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What is Liminary?

Liminary serves as a cutting-edge knowledge-management system designed to function as a digital "knowledge companion" for professionals who engage with large volumes of research, content, or information. It enables users to efficiently capture and organize data from various formats such as articles, PDFs, videos, and meeting transcripts into a unified library where each piece is converted into a structured "source." After saving content, users have the ability to highlight crucial insights, append personal notes, and curate collections tailored to specific projects or themes. In addition, Liminary improves the synthesis process by automatically detecting relationships between ideas, uncovering patterns that might otherwise go unnoticed, and offering a space for exploration. The platform also equips users to create a range of output artifacts, like research reports, investment memos, marketing briefs, or strategy presentations, which integrate their gathered knowledge along with accurate source citations. This comprehensive methodology not only simplifies the management of information but also promotes a more profound understanding and creativity within professional environments. Ultimately, Liminary stands out as an essential tool for anyone looking to optimize their knowledge management practices.

What is Graphify?

Graphify is an advanced open source knowledge graph engine that transforms a variety of inputs—including code, documentation, research papers, meetings, images, browser tabs, and commits—into a cohesive, navigable graph that excels in full recall functions. Tailored to act as a persistent memory for AI coding assistants, it provides tools like Claude Code, Codex, OpenCode, Cursor, Gemini CLI, GitHub Copilot CLI, Aider, Factory Droid, Kimi Code, Kiro, Pi, and Google Antigravity with an easily queryable understanding of projects, thereby eliminating the necessity for these tools to repetitively sift through files. Users can point Graphify to any directory, where it creates an initial corpus by utilizing AST extraction, semantic analysis, and Leiden clustering, thus transforming an entire codebase or document set into a detailed graph with just one action. In contrast to traditional RAG pipelines that require re-embedding for every update, Graphify maintains a dynamic graph that only refreshes the specific nodes and edges impacted by file changes, allowing the rest of the corpus to remain unchanged, even at a large enterprise level. This innovative approach significantly boosts efficiency while also fostering smooth collaboration among diverse AI tools, greatly enhancing the workflow for developers and researchers. As a result, Graphify not only streamlines processes but also contributes to a more integrated and productive working environment.

Media

Media

Integrations Supported

Aider
Antigravity CLI
C++
Claude
Gemini
Gemini CLI
Gmail
Google Antigravity
Hermes Agent
Kimi Code CLI
Kiro
Kotlin
Notion
OpenClaw
Perplexity
Ruby
Rust
Swift
Trello
TypeScript

Integrations Supported

Aider
Antigravity CLI
C++
Claude
Gemini
Gemini CLI
Gmail
Google Antigravity
Hermes Agent
Kimi Code CLI
Kiro
Kotlin
Notion
OpenClaw
Perplexity
Ruby
Rust
Swift
Trello
TypeScript

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

Free
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Liminary

Company Location

United States

Company Website

liminary.io

Company Facts

Organization Name

Graphify

Company Location

United States

Company Website

graphifylabs.ai/

Categories and Features

Categories and Features

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