token用量实时监控：跨会话查看 OpenClaw Token 消耗
token用量实时监控（@user_acdf755c/token-monitor）是 SkillHub 社区数据分析类 Skill，面向 OpenClaw 跨会话 token 使用：展示模型、input/output/cache 计数、按日与按小时趋势。标签 requires_api_key=false，v1.0.0。安装需 skillhub CLI，用 skillhub install 并 --dir 指向 Cursor、Claude Code 或 Codex 等 skills 目录。适合在对话中用「用量、token统计、消耗、cost、model usage」等触发查询 API 消耗与趋势。
Read Moredsh-token-stats - 本地 Token 统计与成本分析插件
DeepSeek Harness（DSH）插件新增「Token 统计」功能，通过读取本地日志实现零消耗的用量监控。核心功能包括：右下角常驻悬浮小窗，支持吸附、折叠、悬浮等多种形态及交互；设置页提供热力图、模型分布、性能时序及费用估算（含峰谷价配置）；支持按会话下钻、导出 CSV/JSON 以及套餐配额与预算告警。该插件不依赖外部服务，需 DSH 版本 >= 0.1.7-alpha.1 及 Node.js >= 22.15。
Read MoreDeepSeek Harness 用量统计插件 (dsh-usage-stats)
`dsh-usage-stats` 是一款 DeepSeek Harness (DSH) 插件，用于追踪本地会话日志中的 Token 消耗与首字延迟。该插件支持按天、工作区及会话三层下钻，提供时间筛选、交互排序等功能，默认保留 30 天窗口。它以只读方式读取 zstd 格式日志，不修改现有文件，适合精细化监控成本与性能。安装命令为 `dsh plugin --profile <profile> add "git+https://github.com/iuuuuuuuu/dsh-usage-stats.git"`。
Read MoreIntroducing the DeepSeek Harness Plugin: dsh-usage-lite
The DSH plugin `dsh-usage-lite` is a build-free local token statistics tool maintained by developer ChrisLou-bioinfo. It aggregates local session logs to provide visualized usage statistics in the settings panel, including total tokens, cache hit rate, and multi-dimensional rankings. The plugin supports incremental indexing and persistence, offers accurate calculations, and is compatible with DSH 0.2.0-rc.2+. Users should be aware of client dependency limitations and potential issues during upgrades.
Read Moredsh-team-panel: A DSH Plugin for Tracking Token Usage Across Team Projects
`dsh-team-panel` is a DSH plugin for accounting token usage across team projects. It addresses the problem of fragmented usage and the inability to split it by project when multiple team members use AI in parallel. Core features include: members must first select a project before usage is tracked, and usage is visible to the whole team; real-time countdown based on peak/off-peak billing rules; a persistent panel at the bottom of the sidebar; a zero-dependency team server that reports only usage counts, not content; built-in network connectivity self-check; and support for autostart on boot and automatic restart after crashes. After installation, members can join via an invitation code and monitor project usage on a unified panel.
Read MoreDeepSeek Harness Plugin: dsh-month-tokens (Sidebar Monthly Token Usage Statistics)
This is a DeepSeek Harness sidebar plugin focused on local data for tracking monthly token consumption by API key. It supports statistics from four sources—DSH home, opencode, Pen, and WorkBuddy—and automatically resets on the 1st of each month. The plugin supports aggregation across multiple devices, but it only works with the Web Profile and does not track the web-search path. Since it relies on local records, the reported statistics represent only the data that can be read (a lower bound). After installation, restart `dsh web` to make it take effect.
Read Moredsh-token-dashboard: A Codex-Style Usage Dashboard for DeepSeek Harness
`dsh-token-dashboard` is a local usage-tracking plugin designed for DeepSeek Harness (DSH). It reads local session logs, follows a Codex-like style, and delivers five core features such as cumulative token usage, an activity heatmap, model insights, and most frequently used skills. It runs entirely locally with no runtime dependencies, supports both Chinese and English, requires no internet connection, and is cost-free. Once installed, it can be accessed in Settings, and it is compatible with DSH 0.2.x and Node.js ≥ 22.18.
Read Moredsh-usage: DeepSeek Harness Usage and Quota Monitoring Panel
The DeepSeek Harness (DSH) plugin system adds the dsh-usage plugin to address cost monitoring needs in agent development. The plugin provides usage details, a usage history calendar, and API quota monitoring through a settings panel, and supports viewing token consumption, cache hit rate, and quota usage. It includes local collapsible display and privacy protection mechanisms, as well as fault-tolerant handling during network exceptions. To activate the plugin, users must first install the DeepSeek Harness desktop client, install the plugin via the command line, and restart the Host module. The project is open source under the MIT License.
