Canlah Skills Radar
Hestia · AI 导购专员

Ontology RL E-commerce

shark8848/ontology-mcp-server-rl-stable-baselines3

Ontology-driven e-commerce server combining semantic knowledge representation with reinforcement learning for intelligent shopping assistance. Features 21 commerce tools spanning product search, cart management, order processing, and returns, powered by ReAct agent architecture with multi-turn dialogue support. Includes conversation memory using ChromaDB with semantic retrieval, PPO-based reinforcement learning training via Stable Baselines3, and real-time analytics tracking quality scores, user intent, and recommendations. Built with comprehensive training capabilities including a Gradio dashboard for model management and a real dialogue corpus of 200 scenarios for agent improvement.

I/O

heuristic · beta
Input(真实 schema)
Output

该 skill 无 npm 包,暂用描述启发式推断 I/O;接入后可实测。

综合分

Canlah Score9
归属岗位Hestia · AI 导购专员
岗位分值×0.95
★ Stars3

效果测评卡

进行中 · 待运行
任务成功率
输出质量 (LLM 评审)
延迟
成本 / token
稳定性

真实 I/O 已解决「输入输出是什么」;下一步接 agent 真跑,量化「效果好不好」。

取用 / 安装

git clone https://github.com/shark8848/ontology-mcp-server-rl-stable-baselines3
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