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AI索罗斯科特
AI索罗斯科特|7月 09, 2025 15:30
Practical AI programming skills - If only one tool is recommended, then ZEN MCP is the one! 1、 The three major pain points of current single model AI programming: -Context ceiling: No matter how large the context window is, it cannot stop the continuously expanding code base, meeting minutes PRD。 Frequent cutting and splicing make developers suffer greatly, with numerous errors and omissions. -Ability oriented: No model has achieved perfect scores in all four aspects of data acquisition, requirement inference, code implementation, and test design - a single model will inevitably lag behind in some aspect. -AI illusion, difficult to double guarantee code quality: LLM generates code quickly, but errors also spread rapidly; If there is a lack of independent secondary verification, the risk of online accidents increases sharply. 2、 ZEN MCP: Glue multiple models into one team, share, collaborate, and correct each other -In one sentence: ZEN MCP is a Model Context Protocol (MCP) server that allows a master model (commonly Claude or Gemini CLI) to call any model such as Gemini, OpenAI, Claude, Grok, local Llama3, etc. in the same session, and concatenate the context without loss. -AI to AI orchestration: Automatically allocate subtasks and relay between models without losing memory. -Ultra long context bridge: When the main model token is insufficient, throw the giant document to Gemini 2.5 (million level), and then use MCP to return the summary. -Built in 16 development tools: planner, codereview, testgen, debug, secaudit... Template the thinking coding testing auditing process. Result: You get a fully automated assembly line of "want ->dismantle ->write ->test ->check" instead of a bunch of temporary prompts. 3、 My "three models" golden division of labor Based on the characteristics of each model and my practical experience, the following division of labor process has been developed: Use the following Prompt in Claude Code: Call ZEN MCP for this project development: 1 Let Gemini Pro 2.5 read the data (@ your specific location) and establish a knowledge base; 2. Have O3 develop a development requirement document based on the knowledge base; 3. Have Claude 4 program according to the requirements document; 4. Let O3 write test code; 5. Have Gemini review the code. 4、 Complete ZEN MCP configuration in 10 minutes (all running in the terminal) 1. Download and install Docker: https://www. (docker.com)/products/docker-desktop/ 2. Clone ZEN MCP repository to local: Open the terminal and enter: git clone https://(GitHub)/Beehiveinnovations/zen-mcp-server. git 3. Open the warehouse cd zen-mcp-server 4. Configure API nano .env 5. In the. env file, enter the API KEY 6. Run ZEN MCP in Docker environment ./setup-docker.sh So you can use ZEN MCP in Claude Code or Gemini CLI now, get started! AI Claude Agent MCP
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