octobrain

octobrain

Muvon
+
+

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About

Linkly AI is an AI agent-first knowledge engine that turns the files already on your computer into a live, searchable context layer for AI assistants. It automatically parses and indexes notes, study materials, bookmarks, knowledge bases, recordings, meeting videos, images, e-books, and other local files so agents can search, compare, read, and dig through them without requiring users to curate a knowledge base by hand. Supported formats include PDF, Markdown, JPG, PNG, MOV, MP4, PPTX, TXT, WAV, DOCX, HTML, MP3, and EPUB. Each document receives an outline index that progressively exposes relevant sections, helping agents read large files with purpose instead of blindly loading everything. Cross-language semantic search uses a local multilingual model to search across hundreds of languages, while queries can return in under half a second. Data stays local by default, and third-party tools or models receive only the snippets they need rather than access to the original files.

About

octobrain is an open-source persistent memory server for AI assistants, delivered as a Rust command-line application and Model Context Protocol (MCP) server. It stores notes, decisions, project context, and indexed documents so compatible assistants can retrieve information across conversations. Features include semantic and hybrid BM25/vector search, linked memories, project-scoped stores, goal consolidation, and a knowledge base that indexes URLs, PDFs, and common document formats. Teams can distribute shared knowledge through Git-backed knowledge boxes. octobrain runs with local embedding models or optional cloud embedding providers, and exposes tools for saving, searching, and deleting memories. It is designed for developers and teams extending MCP-compatible AI assistants with persistent, searchable context; installation and operation are managed on the user's own machine or environment.

Platforms Supported

Windows Supported
Mac Supported
Linux Supported
Cloud Not Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Platforms Supported

Windows Supported
Mac Supported
Linux Supported
Cloud Not Supported
On-Premises Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Audience

Students, researchers, legal teams, creators, and knowledge workers seeking to turn local files into fast, private, searchable context for AI agents

Audience

Software developers and teams building or using MCP-compatible AI assistants who need persistent, searchable context across conversations.

Support

Phone Support Not Supported
24/7 Live Support Supported
Online Supported

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

API

Offers API Not Supported

API

Offers API Supported

Screenshots and Videos

Screenshots and Videos

No images available

Pricing

$29 per year
Free Version Supported
Free Trial Not Supported

Pricing

No information available.
Free Version Supported
Free Trial Not Supported

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Company Information

Linkly AI
Founded: 2025
United States
linkly.ai/

Company Information

Muvon
Founded: 2017
Hong Kong
octomind.run/product/octobrain

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Categories

AI Tools Supported

Categories

AI Memory Layers Supported

Integrations

Cursor Supported
ChatGPT Supported
Claude Supported
Claude Cowork Supported
Claude Desktop Not Supported
Claude Duet Supported
Dify Supported
Docker Not Supported
Gemini CLI Supported
HTML Supported
Jina AI Not Supported
LM Studio Supported
Markdown Supported
Model Context Protocol (MCP) Supported
OpenAI Not Supported
OpenClaw Supported
QoderWork Supported
QwenPaw Supported
Voyage AI Not Supported
Windsurf Browser Supported

Integrations

Cursor Supported
ChatGPT Not Supported
Claude Not Supported
Claude Cowork Not Supported
Claude Desktop Supported
Claude Duet Not Supported
Dify Not Supported
Docker Supported
Gemini CLI Not Supported
HTML Not Supported
Jina AI Supported
LM Studio Not Supported
Markdown Not Supported
Model Context Protocol (MCP) Not Supported
OpenAI Supported
OpenClaw Not Supported
QoderWork Not Supported
QwenPaw Not Supported
Voyage AI Supported
Windsurf Browser Not Supported
Claim Linkly AI and update features and information
Claim Linkly AI and update features and information
Claim octobrain and update features and information
Claim octobrain and update features and information