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dsh-omicos

已验证 · 实测可装 omicverse

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2026-08-17最近推送
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功能简介

Run OmicVerse/OmicOS bioinformatics analyses in a persistent Python kernel from inside DeepSeek Harness (dsh), with capability-catalog search and an account tab.

✅
我们的评价
可用 — 实测通过,早期项目

Run OmicVerse/OmicOS bioinformatics analyses in a persistent Python kernel from inside DeepSeek Harness (dsh), with capability-catalog search and an account tab. 实测能干净安装、正常启动。早期项目,但功能可用。

「已验证」表示我们的自动化 CI 在干净 profile 里实际执行了 dsh plugin add 并启动成功——仅此而已。功能描述与版本兼容性均为作者声明。这不是安全审计,也不代表对第三方代码的背书。

README

@omicverse/dsh-omicos

Run OmicVerse/OmicOS bioinformatics
analyses from inside DeepSeek Harness.
The dsh agent keeps the wheel; this plugin gives it a persistent Python kernel
(scanpy / omicverse / R) plus the catalog of analysis skills that OmicOS ships.

中文简介:把 OmicOS 的生信分析能力接进 dsh。DeepSeek 负责对话与规划,
OmicOS 负责跑分析——持久 Python 内核,adata 等状态跨轮累积;
另带账号/订阅标签页与实时执行过程可视化。

dsh plugin --profile web add @omicverse/dsh-omicos

Tools

One tool runs an analysis; the rest are direct reads of the local kernel that
cost neither a turn nor a token.

Tool What it does
omicos_analyze Runs a full OmicOS turn in a persistent kernel bound to the workspace. Repeated calls in one dsh session land on the same OmicOS conversation, so state accumulates. background: true hands it to ctx.jobs with live tqdm progress.
omicos_capabilities Searches the installed skill/agent catalog (several hundred skills and ~100 agents on a full install) and returns a ranked, bounded projection. Use it to decide whether a task is worth delegating. Omit the query for a category overview.
omicos_list_variables What currently lives in the kernel — name, type, shape, size.
omicos_query_variable One variable in detail. For an AnnData this includes the preprocessing state (is_int / is_normalized / is_log1p / is_scaled), which is what decides whether the next step is legal.
omicos_list_generated_files Every file the analyses of this conversation produced.

Commands

/omicos-help (what the plugin adds, and where to look), /omicos-login
(device-code pairing — sign in with phone or email in the browser),
/omicos-status, /omicos-account, /omicos-logout, /omicos-stop-kernel.

Deliberately short: commands are for what the agent cannot do for you.
Listing variables, browsing capabilities or finding outputs is better asked
of the agent, which has tools for exactly that.

UI

The client bundle adds two surfaces to the web profile:

  • an OmicOS tab next to the conversation — a small console: sign-in state,
    plan and expiry with links to subscribe or manage; which kernels are attached,
    where, at what version, and what is bound in them right now; and a search box
    over the installed capability catalog;
  • a live tool view on omicos_analyze calls — the steps, tool calls and
    stdout tail as the analysis runs, instead of a spinner that ends in a wall of
    text. Generated figures render in the settled card.

If dsh-better-sidebar is
installed, an "OmicOS 产物" tab is registered there too; the integration is
optional and detected at runtime.

Requirements

  • omicos-core comes with the install. @omicverse/omicos is a dependency,
    so the ~21 MB platform binary lands in node_modules alongside the plugin
    rather than being fetched by npx in the middle of your first tool call.
    At run time the plugin still attaches to a kernel you already have running
    (desktop app or terminal) if there is one, spawns the bundled binary only
    when there is not, and only ever stops a kernel it started itself.
  • An OmicOS account for cloud-backed models and the higher plan tiers.
    Sign in with /omicos-login; no token is ever persisted by this plugin — the
    approved login is handed to the local core, which keeps it.
  • dsh 0.1.0-rc.6. Note that some @deepseek-ai/dsh-* packages have a stale
    latest dist-tag pointing at 0.0.1-rc.x, so every dsh dependency here is
    pinned exactly.

Configuration

Override in your profile's own cordis.patch.yml. A patch replaces the
row's whole config — there is no deep merge — so restate every key you care
about:

- id: omicos
  config:
    workspace: /path/to/project   # '' = follow each dsh session's own cwd
    autoStart: true               # spawn a kernel when none is attachable
    upstreamBaseUrl: https://auth.omicos.cn
    npmRegistry: ''               # mirror knob for the kernel spawn

Security posture

  • Tools run in core with permission_mode: "full". A single-shot tool result
    has no room for a mid-flight approval prompt, and blocking on one deadlocks
    the turn; bridging dsh's approval UI into an OmicOS turn is planned, not done.
  • Catalog search projects before it answers: the skill source_path (an
    absolute local path) and the verbatim use_when routing text are indexed but
    never returned, so they do not travel to the model.
  • The plugin's HTTP routes are pinned to loopback.

Development

pnpm install
pnpm build       # tsc + the client bundle
pnpm typecheck
pnpm test        # 89 tests against the real dsh defineTool and a mock core

This package publishes as ONE dependency-light artifact: the @omicverse/omicos-*
SDK is inlined by esbuild.host.mjs and kept as devDependencies, while
@deepseek-ai/* stays external (the harness supplies it, and a second copy of
Schema would fail config validation) and @omicverse/omicos stays a real
dependency (it is spawned as a child process, never imported).

src/host/dsh-compat.ts is the only module allowed to import @deepseek-ai/*.
bridge.ts / kernel.ts / runner.ts / auth.ts have no dsh dependency at
all, so a dsh API change is absorbed in the compat layer plus tools.ts,
commands.ts and index.ts.

GPL-3.0-only

安装

🧩 让 Agent 自动装(推荐)

装一次目录插件,之后本站所有插件都能让 DeepSeek Harness 自动找、自动装:

dsh plugin add dshbase-catalog

然后对 agent 说「帮我装 dsh-omicos」,它会在目录里找到并自动安装。文档:dshbase-catalog · 已验证场景包。

该插件是 GitHub 源码(未发 npm)——直接从仓库装:

Web profile:

dsh plugin --profile web add github:omicverse/dsh-omicos

Headless(CLI)profile:

dsh plugin --profile headless add github:omicverse/dsh-omicos

实测报告

验证通过:从 GitHub 源码完成 L1 安装 + L2 加载 + L3 运行(dsh 0.1.0-rc.6)。

安全:尚未扫描——我们的每日静态扫描将很快覆盖它。

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