Comet Compresses MCP Tools from 30 to 4

dl_weekly · x · 2026-07-17

This piece discusses **how Comet refactored Opik's MCP server**, reducing the number of tools from 30 down to 4. Core approaches include: - Using **self-correcting schemas** to stabilize tool calls. - Applying **adaptive response compression** to reduce token waste. - Optimizing tool selection so agents can more easily choose the right interface. - Keeping the context leaner to lower the costs of long-chain calls. The focus isn't on "adding a new model," but rather streamlining the agent's context and tool layers through engineering to boost overall efficiency.

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