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Prompt optimizer for the composer: a button in the tool row rewrites your draft through a model channel you already configured, streaming into a panel that floats above the composer without taking up layout. Your draft changes only when you click Accept — and Accept is refused while the answer is still streaming, so a half-finished reply can never be written back. It asks first when the draft carries @ references or attachments, which a whole-draft replace would flatten into plain text. No global keyboard shortcuts, and no API key ever reaches the browser: the host half makes the call.

Prompt-polish template injector for DSH: click ✨ in the composer to inject a "polish my prompt" template (current draft auto-embedded), no send, no network, no model — the main agent rewrites with full context. Replaces narrative-prompt-polish (2026-09-14 migration).

DeepSeek Harness용 프로젝트별 메모리입니다. 각 workspace의 세션 첫 단계에서 PROJECT.md, DECISIONS.md, SESSIONS.md를 자동 생성하고 디스크에서 다시 읽으며 변경되거나 압축으로 빠졌을 때만 재주입합니다. memory_checkpoint로 분류 저장하고 작업했지만 기록이 없으면 턴 끝에 제한적으로 알립니다. memory_read는 실시간 로그와 아카이브를 읽고, memory_search는 의존성 없는 BM25로 검색합니다. 로그는 200개 제한이며 초과분은 SESSIONS-archive.md로 옮겨 컨텍스트에 넣지 않지만 열람·검색·항목별 복원이 가능합니다. 설정은 workspace/경로 필터, 세 파일 및 아카이브 읽기 전용 보기·새로고침, workspace별 JSON 내보내기/가져오기, 2단계 삭제, AGENTS.md 지침 블록 수정·제거, PROJECT.md 오래됨 알림을 지원합니다. 상태 칩은 동기화를 보여 주고 클릭 시 파일을 만듭니다. 의존성·벡터 저장소·임베딩·모델 호출 없음.

Xiaohongshu/RED 바이럴 노트 에이전트 스킬 번들: 인기 노트 조사, 노트 생성/재작성, 검증, 인증된 계정 분석, QR 로그인 및 제어된 게시.

이미지를 선택한 비전 모델로 라우팅합니다 — 자동 재작성, 명시적 도구, 또는 하이브리드 방식 — 그래서 텍스트 전용 채팅 모델이 그림이 포함된 턴에서 실패하지 않습니다.

개발 전에 로컬 코드와 GitHub/npm을 조사해 재사용 가능한 구현을 찾고, 재사용과 재작성의 차이를 평가하며, 아키텍처 결합도를 점검한다.

세션 범위의 Markdown 작성 패드를 대화 옆에 도킹합니다. 편집/미리보기 모드, 선택 기반 AI 다시 쓰기, diff 검토, 실행 취소, 초안 복구 기능을 제공합니다.

Prompt enhancement for the DSH Web GUI composer: a sparkle button next to the send action rewrites the current draft into a structured prompt through the harness model, streaming the result into an inline preview (original vs enhanced), then fills it back with one click, keeps an undo bar, and offers a settings page for model route, temperature, length limits, system prompt, context awareness, undo-bar behavior and shortcuts.

Adds one button beside the composer that rewrites the draft into a more complete prompt in place, with no preview step, plus undo, a stop action, and optional conversation context.

Rewrites the composer draft into a precise prompt with a configurable model and a fully editable rewriting instruction; reads the content behind @file, @folder and @session references for context and keeps the reference chips intact; offers a one-click undo that restores the text you wrote yourself, and places the button in either composer toolbar with an adjustable colour and size.

Adds a ✦ button below the DSH composer that rewrites the current draft into a more complete prompt with a single call to the configured default model, keeping the original intent and language, and replaces the draft in place without sending it.

Polish button in the composer that rewrites the draft with the model the current conversation already uses: four styles, a fidelity guard that keeps every concrete fact verbatim, one-click revert, and no API key of its own.

Reads your past DSH conversations and surfaces recurring prompt gaps — missing paths or versions, an unstated output format, missing preconditions that break tool calls — each with a paste-ready rewrite. Adds a one-click rewrite next to the composer that applies those constraints to the draft in a shorter form.

Session Manager for DSH (formerly Session Steward): one console over active and archived sessions — grouped by workspace, domain and title filters, favorites, and batch archive / unarchive / purge archived files (destructive steps ask twice) — plus a four-gate health checkup (log integrity, projection cache, lossless JSON, cold read) that ends in a reversible, backup-first prescription. Search and indexing live in dsh-search-index; this plugin builds no index and never rewrites session logs.

Adds an Optimize prompt control next to the composer send button that rewrites the draft into a structured prompt (plain, sections, or role-task-goal) streamed from the session model, with Use, Undo, Copy and Close.

Four-tier prompt enhancer for the composer — the system tier always emits a LangGPT-structured system prompt (# Role / Profile / Skills / Rules / Workflows / Initialization), upgrading task drafts into the system prompt of the agent that runs them, while the other tiers rewrite as a light tidy-up, a single paragraph, or a five-section brief; the iterate workbench refines an editable base under an optional requirement, with fill-back and undo. Never changes intent, never invents requirements.

Audits Chinese copy for AI-sounding phrasing: a 0-100 score over six dimensions, sentence-level flags with rewrite hints, and per-genre weights adjustable in conversation.

DSH plugin: a settings panel to list, add, rewrite and toggle @deepseek-ai/dsh-mcp-client MCP rows — no more hand-writing them into cordis.patch.yml. Zero build, zero runtime dependencies.

Read-only session-log projector (drsc) for DSH: scans ~/.dsh/sessions/**, decodes zstd/tiled-frame logs with a vendored leaf decoder and rewrites per-session projections into its own SQLite (node:sqlite, segments / replaces + FTS5), exposed through a single fenced HTTP route — surface ledger, recall/compression pair accounting and Chinese-capable full-text search. Token counts share the exact DeepSeek-V4 tokenizer and formula as CCI verify, falling back to a labelled chars/4 basis when assets are absent. Never writes session files; all output lands in its own data directory. Serves three consumer plugins: context-compression-improved (surface marking + recall reconciliation), session-steward (search-corpus switch), prime-memory (historical anchor backfill). Hosts 0.1.0-rc.2 .. 0.2.1-rc.2 (17-tag exact engines.dsh enum). npm: dsh-reference-session-collector.

Keeps the shared default model pinned, so switching the model inside a chat no longer rewrites the global default and no longer lowers that default's reasoning effort.

Adds an ✦ button to the DSH composer that rewrites the current draft into a clearer, more specific prompt in the same language, with one click to restore the original, plus an enhance_prompt tool the agent can call; the rewrite replaces the draft and is never sent automatically.

Four-tier prompt enhancer for the composer — a button and a global shortcut rewrite the draft as a light tidy-up, a single paragraph, a five-section brief, or an eight-section system prompt, with a before/after panel, fill-back and undo. Never changes intent, never invents requirements.

Composer prompt refinement for DSH: rewrites a rough draft into a structured, unambiguous prompt with one-click undo, reference-chip protection, three model sources (composer / account / any OpenAI-compatible endpoint) and disconnect-aware cancellation.

Adds a button to the composer that rewrites the current draft into a clearer, more specific prompt through a one-shot LLM call, with one-click revert and cancel.