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fortemi

Active·★ 14·NOASSERTION·Updated 2026-05-25
★ Trending★ RAG / Knowledge Base★ Voice / Speech

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.

Fortémi is a self-hosted intelligent knowledge base that goes beyond storage. It actively understands content through semantic search, automatic knowledge graph linking, and multimodal media processing. Built in Rust with an MCP server, it runs on edge hardware with a single GPU.

#ai#embeddings#hybrid-search#knowledge-base#knowledge-graph#llm#mcp-server#mcp-servers
$ Install
$ mkdir -p fortemi && cd fortemi && curl -fsSL -o docker-compose.bundle.yml https://raw.githubusercontent.com/fortemi/fortemi/main/docker-compose.bundle.yml && echo 'COMPOSE_PROFILES=edge' > .env && docker compose -f docker-compose.bundle.yml up -d
↗ Visit site★ GitHub
01

Features

01Hybrid search combining BM25, dense vectors, and RRF fusion
02Automatic knowledge graph with semantic linking and community detection
03Multimodal extraction with 13 adapters for images, audio, video, 3D models, etc.
04Multi-provider inference supporting Ollama, OpenAI, OpenRouter, llama.cpp
0543 MCP agent tools for AI agent integration
02

Compatibility

Linux
Linux
Verified via docs
macOS
macOS (Docker)
Verified via docs
Windows
Windows (Docker)
Verified via docs
03

Quick start

1
$ mkdir -p fortemi
2
$ cd fortemi
3
$ curl -fsSL -o docker-compose.bundle.yml https://raw.githubusercontent.com/fortemi/fortemi/main/docker-compose.bundle.yml
4
$ echo 'COMPOSE_PROFILES=edge' > .env
5
$ docker compose -f docker-compose.bundle.yml up -d
04

Use cases

↳Semantic search for finding conceptually related content without exact keywords
↳Automatic knowledge graph to discover hidden connections between ideas
↳Multimodal media processing to extract searchable knowledge from videos, audio, and images
05

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Related searches

fortemi AlternativesBest Voice / Speech Tools 2026Open Source Voice / Speechfortemi Tutorialfortemi Vs Competitorsaiembeddingshybrid-search

Comments

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  • O
    Oaklyn JacksonMay 10, 2026

    Self-hosted means your knowledge base data stays under your control.

  • J
    Jesse JacksonMar 29, 2026

    Hybrid search combining multiple approaches improves recall over any single method.

  • B
    Blake NguyenMar 16, 2026

    Good for teams who want a private, capable knowledge base without cloud dependencies.

  • J
    Jesse LeeMar 15, 2026

    Self-hosted AI knowledge base with hybrid search combining pgvector, FTS, and RRF.

On this page
01Features02Compatibility03Quick start04Use cases05Alternatives
Stats
GitHub Stars★ 14
Last commit5d ago
StatusActive
LicenseNOASSERTION
CategoryVoice / Speech
Trend (30d)
+0.5↑ 0.7%
Links
Documentation↗Discussion↗Issues↗Releases↗

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