ToolVitals
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Data & Analytics

Business intelligence, dashboards, data pipelines

114 tools across 10 use cases

BI & Dashboards

Business intelligence, dashboards, reporting, and analytics workspaces.

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Open/source-visible picks

Health-first ToolVitals score, then adoption

01
LightdashTop Pick
Self-serve BI to 10x your data team ⚡️
OSI-approved OSS
6.2k starsActive98
02
Metabase
Open-source business intelligence
Open core
49.8k starsActive98
03
Apache Superset
Apache Superset is a Data Visualization and Data Exploration Platform
OSI-approved OSS
75.3k starsActive97

6 tools are not scored because comparable open/source-visible evidence is unavailable.

Data Pipelines

Data integration, ETL, ELT, ingestion, and transformation tools.

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Open/source-visible picks

Health-first ToolVitals score, then adoption

01
dbtTop Pick
dbt enables data analysts and engineers to transform their data using the same practices that software engineers use to build applications.
OSI-approved OSS
14.1k starsActive97
02
Feldera
Incremental computation engine.
OSI-approved OSS
2.1k starsActive97
03
Bruin
Data pipeline platform with SQL, Python, and quality checks.
OSI-approved OSS
1.8k starsActive97

1 tool is on Evidence Watch.

9 tools are not scored because comparable open/source-visible evidence is unavailable.

Data Catalogs & Portals

Tools for cataloging, publishing, discovering, and managing metadata for datasets across one or more data sources.

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Open/source-visible picks

Health-first ToolVitals score, then adoption

01
Project NessieTop Pick
Transactional catalog for data lakes with Git-like semantics.
OSI-approved OSS
1.5k starsActive94
02
Magda
Federated open-source data catalog for big and small data.
OSI-approved OSS
606 starsActive87
03
odd-platform
First open-source data discovery and observability platform. We make a life for data practitioners easy so you can focus on your business.
OSI-approved OSS
1.4k starsWarning48

Data Catalogs & Portals

Tools for cataloging, publishing, discovering, and managing metadata for datasets across one or more data sources.

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Open/source-visible picks

Health-first ToolVitals score, then adoption

01
CKANTop Pick
CKAN is an open-source DMS (data management system) for powering data hubs and data portals. CKAN makes it easy to publish, share and use data. It powers catalog.data.gov, open.canada.ca/data, data.humdata.org among many other sites.
OSI-approved OSS
5.1k starsActive93
02
core-geonetwork
GeoNetwork is a catalog application to manage spatially referenced resources. It provides powerful metadata editing and search functions as well as an interactive web map viewer. It is currently used in numerous Spatial Data Infrastructure initiatives across the world.
OSI-approved OSS
524 starsActive91

Clinical Decision Support

Healthcare tools that support clinical decision-making, care review workflows, and specialty medical recommendations.

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Open/source-visible picks

Health-first ToolVitals score, then adoption

01
OpenOncoTop Pick
Clinical decision support platform for oncology tumor boards.
OSI-approved OSS
2 starsActive87

1 tool is not scored because comparable open/source-visible evidence is unavailable.

Data Annotation & Labeling

Tools for labeling, annotating, reviewing, and managing datasets for machine learning or data workflows.

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Open/source-visible picks

Health-first ToolVitals score, then adoption

01
LabelLLMTop Pick
The Open-Source Data Annotation Platform
OSI-approved OSS
1.3k starsCritical9

1 tool is not scored because comparable open/source-visible evidence is unavailable.

AI Agent Tools

Agent frameworks, AI developer tools, LLM apps, and orchestration tools.

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Open/source-visible picks

Health-first ToolVitals score, then adoption

01
bagofwordsTop Pick
Chat with your data - with memory, rules, and observability built in. Deploy in 2 minutes
OSI-approved OSS
463 starsActive96

Inventory & Collection Management

Tools for tracking personal, household, parts, asset, or collection inventories outside full warehouse operations.

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Open/source-visible picks

Health-first ToolVitals score, then adoption

01
ItemPlusTop Pick
Open-source inventory and collection management system.
OSI-approved OSS
5 starsWarning53

Warehouse Management

Warehouse management systems for inventory control, warehouse operations, logistics, and fulfillment workflows.

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No scored tools in this use case yet.

Awaiting Use-Case Review

These tools fit this broad category, but still need a more specific use-case assignment.

No scored tools in this use case yet.

11 tools are on Evidence Watch.

1 tool is not scored because comparable open/source-visible evidence is unavailable.