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Neo4j vs Glances

A side-by-side editorial comparison of Neo4j and Glances — release velocity, themes, recent moves, and the top alternatives to consider.

Neo4j vs Glances: at a glance

FeatureNeo4jGlances
SectorAnalyticsAnalytics
Velocity score7.52.5
Sparks · 30d10
Top themesgraph-database, mcp, cypher-copilot, aura-cloudsystem monitoring, security audit, gpu monitoring, rest api
Last editorial update1d ago2h ago
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What is Neo4j?

Neo4j is making the graph legible to agents and comfortable for humans at the same time.

The window carries two distinct threads. On the AI side: an MCP server for Aura, Cypher Copilot gaining baseline edits and in-editor review, and a Document Intelligence preview for getting unstructured content into the graph. On the platform side: the July Aura release, Enterprise Studio 2026.07, self-service SSO, Fleet Manager migration from Community Edition to Aura, and now persistent query tabs in the Query tool.

Read the full Neo4j trajectory →

What is Glances?

Every Glances release this year has carried CVE fixes — the monitoring tool is being audited in public.

Six releases since March, and all but one ship security patches. 4.5.2 alone corrected eight CVEs: CORS defaults allowing cross-origin credential theft, incomplete secrets redaction leaking password hashes and SNMP credentials through /api/v4/args, missing host validation leaving the REST API open to DNS rebinding, SQL injection in the DuckDB export, command injection through process names in action templates, and credential leakage via Zeroconf-spoofed browser autodiscovery. The pattern continues through 4.5.3, 4.5.4, 4.5.5 and 4.5.6, the last fixing a value-level bypass that leaked credentials embedded in URL config values. Alongside it, hardware coverage keeps widening — Intel and AMD GPUs, NVIDIA Jetson, Rockchip NPU and MPP, Raspberry Pi VideoCore.

Read the full Glances trajectory →

Neo4j vs Glances: editorial side-by-side

N
Neo4j
ANALYTICS
7.5

Neo4j is making the graph legible to agents and comfortable for humans at the same time.

◆ Current state

The window carries two distinct threads. On the AI side: an MCP server for Aura, Cypher Copilot gaining baseline edits and in-editor review, and a Document Intelligence preview for getting unstructured content into the graph. On the platform side: the July Aura release, Enterprise Studio 2026.07, self-service SSO, Fleet Manager migration from Community Edition to Aura, and now persistent query tabs in the Query tool.

◆ Where it's heading

Neo4j is answering the question of who writes Cypher by making the answer 'not necessarily a person'. MCP exposes Aura to assistants, Copilot writes and reviews queries in the editor, and Document Intelligence handles the ingestion step that used to require a pipeline project. Around that, the managed-service work — SSO, fleet migration, release cadence — is aimed at moving self-managed installations into Aura, where those AI surfaces live.

◆ Prediction

With MCP shipped and Copilot writing queries, the missing piece is governance over what an agent may run against a production graph — expect permissions or review controls scoped to AI-issued Cypher, and continued pressure to migrate Community Edition users into Aura.

G
Glances
ANALYTICS
2.5

Every Glances release this year has carried CVE fixes — the monitoring tool is being audited in public.

◆ Current state

Six releases since March, and all but one ship security patches. 4.5.2 alone corrected eight CVEs: CORS defaults allowing cross-origin credential theft, incomplete secrets redaction leaking password hashes and SNMP credentials through /api/v4/args, missing host validation leaving the REST API open to DNS rebinding, SQL injection in the DuckDB export, command injection through process names in action templates, and credential leakage via Zeroconf-spoofed browser autodiscovery. The pattern continues through 4.5.3, 4.5.4, 4.5.5 and 4.5.6, the last fixing a value-level bypass that leaked credentials embedded in URL config values. Alongside it, hardware coverage keeps widening — Intel and AMD GPUs, NVIDIA Jetson, Rockchip NPU and MPP, Raspberry Pi VideoCore.

◆ Where it's heading

This is what it looks like when a tool that grew up as a local terminal dashboard gets taken seriously as a network service. Nearly every advisory in the window comes from the same root assumption — that the REST API, XML-RPC server and autodiscovery browser are on a trusted network — and the fixes are systematically removing that assumption: authentication warnings on startup, host validation, tighter CORS, redaction that covers values as well as keys. The feature work continues in parallel and is almost entirely about reading more kinds of hardware.

◆ Prediction

The advisories have moved from transport-level exposure toward data-level leaks in specific endpoints, which suggests the remaining audit surface is the export backends and config serialisation rather than the servers themselves. Expect the next release to follow the same shape: hardware plugin additions plus another round of endpoint fixes.

Alternatives to Neo4j and Glances

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 Neo4j or Glances.

See all Neo4j alternatives → · See all Glances alternatives →

Recent activity from Neo4j and Glances

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

  1. 2d agoNeo4jQuery Tabs: A new way to work with your queries
  2. 3d agoNeo4jAura July: explicit GROUP BY in Cypher, quantized vectors GA
  3. 6d agoGlancesCredential leak via URL values in /api/4/config
  4. 7d agoNeo4jEnterprise Studio 2026.07 collects Bloom and dashboard fixes
  5. 16d agoNeo4jMCP for Aura Now Available
  6. 17d agoNeo4jCypher Copilot updates: Smarter Queries, Baseline Edits, and In-Editor Review
  7. 22d agoNeo4jFleet Manager: Migrate a Community Edition database to Aura
  8. 1mo agoGlancesContainer API latency, ARM GPU monitoring, and an AMP command-execution fix
  9. 3mo agoGlancesRockchip MPP and NPU monitoring, plus three CVE corrections
  10. 4mo agoGlancesLXC/LXD support, ClickHouse export, and two CVE mitigations
  11. 4mo agoGlancesEight CVEs corrected in one release
  12. 5mo agoGlancesStability fixes, Intel GPU monitoring, and container health alerting

Frequently asked questions

What is the difference between Neo4j and Glances?

They serve adjacent needs but don't currently overlap on shipped themes. Neo4j is currently shipping more aggressively (velocity 7.5 vs 2.5), 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 Neo4j better than Glances?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Neo4j is currently shipping more aggressively (velocity 7.5 vs 2.5), 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 Neo4j?

Top Neo4j alternatives in Analytics are ranked by recent ship velocity. Browse the "Neo4j alternatives" section above for the current picks, or visit /alternatives/neo4j for the full list with editorial commentary on each.

What are the best alternatives to Glances?

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