Public Web

Manage structured cyber-threat knowledge and relationships

Best for: Teams organizing indicators, entities, reports and relationships across multiple intelligence sources.

Orchestrate indicator enrichment across analysis services

Best for: Running controlled enrichment of hashes, domains or other permitted indicators across multiple configured sources.

Search community-shared malware indicators

Best for: Checking whether a scoped domain, IP or hash appears in reported malware-related indicator data.

Look up malware sample hashes and associated metadata

Best for: Defensive identification of a known file hash without opening or executing the file.

Map an authorized organization's external asset footprint

Best for: Structured discovery of domains and related infrastructure for a clearly scoped asset inventory.

Search and retrieve web content for research pipelines

Best for: Programmatic discovery of relevant public pages for a documented, repeatable research workflow.

Web search and extraction for AI-assisted research applications

Best for: Adding scoped web discovery and extraction to an automated research assistant.

Convert public web pages into structured research inputs

Best for: Collecting readable page content or structured fields from permitted sources at a controlled scale.

Open-source browser crawling and extraction for structured research

Best for: Building a local, configurable collector when analysts need more control over extraction and storage.

Parse documents into structured text and tables

Best for: Preparing PDFs and other document collections for search, comparison or extraction without relying only on copy-and-paste.

Browser-based crawling and replayable web archives

Best for: Repeatable capture of dynamic sites or collections that need more than a screenshot or a single HTML page.

Automate preservation from a structured queue of source links

Best for: Newsrooms maintaining a collection queue of public posts, pages and media that may disappear.

Search, annotate and publish source documents

Best for: Document-led reporting that needs public document discovery, passages readers can inspect and an organized publication surface.

Extract tables from text-based PDF documents

Best for: Moving procurement, finance or registry tables from a selectable-text PDF into a spreadsheet for verification.

Explore and publish searchable SQLite datasets

Best for: Sharing structured investigation records with reproducible queries and a browsable evidence interface.

Explore and visualize networks of documented relationships

Best for: Examining ownership, co-appearance or hyperlink networks after entities and edges have been checked.

Organize sources, citations and research collections

Best for: Maintaining a reusable bibliography and source library across a long investigation or editorial series.

Local Markdown notes for connected research

Best for: Building a case notebook with source-linked claims, timelines, entities and unresolved questions.