Linkly AILinkly AI
Linkly AI

Linkly AI

Local Search Engine, Built for AI Agents.

Local-FirstAI AgentPrivacy

Why We Believe Local-First Is Becoming More Important in the AI Era

AI multiplies both the value and the risk of your data. Meanwhile, local compute power, the AI agent toolchain, and your own digital assets are all pointing toward the same conclusion: local-first is not a fallback—it's the future.

ClaudeMCPLocal Documents

When AI Can Access Your Local Files: How Conversations with Claude Change

Claude is smart, but it has no idea what's in your files. Connect your local documents, and what it can do for you changes completely — here are 4 real-world scenarios.

RAGEmbeddingOutlines Index

Why We Abandoned RAG: Six Fundamental Problems

We spent months building a complete RAG pipeline. It was technically elegant, but we had to admit: it wasn't good enough. Here are the six root problems we encountered, and how we solved them.

Linkly AICLIMCP

Without Leaving the Terminal, Let AI Search Every Document on Your Computer

A lightweight Rust CLI tool that connects to the Linkly AI desktop app, enabling you to search, browse, and read local documents from your terminal. It also serves as an MCP bridge for AI agents to access Linkly AI.

Linkly AIAgent SkillsClaude Code

One Command to Let Claude Code and 30+ AI Tools Read Your Local Files

A skill pack following the Agent Skills open standard. Once installed, 30+ AI platforms including Claude Code and Codex CLI can directly search, browse, and read your local documents.

Outlines Index: A Progressive Disclosure Approach for Feeding Documents to AI Agents
Outlines IndexProgressive DisclosureAI Agent

Outlines Index: A Progressive Disclosure Approach for Feeding Documents to AI Agents

Traditional RAG splits documents into chunks and feeds them to AI. We took a different approach: build a structured outline for each document, letting AI browse like a researcher — scan the table of contents, navigate to relevant sections, then read precisely.

Linkly AIAIKnowledge Management

Linkly AI: Let AI Agents Access Your Local Documents Without Friction

Your contracts, reports, papers, and proposals are AI's 'dark matter.' Traditional RAG chops documents into fragments and feeds them to AI — with poor results. We took a different approach: let AI browse your file cabinet like a researcher.