update-docs

name	Update Docs
description	Process all markdown documentation files to generate AI summaries and embeddings (using Ollama), apply taxonomy tags, and compute KNN related links.

Update Docs Skill

This skill performs a full metadata enrichment and search-engine index build for the Astro documentation collection:

1. AI Summaries: Uses Ollama gemma4:31b to read each document and generate a concise one-sentence summary.
2. AI Embeddings: Uses Ollama embeddinggemma to compute vector embeddings of the summaries or contents, serialized in base64 within the frontmatter.
3. Keyword Tag Syncing: Reads tags.txt from the project root and automatically scans document text to apply matching tags.
4. KNN Similarity Links: Uses cosine similarity over all documents' embeddings to find and append the top 5 most similar articles under the related: key in frontmatter.

Prerequisites

• Ollama must be running locally.
• The Ollama model gemma4:31b (for summaries) and embeddinggemma (for vector embeddings) must be pulled and active:

  ollama pull gemma4:31b
  ollama pull embeddinggemma
  

• A tags.txt file should exist in the workspace root containing one tag per line to configure taxonomy syncing.

When to Use

Use this skill:

• After adding or modifying documentation files to generate updated embeddings, summaries, and tags.
• To refresh the "Related Posts" links for the entire site when documents are added or updated.

[!TIP] The script automatically stores a last_updated_metadata timestamp in the frontmatter of each processed file. When executing without --force, it only updates documents whose file modification time is newer than the timestamp in the frontmatter, saving redundant API calls to Ollama.

Execution

Run the script from the project root. You can pass flags to customize execution:

• Standard Incremental Run (only updates files with missing or newer/modified content since the last metadata run, syncs tags, and recalculates related links):

  node .agents/skills/update-docs/scripts/update-docs.js
  

• Force Regenerate (forces updating all summaries, embeddings, and related posts even if they already exist and have not changed):

  node .agents/skills/update-docs/scripts/update-docs.js --force
  

• Tag Sync Only (focuses only on updating and synchronizing tags based on tags.txt):

  node .agents/skills/update-docs/scripts/update-docs.js --tags