Usage & Billing

DeepSeek Harness session cost meter plugin: session/daily cost, budget, history, OpenCode Go quota, official & custom-provider balance, Codex-like token heatmap, peak/off-peak pricing with pre-switch popup & system-notification alerts, official price sync, 90+ model pricing catalog, Coding Plan quota queries (7 vendors), bilingual zh/en UI

Provider balances, subscription quotas, and token-usage analytics for the DeepSeek Harness Web GUI (dsh web).

DeepSeek account balance and session cost readout for the DeepSeek Harness Web GUI

Langfuse observability for DeepSeek Harness (dsh): exports agent sessions as OpenTelemetry trace trees (GenAI semconv) to Langfuse's OTLP endpoint

按请求粒度记录模型 token 用量（按天 JSONL，首次启动自动补齐历史），Web 设置面板「Token 用量」统计页（GET /token-usage/stats 路由）

RMB/USD token-billing for dsh web: official-policy auto pricing with peak/off-peak hours, per-message ledger, account balance polling, locale-driven currency display; host /billing route + hand-written client fee badge/panel (read-only over session/event).

Persistent token usage records and dashboard for DeepSeek Harness

A right-side floating panel and /context command for DeepSeek Harness — a live donut chart of context token usage, allocation, and estimated cost.

Token 数据面板：历史累计、趋势图、活跃热力图、模型用量分析、CSV/JSON 导出；不保存提示词/回复正文/API key

Provider quota/balance widget for the dsh web surface: capsule + card + settings panel, dual-face (loopback RPC host half + shell.overlay client half), zero npm deps

Multi-provider AI balance, quota, and token usage for the dsh sidebar, with a daily heatmap.

DeepSeek Harness billing plugin: account balance + per-model remaining-task estimator with a session-header badge

用量与消费统计

What a DeepSeek Harness run costs in tokens, money, and time. OpenTelemetry traces, metrics, and logs in GreptimeDB, with seven Grafana dashboards.

Multi-platform API balance and usage dashboard for the DSH web GUI: balances for DeepSeek, Zhipu GLM, Kimi, StepFun, SiliconFlow, MiniMax, OpenRouter, Novita and xAI under the composer, estimated per-session and per-subagent cost with DeepSeek peak/off-peak pricing, automatic discovery of relays configured in DSH settings, and an optional draggable whale widget.

Per-call cache billing inside the context-meter popover: current step, round and session totals with hit/miss/output tokens and amounts, automatic Beijing working-hour peak/off-peak pricing, per-model rates, and third-party relays billed too.

Token usage & cost monitor for DeepSeek Harness — floating widget with multi-dimensional stats, time-series charts, auto-detected billing plans (Code/Token) and estimated spend.

A DeepSeek Harness (dsh) bundle that shows OpenCode Go subscription usage in the Web GUI's composer dock — the same seat as the built-in conversation stats line.

OpenCodeGo quota monitor for the DSH Web GUI: a breathing indicator at the input's bottom-right (green/yellow/red by remaining share), a liquid-glass panel with rolling/weekly/monthly usage windows and reset times, auto-refreshing every 30 s; API key read from DSH credentials.

Low-cost video understanding tool: a video_understand tool turns a Bilibili link / BV / local video into an AVIS info layer (ASR + scene structure + object tracks + YOLO labels) and returns summary + Q&A. Question-driven dynamic routing across layers (L0 ASR / L1 object tracks / L2 key-frame VLM), semantic-layer reuse for repeat questions, per-question budget cap. Python engine: core layer needs faster-whisper / opencv / yt-dlp (~200-300MB); the optional semantic layer adds ~2GB of torch / transformers / ultralytics. A bundled doctor --fix sets up the venv and installs both.

Developer tool: live token usage & cost monitoring for DeepSeek Harness - consumed tokens for the current session and across all sessions, read from token-meter projections. No model calls.

A configurable 17-segment session status bar for the dsh composer dock with live TPS, per-model cost estimation, and a usage & cost dialog.

Configurable DSH usage statistics: a sidebar text/card widget plus a detail dialog with per-provider and per-model breakdowns, cache-hit rates, token trends, and latency details (TTFT and duration).

DSH plugins

Header quota badge plus a usage-monitoring tab: live balance/quota remaining and reset countdown per provider, with requests, tokens (input/output/cache-read/cache-write), cache hit rate, estimated cost and average latency tracked per session, provider, model and client, stored locally in SQLite with cross-device import/export.

Floating draggable token usage statistics panel for DeepSeek Harness