Holistics
Holistics lets admins put a key dashboard on everyone's Home page.
Comparison · Analytics
Count vs Shynet
A side-by-side editorial comparison of Count and Shynet — release velocity, themes, recent moves, and the top alternatives to consider.
Count vs Shynet: at a glance
What is Count?
Count's agent now shows the chain of cells and assumptions behind every answer it gives.
Count is a data-canvas analytics tool organized around an AI agent. Its late-October release added Reasoning Chains, which link each claim and chart in an agent answer back to the cells, sources and assumptions behind it. Over the summer it rebuilt the agent with web data and auto layout, moved Python to a server sandbox with any PyPI package, and added longer agent conversations, a faster empty-canvas start and catalog views that stay populated while they refresh.
What is Shynet?
Shynet went silent for two and a half years and a security audit is what woke it up.
Shynet's most recent release closes two externally reported vulnerabilities: a wildcard ALLOWED_HOSTS default enabling password reset poisoning, and stored XSS in two template filters, both credited to an outside security firm. It arrived after a gap of roughly two and a half years, and the release before it was a temporary dependency install workaround. The dashboard features people associate with the project — the annotated world map, the map-versus-table toggle — all date from 2021.
Count vs Shynet: editorial side-by-side
Count
6.3ANALYTICS
Count's agent now shows the chain of cells and assumptions behind every answer it gives.
◆ Current state
Count is a data-canvas analytics tool organized around an AI agent. Its late-October release added Reasoning Chains, which link each claim and chart in an agent answer back to the cells, sources and assumptions behind it. Over the summer it rebuilt the agent with web data and auto layout, moved Python to a server sandbox with any PyPI package, and added longer agent conversations, a faster empty-canvas start and catalog views that stay populated while they refresh.
◆ Where it's heading
Count is making the agent the main way to work in the canvas, then adding the checks that let people trust its output. Reasoning Chains and server-side Python with managed secrets point at analysis that can be audited and run on real data. Steady fix lists for agent edits show the agent is still being hardened.
◆ Prediction
Expect more ways to inspect and correct agent work, building on Reasoning Chains. The entries don't show whether chains will extend to Slack answers.
Shynet
0.0ANALYTICS
Shynet went silent for two and a half years and a security audit is what woke it up.
◆ Current state
Shynet's most recent release closes two externally reported vulnerabilities: a wildcard ALLOWED_HOSTS default enabling password reset poisoning, and stored XSS in two template filters, both credited to an outside security firm. It arrived after a gap of roughly two and a half years, and the release before it was a temporary dependency install workaround. The dashboard features people associate with the project — the annotated world map, the map-versus-table toggle — all date from 2021.
◆ Where it's heading
The arc is a project that had real community momentum and then stopped. In 2021 releases were arriving monthly and were, by the maintainer's own note, driven entirely by contributors; by 2023 the content was dependabot bumps and build workarounds; after that, nothing until a security report forced a response. Nothing in the recent entry suggests development resumed more broadly — it is a targeted fix release, not a return to cadence.
◆ Prediction
These entries give no basis for expecting feature work to resume; the realistic expectation is that the next release, whenever it comes, is again driven by an external security report or a dependency that stops installing.
Alternatives to Count and Shynet
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 Count or Shynet.
Apache Cloudberry
Apache Cloudberry ships 2.2.0 after three release candidates.
Rho
Rho 0.5.3 lets Claude sessions run without Rho's own step and time caps.
Displayr
Displayr moves custom visualizations to their own domain, so videos, maps and saved settings work.
Calibre
Calibre MCP lets your coding agent read RUM and Lighthouse data, then fix the slow code
Plausible
Plausible removes the goal setup step from funnels.
See all Count alternatives → · See all Shynet alternatives →
Recent activity from Count and Shynet
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 5d agoCountReasoning Chains ⚡
- 19d agoCountLonger agent conversations
- 1mo agoCountNo gaps while catalog views refresh
- 2mo agoCountSSO sign-in banner and clearer SQL Server errors
- 2mo agoCountA faster start from an empty canvas
- 2mo agoCountNew sign-in and sign-up
- 7mo agoShynetSecurity and dependency updates
- 3y agoShynetFix Cython/crypto build issues
- 3y agoShynetStability and performance improvements
- 5y agoShynetBug fixes and reliability improvements
- 5y agoShynetDashboard improvements, bug fixes, and upstream security improvements
- 5y agoShynetDeploy using GitHub actions
Frequently asked questions
What is the difference between Count and Shynet?
They serve adjacent needs but don't currently overlap on shipped themes. Count 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 Count better than Shynet?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Count 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 Count?
Top Count alternatives in Analytics are ranked by recent ship velocity. Browse the "Count alternatives" section above for the current picks, or visit /alternatives/count for the full list with editorial commentary on each.
What are the best alternatives to Shynet?
Top Shynet alternatives in Analytics are ranked by recent ship velocity. Browse the "Shynet alternatives" section above for the current picks, or visit /alternatives/shynet for the full list with editorial commentary on each.