Read Moredsh-token-usage: Track Historical Token Usage of Local DSH Sessions
`dsh-token-usage` is a local plugin for DeepSeek Harness (DSH) designed to address the difficulty of tracking global Token usage. It features cross-session aggregation, global deduplication by ID, multi-dimensional grouping, and custom date range filtering. Data can be retrieved via the settings page, a local HTTP API, or command-line reports. It only counts assistant messages, has no extra dependencies, and helps developers accurately track costs.
Read Morezcode-usage-stats: DSH Local Token Usage Statistics Panel
`zcode-usage-stats` is an unofficial plugin maintained by Amer-CN that adds token usage visualization to the DeepSeek Harness (DSH) Settings page. It performs scanning and rendering entirely locally and supports aggregation of full-history session data. Core features include a calendar dot-grid heatmap, multi-model usage trend line charts, a gauge dashboard, and custom time-range filtering. Technically, the plugin uses hand-written SVG to render charts, features a dual-layer caching mechanism, and follows DSH's light and dark themes. Users need to install `dsh` and `pnpm`, install the plugin via command, and restart to use it.
Read Moredsh-token-usage-xc: DSH Token Usage Statistics Plugin
`dsh-token-usage-xc` is a DeepSeek Harness (DSH) plugin developed by xchannel1987, designed to provide visual token usage statistics and cache efficiency analysis. The plugin displays today’s token usage (including input, output, and cache reads/writes) on the settings page and automatically calculates the cache hit rate. It supports 7-day trend charts, session top-bar badge display, and persistent data storage. Additionally, the plugin provides an RPC interface for integration. The installation command is `dsh plugin --profile web add dsh-token-usage-xc`, and it is compatible with DSH 0.1.7-rc.1 and later versions.
Read Moredsh-v-token-insight: A Token Statistics and Cost Insights Plugin for the DeepSeek Harness Web Client
The DeepSeek Harness plugin dsh-v-token-insight is designed to address the lack of web client support for tracking token consumption, cache hits, and costs. Maintained by victor10035445, the plugin provides core features such as a cross-session overview, session page statistics, lightweight display at the end of replies, deduplication of forked branches, and a local ledger. Users can install it via a command, view token usage in the sidebar or on the session page, and configure consumption plans. The plugin supports maintaining a pricing table, keeps all data locally, and helps users precisely control inference costs.
Read MoreDSH Signal: Balance Monitoring and Local Token Statistics
dsh-signal is a standalone observability plugin for DeepSeek Harness (DSH), maintained by Ricardo-WJP. It adds water-refraction brand animation, actual balance and remaining quota display, translation of model work instructions, and local token usage statistics to DSH. The plugin provides light/dark theme switching and resource monitoring, supports multiple providers, and reads only local session logs without uploading credentials or statistics. The installation command is `npx @deepseek-ai/dsh plugin --profile web add dsh-signal@0.6.12`.
Read Moredsh-token-stats: DeepSeek Harness Token Usage Dashboard
`dsh-token-stats` is a dashboard plugin for the DeepSeek Harness Web GUI, designed to provide developers with visual token statistics. It directly reads local ledger data from the Wallet plugin, requires no additional data collection, and relies entirely on frontend display. Core features include a sidebar entry, multi-metric summary cards, an SVG-based stacked bar chart with daily/weekly/monthly switching, a model detail table, and multilingual support. The plugin has zero dependencies, automatically refreshes data every 30 seconds, and supports DSH versions `0.1.1-rc.2` or later, making it ideal for quickly viewing usage and cost distribution within the web interface.
Read MoreDeepSeek Harness Session Usage Statistics Plugin
This plugin adds a Usage tab to the DeepSeek Harness session interface, designed to provide an intuitive view of token consumption, latency, and cache hit rate. It offers dual table views organized by model and by turn, supporting column sorting, filtering across multiple time ranges, and loading of historical records. The plugin does not modify the source code and only reads data for display, making it suitable for developers to perform detailed session cost and performance analysis.
