folder (tw-manufacturing in asgard-ai-platform/skills) into .claude/skills/tw-manufacturing in your project. Claude Code loads it when a task matches its description.

How do I install Tw Manufacturing in Codex?

Run `npx skills add asgard-ai-platform/skills --skill tw-manufacturing -a codex`. Or copy the skill folder (tw-manufacturing in asgard-ai-platform/skills) into .agents/skills/tw-manufacturing in your project. Codex loads it when a task matches its description.

Can I use Tw Manufacturing in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add asgard-ai-platform/skills --skill tw-manufacturing -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/tw-manufacturing, .gemini/skills/tw-manufacturing, .github/skills/tw-manufacturing and .opencode/skills/tw-manufacturing in your project.

What does Tw Manufacturing need to run?

Going by SKILL.md and its folder, Tw Manufacturing needs the command-line tools its instructions call (node).

Does Tw Manufacturing access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Tw Manufacturing safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Tw Manufacturing use?

Tw Manufacturing is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Tw Manufacturing use?

About 1.1k tokens (SKILL.md is roughly 4.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 2.7k tokens, read only when the agent opens those files.

What are the alternatives to Tw Manufacturing?

Skills that share tags, products or a category with Tw Manufacturing: Market Research (brycewang-stanford/Auto-Empirical-Research-Skills, 4.6k stars), Jom Literature Positioning (franklee16/academic-research-skills, 223 stars), Msom Literature Positioning (franklee16/academic-research-skills, 223 stars) and Skill Inspector (NVIDIA/SkillSpector, 20k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Tw Manufacturing?

asgard-ai-platform (a GitHub organization) maintains it in asgard-ai-platform/skills, which has 242 GitHub stars. The repository holds 207 skills in this directory. The repository was last updated on June 6, 2026.

Source: asgard-ai-platform/skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.