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dsh용 대화형 부기 번들: 엄격한 금액 검증과 자연어 날짜로 채팅을 통해 지출/수입을 기록하고, 로컬 SQLite 장부를 기준으로 조회, 보고서, CSV/HTML 내보내기 및 월별 예산 추적을 수행합니다.

로컬 SQLite 기록, HUD 및 대시보드, Hub 계정/할당량 스냅샷, 사용자 지정 가격 책정 및 요금 장부, CSV/JSON 내보내기를 갖춘 DSH 웹 사용 센터와 코딩 플랜 OAuth 및 선택적 루프백 OpenAI/Anthropic 게이트웨이.

에이전트 세션을 위한 반증 기반 교정 루프: 위험한 작업은 먼저 증거로 검증 가능한 주장을 커밋하고, 결정적 게이트가 이를 검증하며, 반증된 주장은 상호 배타적인 대체 가설과 판별 실험을 강제하고, 모든 이벤트는 추가 전용 증거 원장에 기록됩니다.

MCP를 통한 호스팅 도구 서버: 인보이스와 은행 명세서 추출(코드 내 산술 검증 포함), 정수 센트 장부 대사, PDF와 표 변환, SQL 방언 변환, 중국 이동 네트워크 관점에서의 중국 본토 도달성 프로브.

Sit-and-water reminder for DeepSeek Harness, with a cat that sits in the corner of the Web GUI. A focus cycle of 30-90 minutes ends in a centered overlay plus a triple chime that gets you up to walk and drink; the later button answers with one real sourced case about prolonged sitting and one about dehydration (built-in library of 17 entries, each with publisher, date and a link to the original); stopping produces a session report with worked time, completed rounds, successful interruptions, snoozes, suggested drinks and a good/mid/bad grade. The cat can be dragged anywhere with its position remembered and loops one animation per state. The timer and the ledger live in the host half, so a page refresh never loses a cycle; it only reminds while a DSH page is open. Cycle lengths, chime volume, cat opacity and grade thresholds are configurable on the plugin settings page.

Lightweight graph orchestration for DeepSeek Harness: scoped agent nodes, handoff contracts, bounded rework, and a layered global ledger.

SDD task progress (todos) and progress ledger (sdd/progress.md) as a right-sidebar tab bound to the current session, rendered with the official MarkdownText, auto-refresh every 5s.

A `jev` tool that asks Jev (TypeSafe System One) typed yes/no, choice and score questions about one block of text and returns probabilities and confidence, with the provider and API key configured per user in Settings, a judgment ledger with its spend, and daily call and token caps.

Maintained fork of feibi-mochi/deepseek-harness-control-center, which has not been updated since 2026-09-09. Pricing follows the official model pool instead of a hardcoded model prefix, so DeepSeek V4.1 Flash (`deepseek-flash`) is billed and shows its peak/off-peak clock, and the official price page is parsed structurally so a renamed or retired model no longer stops price sync. Adds an English interface beside the original Chinese. Otherwise the same plugin: balance, per-session cost and token breakdown, a 24-hour peak/off-peak clock, Z.ai plan quota, and a local usage ledger, following the host light/dark theme.

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.

Tracks API token usage and estimated costs with per-route model pricing, optional billing groups, synchronized CNY/USD display, session reports, composer totals and a clickable daily sidebar total.

Generic idea manager for the DSH Web GUI: Host-authoritative /api/ideas ledger, capture, 4-column kanban (open / under review / archived / declined), optional TaskBoard mirror; mounted without DSH source changes.

Recurring task scheduler with an append-only delivery ledger: window-aligned dedup execution, failure/abandoned rows, and same-window retry redelivery.

DeepSeek Harness Agent 团队的信任指数插件 —— 为 spawn 出的 teammate 做实时信任评分：四维 EWMA 信任账本（按 agent 类型指纹跨会话累积）DeepSeek Harness Agent teams plugin — live trust scoring for spawned teammates: a four-dimension EWMA ledger keyed by agent-type fingerprint (cross-session)

dsh plugin: persistent whole-machine LLM usage ledger with a markdown /llm-stats report (GFM tables + emoji: tokens, cache hit, model/tool time, per-day bars)

Personal finance plugin for DSH with structured Beancount ledger tools.

Multi-agent frugality defense plugin: read-ledger dedup metrics, compaction-immune rules, completion gate, cheap-model review lane.

Browse the DSH skill library from a floating-ball panel: categories, Chinese descriptions, instant search, full SKILL.md viewer, and an automatic skill-failure ledger driven by tools/result events.

Long-term memory for DeepSeek Harness backed by Hypatia: a host-side CLI adapter, a plugin-owned SQLite control ledger, same-request recall, and narrow memory tools. Requires the `hypatia` CLI on PATH.

Windows process-tree reconciler for the DSH host: samples the host process tree and the job ledger, attributes each process to the job that created it, flags unattributed and orphaned processes with a confidence level, and offers guarded termination of a whole tree. Termination is refused unless the target belongs to the DSH host tree, is re-sampled and re-checked immediately before the kill (creation time included), and contains no protected descendant, so an allowlisted PID cannot widen the kill scope.

Reconciliation: statements, invoices and ledgers that have to balance. Bank/credit statement PDFs and invoice batches into ledger-ready tables, then reconciled — on a shared key in integer cents, or with no shared key at all by amount, date window, refere

Self-evolving memory for DeepSeek Harness (DSH): earned experiences, diary/fact semantic memory, concern tracking, and an append-only audit ledger.

Declarative multi-agent pipeline executor for DeepSeek Harness (dsh): runs a manifest of confined role dispatches with mechanical gates and a machine-written evidence ledger. dsh 声明式多角色流水线执行器：按 manifest 派发受限子代理、机械门禁、机器写证据账本。

OrgX MCP tools, Work Ledger access, and a Sovereign Execution peer for DeepSeek Harness.