--- title: GraphForge: PageRank, Components & Shortest Paths | SpinForge url: https://spin-forge.com/forge15/graphforge description: Graph-analysis software for PageRank, connected components and shortest paths, with independent result checks. --- FORGE15 / 05 / SEARCH & DATA [The full offering](https://spin-forge.com/platform) # GraphForge. Graph-analysis software for PageRank, connected components and shortest paths, with independent result checks. [Discuss GraphForge](https://spin-forge.com/contact?product=forge15%2Fgraphforge) Customer outcome [Operate compute and data workflows](https://spin-forge.com/platform/compute-data-operations) Available now CLI MCP Headless Choose your access mode THE PRODUCT, IN PRACTICE ## Find structure in the graph. Check the answer before using it. 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. BUILT FOR Graph analytics, large-network and computational data-platform teams. CHALLENGES PRODUCT RESPONSE ## The problem you face. What GraphForge changes. 01 ### The application needs several graph operations 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. 02 ### Large outputs are difficult to inspect manually 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. 03 ### Compute-only timing can hide integration cost 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. WHAT YOU GET ## A defined capability. A useful output. The product scope below describes the capability and outputs to confirm for your release. Custom integration, operated delivery and additional engineering are separately agreed. 01 ### Node-ranking results PageRank output for the supported graph and settings. 02 ### Connectivity results Connected-component assignments for the accepted graph scope. 03 ### Path-analysis results Supported shortest-path output for the requested graph queries. 04 ### Independent checks Result-validation functionality associated with each supported algorithm. AVAILABLE NOW ## One product. Three ways to work. GraphForge is fully available with CLI, MCP and headless access. Use the interface that fits your terminal, your agents or your automated workflow. 01 / CLI ### For your terminal. Run the product from a terminal or script, alongside the tools your team already uses. [Get CLI access](https://spin-forge.com/contact?product=forge15%2Fgraphforge&interface=cli&brief=I+would+like+GraphForge+access+through+CLI.+Please+share+the+setup+documentation+and+configuration+for+the+selected+product.+We+will+confirm+the+environment%2C+license+scope+and+workflow+during+onboarding.) 02 / MCP ### For your agents. Connect MCP-compatible clients and agents to the product’s exposed capabilities. [Get MCP access](https://spin-forge.com/contact?product=forge15%2Fgraphforge&interface=mcp&brief=I+would+like+GraphForge+access+through+MCP.+Please+share+the+setup+documentation+and+configuration+for+the+selected+product.+We+will+confirm+the+environment%2C+license+scope+and+workflow+during+onboarding.) 03 / HEADLESS ### For your workflows. Operate without a graphical interface in unattended, scheduled or pipeline-driven work. [Set up headless access](https://spin-forge.com/contact?product=forge15%2Fgraphforge&interface=headless&brief=I+would+like+GraphForge+access+through+headless.+Please+share+the+setup+documentation+and+configuration+for+the+selected+product.+We+will+confirm+the+environment%2C+license+scope+and+workflow+during+onboarding.) Product-specific inputs, hardware requirements and result guarantees still apply. An access mode does not change your license or deployment scope. [Explore all product interfaces](https://spin-forge.com/developers?section=access-directory) EXAMPLE CUSTOMER WORKFLOW ## Add a checked graph-analysis stage A 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. 1. 01 Supply the supported graph representation and select the operation. 2. 02 Run the operator and retain its output. 3. 03 Apply the independent check before integrating the result into the analysis. IN YOUR WORKFLOW ## Start with your task. Agree the useful outcome. Graph analytics, large-network and computational data-platform teams. What you bring The graph, selected algorithm, query/source settings where applicable and deployment resource limits. What a useful evaluation measures - Correctness of the selected graph result - Loading, compute and checking time separately - Memory and storage footprint at the graph size Where it fits Use the selected product in a qualified customer environment, or agree a defined implementation with SpinForge. A hosted or managed service is quoted for its actual operating responsibilities; it is not automatically included with software access. QUESTIONS BEFORE YOU BUY ## A clear scope. No hidden assumptions. **How can we use GraphForge?