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Hands repetitive text and vision labor (OCR, image analysis, comparison) to a locally running Unsloth Desktop (Unsloth Studio) server through unsloth_run and unsloth_vision tools; pure HTTP client, never spawns or owns processes.

Hands repetitive text and vision labor (OCR, image analysis, comparison) to a local KoboldCpp (llama.cpp) server through koboldcpp_run and koboldcpp_vision tools, with on-demand server lifecycle management.

Windows 내장 엔진(Windows.Media.Ocr)을 통한 첨부 이미지의 로컬 OCR: 모델에는 인식된 텍스트만 전송되며 이미지 바이트는 전송되지 않습니다. 비전 패스스루는 선택적으로 활성화합니다.

Tesseract를 통한 첨부 이미지의 로컬 OCR: 인식된 텍스트만 모델로 전송하고 이미지 바이트는 전송하지 않으며, vision passthrough는 선택 사항이다.

Give your text-only model eyes - chat image attachments are auto-described via a vision model (default prompt), with iterative re-parsing through model-generated prompts when details are missing; system/custom model modes + GUI config panel, key-safe secret handling, and a small host patch for DSH 0.1.0-rc.6 (see repo README).

Two-tier image reading for text-only models: fast local OCR (RapidOCR, offline) first, vision-model fallback (modlens).

Transparent image guard for text-only routes: paste images without the 400 session deadlock, plus a vision_analyze tool for OCR/PDF/docx/pptx/video.

Image-to-text input for the Web UI: paste or drag an image and it is transcribed into structured text and sent, giving text-only LLMs image-input takeover (OpenAI-compatible vision API).

Give DSH text-only models vision: an image/OCR/document recognition skill (race pool → custom channels → local) plus an idempotent host patch so image messages reach the model.

Chemical safety intelligence through the hosted MSDS Chain MCP endpoint: 23 tools for compatibility and mixing order, GHS hazards, PPE, storage, waste disposal, exposure limits, transport classification, multi-region regulatory compliance, SDS lookup and version diffs, and signed audit reports, each answer citing the supplier SDS and revision date it is grounded in.

Expands #tag shorthand into snippet-library text before messages are sent; multi-library, aliases, variables and recursion guards.

Paddock: constrained local filesystem MCP server for agents — text read/write, directory ops, filename and content search confined to configurable zones, with zero runtime dependencies and a dsh bundle.

PLUR memory rendered into the system prompt on each assembly rather than exposed as a tool call, so the block is replaced instead of appended and context stays flat across a session. Fully local hybrid search (BM25 + BGE fused with RRF), plain YAML storage you can edit, per-workspace scoping, and a /plur-memory browser.

Connect Trilium notes to the DSH agent via ETAPI with 20 agent tools: durable memory (remember/recall + auto-injected index), note management (CRUD/clone/attributes/revisions), full-text search, weekly-report workflow, attachments, calendar notes, backup/import, and a settings card.

Compaction backend replacing LLM summarization with a deterministic semantic extractor (keeps code/paths/commands, drops chatter) plus 28.4x KV-compression accounting.

Session context triage for long DeepSeek Harness sessions: deterministic screeners trim stale, duplicate, failed, and oversized content through the official ctx.compaction seam.

Automatically starts a fresh Web session near the context limit with the last complete turn, and adds an editable additive whale-maid persona with on-demand reload.

Upload files and folders straight into the conversation — images attach as real message blocks, text content is written into the composer draft, folders land by directory structure.

Codex-style @file/@folder mentions for the DSH web composer: workspace file/folder picker menu, plain-text colored mention tokens via the platform lexicon scan, and a nested-git-aware file index.

텍스트 전용 LLM을 위한 비전 기능: 무료 Gemini 및 GLM 비전 API를 통한 이미지 설명 / OCR / VQA

대화 내 텍스트를 선택해 컴포저에 인용하거나 새 창에서 답장

DeepSeek Harness용 MCP 어댑터 — 모든 MCP 스키마를 컨텍스트에 쏟아붓는 대신 프록시 도구 하나로 처리

git 상태와 저장소 규범을 system prompt에 동적으로 주입: 브랜치/변경된 파일 수/최근 커밋 + 저장소 규범 가이드(공식 system-prompt section/context/variable 인터페이스를 활용한 플러그인)

고급 memoria 도구: 세션 컨텍스트 주입(프로필 + 회상), 최근 결정 사항, 상태 리포트, 네임스페이스 허용 목록, 메모리 관계 그래프, 엔티티 검색; dsh-memoria의 동반 플러그인