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Multi-source AI news clustered, deduplicated, and scored 0–100 across authority, cluster strength, headline signal, and time decay.

  1. The real MCP context tax isn't the schemas — it's the responses

    A new analysis suggests that the perceived high cost of using tool schemas with large language models like Claude is often overstated, with actual schema costs being significantly lower than community estimates. The primary driver of context window consumption is not the initial schema definitions, but rather the accumulating responses from tool calls throughout a session. These responses, such as page snapshots or data query results, can quickly consume a large portion of the context window, making them a more critical area for optimization than the initial schema loading. AI

    The real MCP context tax isn't the schemas — it's the responses

    IMPACT Highlights that optimizing tool response handling, rather than just schema loading, is key to managing LLM context window costs.