diff --git a/content/articles/memex-chat-obsidian-plugin-i.md b/content/articles/memex-chat-obsidian-plugin-i.md
index 7d00949..0a36dc9 100644
--- a/content/articles/memex-chat-obsidian-plugin-i.md
+++ b/content/articles/memex-chat-obsidian-plugin-i.md
@@ -4,8 +4,8 @@ title: Memex Chat - Obsidian Plugin I built for myself
 summary: Memex Chat is an Obsidian plugin that lets you chat with your vault using Claude AI with proper context retrieval, not just keyword search.
 category:
   - dev
+  - indieweb
   - on/memex
-  - smallweb/indieweb
 gardenStage: revisit
 visibility: Public
 aiTextLevel: "0"
@@ -21,26 +21,26 @@ webmentionResults:
     skipped: []
   timestamp: 2026-03-21T20:20:27.043Z
 webmentionSent: true
-updated: 2026-03-22T08:51:26.150Z
+updated: 2026-03-22T09:00:58.344Z
 mpUrl: https://blog.giersig.eu/articles/memex-chat-obsidian-plugin-i/
 permalink: /articles/memex-chat-obsidian-plugin-i/
 ---
 
-Memex Chat is an Obsidian plugin that lets you chat with your vault using Claude AI with proper context retrieval, not just keyword search.
-
-* * *
-
-What it does:
-
-*   Semantic vault search: a TF-IDF index over all your notes, no external API needed for retrieval
-*   Local embeddings: optional on-device semantic search using BGE Micro v2, fully offline after one model download (~22 MB)
-*   Auto context: relevant notes are automatically found and attached to your query before it even reaches Claude
-*   @ mentions: reference specific notes directly in your message with autocomplete
-*   Context preview: see and edit which notes are included before sending
-*   Related notes sidebar: always-on panel showing the most similar notes to whatever you have open, ranked by semantic similarity, frontmatter links, and shared tags
-*   Thread history: chats saved as Markdown in your vault, so nothing disappears
-*   Source links: every answer shows which notes were used as context
-*   Prompt buttons: configurable header buttons that extend Claude’s system prompt (e.g. draft check, monthly review)
-*   Installation is manual for now: download main.js, manifest.json, and styles.css from the latest release, drop them into .obsidian/plugins/memex-chat/, enable in Community Plugins, and add your Anthropic API key.
-
+Memex Chat is an Obsidian plugin that lets you chat with your vault using Claude AI with proper context retrieval, not just keyword search.
+
+* * *
+
+What it does:
+
+*   Semantic vault search: a TF-IDF index over all your notes, no external API needed for retrieval
+*   Local embeddings: optional on-device semantic search using BGE Micro v2, fully offline after one model download (~22 MB)
+*   Auto context: relevant notes are automatically found and attached to your query before it even reaches Claude
+*   @ mentions: reference specific notes directly in your message with autocomplete
+*   Context preview: see and edit which notes are included before sending
+*   Related notes sidebar: always-on panel showing the most similar notes to whatever you have open, ranked by semantic similarity, frontmatter links, and shared tags
+*   Thread history: chats saved as Markdown in your vault, so nothing disappears
+*   Source links: every answer shows which notes were used as context
+*   Prompt buttons: configurable header buttons that extend Claude’s system prompt (e.g. draft check, monthly review)
+*   Installation is manual for now: download main.js, manifest.json, and styles.css from the latest release, drop them into .obsidian/plugins/memex-chat/, enable in Community Plugins, and add your Anthropic API key.
+
 → https://github.com/svemagie/obsidian-memex-chat