← Back to home
Comparison · Analytics

Count vs ntopng

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

Shared themes:mcp

Count vs ntopng: at a glance

FeatureCountntopng
SectorAnalyticsAnalytics
Velocity score6.30.0
Sparks · 30d10
Top themesagentic-analytics, explainability, data-canvas, pythonnetwork-monitoring, ai-analyst, mcp, wazuh
Last editorial update1d ago2d ago
WebsiteVisit →Visit →

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.

Read the full Count trajectory →

What is ntopng?

ntopng 7.0 adds an AI traffic analyst, Wazuh integration and BGP in one release.

ntopng 7.0 arrived in September, ten months after 6.6. nAnalyst brings AI chat, policies, dashboards and an agentic loop across multiple LLM providers, with an MCP server included. The release also adds Wazuh XDR/SIEM integration, a Sites hierarchy, BGP/BMP with RPKI validation, a ClickHouse timeseries engine, OpenID Connect SSO, MFA and passkeys, and a new Vue.js frontend replacing legacy pages.

Read the full ntopng trajectory →

Count vs ntopng: editorial side-by-side

C
Count
ANALYTICS
6.3

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.

N
ntopng
ANALYTICS
0.0

ntopng 7.0 adds an AI traffic analyst, Wazuh integration and BGP in one release.

◆ Current state

ntopng 7.0 arrived in September, ten months after 6.6. nAnalyst brings AI chat, policies, dashboards and an agentic loop across multiple LLM providers, with an MCP server included. The release also adds Wazuh XDR/SIEM integration, a Sites hierarchy, BGP/BMP with RPKI validation, a ClickHouse timeseries engine, OpenID Connect SSO, MFA and passkeys, and a new Vue.js frontend replacing legacy pages.

◆ Where it's heading

Each major has annexed an adjacent category, and 7.0 reaches for three at once: AI-assisted analysis, SIEM-adjacent security and routing visibility. ClickHouse is now the assumed foundation, and nAnalyst requires it. The licensing line is also explicit, with nAnalyst limited to enterprise M and above and the MCP functions split between community and pro.

◆ Prediction

Point releases should focus on nAnalyst and the new frontend, the two largest and least mature surfaces. The next major, on past spacing, is about a year off and likely extends the same analysis and security surfaces.

Alternatives to Count and ntopng

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 ntopng.

See all Count alternatives → · See all ntopng alternatives →

Recent activity from Count and ntopng

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

  1. 5d agoCountReasoning Chains ⚡
  2. 19d agoCountLonger agent conversations
  3. 1mo agontopngntopng 7.0: nAnalyst AI, Wazuh integration, BGP and Sites
  4. 1mo agoCountNo gaps while catalog views refresh
  5. 2mo agoCountSSO sign-in banner and clearer SQL Server errors
  6. 2mo agoCountA faster start from an empty canvas
  7. 2mo agoCountNew sign-in and sign-up
  8. 11mo agontopngntopng 6.6: AS dashboards and real-time ClickHouse export
  9. 1y agontopngntopng 6.4 adds Asset Inventory and Digital Twin ⚡
  10. 2y agontopngntopng 6.2: memory halved, MITRE alert classification
  11. 3y agontopngntopng 6.0 adds vulnerability scanning and CVE support ⚡
  12. 3y agontopngntopng 5.6: Kafka, ClickHouse clusters, Vue.js rework

Frequently asked questions

What is the difference between Count and ntopng?

Both compete on the same themes — mcp — within Analytics. 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 ntopng?

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 ntopng?

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