Read Moredsh-token-stat: DeepSeek Harness Token Usage Statistics Plugin
`dsh-token-stat` is a zero-dependency plugin for DeepSeek Harness that tracks cumulative token usage. It supports querying detailed records by model and date, and provides visualization dashboards, including donut charts and stacked bar charts. Data is stored in a separate directory and supports online editing. Users can view reports via tool calls on the settings page or in the dialog box, and the data persists after uninstallation.
Read Moredsh-convo-cost: Real-Time Tracking of Conversation Token Usage and Cost
The `dsh-convo-cost` plugin is used during DeepSeek Harness development and debugging to monitor a session's token consumption and estimated cost in real time. By subscribing to the event stream, it displays the cost and token count in the status line below the input box, with a hover detail showing a detailed breakdown. It calculates costs based on DeepSeek's official pricing and supports automatic switching between base and peak/off-peak rates. After installation, restart `dsh web`; if ¥0.00 is displayed, it is usually due to an unknown model or no events being generated. The displayed amount is an estimate and does not include discounts or platform markups.
Read Moredsh-skin-token-dashboard: Desktop Skin and Token Statistics Plugin
The DeepSeek Harness plugin `dsh-skin-token-dashboard`, maintained by Smith-yue, is designed to provide localized personalization and resource management features for desktop developers. It supports switching between two sets of skins and local image carousels, and includes a Token usage dashboard based on official session projections. Installation requires a Node.js environment; once enabled, users can configure the background and theme in the settings. The project runs entirely locally, makes no network requests, and does not save session content, ensuring privacy and security. It is suitable for users who need fine-grained control over the desktop experience and detailed monitoring of Token usage.
Read MoreDeepSeek Harness Token Usage and Cost Statistics Plugin
nigel211/dsh-token-usage is a token usage and cost statistics plugin for DeepSeek Harness. The plugin does not rely on third-party services and is entirely based on local DSH log data, providing usage statistics, cost estimation (including peak/off-peak tiered pricing), and balance inquiry across multiple platforms. The interface includes visualization components such as a dashboard, trend charts, and heatmaps, and supports custom model pricing. The plugin supports automatic backfilling of historical data and secure balance inquiries, aiming to provide users with a centralized cost management view.
Read Moredsh-cost: A DeepSeek Harness Plugin for Real-Time Token Usage Statistics and Cost Estimation
The `dsh-cost` plugin is maintained by zydg and is designed to provide precise cost-control capabilities for DeepSeek Harness. By subscribing to the session event stream, it automatically appends a statistics line after each conversation turn, including token consumption, cache hit rate, and cost estimates, while also supporting balance queries. It supports peak/off-peak pricing by automatically identifying time-based billing periods based on the official price list, and it also allows manual adjustment of models and prices. All records are stored locally and support export. Developers need to configure an API key to enable balance queries and should pay attention to routing conflict handling. The project is open source and suitable for fine-grained monitoring of API costs.
Read MoreDeepSeek Harness Machine-Level Token Statistics Plugin: dsh-token
The DeepSeek Harness (DSH) plugin `dsh-token` aims to address the complexity of tracking Token consumption in multi-session scenarios. By consolidating session logs from all `dsh` home directories, it provides a centralized Token statistics view, including totals, a heatmap, streak records, and per-model breakdowns. The plugin supports `dsh web` and reads local files for read-only statistics. Configuration options include scanning additional directories, toggling compressed summary statistics, and setting the refresh frequency. It does not include conversational costs or provide cost estimates, but accurately tracks cache reads and writes and distinguishes message types, while also disclosing detailed data such as billing coverage and retry steps.
Read Morezcode-usage-stats: Token Usage Statistics Plugin for DeepSeek Harness
The DeepSeek Harness plugin `zcode-usage-stats` provides detailed historical token consumption statistics. It aggregates data by day, hour, and model, and visualizes trends using Catmull-Rom smoothed curves, dashboards, and GitHub-style heatmaps. Installation requires a specific DSH version and related runtimes, while supporting multiple time granularities and theme adaptation. Data is based on session event statistics and employs a two-layer caching strategy, helping developers manage costs efficiently and analyze model usage preferences.
Read Moredsh-token-stats: A Token Usage Statistics Plugin for DeepSeek Harness
The `dsh-token-stats` plugin addresses the issue that DeepSeek Harness real-time metering cannot provide aggregated reports. It automatically records token consumption logs by listening to events and provides the `dsh-token-report` command along with model-side tools, allowing usage queries filtered by day/week/month and model. The plugin stores data in `~/.dsh/token_usage.l`, containing only counts and session IDs, with no privacy-sensitive information. It currently supports only Linux/macOS and is known not to support recording model names or Codex.
