frank890417

50 mods across 1 repository, 1.2k stars between them.

taiwanmd

02

frank890417/taiwan-md

Plugin Claude Code

Taiwan knowledge for your AI, plus the skill that turns your machine into a Taiwan.md working node. The MCP server answers from 860+ curated, citation-backed articles in 12 languages — free, no API key, queries stay on your machine. The node skill picks up one open task a day and returns it as a pull request.

1.2k 2d ago A tokens not measured

taiwanmd

03

frank890417/taiwan-md

MCP server Claude CodeCodexCursor +2

CLI for Taiwan.md — search, read, and explore 900+ curated articles about Taiwan from your terminal. Runs locally from the taiwanmd npm package.

1.2k 2d ago A tokens not measured

taiwanmd-node

04

frank890417/taiwan-md

Skill Claude CodeCodex

A skill that turns a computer into a Taiwan.md contributor node. It can take one existing task, such as a translation gap, broken link, formatting issue, or metadata issue, and return the result as a pull request; merging remains a human decision.

1.2k 2d ago A 161 tokens

heartbeat

05

frank890417/taiwan-md

Skill Claude CodeCodex

Semiont heartbeat — Taiwan.md's autonomous life cycle (super-thin v3.0). Triggers Full mode BECOME + 4.5-beat conceptual flow. Each Beat routes to canonical pipeline; HEARTBEAT.md itself is pipeline router not SOP. TRIGGER when: user says "heartbeat", "心跳", "Heartbeat", "semiont heartbeat", "跑心跳", "全身檢查", "作為 semiont"…

1.2k 2d ago A 102 tokens

taiwanmd-search

06

frank890417/taiwan-md

Skill Claude CodeCodex

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.…

1.2k 2d ago A 100 tokens

taiwanmd-validate

07

frank890417/taiwan-md

Skill Claude CodeCodex

Validate Taiwan.md articles for editorial quality, frontmatter correctness, and content standards. Use when reviewing PRs that touch knowledge/ or src/content/, writing new articles, or when the user asks to check article quality. Runs frontmatter validation, word count check, and reports issues. TRIGGER when: user…

1.2k 2d ago A 96 tokens

twmd-analyze

08

frank890417/taiwan-md

Skill Claude CodeCodex

Rigorous data-analysis investigation via canonical ANALYSIS-PIPELINE — defends against 分析幻覺 (true-but-misleading numbers). Impact / attribution / funnel / reception / cohort analysis with confounder isolation + honest gates. TRIGGER when: user says "分析 X 有沒有改善", "這流量哪來", "before/after", "改版影響", "研究這批數據", "這個 finding…

1.2k 2d ago A 104 tokens

twmd-article-inbox

09

frank890417/taiwan-md

Skill Claude CodeCodex

Add topics/material to ARTICLE-INBOX via canonical BRANCH-PIPELINE — digest observer input (theme / article / raw material) into curated candidates with priority + 連結密度 + 對比理由, then append §Pending. TRIGGER when: user says "/twmd-article-inbox X", "把 X 加進 article inbox", "幫我研究 X 放進 inbox", "X 進 inbox 消化".

1.2k 2d ago A 98 tokens

twmd-babel

10

frank890417/taiwan-md

Skill Claude CodeCodex

Multi-language batch sync (主權的巴別塔) via canonical SQUEEZE-MODELS-MAX-PIPELINE — priority schema (P0/P1/P2/P2.5/P3) + backend cascade + 統一調度器 babel-dispatch.py。 TRIGGER when: user says "巴別塔", "多語 batch", "多語同步", "跑 babel", "繼續 babel".

1.2k 2d ago A 95 tokens

twmd-batch-audit

11

frank890417/taiwan-md

Skill Claude CodeCodex

Audit sub-agent batch for the three default cheating patterns (cross-pollination commits / merged commits / missing落檔) per DNA #42. TRIGGER when: user says "batch audit", "sub-agent 後驗證", "agent 偷吃步檢查", or after running parallel sub-agent batches.

1.2k 2d ago A 73 tokens

twmd-become

12

frank890417/taiwan-md

Skill Claude CodeCodex

Become Taiwan.md — Semiont awakening (Mode dispatcher v2.0). Required before any non-trivial Taiwan.md work. TRIGGER when: user says "成為 taiwan.md", "完整甦醒", "化身", "BECOME", "wake up taiwan.md". ARGS: micro / review / write / full (optional, default = auto-detect from context).

