dog-qiuqiu/invincat — A native Python agent CLI built on DeepAgents CLI, featuring an independent memory Agent that captur…

Description and use

dog‑qiuqiu / invincat is a native Python command‑line agent built on the DeepAgents framework that provides AI‑powered coding assistance. It features an independent, hierarchical memory system that records learnings after every task, enabling the agent to retrieve and apply prior knowledge efficiently. The project targets orchestration, AI/ML, and frontend development workflows.

Problem

dog-qiuqiu/invincat helps turn isolated prompts and tools into repeatable agent workflows.

Outcome

Medium: useful for prototypes or internal workflows, with dependency and maintenance checks before production.

Workflow

• coordinate multi-agent workflows
• add tool-use pipelines
• standardize agent memory

Evidence

A native Python agent CLI built on DeepAgents CLI, featuring an independent memory Agent that captures learnings after each task and delivers efficient AI coding assistance through hierarchical memory management.

Source