Read Moredsh-tokstat: A Real-Time Statistics Dashboard for DeepSeek Harness Session Logs
dsh-tokstat is a monitoring plugin for DeepSeek Harness (dsh) that parses local logs to provide session token usage, latency, TPS, and cost estimates. It is available in two forms: a Web settings page plugin and a Python TUI terminal dashboard, supporting seven multidimensional views and error analysis. The plugin operates fully offline and read-only, posing no privacy or security risks. Users need to configure model pricing in the YAML file. Note: it requires dsh 0.1.0-rc.6 and the corresponding environment version.
Read Moredsh-token-usage: DeepSeek Harness Token Usage and Cost Dashboard
`dsh-token-usage` is a plugin for DeepSeek Harness (DSH) designed to track token consumption, costs, and model performance. By monitoring DSH session logs, it provides real-time and historical replay, an overview dashboard, task/model/project statistics, and 14-day chart visualization. It supports the peak/off-peak pricing rules from the official DeepSeek website, stores all data locally, and does not upload private information. To install it, ensure that DSH, git, and pnpm are installed, then enable the plugin via a one-click script or manual mounting.
Read MoreDeepSeek Harness Plugin: Floating Panel for Model Quota and Token Statistics
This plugin aims to solve the problem of scattered monitoring of account balances and token consumption in DeepSeek Harness Desktop. It provides a draggable, collapsible floating panel that centrally displays the official DeepSeek platform balance and detailed token usage for all local providers (such as Kimi and GPT). The plugin supports “All/DeepSeek” filtering, edge anchoring, automatic refresh (60 seconds), and historical data reuse. Ensure the environment version is >= 0.1.1-rc.2. All data is stored locally only, with no cloud uploads or privacy leakage.
Read MoreDeepSeek Harness Plugin: dsh-token-usage-sidebar (Persistent Token Usage Statistics)
`dsh-token-usage-sidebar` is a community plugin for DeepSeek Harness (DSH) designed to address the issue of Token usage records being lost after a session restart. By persisting data in a SQLite database, the plugin provides a sidebar summary and a native settings page, with filters for today, yesterday, the last 7 days, or all time. It displays detailed metrics, including total usage, input, output, cache, inference, and call counts. The data is sourced directly from the DSH runtime and includes deduplication and shutdown-safe protection, making it suitable for long-term cost tracking by developers.
Read Moredsh-better-stats: Add a real-time cost and status bar to DSH Web UI
# Introduction When running long tasks with DSH (DeepSeek Harness), keeping track of costs is the most difficult part: DeepSeek-V4-Flash and DeepSeek-V4-Pro have different pricing, and official RMB rates vary by peak and off-peak hours. Input is charged in buckets based on cache hits or misses, and the usage of parallel sub-sessions within an agent team must be aggregated. It is hard to estimate how much the current turn has cost halfway through the streaming output, and manually reconciling costs using token details afterward is also a hassle. The philosophy behind DSH is "everything is a plugin," and information display in the Web UI can similarly be handled by plugins. dsh-better-stats does exactly this: it places a status bar directly below the Composer,
Read Moredsh-token-stats: Statistics on Token consumption in DeepSeek Harness Web UI
# Introduction When running sessions with DeepSeek Harness (DSH), token usage is scattered across individual session logs. To determine how much each model consumed this month or which days were used most frequently, one must manually review the logs or write scripts to perform the statistics. This is time-consuming and prone to error. `dsh-token-stats` is a token usage statistics plugin built for the DSH Web UI. It utilizes session logs as its data source, aggregates usage into views by day and by model, and displays the results directly in the settings panel. Below is an introduction to its features, installation method, and working principle. # What is this? `dsh-token-stats` is maintained by MoonlitDropOfBlood and follows the MIT License. The README states:
Read Moredsh-token-usage: Add a Codex-style Token Usage Panel to DSH
# Introduction Developers who have been running DSH (DeepSeek Harness) for a while often wonder: Where exactly are the tokens being spent? Is it a long session consuming them, or a specific plugin or Skill continuously draining them? The built-in token-meter provides data, but the interface lacks a place to aggregate and view the consumption of the entire instance at a glance. dsh-token-usage addresses exactly this problem: It adds a Token usage statistics panel to the DSH Web interface, aggregating and displaying the Token consumption of all sessions within the currently running instance. The interface mimics the style of the Codex personal usage page, offering almost zero learning curve for developers familiar with Codex. # What is dsh-token-usage
Read Moredsh-token-stats: Add token usage statistics for DeepSeek Harness
dsh-token-stats is a token usage statistics plugin for DeepSeek Harness (DSH), maintained by huantian1223, and is released under the MIT license. This plugin directly parses real provider usage from local DSH session logs (`session.jsonl.zstd`), eliminating the need for estimation or packet capture. Core features include displaying cumulative, daily, and peak token statistics; providing a GitHub-style 12-month activity heatmap with support for multiple time ranges and view switching; breaking down input, output, cache, and reasoning consumption to generate rankings at both model and workspace dimensions; and displaying token and DeepSeek account balance badges in the session header, supporting balance refresh and low-threshold alerts (default ¥5).
