OpenTelemetry tracing for DeepSeek Harness (dsh): turns each agent turn into a GenAI span tree — steps, LLM calls with TTFT, tool executions, token usage — exported over standard OTLP to Jaeger, Grafana Tempo, SigNoz, Langfuse, or any compatible backend.
Go-based local development orchestrator for Magento, Laravel, Symfony, Next.js, WordPress, and more. Docker stacks, SSL, Xdebug, and a desktop dashboard.
Cost governance for DeepSeek Harness: aggregated token/cost metering per model, session and day, budget caps with threshold alerts and over-limit policies, carbon footprint estimation, per-model latency benchmarks, a Settings budget tab, and the /budget command
Per-round reasoning_effort optimizer for DeepSeek Harness (dsh): auto-downgrades tool-call reasoning for simple tool chains, lifting back for heavy work. Cuts thinking time between tool calls.
Read-only performance diagnostics for DeepSeek Harness: session load/restore timing, spill-hit counts, compaction count and trigger, context-injection volume (AGENTS.md/skills/tool-schema token share), and LLM cache hit rate — surfaced via /fast, persisted as reconstructable session events with async sampling off the model path.
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.
dsh-doctor: self-healing watchdog for the DeepSeek Harness web profile. Recovers from plugin-induced boot failures within 60s, runs an unbounded CLI doctor, captures every tool error, and watches all live sessions for stuck turns.
Zero-touch runtime telemetry for DeepSeek Harness: every session writes its own report card (task/model/tools/failures/duration) into a human-readable journal. 纯观察者运行事实遥测。
Behavior-drift reports for DeepSeek Harness agents: compare two session logs and see exactly how behavior changed — tool sequence, file operations, reasoning volume, timing, retries — zero dependencies, CI-ready.
洞察 — read-only insight panel for a DeepSeek Harness profile: where every plugin, service, tool and model came from, which config layer inserted or disabled it, and what is running right now.
DeepSeek Harness 实时 AI 自审插件：任何报错/警告第一时间连同时间、错误码、会话、用户原话、AI 动作与工作区写入专用日志目录，并主动通知 AI、内置 read_error_logs 工具随时读取。Real-time AI self-audit for DeepSeek Harness — captures every error/warning with timestamp, error code, session, user prompt, AI action and workspace into a dedicated log folder; instantly notifies the agent and ships a read_error_logs tool.
DeepSeek Harness web plugin: DeepSeek balance & platform usage monitoring inside the official Settings-Models-DeepSeek card, plus a live balance chip left of the model name in the composer tool row. Ported from DeepSeekMonitorWindows.
dsh-polling — 轮询任务/定时任务 plugin for DeepSeek Harness: cron scheduled tasks as real sessions, natural-language creation, model tools (polling_*) & web UI. Install via dsh plugin add
动态女仆桌面悬浮窗Floating desktop overlay for Deepseek Harness(dsh): A floating, skinnable Waifu widget for Deepseek Harness. Features auto-launch on boot, port auto registration, and a clickable waifu GIF that lets you monitor dsh's live status(tool calling,Approval,thinking,browsing etc) and launch dsh with a double click
