distributions3
distributions3 0.3.0 adds sample-based distributions and likelihood derivatives
Comparison · Analytics
INBOmd vs OpenCTI
A side-by-side editorial comparison of INBOmd and OpenCTI — release velocity, themes, recent moves, and the top alternatives to consider.
INBOmd vs OpenCTI: at a glance
What is INBOmd?
Institutional report templates where a missing metadata field watermarks the whole document.
INBOmd supplies R Markdown output formats — PDF, gitbook, EPUB — carrying the house style and colophon requirements of INBO, the Flemish nature and forest research institute. Its distinguishing design decision is enforcement by embarrassment: an incomplete colophon stamps a watermark across every page until the required fields are filled in. Recent releases are small corrections, with the substantive template work sitting several years back.
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.
INBOmd vs OpenCTI: editorial side-by-side
INBOmd
0.0ANALYTICS
Institutional report templates where a missing metadata field watermarks the whole document.
◆ Current state
INBOmd supplies R Markdown output formats — PDF, gitbook, EPUB — carrying the house style and colophon requirements of INBO, the Flemish nature and forest research institute. Its distinguishing design decision is enforcement by embarrassment: an incomplete colophon stamps a watermark across every page until the required fields are filled in. Recent releases are small corrections, with the substantive template work sitting several years back.
◆ Where it's heading
The package has settled into maintenance around a stable feature set, with recent activity split between watermark and colophon edge cases and keeping in step with its siblings — it picked up the new citeme dependency within days of checklist splitting that package out. The open work is the long tail of citation rendering across three output formats, where subtitles, colophon fields and DOIs each surface separately. Nothing here suggests new output formats are planned.
◆ Prediction
Expect continued small fixes to colophon and citation rendering across the three output formats, and dependency updates tracking the checklist and citeme packages it sits alongside.
OpenCTI
6.3ANALYTICS
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 INBOmd 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 INBOmd or OpenCTI.
Basedash
Basedash keeps pushing its data out of the workspace — now to people without accounts
RStudio
RStudio ships through release branches, and the notes are commit messages
dbt Core
dbt Fusion's second beta is adapter work: ClickHouse gets materializations, indexes, and catalogs
Fulcrum
Fulcrum is betting its whole map stack on Esri, with a hard Google Maps cutoff on September 1.
Holistics
Holistics keeps fencing in the AI layer it spent the summer building.
See all INBOmd alternatives → · See all OpenCTI alternatives →
Recent activity from INBOmd and OpenCTI
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 2d agoOpenCTIMalformed STIX no longer blocks worker queues indefinitely
- 5d agoOpenCTILTS branch gets the security backport: access-scoped streams, dependency sweep
- 8d agoOpenCTIMass operations can now edit relation start and stop times
- 12d agoOpenCTISaved searches and dashboard filters become shareable and reusable
- 16d agoOpenCTIData sanity operations can be stopped mid-run
- 20d agoOpenCTIIntegrations experience reworked around the new catalog, plus draft approval workflows
- 1mo agoINBOmdWatermark no longer prints NA when colophon fields are missing
- 1mo agoINBOmdDependency bump to the latest citeme and checklist
- 6mo agoINBOmdMissing subtitle restored in gitbook and EPUB colophon citations
- 2y agoINBOmdpdf_report() requires pandoc 3.1.8 or later
- 2y agoINBOmdWatermarks and separate colophons for internal reports
- 3y agoINBOmdStructured author metadata required; interactive report helpers added
Frequently asked questions
What is the difference between INBOmd 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 INBOmd 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 INBOmd?
Top INBOmd alternatives in Analytics are ranked by recent ship velocity. Browse the "INBOmd alternatives" section above for the current picks, or visit /alternatives/inbomd 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.