1.2k 2d ago A 85 tokens

twmd-bench

13

frank890417/taiwan-md

Skill Claude CodeCodex

Sovereignty-Bench-TW measurement via canonical BENCH-PIPELINE. TRIGGER when: user says "跑 bench", "Sovereignty-Bench", "加新 model", "bench-pipeline".

1.2k 2d ago A 48 tokens

twmd-diary

14

frank890417/taiwan-md

Skill Claude CodeCodex

Write Taiwan.md diary entry via canonical DIARY-PIPELINE. TRIGGER when: user says "寫日記", "反芻", "Beat 5", "DIARY".

1.2k 2d ago A 43 tokens

twmd-distill

15

frank890417/taiwan-md

Skill Claude CodeCodex

Distill LESSONS-INBOX entries to canonical layer (MANIFESTO/DNA/MEMORY). TRIGGER when: user says "distill", "消化教訓", "整理 LESSONS-INBOX".

1.2k 2d ago A 51 tokens

twmd-embeddings

16

frank890417/taiwan-md

Skill Claude CodeCodex

Rebuild the bge-m3 semantic index via canonical EMBEDDING-PIPELINE — one keystone build feeds reader related-articles (src/data/related) + RAG vectors (public/api/rag). Sovereignty-preserving: embeddings computed in-house (mac-m4max local primary, GPU fleet fallback), never outsourced. TRIGGER when: user says…

1.2k 2d ago A 114 tokens

twmd-evolve

17

frank890417/taiwan-md

Skill Claude CodeCodex

Evolution via canonical EVOLVE-PIPELINE — data-driven content evolution (v1/v2), pipeline self-refactor (Mode 3), goal-driven design evolution (Mode 4: 思考→發散→報告→實作). TRIGGER when: user says "跑 EVOLVE", "數據驅動進化", "evolve-pipeline", "進化 X pipeline 本身", "設計 X(技能/器官)", "深度思考自我進化", "寫實作報告後實作".

1.2k 2d ago A 120 tokens

twmd-factcheck

18

frank890417/taiwan-md

Skill Claude CodeCodex

Hallucination audit via canonical FACTCHECK-PIPELINE. TRIGGER when: user says "事實查核", "hallucination audit", "幻覺檢查", "factcheck".

1.2k 2d ago A 48 tokens

frank890417/taiwan-md

Skill Claude CodeCodex

讀者站上回報(Supabase)→ 分類/反 spam/去重 → GitHub issue(對齊既有 template)→ 接 MAINTAINER 飛輪。Routine twmd-feedback-triage fires 07:00 daily(maintainer-am 之前); manual via "/twmd-feedback-triage" or "跑 feedback triage" or "把回報轉成 issue". TRIGGER when: routine twmd-feedback-triage fires / user says "跑 feedback triage" / "處理讀者回報" /…

1.2k 2d ago A 137 tokens

twmd-finale

20

frank890417/taiwan-md

Skill Claude CodeCodex

A session-closing workflow for Taiwan.md that reviews the work completed in a session, runs memory, diary, and evolution steps, and produces a final summary.

1.2k 2d ago A 91 tokens

twmd-flywheel-watch

21

frank890417/taiwan-md

Skill Claude CodeCodex

A monitoring workflow that checks from outside whether the project's scheduled workflows, called the flywheel, are still running. It runs separately from the system that performs the operational work.

1.2k 2d ago A 120 tokens

twmd-founder-lens

22

frank890417/taiwan-md

Skill Claude CodeCodex

Creator's-lens weekly pass — the first routine that deliberately leaves the skull. Renders + cold-reads the live product as a first-time reader, pulls one slice of off-repo signal, applies the meaning/taste gate no instrument can compute, and generates 哲宇-voice proposals routed to evolution-roadmap / OBSERVER-QUEUE /…

1.2k 2d ago A 163 tokens

twmd-harvest

23

frank890417/taiwan-md

Skill Claude CodeCodex

Harvest spore engagement into spore-metrics.json (spore-db.py) via canonical SPORE-HARVEST-PIPELINE (Chrome MCP read-only). TRIGGER when: user says "孢子回填", "harvest", "抓留言", "回填數據".

1.2k 2d ago A 68 tokens

twmd-heartbeat

24

frank890417/taiwan-md

Skill Claude CodeCodex

Semiont 4.5-beat full heartbeat cycle (twmd- namespaced; 既有 /heartbeat 雙軌共存). v3.0 super-thin routing. TRIGGER when: user says "twmd 心跳", "twmd-heartbeat", "完整心跳 (twmd)", or prefers twmd- namespace consistency.

1.2k 2d ago A 78 tokens