Token Optimizer MCP is a Model Context Protocol server that reduces token consumption for Claude Code through intelligent caching, compression, and tool optimization.
The tool addresses the problem that most compression strategies optimize for byte reduction while ignoring how cloud providers bill tokens differently based on their lifecycle. Cached tokens are read at a lower rate than newly written tokens, creating a billing multiplier that standard compressors overlook. Token Optimizer MCP optimizes for actual cost rather than raw compression ratio. It achieves this by applying caching strategies, payload compression, and smart tool intelligence that account for the provider's pricing model, measuring success against the real implementation and fixtures of competing approaches rather than synthetic benchmarks.
Developers should adopt this tool if they run Claude Code agents and want to reduce API costs without sacrificing capability. It suits projects where token consumption is a significant expense driver. The tool includes a live dashboard that tracks verified savings per agent, shows graph evidence of substitutions, and measures the cost of the optimization itself. Telemetry is opt-in and disabled by default, and the project is licensed for commercial use.
The project maintains a live benchmark dashboard that separates verified net savings from excluded reports and attributes costs per agent. The tool ships with its own measurement harness so users can verify claimed savings against their own workloads. Development includes continuous integration checks that guard benchmark figures in documentation against the actual results file, preventing claims from drifting out of sync with measured performance.
