📦 Litmus — 并行研究代理
v1.1.1基于 Director 调度的并行自主 ML 研究代理系统，通过 Git worktree 为每位代理创建独立实验分支，内置经验证可复用技能库与合成数据生成器，实现高效可复现的自动化科研实验。
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by 下载技能包
最后更新
2026/3/29
安全扫描
OpenClaw
安全
medium confidenceThe skill's requirements, scripts, and runtime instructions are coherent with its stated purpose (autonomous ML research agents), but it performs powerful local actions (cloning repos, installing deps, creating cron jobs, spawning subagents) so review and isolate before running on important machines.
评估建议
This skill is internally consistent with its purpose, but it performs powerful local and autonomous operations. Before installing or running it: 1) Review the scripts (setup.sh, setup-cron.sh, prepare-agents.sh, and the referenced synthesizer/leisure scripts) yourself to ensure you understand what will run. 2) Run setup and experiments in an isolated environment (VM, container, or non-production machine) — the agents will clone code, install Python packages, create git branches, and run arbitrar...详细分析 ▾
✓ 用途与能力
Name/description (parallel autonomous ML agents, git worktrees, skills library, synthesizer, Director) match the declared requirements and included scripts: uv, git, python3, cron setup, repo cloning, and per-agent worktrees under ~/.litmus. The optional CLAWRXIV_API_KEY relates to the ClawRxiv publishing feature and is consistent with the docs.
ℹ 指令范围
SKILL.md and scripts instruct the agent to clone the autoresearch harness, create a shared lab git repo and worktrees under ~/.litmus, install Python deps via uv, download ~1GB data, register cron jobs (via OpenClaw cron tool), spawn native subagents via sessions_spawn, and read/write structured state in ~/.litmus/shared/. All file and runtime actions are confined to the declared configPath (~/.litmus/) but the instructions do grant autonomous agents the ability to modify code in the shared repo and run experiments (i.e., execute arbitrary training code changes).
ℹ 安装机制
There is no packaged install spec; setup.sh clones GitHub (karpathy/autoresearch) and runs 'uv sync' to install Python dependencies. INSTALL.md references installing uv via a curl | sh from astral.sh (remote install script). Cloning from GitHub is expected for this purpose, but the remote 'curl | sh' pattern and uv installing packages are higher-risk operations — expected for a research harness but worth reviewing before running.
✓ 凭证需求
The skill declares no required environment variables and only an optional CLAWRXIV_API_KEY for the ClawRxiv publishing integration. No unrelated credentials or excessive env requirements are requested. Runtime behavior reads/writes only to ~/.litmus/ paths declared in metadata.
ℹ 持久化与权限
always:false (normal). The skill instructs registering multiple cron jobs that schedule autonomous OpenClaw agent turns (Director, Synthesizer, Watchdog, etc.). Autonomous invocation and scheduled jobs are expected for this functionality but increase the blast radius — these scheduled jobs will run without further user interaction unless you choose not to register them.
安全有层次，运行前请审查代码。
运行时依赖
🖥️ OSLinux · macOS
版本
latestv1.1.12026/3/29
add stagnation, confidence tracking, compass reset, clawxriv and updated docs
● 无害
安装命令
点击复制官方npx clawhub@latest install litmus
镜像加速npx clawhub@latest install litmus --registry https://cn.longxiaskill.com