DeepSeek Harness Plugin: dsh-token-ledger-pro (DSH Cost Analytics and Token Ledger)
`dsh-token-ledger-pro` is the billing plugin for DeepSeek Harness, created by merging the original billing panel and overhead statistics. It provides automatic token usage collection, real-time display of costs and balances, budget alerts, and Chinese-English bilingual support. The plugin includes built-in pricing catalogs for 16 vendors, supports DeepSeek’s peak and off-peak pricing, and enables custom HTTP balance queries. Data is persisted in local JSON files, and historical records and configuration details can be queried via API, effectively addressing cost-tracking pain points in multi-model development.
Read MoreDeepSeek Harness Real-Time Cost Tracking Plugin (dsh-cost-tracker)
`dsh-cost-tracker` is a Profile plugin for DeepSeek Harness, designed to provide real-time API cost monitoring and balance management. The plugin supports billing by model, cache status, and time period, displays amounts in RMB, and offers features such as background top-up, cross-process persistence, and an interactive floating panel. Installation requires copying the files and configuring `cordis.patch.yml`. Before use, note that the data are estimated values and the price list must be synchronized manually.
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-quota-dashboard: Session Cost Statistics and Unified Quota Dashboard
dsh-quota-dashboard is an MIT-licensed plugin for DSH designed to centralize scattered session costs and multi-platform quotas into a unified web dashboard. Its core functions include session cost statistics and unified quota monitoring. The former supports displaying input, cached, and output tokens as well as costs, providing daily budgets, balances, a 26-week usage heatmap, and peak-valley pricing, and supports both Chinese and English. The latter integrates five major providers: DeepSeek, OpenCode GO, Kimi For Coding, GLM Coding Plan, and Volcano Ark, supporting parallel queries, automatic refresh, and countdown progress. The plugin must be installed via local source code and requires a restart of dsh web to take effect. Configuration is stored in DSH_HOME, and credentials are parsed primarily from the credential database. In terms of security, credentials only...
Read Moredsh-cost-display: Display session cost in DSH status bar
`dsh-cost-display` is an open-source cost display plugin for DeepSeek Harness (DSH), designed to address the issue of unintuitive fee information during session debugging. The plugin displays the cumulative cost of the current session in real-time on the status bar, supporting hover to view token usage and Chain of Thought (CoT) statistics broken down by model. Its core features include support for automatic pricing based on Beijing time peak and off-peak hours, configurable effective dates to accommodate official price adjustments, automatic synchronization of the model list, and fallback pricing for unknown models (distinguished by a `?` prefix). Users can quickly install it via the `dsh` command or by manually modifying the configuration, and flexibly manage the price table, peak/off-peak windows, and toggles in the settings page. Cost estimation is based on multiplying input, cache, and output tokens by their respective unit prices; configuration changes take effect immediately for new requests, but historical data remains unchanged. It should be noted that this cost...
Read Moredsh-token-pricing: Add per-model token pricing and cost viewing to the DSH Web interface
dsh-token-pricing is a community third-party plugin for the dsh Web interface designed to address token unit pricing discrepancies across different models and peak-hour billing issues. It allows users to configure USD prices for input, output, and cache hits by provider and model, and supports multi-tier pricing for peak hours. Core features include displaying real-time costs at the bottom of the session, offering a draggable floating window (supporting per-turn or per-model views), a cross-project cost statistics panel, and CSV export. Upon modifying price rules, the system automatically recalculates historical session costs. The plugin is easy to install, requires Node ≥22, and can be added to the Web configuration via the `dsh plugin` command. Its design ensures zero token impact by adding no tools or prompt segments to model requests, thereby preserving original interactions. Although a non-official plugin, it relies on lightweight...
Read Moredsh-token-billing: A Real-Time Token Billing Plugin for DSH
dsh-token-billing is a third-party real-time token billing plugin for DSH Web, designed to address the issues of non-intuitive costs, difficult historical queries, and multi-Provider cost classification when calling DeepSeek models. This plugin is based on the MIT license, with core features including direct billing using DeepSeek's official RMB prices, automatic distinction between peak and off-peak periods, support for custom model price overrides, and multi-currency conversion. Additionally, it provides a persistent historical ledger, multi-dimensional statistical dashboard, account balance query (requires API Key), local model savings statistics, and supports exporting data in CSV or JSON formats. Users can install it via the plugin marketplace (pending confirmation), as a pnpm dependency, or from local source code, with configuration taking effect immediately. This plugin is particularly suitable for users who need real-time
Read Moredsh-cost-meter: Adding a Session Cost Dashboard to DeepSeek Harness
dsh-cost-meter is a community-maintained DSH web cost tracking plugin that displays real-time session and daily Token usage, budget progress, official and custom Provider balances within the interface, and integrates OpenCode Go and multiple Coding Plan quota queries. The plugin includes a catalog of 90+ model prices, supports peak/off-peak pricing switch reminders, one-click official price synchronization, and a Codex-style usage heatmap, with a bilingual interface in Chinese and English. This article introduces its core features, npm/GitHub installation commands, budget and NewApi balance configuration examples, as well as installation review and security considerations.
Read MoreAdd Session Cost Ledger to DeepSeek Harness Web Interface with dsh-cost-meter
`dsh-cost-meter` is a DeepSeek Harness community plugin maintained by Han-1413141. It counts the session cost, daily total, budget progress and official balance in the Web UI, and synchronizes prices with the official pricing page based on peak-valley pricing. This article verifies the installation command, ledger caliber and permission boundary according to the plugin directory page, GitHub README and `package.json` 1.3.1: the badges are estimates, the exact amount shall prevail based on the local ledger, and the budget only serves as a reminder without blocking.
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