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Achievements

Achievement: StarstruckAchievement: Pair ExtraordinaireAchievement: Pull SharkAchievement: YOLOAchievement: QuickdrawAchievement: Arctic Code Vault Contributor

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vq7k/README.md

vq7k

Building AI agents, RAG systems, and developer tools.

Python · Java · React

技术方向

  • Agent 工作流与工具集成：LangGraph · Function Calling · MCP
  • RAG：混合检索、命名空间隔离与引用溯源
  • 开发者工具：自动化、安全护栏与本地模型评测

精选开源

项目 简介
tts-agent-harness 多 Agent TTS 内容生产管线：Fish TTS + WhisperX + Claude，跨集记忆与自动修复循环
toolref 面向 AI Agent 的引用引擎：RAG、混合检索、命名空间隔离与 MCP 接口
toolguard AI 应用安全护栏：提示注入检测、输出校验与 MCP 参数检查
harness-demo Harness Engineering：5 分钟体验 AI Agent 自循环改进机制
mac-local-llm-benchmark Apple Silicon 本地 LLM 推理基准：Ollama / oMLX / mlx-lm

项目交流请在对应仓库提交 Issue。

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  1. harness-demo harness-demo Public

    Harness Engineering Demo — 5分钟体验 AI Agent 自循环改进机制

    Shell 2 1

  2. tts-agent-harness tts-agent-harness Public

    Multi-agent TTS production harness: Fish TTS + WhisperX + Claude, with cross-episode memory and auto-fix loop

    Python 43 15

  3. toolarch toolarch Public

    Architecture intelligence for your codebase. Dependency graphs, cycle detection, layer compliance, coupling metrics. CLI-first, adapter-based.

    Python

  4. toolops toolops Public

    AI app infrastructure, plug and play — Composable DevOps toolkit for AI applications

    Python

  5. toolref toolref Public

    The reference engine for AI Agents — Production-grade RAG with namespace isolation, hybrid retrieval, and MCP interface

    Python 1

  6. toolguard toolguard Public

    Security guardrails for AI applications — Pluggable scanner pipeline with prompt injection detection, output validation, and MCP parameter checking

    Python