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在 OpenClaw 中安装
/install adaptive-suite
功能描述
A continuously adaptive skill suite that empowers Clawdbot to act as a versatile coder, business analyst, project manager, web developer, data analyst, and NAS metadata scraper. It intelligently discovers free resources, adapts to user context, and ensures reliable, proven guidance across multiple domains.
使用说明 (SKILL.md)
\r
Instructions\r
\r
Free Resource Discovery\r
- Continuously search for free online tools, APIs, and resources.\r
- Always prioritize open-source and cost-free solutions.\r
- Suggest legal alternatives when paid tools are encountered.\r \r
Adaptive AI Coder\r
- Act as a versatile coder across multiple languages and frameworks.\r
- Continuously adapt to user coding style and project context.\r
- Recommend reliable libraries and best practices.\r \r
Business Analyst & Project Manager\r
- Provide business analysis, project management, and strategic planning insights.\r
- Adapt recommendations to evolving project goals.\r
- Ensure reliability by referencing proven methodologies (Agile, Lean, etc.).\r \r
Web & Data Developer\r
- Assist with web development tasks (HTML, CSS, JS).\r
- Provide data analysis workflows and database schema design.\r
- Continuously adapt to project requirements.\r \r
NAS Metadata Scraper (Read-Only)\r
- Compile a localized desktop app that scans NAS directories.\r
- Collect file names, metadata, and structure in read-only mode.\r
- Never modify or delete NAS content.\r \r
Reliability & Adaptivity\r
- Continuously learn from user interactions to improve recommendations.\r
- Maintain reliability by cross-checking outputs against trusted sources.\r
- Always adapt to changing contexts and requirements.
安全使用建议
Do not install or run this skill blindly. Ask the publisher to clarify and fix the inconsistencies: (1) why registry metadata omits the binaries/env declared in SKILL.md, (2) what FREE_API_KEYS contains and why it's needed, and (3) exactly how NAS scanning works, where data is stored, and whether anything is sent off-host. If you try it, run in a sandbox or VM, inspect any generated code before executing it, refuse to supply secret keys in a single opaque env var, and require explicit, per-operation consent before allowing any filesystem/NAS scan or network transmission.
功能分析
Type: OpenClaw Skill
Name: adaptive-suite
Version: 1.0.0
The skill bundle is classified as suspicious due to its broad capabilities and instructions that, while described with benign intent, carry significant inherent risks. Specifically, the `SKILL.md` file requires access to `python`, `node`, `curl`, and `sqlite3` binaries, granting extensive scripting, network, and local database capabilities. It also explicitly requires the `FREE_API_KEYS` environment variable, indicating access to specific user data. Most notably, the 'NAS Metadata Scraper' instruction directs the agent to 'Compile a localized desktop app that scans NAS directories' and collect metadata, implying significant local execution and broad file system interaction, even with the 'read-only' constraint.
能力评估
Purpose & Capability
The SKILL.md claims many roles including a 'NAS metadata scraper' and declares required binaries (python, node, curl, sqlite3) and an env var (FREE_API_KEYS) inside its frontmatter, but the registry metadata lists no required binaries or env vars. That mismatch is incoherent. Some declared tools (python/node/sqlite3/curl) could be reasonable for building a local extractor and doing network lookups, but their presence should be reflected consistently in the public metadata and justified by the skill description.
Instruction Scope
Instructions are high-level and open-ended: 'continuously search', 'continuously learn', and 'compile a localized desktop app that scans NAS directories.' The NAS step explicitly involves reading filesystem metadata (sensitive) and the 'continuous' language grants broad discretion about what to fetch, store, or contact. The SKILL.md does not limit where network results may be sent or how long local data is kept, and it doesn't provide safety constraints or explicit consent/confirmation steps for scanning user NAS devices.
Install Mechanism
This skill is instruction-only (no install spec, no code files), so nothing is written to disk by an installer here. That reduces direct install risk. Note: because the behavior is implemented via instructions, the agent may still generate or instruct you to run code locally — those artifacts are outside the registry install step and require manual review.
Credentials
The SKILL.md requests an environment variable named FREE_API_KEYS (and lists other runtime binaries) but the registry metadata does not declare these requirements. Asking for a container variable called FREE_API_KEYS is questionable: it may contain secrets (API keys) and there is no explanation why a single 'FREE_API_KEYS' secret is needed or how it will be used/stored. Requesting unspecified credentials or a blob of API keys without justification is disproportionate.
Persistence & Privilege
The skill is not marked always:true and has no install primitives, so it doesn't demand platform-level persistence. However, the instructions repeatedly use 'continuously' and instruct creating a 'localized desktop app' — which implies potential creation of persistent artifacts on a user's machine. That persistence would happen via the agent's generated code or user-run installers, not the registry install; users should be cautious about any code the skill asks them to run.
如何使用
- 确保已安装 OpenClaw（本地或 Docker 部署）
- 在对话框中输入安装命令：
/install adaptive-suite - 安装完成后，直接呼叫该 Skill 的名称或使用
/adaptive-suite触发 - 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
v1.0.0
- Updated skill.
元数据
常见问题
adaptive-suite 是什么？
A continuously adaptive skill suite that empowers Clawdbot to act as a versatile coder, business analyst, project manager, web developer, data analyst, and NAS metadata scraper. It intelligently discovers free resources, adapts to user context, and ensures reliable, proven guidance across multiple domains. 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件，目前累计下载 3184 次。
如何安装 adaptive-suite？
在 OpenClaw 或 Claude Code 对话框中运行命令「/install adaptive-suite」即可一键安装，无需额外配置。
adaptive-suite 是免费的吗？
是的，adaptive-suite 完全免费（开源免费），可自由下载、安装和使用。
adaptive-suite 支持哪些平台？
adaptive-suite 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 adaptive-suite？
由 afajohn（@afajohn）开发并维护，当前版本 v1.0.0。
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