Graph-analysis software for PageRank, connected components and shortest paths, with independent result checks.
Discuss GraphForgeTHE PRODUCT, IN PRACTICE
A large relationship graph can support very different questions: which nodes are important, which are connected, and how to reach one from another. GraphForge provides supported algorithms for those questions with an independent checking path for the returned results. It gives data and computational teams graph operators to integrate, rather than requiring them to treat every graph task as a cut-optimization problem.
Ranking, connectivity and path analysis are different tasks even when they use the same graph.
GraphForge provides PageRank, connected-components and shortest-path capabilities within the supported tool scope.
Checking a handful of returned nodes does not validate the whole result expected by the application.
The supplied independent checks let the team assess the relevant graph result with a defined validation pass.
Loading the graph, representing it and checking output can materially affect the application workflow.
Evaluate the selected operation with its disclosed input and checking boundaries so the deployment decision reflects the whole task.
The product scope below describes the capability and outputs to confirm for your release. Custom integration, operated delivery and additional engineering are separately agreed.
PageRank output for the supported graph and settings.
Connected-component assignments for the accepted graph scope.
Supported shortest-path output for the requested graph queries.
Result-validation functionality associated with each supported algorithm.
GraphForge is fully available with CLI, MCP and headless access. Use the interface that fits your terminal, your agents or your automated workflow.
Run the product from a terminal or script, alongside the tools your team already uses.
Get CLI accessConnect MCP-compatible clients and agents to the product’s exposed capabilities.
Get MCP accessOperate without a graphical interface in unattended, scheduled or pipeline-driven work.
Set up headless accessProduct-specific inputs, hardware requirements and result guarantees still apply. An access mode does not change your license or deployment scope.
Explore all product interfacesA data team needs connectivity and path results for a graph already used by its application.
Illustrative use of the supported scope, not a customer case study or a measured result.Supply the supported graph representation and select the operation.
Run the operator and retain its output.
Apply the independent check before integrating the result into the analysis.
Graph analytics, large-network and computational data-platform teams.
CLI, MCP and headless access are all available. Run from a terminal or script, connect an MCP-compatible client, or use the product without a graphical interface. Choose the mode during onboarding and receive its setup instructions. Runtime requirements and supported operations remain product-specific.
The reported billion-edge, 4.2-second total compute result has its own timing boundary. It is not a blanket end-to-end promise. GraphForge supplies graph operators, not a full graph-database replacement.
The agreed GraphForge release, its supported interfaces and outputs, the applicable checks and the support stated in your order. The plan defines users, workflow, environment and capacity. Source-code transfer, unrestricted redistribution and bespoke engineering are not automatically included.
Request a scoped engineering or operated-service proposal. It identifies what our team delivers, where the workload runs, infrastructure costs, acceptance requirements and ongoing support. Your software subscription alone does not activate a hosted runtime.
Explore engineeringP8 / P55 / Company-reported. The three reported graph algorithms consumed 4.2 seconds of compute on the roughly-billion-edge workload. Graph500 searches validated on the tested roots. Compute time is not total ingestion, transfer and verification latency.
These descriptions come from the supplied product and campaign material. Website checks are not an independent rerun of the engine. Qualification identifies the actual release, workload and available artifacts.
Read the evidence summaryCustomer-hosted access and a service operated by SpinForge are different scopes. Confirm the release, deployment and included support before activation.
Plans & deliveryBring a representative workload and the result your team needs. We’ll define the product, deployment and engineering scope around that task.
Activate this capability inside a qualified checked decisions workflow. Compatible methods and required shared checking are included once within that workflow; the product remains independently purchasable.
Capacity, release, environment, result contract and operating responsibilities are specified before activation. Choosing an additional method is not permission to add an unrelated workload or unqualified deployment.
Explore Checked Decisions Choose workflow capacityCommission the model, integration and acceptance work needed for your task. Existing products stay independently available.
Use the software directly or ask us to scope the implementation.
One capability. A connected workflow.
A team to put it into practice.