메모리 및 지식 · DeepSeek Harness 플러그인 — 18 페이지

MCP client bridge: connects to MCP servers and registers their tools on ctx.tools

MCP workspace-configuration loader: parses .mcp.json into mcp-client registrations

Background memory consolidation: turn-end extraction and three-gate dream rewrite

Claude Code-compatible model alias resolution for the DeepSeek Harness

Claude Code-compatible output style selection for the DeepSeek Harness

Claude Code-compatible permission rule engine for DeepSeek Harness: rule parsing, mode-aware pre-execute evaluation, monotonic bypass-immune guards, and optional settings config

Load Claude Code plugin.json manifests as in-memory dsh plugin mounts

Manage Claude Code plugin state files (marketplaces, installs, per-scope settings) in byte-shape parity with the real CLI

Next-prompt suggestion: fire-and-forget cheap-lane prediction of the user's next message at turn-stop, surfaced in the TUI autocomplete; default off

Stage-0 reasoning-fold probe: read-only llm/stream observer that byte-counts reasoning vs text deltas into a per-session JSONL ledger; no behavior change

Serena-first prompt steering on the CC preset: a registered policy section plus replace-not-mutate appends to the upstream tool:read / tool:grep sections while a serena MCP server is ready

CC host-plane first-prompt session-title provider on the haiku cheap lane

First-class auxiliary-LLM primitive: one-shot, non-streaming, fail-soft side query over a cheap-lane alias route with timeout/tool-call rejection/unrouted semantics

Cache-stable tool ordering on the system-prompt/assemble waterfall: each scope's emitted tool sequence keeps its positions and new tools append lexicographically at the tail

NotebookEdit model tool that edits Jupyter notebook (.ipynb) cells over the ctx.fs seam, aligned with Claude Code's NotebookEditTool replace/insert/delete, cell addressing, and read-before-write semantics

Deferred tool registration and a ToolSearch model tool that loads heavy tools on demand

Sleep model tool over a cooperative AbortSignal wait: align with Claude Code's SleepTool duration, interrupt-cancel, and concurrency semantics

StructuredOutput tool that validates model input against a caller-supplied JSON schema and returns it verbatim, aligned with Claude Code's SyntheticOutputTool

Tool Use Summary (TUS) pipeline: fire-and-forget cheap-lane digests of large tool results, stored in an append-only per-session ledger and consumed at compaction time

CC-style web_fetch replacement with an optional prompt: summarizes the fetched page on the cheap lane (haiku alias) when configured; passing a prompt without haiku fails before fetching

Tool registry and execution pipeline for the DeepSeek Harness

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/fuck — read your Claude Code & Codex conversation history in parallel, analyze your preferences and tool habits, migrate them into DSH as a persisted profile, and keep remembering them.

dsh-memory — cited memory over DSH's lossless session log: post-session distillation into human-auditable markdown files, a compact recall index, memory_read/memory_expand tools, and a dsh-memory CLI