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Research

Research & Extraction

Search thousands of files in seconds. The agent uses Grep, Glob, and File Read to find exactly what you need, extract the relevant pieces, and compile a structured summary.

Video demo coming soon

Impact

What changes

Without Lapu AI

A project manager spends an hour opening 30 meeting note files one by one, searching for budget discussions, copying relevant paragraphs, and assembling a summary in a new document.

With Lapu AI

Lapu AI greps all 30 files for budget-related content in seconds, reads the surrounding context, and produces a structured summary with source references — ready in under 5 minutes.

30-90 minutes per research tasksaved per task

The challenge

Important information is scattered across hundreds of files — meeting notes, project docs, config files, log archives, email exports, legal documents. Finding a specific detail means opening files one by one, searching manually, and piecing together context from multiple sources. System search tools find filenames but cannot understand content or compile findings.



How Lapu AI solves this

Lapu AI uses Glob to locate files by pattern, Grep to search contents with regex, and File Read to pull relevant sections — across your entire local file system. It can search thousands of files in seconds, extract matching passages, cross-reference findings across documents, and compile everything into a structured summary. The agent understands what it reads, so it can answer follow-up questions, filter by relevance, and highlight connections you might miss.

Searches run locally on your machine. Only the context needed for AI reasoning is sent to model providers.

Workflow

How it works

1

Define your search scope

Tell the agent where to look and what to find — for example, 'Search all markdown files in ~/projects/ for mentions of authentication and summarize what each project does for auth.' The agent uses Glob to locate matching files.

GlobFile Read
2

The agent searches and reads

Using Grep for content matching and File Read for context, the agent scans the target files, identifies relevant passages, and reads surrounding context to understand the full picture.

GrepFile ReadShell
3

Get a compiled, structured output

The agent produces a summary — organized by source, with citations, key findings, and extracted data. It can write the results to a file, answer follow-up questions, or refine the search based on what it found.

File ReadFile Edit

Try it yourself

What you would type

Copy any of these into Lapu AI to get started immediately.

>Search all meeting notes in ~/notes/ for any mention of the Q2 budget and compile the relevant decisions into a single summary.

>Find every config file across my projects that references a database connection string and list them with the connection details.

>Search the legal folder for all clauses related to termination across our client contracts and compare them side by side.

Ready to try this workflow?

Download Lapu AI and run it on your own machine. Free to start.

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FAQ

Common questions


How fast is it compared to system search?

The Grep and Glob tools use ripgrep under the hood, which is extremely fast — it can search tens of thousands of files in seconds. Unlike system search, the agent also reads and understands the content, so it can summarize and cross-reference findings rather than just listing file matches.

Can it search inside PDFs and Office documents?

For text-based files (markdown, txt, csv, json, code), Grep searches directly. For PDFs and Office documents, the agent first uses built-in document skills to extract text, then searches the extracted content. It handles the format conversion automatically.

Does it work across different file types at once?

Yes. A single search can span any combination of file types — markdown notes, JSON configs, Python scripts, CSV data, text logs. The agent adapts its reading strategy based on what it finds.

Put your busywork on autopilot

Lapu AI handles the repetitive work between you and outcomes. One desktop agent, zero tab-switching. Available now on macOS and Windows.

Create a free account. Download in under a minute.

Lapu AI Agent Chat interface with conversation history and workflow suggestions
Research & Information Extraction — Lapu AI Desktop Agent — Lapu AI