silx
silx settles into maintenance a release after its PySide6 migration
Comparison · Analytics
AgencyAnalytics vs hubUtils
A side-by-side editorial comparison of AgencyAnalytics and hubUtils — release velocity, themes, recent moves, and the top alternatives to consider.
AgencyAnalytics vs hubUtils: at a glance
What is AgencyAnalytics?
AgencyAnalytics is turning its assistant into scheduled agency staff work, not a chat box.
The release cadence is weekly and heavily weighted toward AgencyAI. Skills landed in early August as named, runnable agency tasks; scheduling followed, letting those requests run on a cadence and post results into the client's conversation. Around them sit portfolio-management improvements — client tags, report share history, advanced metric filtering — and a consolidated Data tab feeding the assistant's context.
What is hubUtils?
The hubverse's shared plumbing, tracking schema versions and converting output types.
hubUtils is the low-level dependency the rest of the hubverse builds on: schema version tracking, config file reading, example test hubs, and conversion between forecast output types. Its releases are small and cadenced to the hubverse schema itself, with a version bump arriving whenever the config schema advances. The recent work is performance rather than surface.
AgencyAnalytics vs hubUtils: editorial side-by-side
AgencyAnalytics
6.3ANALYTICS
AgencyAnalytics is turning its assistant into scheduled agency staff work, not a chat box.
◆ Current state
The release cadence is weekly and heavily weighted toward AgencyAI. Skills landed in early August as named, runnable agency tasks; scheduling followed, letting those requests run on a cadence and post results into the client's conversation. Around them sit portfolio-management improvements — client tags, report share history, advanced metric filtering — and a consolidated Data tab feeding the assistant's context.
◆ Where it's heading
Every recent release either gives AgencyAI more to read or more autonomy in when it runs. The Data tab consolidation, the AI Tracker add-on for AI search visibility, and now scheduling all point the same way: the platform is being positioned to produce the recurring client deliverables an agency would otherwise assign to a junior analyst.
◆ Prediction
Expect scheduled AgencyAI output to gain delivery paths beyond conversation history — into reports or client-facing sends — given the existing report scheduling and share infrastructure.
hubUtils
0.0ANALYTICS
The hubverse's shared plumbing, tracking schema versions and converting output types.
◆ Current state
hubUtils is the low-level dependency the rest of the hubverse builds on: schema version tracking, config file reading, example test hubs, and conversion between forecast output types. Its releases are small and cadenced to the hubverse schema itself, with a version bump arriving whenever the config schema advances. The recent work is performance rather than surface.
◆ Where it's heading
The through-line is that this package absorbs whatever the schema is doing — v5, then v6 with target-data configuration, each arriving with matching accessors and example hubs so the sibling packages can be tested against something real. convert_output_type() is the one piece of genuine computation here, and it has now been optimised by roughly an order of magnitude, suggesting it is being used at scales the original implementation did not anticipate. Everything else is accessors and fixtures.
◆ Prediction
Expect the next substantive release to track the next hubverse schema version, with any independent work concentrated on convert_output_type(), the only performance-sensitive function in the package.
Alternatives to AgencyAnalytics and hubUtils
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 AgencyAnalytics or hubUtils.
Plotly
Plotly is turning its cloud into a metered compute platform with an enterprise on-ramp.
aniread
aniread stops asking you to know which tracker wrote the file
Rho
Rho's release machinery finally produced a stable build — and it shipped no new product.
Usermaven
Usermaven closed the loop: data comes in from anywhere, and now it goes back out.
OpenCTI
OpenCTI spends a release unblocking queues and hardening upserts
See all AgencyAnalytics alternatives → · See all hubUtils alternatives →
Recent activity from AgencyAnalytics and hubUtils
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agoAgencyAnalyticsSchedule your AgencyAI prompts
- 6d agoAgencyAnalyticsAdvanced filtering for custom metrics and KPIs
- 6d agoAgencyAnalyticsOrganize your clients your way with tags
- 11d agoAgencyAnalyticsReport Shares View
- 11d agoAgencyAnalyticsSkills in AgencyAI ⚡
- 21d agoAgencyAnalyticsEverything about your client's data, now in one tab
- 1mo agohubUtilsconvert_output_type() drops an order of magnitude in time and memory
- 7mo agohubUtilsGraceful failure when remote resources are unreachable
- 9mo agohubUtilsAccessors for target-data.json configuration
- 10mo agohubUtilsSchema v6.0.0 support and two example v6 hubs
- 10mo agohubUtilsLightweight example v5 hubs added for tests
- 1y agohubUtilsconvert_output_type() introduced for sample-to-summary conversion
Frequently asked questions
What is the difference between AgencyAnalytics and hubUtils?
They serve adjacent needs but don't currently overlap on shipped themes. AgencyAnalytics is currently shipping more aggressively (velocity 6.3 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 AgencyAnalytics better than hubUtils?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. AgencyAnalytics is currently shipping more aggressively (velocity 6.3 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 AgencyAnalytics?
Top AgencyAnalytics alternatives in Analytics are ranked by recent ship velocity. Browse the "AgencyAnalytics alternatives" section above for the current picks, or visit /alternatives/agencyanalytics for the full list with editorial commentary on each.
What are the best alternatives to hubUtils?
Top hubUtils alternatives in Analytics are ranked by recent ship velocity. Browse the "hubUtils alternatives" section above for the current picks, or visit /alternatives/hubutils for the full list with editorial commentary on each.