Fulcrum
Fulcrum is retiring Google Maps for Esri and stabilising the ArcGIS stack behind it.
Comparison · Analytics
Shynet vs Neo4j
A side-by-side editorial comparison of Shynet and Neo4j — release velocity, themes, recent moves, and the top alternatives to consider.
Shynet vs Neo4j: at a glance
| Feature | Shynet | Neo4j |
|---|---|---|
| Sector | Analytics | Analytics |
| Velocity score | 0.0 | 7.5 |
| Sparks · 30d | 0 | 1 |
| Top themes | web-analytics, self-hosted, django, security-fixes | mcp, cypher, vector-search, aura |
| Last editorial update | 3h ago | 23h ago |
| Website | Visit → | — |
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.
What is Neo4j?
Neo4j is wiring Aura for agents that query the graph directly, not for humans writing Cypher.
Aura's monthly database releases continue to track the GQL standard — July adds an explicit GROUP BY subclause and a cardinality() function to Cypher 25, and takes quantized vector search to GA with scalar quantization as the default for new indexes. Around the database, the platform work is heavier: a hosted MCP service, a Cypher Copilot that validates its own output, Document Intelligence for turning unstructured files into a graph model, and REST APIs for user lifecycle management.
Shynet vs Neo4j: editorial side-by-side
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.
Neo4j
7.5ANALYTICS
Neo4j is wiring Aura for agents that query the graph directly, not for humans writing Cypher.
◆ Current state
Aura's monthly database releases continue to track the GQL standard — July adds an explicit GROUP BY subclause and a cardinality() function to Cypher 25, and takes quantized vector search to GA with scalar quantization as the default for new indexes. Around the database, the platform work is heavier: a hosted MCP service, a Cypher Copilot that validates its own output, Document Intelligence for turning unstructured files into a graph model, and REST APIs for user lifecycle management.
◆ Where it's heading
The centre of gravity has moved from the query language to the access path. MCP for Aura, Copilot's self-correcting generation, and Document Intelligence all point at the same conclusion: Neo4j expects most new graph traffic to originate from an AI client rather than a developer's editor. The Cypher work still lands monthly, but it is now infrastructure under an agent-facing surface.
◆ Prediction
Expect MCP for Aura to extend past its current Free/Professional/Business Critical tiers to Virtual Dedicated Cloud, and Document Intelligence to leave preview with the same conversational model-building loop attached to the graph it produces.
Alternatives to Shynet and Neo4j
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 Shynet or Neo4j.
Power BI
Power BI's monthly grind: authoring defaults, DAX documentation, and cleaner axes.
BigQuery
BigQuery is making itself agent-callable and pulling inference inside the SQL boundary.
Plotly
The desktop app builder is pre-1.0, but Plotly Cloud quietly turned into a Dash hosting platform.
Lightdash
Lightdash is turning BI into an app platform its users' coding agents can build against.
TimescaleDB
TimescaleDB trades new features for lock contention wins and a security patch
See all Shynet alternatives → · See all Neo4j alternatives →
Recent activity from Shynet and Neo4j
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agoNeo4jAura July: explicit GROUP BY in Cypher, quantized vectors GA
- 5d agoNeo4jEnterprise Studio 2026.07 collects Bloom and dashboard fixes
- 14d agoNeo4jMCP for Aura Now Available ⚡
- 15d agoNeo4jCypher Copilot updates: Smarter Queries, Baseline Edits, and In-Editor Review
- 20d agoNeo4jFleet Manager: Migrate a Community Edition database to Aura
- 21d agoNeo4jAura SSO becomes self-service, no support ticket required
- 4mo agoShynetSecurity and dependency updates
- 3y agoShynetFix Cython/crypto build issues
- 3y agoShynetStability and performance improvements
- 4y 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 Shynet and Neo4j?
They serve adjacent needs but don't currently overlap on shipped themes. Neo4j is currently shipping more aggressively (velocity 7.5 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 Shynet better than Neo4j?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Neo4j is currently shipping more aggressively (velocity 7.5 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 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.
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.