Agent skill

filter-ai-relevant

DEPRECATED: This skill has been replaced by the analyze-article skill which provides more accurate AI-relevance filtering through LLM analysis rather than simple keyword matching.

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Install this agent skill to your Project

npx add-skill https://github.com/majiayu000/claude-skill-registry/tree/main/skills/other/other/filter-ai-relevant

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Additional technical details for this skill

domain
news
status
deprecated
category
collection
confidence
0
mcp servers
[]
requires approval
NO

SKILL.md

Filter AI-Relevant Articles (DEPRECATED)

⚠️ DEPRECATED: This skill has been deprecated as of v2.0.0.

AI relevance filtering is now handled by the analyze-article skill, which uses LLM analysis to accurately categorize and filter articles rather than simple keyword matching.

Migration Guide

Before (v1.0)

Filtering used keyword matching:

  1. fetch-rss-feeds - Collect articles
  2. filter-ai-relevant - Keyword-based filtering
  3. analyze-article - LLM analysis

After (v2.0)

LLM analysis handles relevance determination:

  1. fetch-rss-feeds - Collect articles (with dedup)
  2. analyze-article - LLM categorizes AND filters for relevance

How to Migrate

If you were using filter-ai-relevant, update your workflow to rely on analyze-article for relevance filtering.

The new approach:

  • analyze-article categorizes articles as: research, business, product, security, policy, general
  • Articles can be filtered by category after analysis
  • LLM provides more nuanced relevance determination than keywords

Replacement Skill

Old Approach New Approach
Keyword matching LLM-based analysis
Binary AI/not-AI Category classification
Hardcoded keyword list Context-aware analysis
False positives on "meta" Semantic understanding

Why Deprecated

  1. Better accuracy: LLM understands context, not just keywords
  2. Richer output: Categories instead of binary relevance
  3. No maintenance: No keyword list to maintain
  4. Semantic matching: Understands synonyms and related concepts

Example Comparison

Keyword approach (old):

  • "Meta releases new AI model" → filtered (contains "AI")
  • "Facebook updates metadata API" → filtered (contains "meta")
  • "Novel transformer architecture for proteins" → missed (no exact keyword)

LLM approach (new):

  • "Meta releases new AI model" → category: product, AI-relevant
  • "Facebook updates metadata API" → category: general, not AI-focused
  • "Novel transformer architecture for proteins" → category: research, AI-relevant

See Also

  • analyze-article - v2.0 with LLM categorization

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