liyupi/ai-code-helper
2025 年 AI 编程助手实战项目(作者:程序员鱼皮),基于 Spring Boot 3.5 + Java 21 + LangChain4j + AI 构建智能编程学习与求职辅导机器人,覆盖 AI 大模型接入、LangChain4j 核心特性、流式对话、Prompt 工程、RAG 检索增强、向量数据库、Tool Calling 工具调用、MCP 模型上下文协议、Web 爬虫、安全防护、Vue.js 前端开发、SSE 服务端推送等企业级 AI 应用开发技术。帮助开发者掌握 AI 时代必备技能,熟悉 LangChain 框架,提升编程学习效率和求职竞争力,成为企业需要的 AI 全栈开发人才。
Scanned 2026-08-10 · gemini v1
Dimension breakdown
Security
75/100
2 findings
Quality
85/100
1 finding
License
30/100
1 finding
Completeness
70/100
2 findings
Findings (6)
- HIGHcompletenessMissing MCP Manifest
- MEDIUMsecurityPotential Hardcoded Credentials
- MEDIUMlicenseMissing License
- MEDIUMcompletenessAmbiguous Asset Class
- INFOsecurityInput Guardrail Implementation
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