Read Moredsh-usage-insights: Local read-only usage panel for DeepSeek Harness
dsh-usage-insights is a local, read-only usage dashboard plugin for DeepSeek Harness, designed to address the difficulty developers face in directly verifying Token usage, requests, Agent activities, and performance data scattered across session events. This plugin does not generate new model calls or display financial costs; it only reads local session data from DSH. It provides filterable, exportable, and verifiable statistics under "Settings > Work Activity." Its core features include: filtering by IANA timezone natural day, workspace, provider, and model (the tool dimension does not accept combinations of the latter two); separately displaying cached and non-cached Tokens, request counts, and performance metrics (such as TTFT and output speed); and providing daily trend charts and multi-dimensional paginated details with support for search, sorting, and UTF-8 CSV export. The current version is 0.
Read Morexavier711/dsh-plugin-deepseek-usage: Add DeepSeek usage panel to DSH Web GUI
`xavier711/dsh-plugin-deepseek-usage` is a usage panel plugin for the DeepSeek Harness (DSH) Web GUI. It aims to provide users with centralized DeepSeek account balance queries and local session usage statistics. This plugin adds a "Usage" entry at the bottom of the sidebar, with the following main features: 1. Account Balance: Allows real-time querying of official balance data after configuring an API key; displays a prompt if no key is present. 2. Local Statistics: Based on local session logs to replay request records, it provides token statistics, charts, and breakdown data by model/workspace for today, the last 7 days, and the full period. 3. Cost Estimation: Automatically calculates costs based on official pricing and peak/off-peak billing rules (including weekend discounts).
Read More@az7627/dsh-token-usage: DeepSeek Harness plugin for tracking token usage in the web chat view
`@az7627/dsh-token-usage` is an MIT-licensed plugin for DeepSeek Harness (DSH) designed to provide fine-grained token usage statistics via a Web conversation view. It is available as a standalone package, with its core functionality being to provide a "Usage Statistics" entry in the session header that opens a right-side drawer displaying an ECharts-based stacked bar chart by time slot. It supports statistics for the current, multi-selected, or all historical conversations. Time granularity options include 15 minutes, 1 hour, or 1 day, with time ranges covering the last 7 days, 30 days, or all history. The data presentation precisely breaks down usage into three categories: cache input, input (including cache writes), and output, supporting totals down to the unit and per-conversation details. Data is sourced from session log replay, and historical data is also viewable. Users can...
Read Moredsh-cost-balance: Cost, Balance, and Token statistics bar below the DSH input box
dsh-cost-balance is a DeepSeek Harness (DSH) Web UI plugin maintained by zoumutou and licensed under the MIT license. It aims to address the issue of scattered statistics during debugging by providing a unified statistics entry point below the input box. By default, it appears as a centered black bar; clicking it expands a translucent panel displaying the number of rounds, duration, average first token latency, cache hits, token usage, session cost, and the DeepSeek account's real-time balance (auto-refreshes every 60 seconds). Data is retrieved via same-origin interfaces; costs are calculated based on cumulative tokens and the model's unit price, while the balance requires configuring the DEEPSEEK_API_KEY. The plugin supports installation via the npm published version or source code, and can be configured via `cordis.patch.yml`.
