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SOTA Agent

作者 Zakhar Pashkin · GitHub ↗ · v1.4.2 · MIT-0
cross-platform ✓ 安全检测通过
285
总下载
2
收藏
1
当前安装
10
版本数
在 OpenClaw 中安装
/install sota-agent
功能描述
SOTA Agent is a public ClawHub SOTA-campaign skill for CV and DS work. Use it when the user says "sota agent", "state of the art benchmark scouting", or want...
安全使用建议
This skill appears coherent and appropriate for coordinating SOTA campaigns, but do these checks before installing or running it: 1) Inspect scripts/sota_public_safety.py (and the 4 omitted files) to confirm path/url sanitization and confirm there are no hidden network calls or credential usage. 2) Run the scripts in a dedicated campaign folder (not your home or /) so that file writes and any path resolutions stay isolated. 3) Do not pass secret-containing paths or API keys as arguments; the tool is designed to avoid requiring secrets. 4) If you plan to run any execution lanes (browser automation, VMs, Colab), prefer the paired execution skill the docs recommend and review its install/credential requirements separately. 5) If you need extra assurance, run the scripts in a sandbox or inspect them with a linter/static scanner to verify the omitted files contain no unexpected network or exec behavior.
功能分析
Type: OpenClaw Skill Name: sota-agent Version: 1.4.2 The sota-agent skill bundle is a comprehensive framework for managing data science and computer vision research campaigns. It contains no evidence of malicious intent; rather, it includes significant security-conscious features, such as the 'sota_public_safety.py' utility and 'public-safety.md' documentation, which are specifically designed to redact secrets, API keys, and private filesystem paths from research artifacts. The bundle explicitly forbids the use of sensitive environment variables like OPENAI_API_KEY in favor of OAuth-backed sessions, and its scripts are limited to local file scaffolding and markdown rendering.
能力标签
requires-oauth-tokenrequires-sensitive-credentials
能力评估
Purpose & Capability
The name and description claim a SOTA campaign planning and candidate-selection layer; the packaged Python helper scripts and long SKILL.md provide scaffolding and JSON artifact creators that directly match that purpose. Required binaries (python/python3) are appropriate. There are no unexpected credentials, cloud SDKs, or unrelated binaries requested.
Instruction Scope
The SKILL.md instructs the agent (or user) to use included Python scripts to initialize campaign artifacts, leaderboards, run-cards, scorecards, VM manifests, etc. Those instructions operate on local paths and produce JSON artifacts; they do not instruct the agent to read arbitrary system files, call external endpoints, or exfiltrate secrets. The docs explicitly instruct keeping all writes inside a campaign workspace and point to a sanitization module (sota_public_safety) for redaction.
Install Mechanism
No install spec is provided (instruction-only), which is low-risk, but the repository includes multiple runnable Python scripts. This is coherent for a tooling skill, but note the slight mismatch: the registry metadata calls it instruction-only while shipping executable code files. There is no network download or third-party package installation declared.
Credentials
The skill declares no required environment variables or credentials and its references and scripts explicitly discourage paid API-key dependencies. Scripts check and sanitize paths and use local filesystem operations only. No secret-shaped env vars are requested.
Persistence & Privilege
always is false; the skill does not request permanent presence nor system-level changes. The scripts write artifacts to local paths provided by the user and do not modify other skills or global agent settings.
如何使用
  1. 确保已安装 OpenClaw(本地或 Docker 部署)
  2. 在对话框中输入安装命令:/install sota-agent
  3. 安装完成后,直接呼叫该 Skill 的名称或使用 /sota-agent 触发
  4. 根据 Skill 的参数说明提供必要输入,即可获得结构化输出
版本历史
v1.4.2
Harden public release safety wording and refresh skill metadata.
v1.4.1
Polish public wording in published skill docs.
v1.4.0
Add execution dashboard, source audit, and leakage audit references to claim review.
v1.3.0
Add campaign harness records, richer summaries, and cleaner public prompts.
v1.2.3
Make the public redaction helper explicit and tighten workspace path guidance
v1.2.2
Reduce public artifact metadata and remove audit-command snippets from the bundle
v1.2.1
Remove hash and env capture from the public SOTA execution helpers
v1.2.0
Shorten the public summary and keep refs, paths, env, and command redaction always on
v1.1.0
Add OpenClaw browser, GUI notebook, Colab, and GPU VM execution helpers to the SOTA workflow
v1.0.0
Add a public OpenClaw skill for benchmark governance, paper triage, ablations, and SOTA claim review
元数据
Slug sota-agent
版本 1.4.2
许可证 MIT-0
累计安装 1
当前安装数 1
历史版本数 10
常见问题

SOTA Agent 是什么?

SOTA Agent is a public ClawHub SOTA-campaign skill for CV and DS work. Use it when the user says "sota agent", "state of the art benchmark scouting", or want... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件,目前累计下载 285 次。

如何安装 SOTA Agent?

在 OpenClaw 或 Claude Code 对话框中运行命令「/install sota-agent」即可一键安装,无需额外配置。

SOTA Agent 是免费的吗?

是的,SOTA Agent 完全免费,采用 MIT-0 许可证,可自由下载、安装和使用。

SOTA Agent 支持哪些平台?

SOTA Agent 跨平台运行,可在任意部署了 OpenClaw / Claude Code 的环境中使用(cross-platform)。

谁开发了 SOTA Agent?

由 Zakhar Pashkin(@zack-dev-cm)开发并维护,当前版本 v1.4.2。

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