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taiwanmd-search: Search Taiwan.md Knowledge Base — measured AI agent skill | DecimalAI

frank890417/taiwanmd-search

NewSkillScoreMaintained

Search Taiwan.md knowledge base (900+ articles about Taiwan). Use when the user asks about Taiwan, needs Taiwan-related context, wants to find specific Taiwan knowledge articles, or references 台灣/Taiwan topics. Returns top matches with title, category, and description. Can then read full articles for deeper context. TRIGGER when: user mentions Taiwan, 台灣, or asks about Taiwanese history, culture, food, technology, people, geography, etc.

researchby frank890417

Links this skill to your agents and keeps it current with the author’s updates.

Automatic

Knowledge Management pack

1 · One-time — install the CLI (docs ↗)

pip install decimalai

2 · Get the skill — writes .claude/skills/frank890417-taiwanmd-search/SKILL.md

decimalai skills pull frank890417-taiwanmd-search --out .claude/skills/

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/frank890417-taiwanmd-search/SKILL.md https://app.decimal.ai/s/frank890417-taiwanmd-search/SKILL.md

Raw file: /s/frank890417-taiwanmd-search/SKILL.md ↗ · machine-readable summary at /s/frank890417-taiwanmd-search.json ↗

In productionGlobal

how this skill behaves on real traffic · last 30 days

No production data for this skill yet — usage numbers appear here once agents start running it.

Anonymized aggregate across every org using this skill — proof from real production use, not a demo.

Does this skill help? · Benchmark: with vs. withoutsign in to run this on your agents

23 test cases from the publisher’s eval.yaml · each run twice on gemini-3.6-flash — with the skill injected, then without · last run 2h ago

—-28% tokens0% turns61% of whole cases pass with skill (14/23)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-04	✗→✓	▲ Improved	-18%	0%
case-05	✗→✓	▲ Improved	-35%	0%
case-06	✗→✓	▲ Improved	-5%	0%
case-07	✗→✓	▲ Improved	-59%	0%
case-08	✗→✓	▲ Improved	-40%	0%

Showing 5 of 23 cases

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

frank890417 / taiwan-md

.claude/skills/taiwanmd-search/SKILL.md

View on GitHub ↗

Imported 8/3/2026Version v1

Skill contents

SKILL.md

taiwanmd-search: Search Taiwan.md Knowledge Base

Search 900+ curated articles about Taiwan across 13 categories: history, geography, culture, food, art, music, technology, nature, people, society, economy, lifestyle, about.

How to search

Quick search (via CLI)

bash
cd "$(git rev-parse --show-toplevel)" && node cli/src/index.js search "<QUERY>" --limit 5

Replace <QUERY> with the user's search terms. Works with Chinese and English.

JSON output (for programmatic use)

bash
cd "$(git rev-parse --show-toplevel)" && node cli/src/index.js search "<QUERY>" --json --limit 5

Read a specific article after searching

bash
cd "$(git rev-parse --show-toplevel)" && node cli/src/index.js read "<SLUG>" --raw

The --raw flag outputs clean markdown, ideal for injecting into conversation context.

When to use

User asks about Taiwan — search for relevant articles, read the top match, use it to inform your answer
User is writing Taiwan-related content — search for reference articles to ensure accuracy
User references a specific topic (e.g., "珍珠奶茶", "TSMC", "228 incident") — find the authoritative article
User wants to explore — use random or list commands

Available commands

| Command | Description | | ------------------- | -------------------------------------------- | | search <query> | Fuzzy search (中英雙語) | | read <slug> | Read full article (--raw for plain markdown) | | list [category] | List articles by category | | list --categories | Show all 13 categories with counts | | random | Random article discovery | | stats | Project statistics + organism health |

Example workflow

bash
# 1. Search for relevant articles
node cli/src/index.js search "半導體" --json --limit 3

# 2. Read the most relevant one
node cli/src/index.js read "半導體產業" --raw

# 3. Use the content to answer the user's question

Notes

The knowledge base is in knowledge/ (SSOT) — always prefer reading from there
Articles are in Traditional Chinese (zh-TW) as the source of truth
English translations are in knowledge/en/
Each article has structured YAML frontmatter with title, description, date, tags

Want to see if frank890417/taiwanmd-search would activate on your phrasing? Try it before you install — no LLM call, no signup.

Other measured skills in the registry, with their headline benchmark lift.