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OpenRouter MCP Upgrade: Claude Code Task Completion Rate Rises from 5/8 to 8/8

OpenRouterUpdated Nov 10 00:37

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OpenRouter upgraded MCP to improve the agent tool-calling experience (AgEx), making tools easier for agents to understand and select, providing structured output when needed, and having the server tell Claude Code and Codex when to call. The company says that in its own tests, Claude Code improved from 5/8 tasks to 8/8, and @manufact gave it a score of 100/100. The volume of context injected by model queries dropped from about 1 MB (about 250k tokens) to 38 KB with pagination, a 96% reduction; video generation was changed to an asynchronous task, with results returned as links instead of stuffing raw bytes into the context.

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AI score 55

OpenRouter has published the specific metrics after the MCP upgrade, which readers can use to assess changes in context overhead and task completion rates when agents call tools.

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Better agent ergonomics (AgEx). Tools are easier for agents to understand and pick, structured output where it matters, and the server tells Claude Code and Codex when to reach for it. Claude Code went from 5/8 tasks to 8/8 in our runs. @manufact scores it 100/100. https://t.co/n4PozUAFf8

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OpenRouter