tokencast
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ComputeGauge MCPofficial
AlicenseNot gradedqualityDmaintenanceProvides cost intelligence and a reputation scoring system to help AI agents optimize spending through smart model selection and local-to-cloud routing. It enables real-time cost tracking and rewards agents for making efficient, high-credibility decisions across various LLM providers.Apache 2.0- FlicenseNot gradedqualityDmaintenanceProvides real-time AI model pricing, cost estimation, and budget management tools to help agents understand and optimize their spending. It enables agents to compare costs across multiple providers and select the most cost-effective models for specific tasks.1-
TDQS
Scored across 6 tools
Each tool targets a distinct concern: telemetry opt-out, cost estimation, calibration metrics, historical queries, and cost reporting at different granularities. No two tools overlap in purpose or action.
All tool names follow a consistent verb_noun pattern in lowercase snake_case (disable_telemetry, estimate_cost, get_calibration_status, get_cost_history, report_session, report_step_cost). The naming style is uniform and predictable.
Six tools is well-scoped for a cost estimation and calibration server. Each tool contributes a necessary function without redundant or bloated additions.
The toolset covers the essential workflow: estimate costs, report actuals, inspect calibration, and query history. Minor gaps exist (e.g., no way to enable telemetry after disabling, no per-estimate detail retrieval), but they do not break the core usage flow.