--- title: GarmoForge: Structure-Aware Optimization Software | SpinForge url: https://spin-forge.com/garmoforge description: Structure-aware optimization software for selecting a supported solving approach and improving or repairing candidate decisions. --- STRUCTURE-AWARE OPTIMIZATION # GarmoForge. ## Understand the problem. Change the approach. Structure-aware optimization software for selecting a supported solving approach and improving or repairing candidate decisions. [Discuss GarmoForge](https://spin-forge.com/contact?product=garmoforge) STRUCTURE-AWARE OPTIMIZATION MODEL / METHOD / RESULT Customer outcome [Build better plans and decisions](https://spin-forge.com/platform/checked-decisions) Available now CLI MCP Headless Choose your access mode THE PRODUCT, IN PRACTICE ## When the current answer stalls, work on what needs to change. A structured optimization problem may need more than another run with the same settings. GarmoForge addresses the formulation and improvement workflow: examine the supported problem, select an appropriate approach and work on the parts of a candidate that need attention. It keeps the original requirements and result checks in view while preserving direct access to SpinForge and other compatible engines. BUILT FOR Optimization engineers working on structured graphs, engineering subproblems or constrained decision workflows. CHALLENGES PRODUCT RESPONSE ## The problem you face. What GarmoForge changes. 01 ### The current approach stops improving Repeated runs may keep producing candidates that do not meet the team’s objective or feasibility needs. GarmoForge provides a supported formulation-and-improvement path, allowing the team to evaluate a different approach rather than only increasing the same run budget. 02 ### An existing candidate needs repair A usable portion of a decision can coexist with problematic regions or unmet modeled requirements. The product focuses supported repair work on the parts that need attention, then checks the resulting candidate against the original modeled task. 03 ### Several engines complicate engineering Independent tools can be useful, but coordinating their inputs, budgets and returned results creates integration work. GarmoForge gives the qualified workflow a strategy and improvement layer with explicit engine responsibilities. Only compatible, agreed paths are included. 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 ### Problem-oriented assessment A supported way to examine the model and its candidate-improvement requirements. 02 ### An improvement workflow Formulation, strategy selection and repair capabilities within the delivered scope. 03 ### A candidate to compare The returned decision and objective for comparison with the starting result. 04 ### A reviewable record Applicable original-model checks and evidence connecting the result to the work performed. AVAILABLE NOW ## One product. Three ways to work. GarmoForge 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=garmoforge&interface=cli&brief=I+would+like+GarmoForge+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=garmoforge&interface=mcp&brief=I+would+like+GarmoForge+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=garmoforge&interface=headless&brief=I+would+like+GarmoForge+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 ## Improve a supported engineering subproblem A team has an existing candidate and wants to know whether a different improvement workflow earns its additional execution cost. Illustrative use of the supported scope, not a customer case study or a measured result. 1. 01 Supply the model, starting candidate and matched evaluation budget. 2. 02 Apply the qualified GarmoForge workflow with the agreed engines. 3. 03 Compare feasibility, objective and full runtime against the starting approach. EXPLORE THE WORKFLOW ## A clear path through the work. Illustrative workflow. No customer computation is performed on this page. 01 / Analyze Inspect the supported model’s structure and its starting solution. IN YOUR WORKFLOW ## Start with your task. Agree the useful outcome. Optimization engineers working on structured graphs, engineering subproblems or constrained decision workflows. What you bring The supported structured model, current candidate or baseline, compatible engines and acceptance budget. What a useful evaluation measures - Original-model feasibility after improvement - Objective change relative to the starting candidate - Total time and resources including coordination 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 GarmoForge?**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? **A repaired region or improved candidate is not automatically a globally proven optimum. Cross-engine paths are qualified rather than assumed. The add-on price applies to one named workflow; broader deployment and engine rights need their own scope. **What comes with the selected license? **The agreed GarmoForge 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) **How do we establish fit before production? **Agree the model or workload, current baseline, environment, required output and acceptance tests. Evaluate the selected release against those conditions. A product description or a test count does not establish a gain on a different customer workload. [Plan an integration](https://spin-forge.com/integration) ENGINE LICENSING $150,000–$300,000 / year Indicative add-on for one named workflow in an existing licensed environment. [Licensing options](https://spin-forge.com/licensing?tab=engines) PUT GARMOFORGE 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=garmoforge&brief=Product%3A+GarmoForge%0AOur+challenge%3A+The+current+approach+stops+improving%0AWorkload+%2F+baseline%3A+%0AEnvironment%3A+%0ARequired+output%3A+%0AAcceptance+measures%3A+Original-model+feasibility+after+improvement%3B+Objective+change+relative+to+the+starting+candidate%3B+Total+time+and+resources+including+coordination%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. [### SpinForge + Atlas Optimization software for turning a supported decision model into a checked candidate solution, with execution planning included.](https://spin-forge.com/spinforge) [### GARMO UCS A native constraint-search engine for supported logical, integer and engineering decision models.](https://spin-forge.com/ucs) [### UNISOLVE A native solver library, headless command-line program and MCP server that accepts supported models, selects compatible engines and independently checks accepted answers.](https://spin-forge.com/unisolve) ONE PLATFORM / OR A DIRECT PURCHASE ## Checked Decisions with GarmoForge. 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=garmoforge) CONNECTED WORKFLOWS ## Use GarmoForge 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. [02 ### AI decision checks Check an AI-generated configuration, allocation or plan against approved, explicitly modeled requirements before an authorized system acts.](https://spin-forge.com/solutions/ai-decision-checks) [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) [06 ### Embedded decision services Add a bounded optimization, configuration-checking or re-planning capability to the product your customers already use. Keep your user experience; integrate the computational capability behind it.](https://spin-forge.com/solutions/embedded-decisions) [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. [01 / Scoped customer program ### Explain & repair a constrained plan Commission one supported decision model, a scoped conflict analysis and a comparison of permitted repairs.](https://spin-forge.com/programs/plan-diagnosis) [02 / Scoped customer program ### Maintain a recurring decision Commission a revision-aware workflow that keeps models, assumptions, results and evidence connected as inputs change.](https://spin-forge.com/programs/living-decisions) [Explore decision programs](https://spin-forge.com/decision-systems) THE WHOLE-SYSTEM ROLE ## GarmoForge in a wider workflow. Coordinate representation and repair choices rather than blindly trying every engine. POTENTIAL SYSTEM CONTRIBUTION Do not duplicate UNISOLVE and Atlas controllers; explicit budget and objective ownership. [S1 · Joint workload & machine optimization](https://spin-forge.com/system-synergies/joint-configuration) [S2 · Decision-sensitive computation](https://spin-forge.com/system-synergies/decision-sensitive-compute) [S4 · Options, flexibility & recourse](https://spin-forge.com/system-synergies/options-and-recourse) [S5 · Cross-domain exact reformulation](https://spin-forge.com/system-synergies/exact-reformulation) [S6 · Checked improvement feedback](https://spin-forge.com/system-synergies/checked-improvement) [See this product in the map](https://spin-forge.com/system-synergies/product-map?q=GarmoForge) [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=garmoforge) [Have us do the work](https://spin-forge.com/contact?product=garmoforge&delivery=engineering)