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记一次简单的MCP使用体验,结论:上下文占用大,请求频繁,依赖模型对需求的理解能力,模态处理能力,实际使用效果有待提升。关键词:github copilot; cline; claude; gemini; openai; playwright-mcp; vscode 更新设置 & 代理;

Anki-MCP

应用效果与评价

  • 最底下(12:46)为仅生成flashcards的开销,时间约30s,token < 4.5K
  • 往上11次均为MCP的方法时间>2m,token开销更是数倍
  • 加上人工手动创建deck与文件导入,过程最多再加10s出头
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不如:
  • 1.合并MCP逻辑,合并创建deck,查询可用元数据设置,创建选定元数据的待插入数据,插入数据多步为一步
  • 2.以确定性的程序流程为主导,仅将生成flashcards的逻辑封装一个函数,通过调用API生成,像做一次RPC取数据一样实现

参考Prompt与回复

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You are a world-class Anki flashcard creator that helps students create flashcards that help them remember facts, concepts, and ideas from videos. You will be given a video or document or snippet. 1. Identify key high-level concepts and ideas presented, including relevant equations. If the video is math or physics-heavy, focus on concepts. If the video isn't heavy on concepts, focus on facts. 2. Then use your own knowledge of the concept, ideas, or facts to flesh out any additional details (eg, relevant facts, dates, and equations) to ensure the flashcards are self-contained. 3. Make question-answer cards based on the video. 4. Keep the questions and answers roughly in the same order as they appear in the video itself. 5. If a video is provided, include timestamps in the question field in [ ] brackets at the end of the questions to the segment of the video that's relevant. Output Format, - Do not have the first row being "Question" and "Answer". - The file will be imported into Anki. You should include each flashcard on a new line and use the pipe separator | to separate the question and answer. You should return a .txt file for me to download. - When writing math, wrap any math with the \( ... \) tags [eg, \( a^2+b^2=c^2 \) ] . By default this is inline math. For block math, use \[ ... \]. Decide when formatting each card. - When writing chemistry equations, use the format \( \ce{C6H12O6 + 6O2 -&gt; 6H2O + 6CO2} \) where the \ce is required for MathJax chemistry. - Put everything in a code block. - Do not use a new line for visual purposes in the answer or question as this is the indicator for a new flashcard. If you need to list smth, do it with <br>. - For bold text, use <b> </b>. For italic text, use <i> </i>. Special Notes, My main focus now is to expand my english vocabulary further beyond, therefore I'll provide in the following a bunch of english words, you're required to make good english flashcards, to incorporate things you see needed, like example sentences(at least one concise, one pragmatic and one poetic), concise meaning, things along the line, you decide, but you must process all of them you're required to create an anki deck with name I'll provide in the message, and insert all these generated flashcards into that deck MESSAGE TO PROCESS: name: va11-day2-2023.9.3 [ "crow about", "instigate", "exposition", "fill to the brim", "ruckus", "bulk", "stutter", "obituaries", "columnist", "sodomized", "\"sodomized\"", "define \"sodomized\"" ]
Markdown
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参考效果

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体验MCPAI应用等设想的需求与落地场景
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CamelliaV
CamelliaV
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CamelliaV | Java;前端;AI;ACGN;


  1. 1 BRIGHTEST HEART 高柳知葉
  2. 2 Raven Oliver Good
  3. 3 Against the Tide(逆潮) 鸣潮先约电台/Forts
  4. 4 给予你的爱 Xi YuaN/Digital Vengeance/唢清
  5. 5 スペルビア帝国/夜 平松建治
  6. 6 Imagination QQHHh
  7. 7 virtues QQHHh
  8. 8 Tricolor (short ver.) Digital Vengeance/44
  9. 9 港口夜 - 四周年 月代彩
  10. 10 神よ、その黄昏よ 金﨑猛
  11. 11 絆炎 (English Ver) Katherine Eames
  12. 12 ラストエンゲージ~祈りの呪文 馬場泰久
  13. 13 an evening calm fripSide
  14. 14 フレスベルグの少女~風花雪月~ Caro
  15. 15 Answer 北原春希/小木曽雪菜
  16. 16 Kiss Kiss Kiss BENI
  17. 17 远航高歌 染音若蔡/阿南
  18. 18 Sentimental Blue Trident
  19. 19 目指す先にあるもの Falcom Sound Team J.D.K.
  20. 20 Night City r e l/Artemis Delta
  21. 21 Gimme×Gimme P*Light/Giga/初音ミク/鏡音リン
  22. 22 桃幻浪漫 Airots/Active Planets & AUGUST
  23. 23 DESIRE 美郷あき
  24. 24 镜花堂(feat.芬璃尔) 幻塔手游/Rux
  25. 25 she was sitting under the osmanthus tree 梶浦由記
BRIGHTEST HEART - 高柳知葉
00:00 / 04:02