Hindsight

Hindsight

Vectorize
octobrain

octobrain

Muvon
+
+

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About

Hindsight is an agent memory system built to create smarter AI agents that learn over time instead of starting every conversation from zero. Most agent memory systems focus on recalling conversation history, but Hindsight is focused on making agents learn, not just remember. It gives AI agents persistent long-term memory using biomimetic data structures, helping them retain facts, recall relevant context, and reflect on experience as part of reasoning. Hindsight is designed for agents that need to understand who a user is, what has been discussed, what preferences have emerged, what decisions were made, and how behavior should adapt across sessions. It provides three core operations: retain, recall, and reflect. Retain stores new information, recall retrieves the right memories when needed, and reflect helps agents synthesize observations, form mental models, and learn from prior interactions.

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 Not Supported
Mac Not Supported
Linux Not Supported
Cloud 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

AI developers that need to give agents persistent long-term memory that can retain, recall, and learn from previous interactions

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 Not Supported
Online Supported

Support

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

API

Offers API Supported

API

Offers API Supported

Screenshots and Videos

Screenshots and Videos

No images available

Pricing

Free
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

Vectorize
United States
hindsight.vectorize.io

Company Information

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

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Categories

Agentic AI Supported
AI Memory Layers Supported

Categories

AI Memory Layers Supported

Integrations

AG2 Supported
Agent Development Kit (ADK) Supported
Amazon Bedrock AgentCore Supported
Claude Desktop Not Supported
Cursor Not Supported
Docker Not Supported
Gemini Not Supported
Grok Build Supported
Hermes Supported
Jina AI Not Supported
LiteLLM Supported
LlamaIndex Supported
OpenCode Supported
Roo Code Supported
Skills Supported
Smolagents Supported
Vapi AI Supported
Vercel AI SDK Supported
Voyage AI Not Supported
n8n Supported

Integrations

AG2 Not Supported
Agent Development Kit (ADK) Not Supported
Amazon Bedrock AgentCore Not Supported
Claude Desktop Supported
Cursor Supported
Docker Supported
Gemini Supported
Grok Build Not Supported
Hermes Not Supported
Jina AI Supported
LiteLLM Not Supported
LlamaIndex Not Supported
OpenCode Not Supported
Roo Code Not Supported
Skills Not Supported
Smolagents Not Supported
Vapi AI Not Supported
Vercel AI SDK Not Supported
Voyage AI Supported
n8n Not Supported
Claim Hindsight and update features and information
Claim Hindsight and update features and information
Claim octobrain and update features and information
Claim octobrain and update features and information