Plugin

Workspace session monitor: aggregates per-session pending/running/completed state into a sidebar footer badge and a floating per-workspace panel, so switching between workspaces never hides a forgotten session; an additive core seam (upstream-seam.patch)

Sidebar badge and panel that aggregate per-session pending, running, and completed states across workspaces, with one click to open a session.

Local token usage and cost dashboard for DeepSeek Harness: four-segment token breakdown (miss/cache-hit/cache-write/output), cache savings estimate against the miss/hit price gap, per-session drill-down with context-growth curves and anomaly flags, global filters with shareable URLs, monthly budget progress with month-end projection, and day/month aggregate fast-path queries (O(days)) with incremental rescan.

Image generation workbench and agent tool for DSH: one tool (ark9_generate_image) paints text-to-image and image-to-image via any OpenAI-compatible API. Channels are entirely user-configured - no bundled endpoint, you bring your own baseURL, key and model name (manual input supported). Agent-initiated generations are approval-gated by default: requests queue in the floating panel and nothing bills until you approve; approval is non-blocking (the agent replies "awaiting your approval" immediately, and results, denials or timeouts are injected back so the agent reports them in the next turn). Floating glass workbench with five tabs (Generate / Approvals / Prompts / History / About), aspect-ratio grid with quality-budget + 16px-alignment sizing, transparent background, batch up to 10 images as aggregated sub-tasks, prompt library with custom JSON sources fetched through a host proxy, persistent generation logs with one-click retry, multi-channel aggregation with per-channel model fetching, bilingual UI (zh/en), stroke-SVG icon set, config import/export. Registers as a Better Sidebar tab when dsh-better-sidebar is installed; stacks above the dsh-cua FAB when both are present.

Runs a parallel code review squad of read-only reviewer subagents (security, correctness, tests, style), each optionally on its own model, and aggregates one severity-grouped report from /review or a code_review tool call.

Sidebar badge and panel that aggregate per-session pending, running, and completed states across workspaces, with one click to open a session.

Osservabilità Langfuse per DeepSeek Harness (DSH): alberi di traccia per singolo turno aggregati per session id, con versionamento dei prompt e valutazione.

Toolkit di analisi dei dati: profilazione CSV/TSV/JSON, rilevamento di anomalie con IQR e z-score, riassunto strutturato con problemi di qualità e query di filtro/raggruppamento/aggregazione senza codice.

Hub globale delle skill per dsh: aggrega le skill di Claude Code, di progetto e .skill-package in ~/.dsh/skills con importazione per riferimento/copia e utilizzo tramite menu slash

Plugin per DeepSeek Harness: provider di ricerca web basato su AnySearch (aggrega exa/tavily/firecrawl tramite un unico gateway MCP) registrato in ctx.web

Cross-agent token usage dashboard: aggregates local conversation logs from Claude Code, OpenCode, Cursor IDE, DSH, OpenClaw, CodeWhale, Hermes and more into a persistent ledger that survives log deletion, with cache-hit rate, cost estimation, period comparison and day drill-down analytics in a sidebar panel.

Local relationship-memory workbench with a confirmation gate: every AI write — extracted memories and newly created contacts alike — lands in a pending queue until the user confirms it in the GUI; materials are archived verbatim with quote-level provenance checks on AI extraction, and confirmed memories aggregate into per-contact timelines, gift occasions and reciprocity views. Ships a native relationship agent preset for conversation capture; JSON storage by default with an optional SQLite backend, zero production dependencies.

Shows the DeepSeek account balance as a row in the sidebar footer with a refresh button, and opens a popover with the balance card, daily token and estimated-cost charts over a 7/30-day window, a per-model table, and a link to the platform usage page. The balance comes from the official /user/balance endpoint; usage is aggregated from local DSH session logs and priced with the published peak/off-peak rate card in CNY, so it is labelled an estimate and its scope is stated on the panel.

Read web novels inside the DSH web GUI: import legado book sources, aggregate search across sources, a bookshelf with reading progress, continuous-scroll reading, and five agent tools for search, chapter reading, source import and probe, and shelf lookup.

Model channel manager: several provider/model candidates share one virtual route (roundrobin/<group>) with failover, retry, timeout and cooldown; a settings tab edits providers and groups, runs per-model speed tests and real single-model request tests, and a seven-day health panel aggregates latency, failures and upstream token usage (input, output, cache and reasoning).

DSH plugin guard: checks profile bundle lists for duplicate loader entries on every plugin load, preventing the 'duplicate loader entry id' boot crash caused by listing an aggregate bundle and its sub-plugins together — and the `dsh plugin` reconcile recu

Deterministic aggregate media budgets and safe request projections for DeepSeek Harness (DSH)