Self-hosted AI knowledge base with hybrid semantic search (pgvector + FTS + RRF), MCP server, multi-provider LLM inference (Ollama, OpenAI, OpenRouter, llama.cpp), multimodal ingestion (vision, audio transcription, speaker diarization), and knowledge graph. Rust + PostgreSQL.
README
Pronounced: for-TAY-mee
Memory that understands.
An intelligent knowledge base that comprehends what you store — the meaning behind your notes, the relationships between ideas, and the context that connects them. Semantic search, automatic knowledge graphs, multimodal media processing, and 43 MCP agent tools. Built in Rust. Runs on a single GPU.
docker compose -f docker-compose.bundle.yml up -d
Get Started · Features · Architecture · MCP Server · API · Realtime Setup · Documentation · 🖥️ Desktop App (HotM)
</div>You're probably here because you want to use this — install HotM instead.
| If you want… | Use | Install |
|---|---|---|
| A native desktop app with editor, knowledge graph, capture, search, attachments — no Docker, no Postgres setup, no backend ops | HotM (.deb / .msi / .dmg / .AppImage) — UI + Fortemi API bundled in one package | Download HotM → run [setup-linux.sh](https://git.integrolabs.net/Fortemi/HotM/raw/branch/main/scripts/setup-linu