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Real-time cost tracking for the current DSH conversation: a composer-dock line showing the running token usage and DeepSeek official price estimate (base and peak/valley pricing).

Vendor-based usage dashboard: per-provider token/cache/output KPI, a 53-week heatmap, trend chart with hourly "today" view, model drilldown, cost estimation, CSV export, and health cards (TTFT, generation speed, peak context, error rate).

Session cost estimate in a status bar at the bottom of the conversation (per-model token pricing, CNY) plus the live DeepSeek account balance via the official balance API.

DeepSeek API quota panel collapsed into a left-edge handle for the Web UI: click to expand balance, official today's consumption (with platform token) and live conversation cost; fork of dsh-deepseek-quota.

Token usage and cost tracking with daily/session budget alerts and a usage_report tool.

Codex-style @file/@folder mentions for the DSH web composer: workspace file/folder picker menu, plain-text colored mention tokens via the platform lexicon scan, and a nested-git-aware file index.

Session header badge showing DeepSeek peak/off-peak status, per-model token prices on hover, and real session/turn costs from actual usage.

DSH Web 컴포저 독에 세션 예상 비용 표시(tokenUsage × 설정 가능한 가격표, 원클릭 공식 가격 새로고침)

DeepSeek Harness용 에이전트 FinOps / 토큰 분석: 사용량 수집, 시간 인식 비용 엔진, 캐시 분석, 세션 드릴다운

DeepSeek Harness용 페일클로즈드(fail-closed) 방식의 턴별 단계·도구 호출·프로바이더 토큰 예산 제한

로컬 AI 코드 리뷰 게이트: 관리형 ocr.js를 통해 워크스페이스/브랜치/커밋 diff를 리뷰하고 토큰 통계와 함께 구조화된 발견 사항을 반환; gate 모드에서는 발견 사항이 있으면 실패 처리