Read Moredsh-plugin-cost-tracker: DSH's Token cost tracking plugin
dsh-plugin-cost-tracker is a Token cost tracking plugin specifically developed for DeepSeek Harness (DSH), maintained by YYTbit, and licensed under the MIT License. The plugin aims to address the issue where knowing only the number of tokens does not directly translate to cost, offering features such as session token usage tracking, cost calculation based on model pricing, budget reminders, and injecting cost awareness into system prompts. It supports various mainstream models including DeepSeek, OpenAI, Claude, and Gemini. Users can quickly install it via the `dsh plugin` command and use CLI tools to estimate costs based on specified models and input/output volumes. Configuration options include the default model, budget warning threshold, and the prompt injection switch. This plugin is suitable for users who need to...
Read MoreDSH Usage Panel: DeepSeek Harness Consumption Statistics Plugin
dsh-usage-panel is an MIT-licensed plugin designed specifically for the DeepSeek Harness (DSH) web profile, aimed at addressing the challenge of scattered and difficult-to-monitor token usage in multi-model, multi-provider environments. The plugin provides a visual "Usage Statistics" panel on the settings page, with core features including displaying cumulative total usage, cache hit rate, the proportion of the most frequently used models, and an activity heatmap for the past six months. It supports toggling daily token trends at the model level across time periods (7/14/30 days) and lists the Top 10 high-consumption sessions to distinguish between primary sessions and sub-agents. Additionally, the plugin displays token distribution across providers and models, and supports exporting complete JSON data as well as data compliant with the RFC 4180 standard.
Read Moredsh-token-usage: Adding an LLM API Call Usage Statistics Panel to DSH
@wycto/dsh-token-usage is a DeepSeek Harness (DSH) plugin designed to address the challenge of quickly verifying sessions, statuses, token usage, and costs after model calls. By reading DSH session logs rather than intercepting requests, this plugin consolidates scattered API call information into a full-screen statistics panel. Core features include: multi-condition filtering by time, session ID, model, provider, and status code; a detailed table with 15 columns, supporting click-to-sort by column headers and quick filtering by session ID; grouped statistics by provider, model, status, and effort dimensions; and CSV export for secondary analysis. Cost display supports dual-currency estimation in USD and RMB, with a default exchange rate of 7.2, configurable via s
Read Moredsh-status-bar: DSH Configurable Status Bar Management Plugin
dsh-status-bar is an MIT-licensed DSH client plugin maintained by Starlight-bananice, designed to address issues with the native bottom status bar, such as information truncation and display limitations in narrow windows. The plugin replaces the built-in stats line, offering a highly configurable status bar that supports toggling and rearranging 17 information segments, including model, context pressure, tokens, task queue, and more, with multi-line wrapping to prevent truncation. Its core features include real-time TPS updates based on assistant/chunk events, fee estimation supporting peak/valley pricing and CNY/USD selection, zero-configuration default activation of 13 information segments, and a Usage & cost dialog box that includes cost trend graphs and usage history. The plugin is compatible with DSH 0.
Read Moredsh-token-viewer: CC Switch-style token consumption statistics for the DeepSeek Harness Web GUI
`qwert702/dsh-token-viewer` is an MIT-licensed read-only statistics plugin for DeepSeek Harness Web GUI. Adhering to the "everything is a plugin" philosophy, it does not modify prompts or initiate new requests. Instead, it centrally displays token consumption, cache hit rates, cost trends, and account balance by reading the host's `usageLog` and proxy balance interface. Core features include the real-time TokenDock above the Composer, balance cards in the sidebar, usage statistics panels, and trend charts based on per-request data. The plugin supports filtering data by time range (Today/7d/14d/30d/All) and tabs (Request Logs, Projects, Models), and provides views for request and model statistics along with average cost. Price calculations are based on a built-in peak-valley list or P
Read Moredsh-board: Usage and Cost Panel for DeepSeek Harness Sidebar
dsh-board is a MIT-licensed open-source DeepSeek Harness (DSH) plugin maintained by dfkai, designed to address the fragmented usage, context, and cost tracking issues in Web GUI agents. The plugin integrates a sidebar panel in the bottom-left corner of the interface, providing cost estimates based on official pricing (including peak/off-peak rates), analysis of 1M context utilization, visual charts (such as token trends and daily heatmaps), and a "Word Merit" tier and achievement system. It supports light and dark themes, bilingual Chinese-English interface, and zero-decoration animations. All data is sourced directly from the local DSH public API without initiating any third-party requests. Users can install and enable it by running the `dsh plugin add` command followed by a process restart, or configure conditional toggles through configuration files. Note that the panel displays estimated values rather than billing proof, with actual charges subject to the platform's billing records.
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