---
title: Release & environment matrix | SpinForge
url: https://spin-forge.com/platform/support-matrix
description: CLI, MCP and headless access is confirmed for the established portfolio and the released 21-solver suite. The synthesis and discovery products are existing…
---

RELEASE & ENVIRONMENT MATRIX SPINFORGE / A GARMO LABS COMPANY

# Available interfaces.
Explicit release scope.

CLI, MCP and headless access is confirmed for the established portfolio and the released 21-solver suite. The synthesis and discovery products are existing offerings; their release-specific setup is specified with the selected deployment. A complete per-product release and hardware qualification matrix was not supplied; the unknown cells below are not approvals.

[Request a qualified deployment](https://spin-forge.com/contact?product=platform-all) [Access directory](https://spin-forge.com/developers)

CURRENT SOURCE INFORMATION

## Qualification follows
the selected release.

UNISOLVE current G: Mac ARM64/Python 3.14 and existing Brev Linux ARM64/Python 3.10 full suites. Garmo Solvers 1.0.2: released 21-module suite, with comparative records for specified workloads. Synthesis: eleven existing products in the owner’s README; per-product platform and access manifests are requested at onboarding.

A family table establishes identity and function, not an all-platform compatibility matrix or a new hardware validation campaign.

64 CATALOG ENTRIES / ONE VISIBLE REGISTER

## Know which evidence
belongs to the release.

The current G source reports 82 profiles and full suites on Mac ARM64/Python 3.14 and existing Brev Linux ARM64/Python 3.10. Historical records retain their source identity.

Find a capability

64 catalog entries

| Product | Access | Release in supplied evidence | Environment qualification |

| [SpinForge + Atlas ](https://spin-forge.com/spinforge) | CLI · MCP · Headless | Selected product release manifest | Host, dependencies, capacity, model scope and result checks are stated for the activated workflow. |

| [SpinRoute ](https://spin-forge.com/spinroute) | CLI · MCP · Headless | Selected product release manifest | Host, dependencies, capacity, model scope and result checks are stated for the activated workflow. |

| [SpinMem ](https://spin-forge.com/spinmem) | CLI · MCP · Headless | Selected product release manifest | Host, dependencies, capacity, model scope and result checks are stated for the activated workflow. |

| [SpinKernel ](https://spin-forge.com/spinkernel) | CLI · MCP · Headless | Selected product release manifest | Host, dependencies, capacity, model scope and result checks are stated for the activated workflow. |

| [SpinSovereign ](https://spin-forge.com/spinsovereign) | CLI · MCP · Headless | Selected product release manifest | Host, dependencies, capacity, model scope and result checks are stated for the activated workflow. |

| [SpinProof ](https://spin-forge.com/spinproof) | CLI · MCP · Headless | Selected product release manifest | Host, dependencies, capacity, model scope and result checks are stated for the activated workflow. |

| [SpinCache ](https://spin-forge.com/spincache) | CLI · MCP · Headless | Selected product release manifest | Host, dependencies, capacity, model scope and result checks are stated for the activated workflow. |

| [GARMO UCS ](https://spin-forge.com/ucs) | CLI · MCP · Headless | Selected product release manifest | Host, dependencies, capacity, model scope and result checks are stated for the activated workflow. |

| [GarmoForge ](https://spin-forge.com/garmoforge) | CLI · MCP · Headless | Selected product release manifest | Host, dependencies, capacity, model scope and result checks are stated for the activated workflow. |

| [UNISOLVE ](https://spin-forge.com/unisolve) | CLI · MCP · Headless | UNISOLVE 0.16.1 · source G | Full suites: Mac ARM64/Python 3.14; existing Brev Linux ARM64/Python 3.10. 82 installed profiles exercised; broader environments separately qualified. |

| [StateForge ](https://spin-forge.com/stateforge) | CLI · MCP · Headless | Selected product release manifest | Host, dependencies, capacity, model scope and result checks are stated for the activated workflow. |

| [KX MemoryForge ](https://spin-forge.com/kx-memoryforge) | CLI · MCP · Headless | Selected product release manifest | Host, dependencies, capacity, model scope and result checks are stated for the activated workflow. |

| [GridForge ](https://spin-forge.com/gridforge) | CLI · MCP · Headless | Selected product release manifest | Host, dependencies, capacity, model scope and result checks are stated for the activated workflow. |

| [AgentForge ](https://spin-forge.com/agentforge) | CLI · MCP · Headless | Selected product release manifest | Host, dependencies, capacity, model scope and result checks are stated for the activated workflow. |

| [LatForge ](https://spin-forge.com/forge15/latforge) | CLI · MCP · Headless | Unchanged original Forge15 library | Per-module source, tests and README; original benchmark identity remains separate from the successor solver suite. |

| [modalg ](https://spin-forge.com/forge15/modalg) | CLI · MCP · Headless | Unchanged original Forge15 library | Per-module source, tests and README; original benchmark identity remains separate from the successor solver suite. |

| [ANNForge ](https://spin-forge.com/forge15/annforge) | CLI · MCP · Headless | Unchanged original Forge15 library | Per-module source, tests and README; original benchmark identity remains separate from the successor solver suite. |

| [sketchstream ](https://spin-forge.com/forge15/sketchstream) | CLI · MCP · Headless | Unchanged original Forge15 library | Per-module source, tests and README; original benchmark identity remains separate from the successor solver suite. |

