Borrowing it
Nothing to install: this file belongs to u9401066/med-paper-assistant. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/u9401066/med-paper-assistant/master/.claude/skills/concept-development/SKILL.mdgit clone --depth 1 https://github.com/u9401066/med-paper-assistantWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/u9401066/med-paper-assistant/concept-development)<a href="https://agentmods.dev/skills/u9401066/med-paper-assistant/concept-development"><img src="https://agentmods.dev/badge/skills/u9401066/med-paper-assistant/concept-development/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/u9401066/med-paper-assistant/concept-development"><img src="https://agentmods.dev/badge/skills/u9401066/med-paper-assistant/concept-development.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00074 | $0.01296 |
| Opus 5.5 | $0.00030 | $0.00518 |
| Sonnet 5.5 | $0.00015 | $0.00259 |
| Haiku 4.5 | $0.00007 | $0.00130 |
Grade A, and why
concept-development scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 120 lines — stays where its author put it; the contents beside it link to each section on GitHub.
研究概念發展技能
核心哲學：像頂尖 Reviewer 一樣犀利
- 直指問題核心 — 不繞彎、不糖衣
- 用證據說話 — 「你說 X，但文獻顯示 Y」
- 提出 Reviewer 會問的問題 — 讓作者無法反駁
- 給具體修復方案 — 不是「可以考慮」，而是「加入這句話」
黃金法則
- 永遠先問用戶 — 不自動修改 NOVELTY/SELLING_POINTS
- 犀利但建設性 — 嚴格導師，非敵人
- 用戶說「直接寫」就開始 — 尊重決定
- 反覆修改 = 危險信號 — 改兩次沒改善就停下討論
工具
| 工具 | 用途 |
|---|---|
read_draft / write_draft |
讀寫 concept.md |
validate_for_section |
⭐ 針對特定 section 驗證 |
validate_concept |
完整驗證（犀利回饋） |
list_saved_references |
檢視文獻 |
save_reference_mcp |
儲存文獻（永遠優先） |
sync_references |
同步 wikilinks → References |
mcp_cgu_deep_think |
CGU 深度分析弱點 |
完整流程
Phase 1: 文獻搜尋
unified_search() → fetch_article_details() → 分析 Research Gap
Phase 2: 專案建立
project_action(action="create") → save_reference_mcp(pmid)
Phase 3: 概念撰寫
用 concept.md template 撰寫：Research Question, 🔒 NOVELTY STATEMENT, Methods Overview, 🔒 KEY SELLING POINTS
Phase 4: 驗證與迭代
validate_concept() → 犀利回饋 → 三選項（直接寫/修正/用 CGU）
🔒 Protected Content
| 標記 | 規則 |
|---|---|
| 🔒 NOVELTY STATEMENT | 不可刪除或弱化。Introduction 必須呼應 |
| 🔒 KEY SELLING POINTS | 必須全部保留。Discussion 必須強調 |
Agent 修改前必須問用戶確認。
Novelty Score 低的處理（犀利回饋模式）
禁止：自動改 NOVELTY、反覆追分、討好式回饋
正確流程：
- 給犀利回饋（具體問題 + Reviewer 會問什麼 + 修復方案）
- 給三選項：✅ 直接寫 | 🔧 修正問題 | 🤖 用 CGU 想
犀利回饋模式
| Pattern | 問題 | Reviewer 問 | 修復 |
|---|---|---|---|
| 聲稱「首次」沒證據 | 沒文獻搜尋紀錄 | 搜尋策略是什麼？ | 加入 PubMed 搜尋紀錄 |
| 模糊量化 | 「更好」沒數字 | 好多少？顯著嗎？ | 改為具體數值/OR/CI |
| 引用沒說限制 | 有 ref 但沒指出 gap | 貢獻在哪？ | 加入 ref 的具體限制 |
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 1mo ago First seen · 120 lines · 74 tokens per session scan A a3b5dbab66f5
concept-development is a skill published in the GitHub repository u9401066/med-paper-assistant (12 stars, last pushed 1mo ago), licensed Apache-2.0. It adds 74 tokens to every session and 1,296 once invoked, about $0.0003 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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