Editorial

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.

Desktop geospatial analysis for evidence-led mapping

Best for: Combining public boundaries, satellite layers, points and timelines into a reproducible geographic analysis.

Analyze satellite time series in a cloud geospatial environment

Best for: Testing environmental or land-change questions across dates rather than inspecting one satellite image.

Satellite active-fire detections, maps and alerts

Best for: Checking whether thermal detections are consistent with a reported fire within a defined place and period.

Find and access radar remote-sensing data

Best for: Discovering SAR scenes for a place and date when optical imagery is obscured or unsuitable.

Explore apparent fishing activity and vessel context

Best for: Public-interest research on fishing patterns, marine activity and changes around protected areas.

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.

Inspect embedded content provenance and credential information

Best for: Checking whether a media file carries supported content credentials and what they say about its declared history.

Command-line inspection of C2PA manifests

Best for: Repeatable provenance inspection of permitted media files when a browser-only check is insufficient.

AI-assisted location hypotheses from public scene imagery

Best for: Generating candidate areas for a public-interest image-verification task when environmental clues are difficult to interpret.

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.