Carrot2

Operator: Carrot Search, Poland

Automatically groups web search results, PubMed abstracts and your own text by topic.

Search Engines & Web Search

OPSEC caution

The public Workbench sends submitted text to the Carrot2 clustering server. According to the provider, it remains in memory there only while the calculation runs.

Open website (external website)

Product

Carrot2

Availability and source date

Active

As of: 25 October 2026.

Check: 25 October 2026.

A public web search for open source intelligence and a PubMed search for malaria, followed by clustering.

The web search showed 111 results and relevant topic groups; PubMed showed 100 abstracts and its own medical topic groups.

Use in OSINT research

Provides a topic overview of search results and documents. Topic clusters help review larger result sets and discover relevant research terms.

Queries

InputResultResult type
Keyword / free textWeb results or PubMed abstracts with automatically named topic groups.
Derived
Document / fileTopic clusters from your own text and document tables in the Clustering Workbench.
Derived

Features

  • Groups web results from eTools.ch or medical abstracts from PubMed.
  • Names topic clusters and assigns matching documents.
  • Shows topics as a list, treemap or pie chart.
  • Provides Lingo, STC and k-means clustering methods.
  • Processes files and content from Solr and Elasticsearch in the Workbench.
  • Provides a Java library and a self-hostable REST server for your own applications.

Categories

  • Search Engines & Web Search
  • Search engines

Coverage

Dataset

Web results through eTools.ch, medical abstracts from PubMed, your own text and connected search indexes.

Access

Installation and deployment

Website · Locally installable · Self-hosted

A public search demo, your own Java library installation or a self-hosted REST server.

Requirements

A public search demo without an account. The library or Document Clustering Server can be installed locally; the current REST server requires Java 21 or a suitable container environment.

Export

The Workbench exports results as Excel and JSON; the REST API returns clusters as JSON.

Provider

Carrot Search

Country of establishment

Poland

Interfaces

API

Available. A Java API and HTTP/JSON REST API from the self-hostable Document Clustering Server. An OpenAPI document describes the service.

MCP

Not documented. Not specified on the captured product and documentation pages.

AI agents

Not documented. Not specified on the captured product and documentation pages.

Maintenance

Licence

BSD

Latest activity

Commit 10/2026

Stars

859 (as of 25 October 2026)

Usage note

The current repository licence permits reuse of the software under BSD terms. The demo help instead lists Apache 2.0.

Limitations

  • Heavy use of eTools web search may require an agreement with its operator.

Guides and practical reports

Sources

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