SpinForgeA Garmo Labs CompanyDiscuss a workload

UNISOLVE / SOURCE-PRESERVING SOLVING

One request.
A checked result.

A native solver library, headless command-line program and MCP server that accepts supported models, selects compatible engines and independently checks accepted answers.

An independent engine family within SpinForge. Not a replacement for GARMO UCS, GarmoForge or the specialist portfolio.

UNISOLVE82 profiles
Conceptual product artwork for UNISOLVE, not physical hardware
Conceptual product artworkDrag to explore ↔
Source.
Preserved.
INTEGRITY ≠ OPTIMALITY↗
UNISOLVE / CURRENT SOURCE G

82 profiles.
13 problem families.

65distinct solver entry functions
133public Python exports
38CLI operations
9stdio MCP tools

260 runtime/data files. The same 14,935 test IDs were exercised on Mac and existing Brev hardware. Profile count is not a count of separate invented algorithms.

Read the current source-bound evidence See application models
Available nowCLI MCP HeadlessChoose your access mode
CURRENT INVENTORY / CUSTOMER CAPABILITIES

Bring more requirements.
Keep one entry point.

Eighty-two registered profiles in the reported candidate within one UNISOLVE product. Each accepted answer receives a solver-specific check and generic certificate verification.

01

A model-first workflow

Submit the supported file through solve-any or MCP solve_any. Compatible dispatch or racing reduces the need to wire each profile separately.

02

Schedules that reflect choices

Model admitted optional work, variable durations and demands, and resource calendars. The original schedule and selected frontend determine the actual scope.

03

Exact mathematical answers

Retain supported irrational optima and separately checked logical or polynomial conclusions instead of replacing them with rounded numerical claims.

04

Revisions with accountable reuse

Use LinearSession to revise admitted linear models. Reuse only independently checked bounds under preservation rules, with a new original-model attaining witness.

THE PRODUCT, IN PRACTICE

One request.
A checked result.

UNISOLVE preserves the original model, chooses or combines compatible mathematical capabilities, rechecks candidates and replays the evidence needed for the claimed conclusion. The current source-G account describes 82 profiles across 13 problem families, supported reoptimization and recovery, and a source-bound test campaign. Profiles are not additional commercial products.

BUILT FOR
Optimization, engineering-software and verification teams that need supported model intake, solving and independently checkable results.
CHALLENGES → PRODUCT RESPONSE

The problem you face.
What the product changes.

YOUR CHALLENGEWITH UNISOLVE
01

Engine selection adds integration work

Different problem files and solving methods can require several separate entry points before a team obtains a useful result.

Use solve-any or MCP solve_any to detect the input and dispatch or race compatible engines. Every accepted answer receives solver-specific and generic checks.

02

Real requirements change the model

Optional work, variable resources or exact irrational values need a representation that preserves what the customer actually asked.

Use the admitted scheduling, algebraic and logical paths. Preserve original constraints and exact result interpretation while keeping format and proof boundaries explicit.

03

Old evidence does not automatically prove a revised answer

Adding or relaxing requirements can change which earlier results and bounds remain valid.

LinearSession supports current-original reoptimization. Checked bound transfer requires preserved parent domains, objective and rows, plus a fresh witness attaining that bound.

WHAT YOU GET

A defined capability.
A useful result.

01

One solve-and-check entry

Compatible-engine dispatch or racing through CLI solve-any, Python or the stdio MCP solve_any tool.

02

Broader supported models

Optional/variable scheduling, exact irrational values, admitted logical fragments and guarded tour solving.

03

Results with distinct evidence

Candidate and objective outputs, solver-specific and generic checks, and durable certificates with digest and verification reports.

04

Revision-aware model work

LinearSession changes, checked warm starts, snapshots and conditional bound reuse under documented preservation rules.

AVAILABLE NOW

One product.
Three ways to work.

UNISOLVE 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
02 / MCP

For your agents.

Connect MCP-compatible clients and agents to the product’s exposed capabilities.

Get MCP access
03 / HEADLESS

For your workflows.

Operate without a graphical interface in unattended, scheduled or pipeline-driven work.

Set up headless access

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
EXAMPLE CUSTOMER WORKFLOW

Revise a constrained plan without losing its evidence

A team revises an admitted linear or scheduling model and needs to distinguish a useful candidate from independently verified completion.

Illustrative use of the supported scope, not a customer case study or a measured result.
  1. 01

    Agree the source format, admitted requirements, environment, budget and evidence level.

  2. 02

    Use solve-any or MCP solve_any for the original problem; use the applicable session API for supported revisions.

  3. 03

    Review each current-original candidate and its checks. Transfer a prior bound only when preservation and new witness conditions hold.

FIT & ACCEPTANCE

Start with the task.
Agree the useful outcome.

What you bring
The original problem file, admitted model class, execution environment, time and resource budget, and required result or proof-completion level.
What a useful evaluation measures
  • +Time to an accepted, checked result
  • +Preservation of the original requirements and revision
  • +The exact result property established by the evidence
Delivery
License the selected capability, commission an implementation, or agree an operated service. Infrastructure and additional engineering are specified separately.
QUESTIONS BEFORE BUYING

A clear scope.
A clear relationship.

What is the important boundary?−

The current source-G suite reports 14,894 Mac and 14,920 Brev passes across the same 14,935 test IDs, with skips retained. Native, numerical, local, approximate and complete global conclusions remain distinct. An optimum proves the declared model, not every real-world condition. Physical multi-GPU performance and a hosted multiuser security sandbox are not established.

How is it priced?+

No new standalone price is supplied for this product; request a scoped proposal. The platform plans buy qualified workflows and capacity, not a second charge every time a compatible method is selected. Existing bundle inclusions do not expand automatically.

How do we get access?+

Fully available with CLI, MCP and headless access. Runtime requirements, supported operations and license scope remain product-specific.

SOFTWARE / OPERATED DELIVERYBy proposal

Customer-hosted access and a service operated by SpinForge are different scopes. Confirm the release, deployment and included support before activation.

Plans & delivery
PUT UNISOLVE 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
Related products, workflows and system connections +
ONE PLATFORM / OR A DIRECT PURCHASE

Checked Decisions
with UNISOLVE.

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 capacity
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.

Explore decision programs
START WITH THIS PRODUCT

Use the software directly or ask us to scope the implementation.

YOUR MODEL. A DEFINED RESULT.SPINFORGE / A GARMO LABS COMPANY

Make the
next move.

Start with the model, the environment
and the evidence your workflow needs.

patrick@garmolabs.com

FIND YOUR CAPABILITY