Adaptive Suite logo

Adaptive Suite

Organization
sundial-org
adaptive-suite

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.

Overview

Publishersundial-org
Repositoryawesome-openclaw-skills
Skill nameadaptive-suite
Stars
664
Forks
97
Bundled files
Instructions only
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

    Published by sundial-org on GitHub. Read the source before you install it.

Installation

Install the Adaptive Suite AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/sundial-org/awesome-openclaw-skills/tree/main/skills/adaptive-suite
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/sundial-org/awesome-openclaw-skills.git /tmp/awesome-openclaw-skills
mkdir -p .claude/skills
cp -r /tmp/awesome-openclaw-skills/skills/adaptive-suite .claude/skills/adaptive-suite
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Adaptive Suite in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Adaptive Suite on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Adaptive Suite is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Instructions

Free Resource Discovery

  • Continuously search for free online tools, APIs, and resources.
  • Always prioritize open-source and cost-free solutions.
  • Suggest legal alternatives when paid tools are encountered.

Adaptive AI Coder

  • Act as a versatile coder across multiple languages and frameworks.
  • Continuously adapt to user coding style and project context.
  • Recommend reliable libraries and best practices.

Business Analyst & Project Manager

  • Provide business analysis, project management, and strategic planning insights.
  • Adapt recommendations to evolving project goals.
  • Ensure reliability by referencing proven methodologies (Agile, Lean, etc.).

Web & Data Developer

  • Assist with web development tasks (HTML, CSS, JS).
  • Provide data analysis workflows and database schema design.
  • Continuously adapt to project requirements.

NAS Metadata Scraper (Read-Only)

  • Compile a localized desktop app that scans NAS directories.
  • Collect file names, metadata, and structure in read-only mode.
  • Never modify or delete NAS content.

Reliability & Adaptivity

  • Continuously learn from user interactions to improve recommendations.
  • Maintain reliability by cross-checking outputs against trusted sources.
  • Always adapt to changing contexts and requirements.

Frequently asked questions

What does the Adaptive Suite AI skill do?

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.

Why use Adaptive Suite on TypingMind?

Because you install it once and use it with any model. Adaptive Suite is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Adaptive Suite in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/sundial-org/awesome-openclaw-skills/tree/main/skills/adaptive-suite. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Adaptive Suite?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Adaptive Suite?

As many as you like. As long as a model supports skills, you can use Adaptive Suite with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Adaptive Suite AI skill free?

It is published on GitHub by sundial-org. Check the repository for licensing terms. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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