Automate Content Enrichment with AI: Summaries & Insights

Automate Content Enrichment with AI: Summaries & Insights

This skill automates the enrichment of collected text content such as transcripts, articles, and notes by generating summaries, key points, tags, and evaluative judgments. It inserts this metadata into the frontmatter and adds a summary block at the top of the text. The skill is designed to integrate with and enhance the output of various content collection skills.

What this skill does

• Adds a concise one-sentence summary to the frontmatter of Markdown files.
• Augments the frontmatter with a domain identification, a list of auto-generated tags, and an enrichment status.
• Inserts a summary block at the top of the document with a TL;DR summary, key points, a "worth reading?" assessment, and tags.
• Operates on individual files or entire directories, either modifying original files or directing output to a separate location.
• Allows previously enriched files to be reprocessed with a force option.

Who it is for

• Developers and teams using AI coding agents like Claude Code, Cursor, and Codex.
• Professionals managing large volumes of transcribed or collected text data.
• Users looking to streamline their content management workflows and enhance data accessibility.

Use cases

• Enhance readability of transcripts and articles collected via various ingest and transcribe skills.
• Facilitate knowledge base aggregation through the integration of tags and domains into data management systems like Obsidian Dataview.
• Support content-driven platforms by improving consumption efficiency and enabling more straightforward content evaluation.

Technical details

• Utilises DeepSeek for large language model-based extraction.
• Implemented using Python with no external dependencies beyond the standard library.
• Configuration requires a DEEPSEEK_API_KEY environment variable for operation.
• Batch processing and output redirection support are included to accommodate diverse workflow requirements.

Source & Licence

This package is built on open-source work published by chubbyguan (chubbyguan/chubbyskills) and distributed under MIT. The original licence text and copyright notice are included in your download.

Personal and commercial use, modification and redistribution are permitted, provided the original copyright and licence notice are 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.