Claude Code costs may drop by fixing the request flow
Claude Code can become expensive when each request carries too much text and tool data. , , large , big MCP tool lists, and oversized RAG payloads can drive most of the token use.
The main savings may come from improving the gateway layer, not only from switching models. can avoid paying again for repeated instructions.
Dynamic can keep only the most useful parts of a long conversation or document set. Lazy MCP tool discovery, , and budget-aware fallbacks can also reduce waste without changing the client code that users work with.
Key points
- and can quietly raise token use.
- Large , MCP tool lists, and RAG payloads can become major cost drivers.
- can reduce repeated prompt cost.
- Dynamic can shrink before it reaches the model.
- and budget-aware fallbacks can send easier work to cheaper options.