Fulcrum
Fulcrum launches MCP + AI Toolkit in Labs, giving AI assistants the ability to build and query Fulcrum forms directly.
Comparison · Analytics
Holistics vs Mage
A side-by-side editorial comparison of Holistics and Mage — release velocity, themes, recent moves, and the top alternatives to consider.
Holistics vs Mage: at a glance
What is Holistics?
Holistics is weaving AI governance and proactive alerting into its analytics semantic layer.
Holistics is in an aggressive AI-integration phase — not adding a chatbot, but wiring AI into the governance, observability, and data-model layers. The last 10 entries include AI query tracing, per-user MCP access controls, data redaction for AI, anomaly detection on time-series metrics, and an investigate-why-a-metric-moved feature. The product is simultaneously expanding AI capability and building the access-control infrastructure required to deploy it safely in enterprise contexts.
What is Mage?
Feature releases every two months in 2024; one bugfix release in the last twelve.
The release cadence has collapsed. Through 2024 Mage shipped roughly every two months with substantial features each time — memory management rework, dynamic blocks, new sources and destinations, Python 3.11 and 3.12 support. 2025 produced two releases. The most recent entry, 0.9.79 in January 2026, contains no feature section at all: it is dependency pinning, SQLAlchemy 2.0 compatibility, character escaping during code interpolation, and log file handle cleanup. Nothing has followed it in the six months since.
Holistics vs Mage: editorial side-by-side
Holistics
7.5ANALYTICS
Holistics is weaving AI governance and proactive alerting into its analytics semantic layer.
◆ Current state
Holistics is in an aggressive AI-integration phase — not adding a chatbot, but wiring AI into the governance, observability, and data-model layers. The last 10 entries include AI query tracing, per-user MCP access controls, data redaction for AI, anomaly detection on time-series metrics, and an investigate-why-a-metric-moved feature. The product is simultaneously expanding AI capability and building the access-control infrastructure required to deploy it safely in enterprise contexts.
◆ Where it's heading
The Markdown-as-first-class-object move is the most architecturally significant. By connecting .md documentation files to models, datasets, and dashboards via semantic links, Holistics is building toward a unified semantic layer where documentation is queryable context — not a wiki sitting beside the product. Combined with AI tracing and anomaly detection, the direction is an analytics platform that monitors itself and surfaces explanations proactively, with documentation as the shared vocabulary.
◆ Prediction
Per-dataset AI restrictions and AI audit logging are likely next, given the pattern of layered governance controls. Expect the Markdown integration to expand to support AI-assisted documentation generation or natural-language querying that uses documentation as additional context.
Mage
0.0ANALYTICS
Feature releases every two months in 2024; one bugfix release in the last twelve.
◆ Current state
The release cadence has collapsed. Through 2024 Mage shipped roughly every two months with substantial features each time — memory management rework, dynamic blocks, new sources and destinations, Python 3.11 and 3.12 support. 2025 produced two releases. The most recent entry, 0.9.79 in January 2026, contains no feature section at all: it is dependency pinning, SQLAlchemy 2.0 compatibility, character escaping during code interpolation, and log file handle cleanup. Nothing has followed it in the six months since.
◆ Where it's heading
The arc runs from expanding the product to keeping it compiling. The 2024 releases added capability — a canvas rework, multi-project support, streaming sinks, Kubernetes job parameters. The 2025 releases shifted toward integrations and CVE response, including a batch of path traversal fixes carrying assigned identifiers. The last release is entirely defensive, including vendoring croniter into the repository and locking scikit-learn to stop upstream changes from breaking builds. That is the profile of a codebase being kept viable rather than developed.
◆ Prediction
The entries give no basis for predicting the next release — a six-month gap after a dependency-only patch is the only signal available, and nothing here indicates whether the line is paused or finished.
Alternatives to Holistics and Mage
Other Analytics products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either Holistics or Mage.
Keboola
Keboola's Kai AI assistant hits GA, completing the pivot from data platform to AI-native pipeline orchestration layer.
Omni
Omni's Apps reach general availability, completing its embedded analytics platform pitch.
Lightdash
Lightdash ships AI-generated custom chart types — describe what you want, get a reusable chart type for your whole project.
OpenCTI
OpenCTI ships FIPS-validated base images and a new vulnerability data model, targeting enterprise and government deployments.
Clicky
Clicky ships meaningful bot-blocking improvements but ships infrequently—four entries over five months with no new analytical features.
See all Holistics alternatives → · See all Mage alternatives →
Recent activity from Holistics and Mage
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agoHolisticsLight & dark mode dashboard theme
- 1d agoHolisticsTrace AI-triggered queries and jobs
- 5d agoHolisticsExplicit interaction syntax for Canvas Dashboard
- 7d agoHolisticsð Markdown: updated to be part of your analytics ⚡
- 8d agoHolisticsConfigure MCP access per user or group
- 14d agoHolisticsMetric support for field filters
- 7mo agoMageDependency pinning and SQLAlchemy 2.0 compatibility fixes
- 1y agoMagePath traversal CVE fixes and cancellation callbacks
- 1y agoMageTeradata, Doris and Airtable connectors, rotatable API tokens
- 1y agoMageAirtable destination and Python 3.11 and 3.12 support
- 1y agoMageGoogle Cloud Storage source and Airtable integration
- 2y agoMageMemory management rework and dynamic blocks 2.0
Frequently asked questions
What is the difference between Holistics and Mage?
They serve adjacent needs but don't currently overlap on shipped themes. Holistics is currently shipping more aggressively (velocity 7.5 vs 0.0), with 1 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is Holistics better than Mage?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Holistics is currently shipping more aggressively (velocity 7.5 vs 0.0), with 1 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.
What are the best alternatives to Holistics?
Top Holistics alternatives in Analytics are ranked by recent ship velocity. Browse the "Holistics alternatives" section above for the current picks, or visit /alternatives/holistics for the full list with editorial commentary on each.
What are the best alternatives to Mage?
Top Mage alternatives in Analytics are ranked by recent ship velocity. Browse the "Mage alternatives" section above for the current picks, or visit /alternatives/mage-ai for the full list with editorial commentary on each.