Adaptive Classifier AI Skill: Dynamic Text Classification
Adaptive Classifier AI Skill: Dynamic Text Classification
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Adaptive Classifier AI Skill: Dynamic Text Classification
Adaptive Classifier AI Skill: Dynamic Text Classification
The Adaptive Classifier AI Skill enables the creation and ongoing development of text classifiers using the adaptive-classifier library, an open-source tool designed to learn new examples and classes without requiring a complete retraining process. This skill is ideal for tasks involving small labeled datasets and for environments where label sets are expected to evolve.
What this skill does
- Facilitates building text classifiers by starting with a small number of labeled examples.
- Continuously learns and adapts to new examples and classes without full retraining.
- Operates entirely on local systems to maintain data privacy.
- Triggers downloads for model weights or datasets only with user confirmation.
Who it is for
- Developers using AI coding agents such as Claude Code, Cursor, or Codex.
- Teams requiring adaptable classification systems for tasks like routing, intent detection, and moderation within dynamic environments.
Use cases
- Implementing routing mechanisms that adjust to new categories or tiers of requests.
- Improving moderation and intent detection systems that require frequent updates to the set of classification labels.
- Ticket tagging systems where labeled examples are continually added without needing extensive retraining efforts.
Technical details
- Utilizes the adaptive-classifier library available on GitHub: GitHub Repository.
- Supports creation of `AdaptiveClassifier(...)` and retrieval of pretrained models through `from_pretrained(...)`.
- Involves ONNX model file handling for performance optimizations and compatibility.
Source & Licence
This package is built on open-source work published by lambdasec (lambdasec/skills) and distributed under Apache-2.0. The original licence text and copyright notice are included in your download.
Personal and commercial use, modification and redistribution are permitted under the Apache License 2.0, which also includes an express patent grant. Attribution and any NOTICE file must be retained.
Your purchase covers curation, licence verification, packaging, documentation and instant delivery. It does not grant exclusive rights to the underlying open-source code, which remains available under its original licence.
Delivery & Support
- Delivery: instant — a secure download link is emailed to you as soon as payment is confirmed.
- Format: ZIP archive containing the skill files, documentation and the original licence.
- Support: support@mcpcart.com — we aim to reply within 2 business days.
- Updates: updates are included only where stated on this page.
Refunds
This is a digital product delivered immediately after purchase. By completing your order you request immediate delivery and acknowledge that, once the download has been accessed, the statutory right to cancel no longer applies to the extent permitted by law. Refund requests are handled in accordance with our published Refund Policy.
Claude, Codex, Gemini and Cursor are trademarks of their respective owners. MCP Cart is an independent marketplace and is not affiliated with, endorsed by, or sponsored by any of them. Compatibility references describe interoperability only.
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