Turn Your Knowledge Base into a Wiki + MCP Server for Claude
A Reddit user shared a workflow that turns a knowledge base into an internal wiki and an MCP server for Claude, making the KB both readable and writable by the agent.
How It Works
- Sources processed: a URL, a PDF, and a Notion page.
- Auto-sync: the URL source syncs weekly.
- Output: an internal wiki generated from those sources by a tool called Akyn.
MCP Server Integration
The KB is connected to Claude via an MCP server with:
- OAuth authentication
- Human-in-the-loop on tool calls (user approves each operation)
Exposed MCP Tools
list_sources— list all sources in the KBquery— search or retrieve content from the wikiwrite_memory— write information back to the KB (e.g., Claude can contribute new entries)
Bidirectional Sync
The KB is not read-only: Claude can query and contribute. Written memories appear inside the same KB in the Akyn UI, and the KB stays in sync with the original sources.
Who This Is For
Developers who want to give Claude persistent, updatable access to their documentation or notes without manual syncing.
Practical Takeaway
If you maintain a knowledge base (URLs, PDFs, Notion), you can spin up an MCP server that lets Claude search, read, and write. The source stay synced, and you keep control via human approval on tool calls.
📖 Read the full source: r/ClaudeAI
👀 See Also
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Skillware adds prompt_rewriter for deterministic token compression in Claude API agent loops
Skillware has merged a new prompt_rewriter skill that compresses prompts by 50-80% before sending to Claude API, reducing costs in agentic loops while maintaining stable behavior through deterministic compression.
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AI Functions: Runtime Code Generation with Automated Verification
AI Functions is a Python library that lets you define functions with natural language specifications instead of implementation code, executes LLM-generated code at runtime, and validates outputs with post-conditions that trigger automatic retries on failure.