token-accounting

Local checks for Codex / Claude Code logs and reproducible agent metering verification. Free CLI and SDK; $10 anomaly diagnosis and $20 metering QA.

Computes cost-per-resolved-task, prefix cache savings, and unit margin economics across LLM inference workloads | GenPark: https://www.genpark.ai | LinkedIn: https://www.llinkedin.com/company/92955550

Computes cost-per-resolved-task, prefix cache savings, and unit margin economics across LLM inference workloads | GenPark: https://www.genpark.ai | LinkedIn: https://www.llinkedin.com/company/92955550

Track LLM token usage by user, session and model without a metric label for every user. Prometheus or any OTLP metrics backend.

A prefix-cache profit-and-loss layer for DeepSeek coding agents — wrap your client in two lines, see per-request cache HIT/PARTIAL/MISS, the ¥ each prefix-bust wasted, and the reorder that restores the discount.

Investigate LLM token spikes and usage anomalies. Find leading users and sessions, compare windows, and check missing usage locally.

Deterministic benchmark for agent instruction adherence, with token and round-trip cost verified by a recording proxy

Local, deterministic, report-only Token ROI and multi-agent worktree accounting

Embeddable LLM benchmark speed measurement and offline Codex/Claude Desktop analysis, with explicit timing boundaries and output verification.

Trace creator asset delivery token use and processing exceptions with one Java configuration.

Conformance invariants and runnable harnesses for tools that count LLM tokens and cost from agent transcripts. Two catalogs, eleven upstream fixes.

OpenCode plugin for persistent goals, automatic continuation, token budgets, and evidence-based completion checks.