Agent · Software Intelligence

Code RAG Software Development Agent

Connect code, design documents, test assets and long-term memory in one continuously updated software knowledge system.

Code RAGLoop AgentMCP ToolsLong-term Memory

Solution Case

Solution overview

Project knowledge that no longer depends on one person

The agent analyzes repository code and creates a Code RAG knowledge base, then generates basic design, detailed design and test specifications. Developers update documents and code through Help Chat, loop agents and MCP tools. Every approved update enters long-term memory for retrieval in future tasks.

Development becomes faster, code and documents stay aligned, and critical project knowledge is less dependent on individual team members.

Code RAGRepository knowledge

MCP ToolsCoordinated updates

MemoryLong-term retention

Implementation flow

A closed loop across code, documents, tools and memory

Parse repository

Identify code structure, call relationships, domain objects and existing documentation.

Build knowledge

Create vector indexes, structured relationships and traceable references for code and documents.

Run agents

Use chat, iterative reasoning and MCP tools to create or update designs and code.

Retain memory

Write approved decisions, changes and artifacts back to long-term memory for reuse.

Interactive experience

Streaming development-agent chat

Send a design-change request and watch the agent stream analysis, text and document artifacts over SSE.

Development AgentOnline

MCPRAGLoop

Execution modeAsk before writing code, documents, or memory.

Hello. I loaded the repository, design documents and long-term memory. What should I analyze or update?

Simulated demo: responses are scripted and no real code or documents are modified.