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Adaptive Suite.Bak
by
LingCheng1112
· GitHub ↗
· v1.0.0
· MIT-0
103
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1
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Install in OpenClaw
/install adaptive-suite-bak
Description
A continuously adaptive skill suite that empowers Clawdbot to act as a versatile coder, business analyst, project manager, web developer, data analyst, and N...
README (SKILL.md)
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Instructions\r
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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.
Usage Guidance
Before installing or enabling this skill, ask the author to clarify and align the documented requirements and runtime behavior: (1) fix the metadata mismatch — explicitly declare required binaries (python/node/curl/sqlite3) and the purpose of FREE_API_KEYS or remove it; (2) require an explicit, scoped consent step before any local NAS scanning and define precisely which paths are safe to scan; (3) require an explicit data-handling policy: where scanned metadata is stored, whether it will be transmitted off-machine, and to which endpoints; (4) restrict autonomous invocation or disable continuous/background operation unless you explicitly opt in; (5) if you allow the skill to generate or compile code, run that in a sandbox and review code before execution; and (6) prefer least-privilege (limit network access and filesystem scope) and avoid providing any real secrets until you understand exactly how they will be used. If the publisher cannot or will not provide these clarifications, treat the skill as potentially risky and avoid granting filesystem/network access or sensitive keys.
Capability Analysis
Type: OpenClaw Skill
Name: adaptive-suite-bak
Version: 1.0.0
The skill bundle requests high-risk binaries (curl, sqlite3) and includes instructions in SKILL.md for the agent to 'compile a localized desktop app' to scan NAS directories. While the instructions specify 'read-only' metadata collection, the combination of local network storage scanning and the generation of executable binaries on the host system represents a high-risk capability profile that could be leveraged for data discovery or exfiltration.
Capability Assessment
Purpose & Capability
The skill claims to be a broad 'adaptive suite' (coding, data, PM, NAS scraping). The SKILL.md's embedded metadata requires binaries (python, node, curl, sqlite3) and an env var (FREE_API_KEYS) which are not declared in the registry metadata. The NAS metadata scraper capability implies filesystem access to scan NAS directories; that capability is not reflected in the registry requirements. These mismatches reduce confidence that requested capabilities are proportionate and documented.
Instruction Scope
The runtime instructions ask the agent to 'continuously search' the web, 'continuously learn' from user interactions, and to 'compile a localized desktop app' that scans NAS directories and collects file names and metadata (read-only). The SKILL.md does not define what happens to collected metadata (where it is stored/transmitted), what endpoints are contacted, nor explicit user-consent or sandboxing behavior. 'Continuously' and 'compile' are vague and could permit repeated network activity or generation/execution of code that touches local files.
Install Mechanism
This is an instruction-only skill with no install spec and no code files, so there is no package download or archive extraction risk. That reduces supply-chain risk compared with skills that fetch and install binaries. However, the instructions expect runtime use of system binaries (python/node/curl/sqlite3), which could execute arbitrary commands when the agent follows the SKILL.md.
Credentials
SKILL.md declares an env var FREE_API_KEYS (and required binaries) but the registry entry lists no required env/binaries. FREE_API_KEYS is ambiguous: it could be benign (a place to store test keys) or could be used to hold multiple service credentials that the skill will use or aggregate. No other credentials are requested, which is not excessive, but the mismatch between declared requirements and runtime metadata is concerning and unexplained.
Persistence & Privilege
The skill is not marked always:true and is user-invocable (normal). However, the SKILL.md repeatedly instructs 'continuously' learning and searching. If the agent is allowed autonomous invocation (default), this could result in repeated background actions such as web crawling or repeated local scans. The skill does not request persistent installation, but its behavioral goal (continuous/adaptive) increases the operational footprint if used autonomously.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install adaptive-suite-bak - After installation, invoke the skill by name or use
/adaptive-suite-bak - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
- Initial release of adaptive-suite: a comprehensive skill set for coding, business analysis, project management, web development, data analysis, and NAS metadata scraping.
- Prioritizes discovery and use of free, open-source resources and tools.
- Adapts to user context, coding style, and project needs for versatile, context-aware support.
- Delivers reliable guidance by cross-referencing trusted methods and sources.
- NAS scraper operates in read-only mode to ensure data safety.
- Requires system access to Python, Node, Curl, SQLite3, and relevant API keys.
Metadata
Frequently Asked Questions
What is Adaptive Suite.Bak?
A continuously adaptive skill suite that empowers Clawdbot to act as a versatile coder, business analyst, project manager, web developer, data analyst, and N... It is an AI Agent Skill for Claude Code / OpenClaw, with 103 downloads so far.
How do I install Adaptive Suite.Bak?
Run "/install adaptive-suite-bak" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Adaptive Suite.Bak free?
Yes, Adaptive Suite.Bak is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Adaptive Suite.Bak support?
Adaptive Suite.Bak is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Adaptive Suite.Bak?
It is built and maintained by LingCheng1112 (@lingcheng1112); the current version is v1.0.0.
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