**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. **What is the important product boundary? **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. **What comes with the selected license? **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. **Can SpinForge implement or operate it for us? **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 engineering](https://spin-forge.com/engineering) **What evidence is available for review? **P8 / 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 summary](https://spin-forge.com/results) SOFTWARE / OPERATED DELIVERY By proposal Customer-hosted access and a service operated by SpinForge are different scopes. Confirm the release, deployment and included support before activation. [Plans & delivery](https://spin-forge.com/pricing) PUT GRAPHFORGE TO WORK ## Tell us what needs to improve. Bring a representative workload and the result your team needs. We’ll define the product, deployment and engineering scope around that task. [Discuss this workflow](https://spin-forge.com/contact?product=forge15%2Fgraphforge&brief=Product%3A+GraphForge%0AOur+challenge%3A+The+application+needs+several+graph+operations%0AWorkload+%2F+baseline%3A+%0AEnvironment%3A+%0ARequired+output%3A+%0AAcceptance+measures%3A+Correctness+of+the+selected+graph+result%3B+Loading%2C+compute+and+checking+time+separately%3B+Memory+and+storage+footprint+at+the+graph+size%0ADelivery+preference+%28software+%2F+engineering+%2F+managed%29%3A+) **Related products, workflows and system connections + **RELATED CAPABILITIES ## Connect the right products. Distinct responsibilities. Explore each scope before choosing a combined deployment. [### ANNForge Approximate nearest-neighbor search over large vector collections, with recall checked against exact reference queries.](https://spin-forge.com/forge15/annforge) [### Partitioner Partitioning and refinement for supported graphs with explicit balance and cut requirements.](https://spin-forge.com/solvers/partition) [### Search & streaming data Search vectors, summarize streams and compute graph results with checks suited to each output.](https://spin-forge.com/solutions/search-data) ONE PLATFORM / OR A DIRECT PURCHASE ## Checked Decisions with GraphForge. 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](https://spin-forge.com/platform/checked-decisions) [Choose workflow capacity](https://spin-forge.com/plans?configuration=checked-decisions&product=forge15/graphforge) CONNECTED WORKFLOWS ## Use GraphForge in your workflow. The product remains independently available. These customer-specific solution paths use the relevant supported capabilities, with integration and delivery rights agreed separately. [01 ### Independent result verification Check a supported candidate or proof against the original model—even when another system produced the answer. Understand what passed, what failed and what remains unresolved.](https://spin-forge.com/solutions/result-verification) [03 ### AI training & evaluation environments Commission a task environment or evaluation suite in which supported mathematical and decision outcomes are checked by code, not judged only by the fluency of an explanation.](https://spin-forge.com/solutions/ai-training-evaluation) [04 ### MCP & agent integrations Connect the selected SpinForge products to compatible AI clients, coding tools and agent workflows through their available MCP interfaces, with CLI and headless alternatives.](https://spin-forge.com/solutions/agent-integrations) [Explore all 17 solution workflows](https://spin-forge.com/workflows) FROM PRODUCT TO CUSTOMER WORKFLOW ## A useful outcome. A defined delivery. Commission the model, integration and acceptance work needed for your task. Existing products stay independently available. [03 / Scoped customer program ### Improve a computational workflow Commission a bounded performance improvement with source identity, numerical acceptance and the appropriate checking evidence.](https://spin-forge.com/programs/compute-improvement) [Explore decision programs](https://spin-forge.com/decision-systems) THE WHOLE-SYSTEM ROLE ## GraphForge in a wider workflow. Analyze an explicitly built dependency or candidate-transition graph for locality, reuse and alternatives. POTENTIAL SYSTEM CONTRIBUTION Correct dependency extraction and source provenance are additional work; generic graph algorithms do not establish business semantics. [S1 · Joint workload & machine optimization](https://spin-forge.com/system-synergies/joint-configuration) [S3 · Checked computational memory](https://spin-forge.com/system-synergies/checked-computational-memory) [S4 · Options, flexibility & recourse](https://spin-forge.com/system-synergies/options-and-recourse) [See this product in the map](https://spin-forge.com/system-synergies/product-map?q=GraphForge) [Define an integration evaluation](https://spin-forge.com/system-synergies/evaluation) The product is independently available through CLI, MCP and headless access. The joins above are integration candidates; compatibility, authority, data rights and end-to-end benefit must be established for the selected workflow. START WITH THIS PRODUCT Use the software directly or ask us to scope the implementation. [Software access](https://spin-forge.com/plans?product=forge15/graphforge) [Have us do the work](https://spin-forge.com/contact?product=forge15/graphforge&delivery=engineering)