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API bay

Direct-API modules — prompt cache optimization, cache-hit rate monitoring, output-length linting, structured-output schema design, embedding cost estimation, batch-API planning.

8 modules · 0 unlocked

Commander+
Cache Hit Rate Monitor
Live cache-hit telemetry from your Anthropic key. Alerts when a previously-cached prefix starts missing.
Commander+
Prompt Caching Optimizer
Paste a prompt, get suggested cache_control spans + the boundary that maximizes hit rate.
AIOperator+
Model Router
Classify the task, recommend the cheapest model that still nails it. Existing tool, lifted into the API bay.
Commander+
Batch API Planner
Identify which of your in-flight prompts should move to Batch API for 50% off. Generates the batch payload.
Commander+
Output Length Linter
Lint your max_tokens settings vs measured output lengths. Cut over-provisioned ceilings.
AICommander+
Output Schema Designer
Design tight JSON / XML schemas that minimize output tokens. Validates structural correctness.
AIOperator+
Deep Auditor (Haiku)
AI-augmented prompt audit on top of the free heuristic Seven Cardinal Sins. Suggests prompt-specific rewrites, model recommendations for the inferred task type, structural splits, and domain anti-patterns. Costs real Anthropic spend per call.
Commander+
Embedding Cost Estimator
Estimate Voyage / Anthropic / open-source embedding cost across providers for your corpus.

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