adaptive-skill-factory
Discover, install, update, or create the right skill when a workflow gap appears. Use when a task is repetitive, a role lacks a reliable procedure, an existing skill might save time, ClawHub search/install could help, or the agent should create a concise local skill for future reuse.
Best use case
adaptive-skill-factory is best used when you need a repeatable AI agent workflow instead of a one-off prompt.
Discover, install, update, or create the right skill when a workflow gap appears. Use when a task is repetitive, a role lacks a reliable procedure, an existing skill might save time, ClawHub search/install could help, or the agent should create a concise local skill for future reuse.
Teams using adaptive-skill-factory should expect a more consistent output, faster repeated execution, less prompt rewriting.
When to use this skill
- You want a reusable workflow that can be run more than once with consistent structure.
When not to use this skill
- You only need a quick one-off answer and do not need a reusable workflow.
- You cannot install or maintain the underlying files, dependencies, or repository context.
Installation
Claude Code / Cursor / Codex
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/adaptive-skill-factory/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How adaptive-skill-factory Compares
| Feature / Agent | adaptive-skill-factory | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
Discover, install, update, or create the right skill when a workflow gap appears. Use when a task is repetitive, a role lacks a reliable procedure, an existing skill might save time, ClawHub search/install could help, or the agent should create a concise local skill for future reuse.
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
Related Guides
Best AI Skills for Claude
Explore the best AI skills for Claude and Claude Code across coding, research, workflow automation, documentation, and agent operations.
Top AI Agents for Productivity
See the top AI agent skills for productivity, workflow automation, operational systems, documentation, and everyday task execution.
AI Agents for Coding
Browse AI agent skills for coding, debugging, testing, refactoring, code review, and developer workflows across Claude, Cursor, and Codex.
SKILL.md Source
# Adaptive Skill Factory Use this skill to keep agents sharp without bloating every prompt. ## Workflow 1. Classify the gap. - Use no skill for one-off trivial tasks. - Reuse a skill for repeated workflows, fragile procedures, or domain-specific tasks. - Create a new skill only when the same gap is likely to recur. 2. Check existing skills first. - Prefer workspace skills in `<workspace>/skills`. - Then check shared skills loaded from configured extra skill directories. - Reuse bundled skills when they already fit. 3. If internet and ClawHub are available, search before building. - Search narrowly for the exact workflow. - Install the smallest relevant skill, not a broad bundle. - Avoid skills that overlap another role's boundary. 4. If no suitable skill exists, create a local skill. - Put role-specific skills in `<workspace>/skills/<skill-name>`. - Put cross-role reusable skills in `D:\internal-hub\skills`. - Keep `SKILL.md` concise and procedural. - Only include scripts, references, or assets when they save real effort. 5. Validate and iterate. - Validate the skill after editing. - Update the skill when the workflow changes or the agent struggles again. - Delete or simplify stale skills that no longer help. ## Role discipline - Technical skills: only for code, deployment, automation, debugging, websites, scripts. - Intelligence skills: only for research, verification, policy, news, or competitor analysis. - Trade skills: only for suppliers, pricing, MOQ, lead time, procurement, stocks, crypto, funds, or trading analysis. - Supervisor skills: only for task routing, progress reporting, review, and execution oversight. ## Avoid - Do not create skills for generic reasoning. - Do not create skills that duplicate another role's job. - Do not install large unrelated skill packs just because they are available. - Do not let a skill become a dumping ground for long notes.
Related Skills
content-factory
Multi-agent content production system. One piece of source content becomes many formats — social posts, email, scripts, headlines, and more. Five specialized agent personas: Writer, Remixer, Editor, Scriptwriter, and Headline Machine.
sub-agent-factory
Rapidly spawn and configure specialized sub-agents. Includes templates for Research, Coding, and Analysis agents. Automates workspace setup and instruction delivery.
wechat-comic-factory
Generate WeChat comic articles and publish them to the WeChat Official Account draft box by executing local Python pipeline scripts. Use when the user wants to create a comic series from comic_type, topic, and count, or publish the latest generated task. In this skill, “发布” and “发微信” always mean only pushing to the WeChat Official Account draft box; never reinterpret them as personal chat, group chat, or message-tool sending.
adaptive-trial-simulator
Design and simulate adaptive clinical trials with interim analyses, sample size re-estimation, and early stopping rules. Evaluate Type I error control, power, and expected sample size via Monte Carlo simulation before trial initiation.
asustor-pro-adaptive-suite
A hardware-aware, hybrid (SMB + SSH) suite for ASUSTOR NAS metadata scraping. Functions as a versatile Coder, Project Manager, and System Architect while maintaining strict read-only safety and i3-10th Gen resource throttling.
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.
sop-factory
Turn rough workflows into standard operating procedures with roles, inputs, outputs, checkpoints, and exception handling.
case-study-factory
把项目材料转成案例文章，提炼起点、动作、结果和复用价值。；use for case-study, content, storytelling workflows；do not use for 伪造客户背书, 公开敏感数据.
fabro-workflow-factory
Skill for using Fabro, the open source AI coding workflow orchestrator that lets you define agent pipelines as Graphviz DOT graphs with human gates, multi-model routing, and cloud sandboxes.
---
name: article-factory-wechat
humanizer
Remove signs of AI-generated writing from text. Use when editing or reviewing text to make it sound more natural and human-written. Based on Wikipedia's comprehensive "Signs of AI writing" guide. Detects and fixes patterns including: inflated symbolism, promotional language, superficial -ing analyses, vague attributions, em dash overuse, rule of three, AI vocabulary words, negative parallelisms, and excessive conjunctive phrases.
find-skills
Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is there a skill that can...", or express interest in extending capabilities. This skill should be used when the user is looking for functionality that might exist as an installable skill.