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Comparison · Analytics

Mage vs OpenCTI

A side-by-side editorial comparison of Mage and OpenCTI — release velocity, themes, recent moves, and the top alternatives to consider.

Mage vs OpenCTI: at a glance

FeatureMageOpenCTI
SectorAnalyticsAnalytics
Velocity score0.06.3
Sparks · 30d00
Top themesdata-pipelines, orchestration, cadence-decline, dependency-pinningthreat-intelligence, stix, data-model, ingestion
Last editorial update18d ago19h ago
WebsiteVisit →Visit →

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.

Read the full Mage trajectory →

What is OpenCTI?

OpenCTI spends a release unblocking queues and hardening upserts

7.260817.0 is a fix release. The most consequential item is malformed STIX messages nacking forever and blocking worker queues indefinitely — a stall in the ingestion path rather than a display bug. Alongside it: upsert clearing an existing createdBy when incoming confidence is higher, draft upserts crashing on existing attack patterns, OTP handling in the stream middleware, and case template relation authorization. Score fields were added to threat actor groups, intrusion sets and malware.

Read the full OpenCTI trajectory →

Mage vs OpenCTI: editorial side-by-side

M
Mage
ANALYTICS
0.0

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.

O
OpenCTI
ANALYTICS
6.3

OpenCTI spends a release unblocking queues and hardening upserts

◆ Current state

7.260817.0 is a fix release. The most consequential item is malformed STIX messages nacking forever and blocking worker queues indefinitely — a stall in the ingestion path rather than a display bug. Alongside it: upsert clearing an existing createdBy when incoming confidence is higher, draft upserts crashing on existing attack patterns, OTP handling in the stream middleware, and case template relation authorization. Score fields were added to threat actor groups, intrusion sets and malware.

◆ Where it's heading

The platform's feature energy went into the connector catalog and integrations rework in July, and the releases since have been consolidating: mass operations on relation times, shareable saved searches, and now a pass over ingestion robustness. Adding score to more entity types continues the slow enrichment of the data model that runs underneath the feature work.

◆ Prediction

Given score arriving on three entity types in one release, expect it to keep spreading across the data model, and the queue-blocking class of bug to draw more worker-side hardening.

Alternatives to Mage and OpenCTI

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 Mage or OpenCTI.

See all Mage alternatives → · See all OpenCTI alternatives →

Recent activity from Mage and OpenCTI

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 2d agoOpenCTIMalformed STIX no longer blocks worker queues indefinitely
  2. 4d agoOpenCTILTS branch gets the security backport: access-scoped streams, dependency sweep
  3. 7d agoOpenCTIMass operations can now edit relation start and stop times
  4. 12d agoOpenCTISaved searches and dashboard filters become shareable and reusable
  5. 15d agoOpenCTIData sanity operations can be stopped mid-run
  6. 20d agoOpenCTIIntegrations experience reworked around the new catalog, plus draft approval workflows
  7. 6mo agoMageDependency pinning and SQLAlchemy 2.0 compatibility fixes
  8. 11mo agoMagePath traversal CVE fixes and cancellation callbacks
  9. 1y agoMageTeradata, Doris and Airtable connectors, rotatable API tokens
  10. 1y agoMageAirtable destination and Python 3.11 and 3.12 support
  11. 1y agoMageGoogle Cloud Storage source and Airtable integration
  12. 2y agoMageMemory management rework and dynamic blocks 2.0

Frequently asked questions

What is the difference between Mage and OpenCTI?

They serve adjacent needs but don't currently overlap on shipped themes. OpenCTI is currently shipping more aggressively (velocity 6.3 vs 0.0), with 0 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 Mage better than OpenCTI?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. OpenCTI is currently shipping more aggressively (velocity 6.3 vs 0.0), with 0 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 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.

What are the best alternatives to OpenCTI?

Top OpenCTI alternatives in Analytics are ranked by recent ship velocity. Browse the "OpenCTI alternatives" section above for the current picks, or visit /alternatives/opencti for the full list with editorial commentary on each.