bestblogs-process-articles

BestBlogs Batch Article Deep Analysis and Translation Workflow

Skill Overview

The BestBlogs article processing workflow is an intelligent article processing system designed for content library administrators. It supports batch querying, in-depth analysis, automatic scoring and filtering, and intelligent translation, helping you manage your technical article library efficiently.

Applicable Scenarios

1. Batch Article Quality Analysis

When your content library contains a large number of articles awaiting analysis, this workflow can batch-fetch the full article text, score each article according to standardized criteria across five dimensions—content depth, practicality, relevance, writing quality, and originality—and automatically extract article summaries, key points, and memorable quotes.

2. Automatic Translation of High-Scoring Articles

After analysis is complete, the system automatically translates high-quality articles scoring ≥80 points between Chinese and English, eliminating the need for manual filtering or additional operations. Articles scoring below 80 are automatically skipped, allowing you to focus resources on high-quality content.

3. Processing Articles Awaiting Translation

If there are no articles awaiting analysis in the content library, the workflow automatically switches to translation mode, queries all articles awaiting translation, and processes them in batches. It supports quick modes for “process all articles” or “process the first N articles,” flexibly adapting to content libraries of different sizes.

Core Features

1. Five-Dimension In-Depth Scoring

Based on standardized scoring criteria, each article is comprehensively evaluated across five dimensions: content depth (35 points), practicality (25 points), relevance (20 points), writing quality (10 points), and originality (10 points). This ensures objective and accurate results and provides a reliable basis for content selection.

2. Intelligent Domain Classification

The system supports classification into eight major domains and their subcategories, covering core areas such as artificial intelligence, software development, product design, business technology, and personal growth, as well as general areas such as investment and finance, media and news, and lifestyle and culture. Every article can be accurately categorized.

3. Automatic Translation and Progress Tracking

After analysis, the translation workflow for articles scoring ≥80 is triggered automatically. The system supports two-way translation between Chinese and English. During processing, it displays real-time progress and status, including analysis success/failure statistics, translation success/skipped statistics, and score distribution, giving you a clear overview of the results.

Frequently Asked Questions

What are the scoring criteria for BestBlogs article analysis?

Scoring is based on five dimensions: content depth (35 points), practicality (25 points), relevance (20 points), writing quality (10 points), and originality (10 points), for a total of 100 points. The system also applies a comprehensive evaluation based on the source priority and originality of the article. Compiled or paraphrased articles are capped at 89 points. For the complete scoring criteria, please refer to docs/scoring-rubric.md in the project documentation.

What score is required for an article to be translated automatically?

After analysis is complete, articles scoring ≥80 automatically enter the translation workflow without requiring a second confirmation from the user. Articles scoring below 80 are skipped for translation, but their analysis results are still saved. You can also directly trigger translation mode to process all articles awaiting translation.

How are failed article translations handled?

The workflow includes a comprehensive error-handling mechanism. If any step fails for an individual article, the system records the error and continues processing the next article without interrupting the entire batch process. For failed translations, the system outputs detailed error information and the translation JSON for manual retry, ensuring that every issue can be tracked and resolved.