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Liminary - AI with your saved knowledge as working memory

For knowledge workers: Liminary grounds AI in your saved knowledge, surfacing relevant context automatically across work.

Built by Sarah Andrabi

Artificial Intelligence Productivity Chrome Extensions Freemium Last updated October 2, 2026

Visit website → Upvotes · 150

In category: #1194 of 2693 · Artificial IntelligenceTrending this week: #1647 of 2693 · Artificial Intelligence

  • Overview
  • Alternatives
  • Team
  • FAQ

Liminary is a Product Hunt listing on Launch Llama with 150 total upvotes, founded by Sarah Andrabi who joined in May 2026, compared against 6 alternatives.

Product Hunt listing

Listing status

150upvotes

Community score

Sarah Andrabi (Joined May 2026)

Founder

Compared against 6 alternatives

Market comparison

Liminary

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About

Liminary turns everything you’ve saved into working memory for AI. Unlike chatbots, meeting tools, or project-based notebooks, it gives your knowledge one shared memory across writing, meetings, and research. It surfaces relevant context automatically as you work, helping expert knowledge workers reuse their best thinking, avoid starting from scratch, and produce source-grounded work with traceable citations.

Ask AI

ChatGPT Claude Perplexity Grok

For agents

llms.txt · llms-full.txt · ai.txt · Live fact sheet · Full catalog (.md) · Endpoint index · API spec · REST access · Agent server · Server manifest · Server discovery

Key Features

  • Save articles, reports, PDFs, chats and videos with one click
  • Recall information across saved sources with advanced search
  • Fact-check answers against your sources with citations
  • Proactively surface relevant information during meetings

Use Cases

  • Strategy consultants who need to organize and query research across multiple client engagements
  • Researchers who want to avoid re-finding previous work during new projects
  • Professionals who need accurate sourced answers for high-stakes recommendations

Pricing

Liminary offers a free plan plus paid tiers. See the website for current pricing.

View Liminary pricing →

FAQ

What is Liminary?

Liminary turns everything you’ve saved into working memory for AI. Unlike chatbots, meeting tools, or project-based notebooks, it gives your knowledge one shared memory across writing, meetings, and research. It surfaces relevant context automatically as you work, helping expert knowledge workers reuse their best thinking, avoid starting from scratch, and produce source-grounded work with traceable citations.

What are the key features of Liminary?

Liminary includes: • Save articles, reports, PDFs, chats and videos with one click • Recall information across saved sources with advanced search • Fact-check answers against your sources with citations • Proactively surface relevant information during meetings • Encrypt and silo data to your workspace with no model training

What can I use Liminary for?

• Strategy consultants who need to organize and query research across multiple client engagements • Researchers who want to avoid re-finding previous work during new projects • Professionals who need accurate sourced answers for high-stakes recommendations

How much does Liminary cost?

Liminary offers a free plan plus paid tiers. See the website for current pricing. You can discover and review Liminary for free on Launch Llama.

What category does Liminary belong to?

Liminary is listed under Chrome Extensions, Productivity, Artificial Intelligence on Launch Llama.

How do I get started with Liminary?

Click the "Visit Website" button on this page to go directly to Liminary. You can also upvote and leave a review to help other founders discover it.

Founder Guides

  • How to use Liminary to make money faster
  • How to use Liminary to save time

Alternatives

  • TabAI

    For knowledge workers: TabAI auto-captures tasks from tabs and tools, organizes them with AI, and blocks distractions to keep you focused.

  • Recall

    For knowledge workers: Recall turns your saved research and notes into an AI edge, letting you query, compare, and extract insights from your personal knowledge base.

  • Bookmarx

    For knowledge workers: Bookmarx resurfaces and organizes your bookmarks with AI so you find what you saved and understand it faster.

  • Clark

    For busy professionals: Clark is an AI coworker with its own cloud computer that handles research, spreadsheets, code, and audits so you get finished work.

  • MindMirror

    For knowledge workers: MindMirror centralizes notes and files in one searchable space with smart search, summaries, and optional AI refinement for faster recall.

  • Sawnf

    For knowledge workers: Sawnf unifies notes, tasks, and goals in one workspace so you stop switching between five apps Sawnf keeps the workflow clear so you ship outcomes with less busywork.

Liminary · Website

  • Founded by Sarah Andrabi
  • Listed May 2026
  • Updated October 2, 2026

Chrome Extensions Productivity Artificial Intelligence