ToolVitals
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Data & Analytics

Business intelligence, dashboards, data pipelines

112 tools across 9 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
Apache Superset Top Pick
Apache Superset is a Data Visualization and Data Exploration Platform
OSI-approved OSS
74k stars Active 100
02
Metabase
Open-source business intelligence
Open core
48.4k stars Active 100
03
Nao
👾 nao is an open source analytics agent. (1) Create context with nao-core cli, (2) deploy nao chat interface for everyone
OSI-approved OSS
1.5k stars Active 99

Proprietary targets

Replacement targets, not open-tool picks

01
WrenAI
Open-source text-to-SQL and text-to-chart GenBI agent with a semantic layer.
Active 100
02
Cube
📊 Cube Core is open-source semantic layer for AI, BI and embedded analytics
Active 98
03
Chartbrew
Open-source reporting platform to build and share live dashboards from APIs, SQL and NoSQL databases, with powerful AI assistant, scheduling, and embeddable charts 📈📊
Active 87

1 tool is on Evidence Watch.

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
Dagster Top Pick
An orchestration platform for the development, production, and observation of data assets.
OSI-approved OSS
15.9k stars Active 100
02
dbt
dbt enables data analysts and engineers to transform their data using the same practices that software engineers use to build applications.
OSI-approved OSS
13.5k stars Active 100
03
CocoIndex
Incremental engine for long horizon agents 🌟 Star if you like it!
OSI-approved OSS
11.1k stars Active 98

Proprietary targets

Replacement targets, not open-tool picks

01
Benthos
Data streaming processor with yaml-driven pipeline configuration
Active 96
02
RudderStack
Privacy and Security focused Segment-alternative, in Golang and React
Active 95
03
Pathway
Python ETL framework for stream processing, real-time analytics, LLM pipelines, and RAG.
Active 83

1 tool is on Evidence Watch.

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 Nessie Top Pick
Transactional catalog for data lakes with Git-like semantics.
OSI-approved OSS
1.5k stars Active 91
02
Magda
Federated open-source data catalog for big and small data.
OSI-approved OSS
604 stars Active 87
03
Datannur
Portable data catalog that can run without a server.
OSI-approved OSS
2 stars Warning 79

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
OpenOnco Top Pick
Clinical decision support platform for oncology tumor boards.
OSI-approved OSS
2 stars Warning 74

Proprietary targets

Replacement targets, not open-tool picks

01
MedgeClaw
Open-source AI research assistant for biomedical workflows with a real-time dashboard.
Critical 34

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
LabelLLM Top Pick
The Open-Source Data Annotation Platform
OSI-approved OSS
1.3k stars Warning 48

Proprietary targets

Replacement targets, not open-tool picks

01
Awesome Ai Dev Platform Opensource
An On-Chain Open-Source Platform for Rapid AI Model Productization Using Decentralized Resources with Flexibility and Scalability
Critical 37

Data Catalogs & Portals

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

Open ranking →

Open/source-visible picks

Health-first ToolVitals score, then adoption

01
CKAN Top 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 stars Active 88
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
510 stars Active 87

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
ItemPlus Top Pick
Open-source inventory and collection management system.
OSI-approved OSS
4 stars Warning 69

Warehouse Management

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

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Open/source-visible picks

Health-first ToolVitals score, then adoption

01
Warehouse Inventory System Top Pick
Open-source inventory management system for warehouse stock tracking with PHP and MySQL.
OSI-approved OSS
462 stars Critical 27

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.

12 tools are on Evidence Watch.