It exposes business-logic services as MCP tools over streamable HTTP (stdio also supported), auto-registering each service so agents can invoke it through the same Pydantic contracts used by the bundled CLI and HTTP API. It also supports OAuth, per-call pricing, and optional UI enhancers for elicitation, image output, and dashboards.
Exposes a local Ollama fleet as MCP tools for Claude Code, enabling model listing, generation, fleet health checks, parallel comparisons, smart host routing, and model pulling across hosts.
Enables MCP-capable agents to generate complete, publish-ready non-fiction books, including manuscript, cover, and PDF/EPUB/DOCX files, with tools for outlines, niche research, cover generation, status polling, and quality evaluation.
Two self-hosted MCP servers: manage a local model machine (Ollama pull/switch, LoRA training) and bridge to local Ollama/vLLM for pure language processing tasks (writing, summarizing, classifying, extraction) without giving the calling agent tools or file access.
A multi-agent book-writing MCP server that manages a guarded chapter pipeline (writer → editor → third-pass agents → approve) with project planning, continuity tracking, and export/diff helpers.