index 446a580..99598d0 100644
@@ -1,3 +1,32 @@
---
visibility: public
\ No newline at end of file
+---
+
+# MCP Servers for LLM Wiki Maintenance
+
+MCP-native implementations that any LLM client can connect to for wiki maintenance.
+
+## Available Servers
+
+| Repo | Stars | Description |
+|------|------:|-------------|
+| [xoai/sage-wiki](https://github.com/xoai/sage-wiki) | 341 | Captures knowledge directly from AI conversations. Runs as MCP server. |
+| [lucasastorian/llmwiki](https://github.com/lucasastorian/llmwiki) | 192 | Upload docs, connect Claude account via MCP, have it write your wiki. Open source Karpathy pattern. |
+| [iamsashank09/llm-wiki-kit](https://github.com/iamsashank09/llm-wiki-kit) | 28 | Available on [Glama](https://glama.ai/mcp/servers/iamsashank09/llm-wiki-kit). Supports PDFs, URLs, YouTube ingestion. |
+
+## How MCP Fits the Pattern
+
+MCP servers expose the [[The Pattern|three operations]] (ingest, query, lint) as tools that any compliant LLM client can call. This means:
+
+- **Claude Code** can maintain a wiki via MCP while working on code
+- **Cursor/Windsurf** can reference wiki context during coding
+- **Any MCP client** gets wiki maintenance for free
+
+## Comparison: MCP Server vs Claude Code Skill
+
+| Aspect | MCP Server | Claude Code Skill |
+|--------|-----------|-------------------|
+| Client compatibility | Any MCP client | Claude Code only |
+| Setup | Config in MCP settings | Drop skill file in project |
+| Isolation | Separate process | Same process |
+| Best for | Multi-client workflows | Claude Code power users |
\ No newline at end of file