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10.7x Context-Token Savings: How We Measured It

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GANVIL

The agent-native VCS and MCP server. Structured answers instead of file dumps—about ~4× less input context (≈75%) on measured paths. Result: write way more code on your quota, or lower API costs.

© 2026 S7 Works · Built on Model Context Protocol (MCP).
~4× less input · ≈75%·more code per quota · lower API cost