| [GraphForge ](https://spin-forge.com/forge15/graphforge) | CLI · MCP · Headless | Unchanged original Forge15 library | Per-module source, tests and README; original benchmark identity remains separate from the successor solver suite. |

| [SATForge ](https://spin-forge.com/forge15/satforge) | CLI · MCP · Headless | Unchanged original Forge15 library | Per-module source, tests and README; original benchmark identity remains separate from the successor solver suite. |

| [bnb_certified ](https://spin-forge.com/forge15/bnb-certified) | CLI · MCP · Headless | Unchanged original Forge15 library | Per-module source, tests and README; original benchmark identity remains separate from the successor solver suite. |

| [ValueForge ](https://spin-forge.com/forge15/valueforge) | CLI · MCP · Headless | Unchanged original Forge15 library | Per-module source, tests and README; original benchmark identity remains separate from the successor solver suite. |

| [krylov_scale ](https://spin-forge.com/forge15/krylov-scale) | CLI · MCP · Headless | Unchanged original Forge15 library | Per-module source, tests and README; original benchmark identity remains separate from the successor solver suite. |

| [SpectralForge ](https://spin-forge.com/forge15/spectralforge) | CLI · MCP · Headless | Unchanged original Forge15 library | Per-module source, tests and README; original benchmark identity remains separate from the successor solver suite. |

| [TomoForge ](https://spin-forge.com/forge15/tomoforge) | CLI · MCP · Headless | Unchanged original Forge15 library | Per-module source, tests and README; original benchmark identity remains separate from the successor solver suite. |

| [sinkhorn_ot ](https://spin-forge.com/forge15/sinkhorn-ot) | CLI · MCP · Headless | Unchanged original Forge15 library | Per-module source, tests and README; original benchmark identity remains separate from the successor solver suite. |

| [enkf_scale ](https://spin-forge.com/forge15/enkf-scale) | CLI · MCP · Headless | Unchanged original Forge15 library | Per-module source, tests and README; original benchmark identity remains separate from the successor solver suite. |

| [certmc ](https://spin-forge.com/forge15/certmc) | CLI · MCP · Headless | Unchanged original Forge15 library | Per-module source, tests and README; original benchmark identity remains separate from the successor solver suite. |

| [certcount ](https://spin-forge.com/forge15/certcount) | CLI · MCP · Headless | Unchanged original Forge15 library | Per-module source, tests and README; original benchmark identity remains separate from the successor solver suite. |

| [SpinForge Warp ](https://spin-forge.com/synthesis/warp) | Existing product · release-specific setup | Existing product in spinforge_synthesis/README.md | Request the product release, interface setup and supported target environment. No new performance or device qualification is implied by the family table. |

| [AMDE + ALCHEMI ](https://spin-forge.com/synthesis/amde-alchemi) | Existing product · release-specific setup | Existing product in spinforge_synthesis/README.md | Request the product release, interface setup and supported target environment. No new performance or device qualification is implied by the family table. |

| [Neural Schedule ](https://spin-forge.com/synthesis/neural-schedule) | Existing product · release-specific setup | Existing product in spinforge_synthesis/README.md | Request the product release, interface setup and supported target environment. No new performance or device qualification is implied by the family table. |

| [GARMO Scientist ](https://spin-forge.com/synthesis/garmo-scientist) | Existing product · release-specific setup | Existing product in spinforge_synthesis/README.md | Request the product release, interface setup and supported target environment. No new performance or device qualification is implied by the family table. |

| [Annealed Splatting ](https://spin-forge.com/synthesis/annealed-splatting) | Existing product · release-specific setup | Existing product in spinforge_synthesis/README.md | Request the product release, interface setup and supported target environment. No new performance or device qualification is implied by the family table. |

| [QC Bridge ](https://spin-forge.com/synthesis/qc-bridge) | Existing product · release-specific setup | Existing product in spinforge_synthesis/README.md | Request the product release, interface setup and supported target environment. No new performance or device qualification is implied by the family table. |

| [Gödel Optimizer ](https://spin-forge.com/synthesis/godel-optimizer) | Existing product · release-specific setup | Existing product in spinforge_synthesis/README.md | Request the product release, interface setup and supported target environment. No new performance or device qualification is implied by the family table. |

| [Materials Factory ](https://spin-forge.com/synthesis/materials-factory) | Existing product · release-specific setup | Existing product in spinforge_synthesis/README.md | Request the product release, interface setup and supported target environment. No new performance or device qualification is implied by the family table. |

| [Embodied Optimizer ](https://spin-forge.com/synthesis/embodied-optimizer) | Existing product · release-specific setup | Existing product in spinforge_synthesis/README.md | Request the product release, interface setup and supported target environment. No new performance or device qualification is implied by the family table. |

| [Token Factory ](https://spin-forge.com/synthesis/token-factory) | Existing product · release-specific setup | Existing product in spinforge_synthesis/README.md | Request the product release, interface setup and supported target environment. No new performance or device qualification is implied by the family table. |

| [Recursive Engine ](https://spin-forge.com/synthesis/recursive-engine) | Existing product · release-specific setup | Existing product in spinforge_synthesis/README.md | Request the product release, interface setup and supported target environment. No new performance or device qualification is implied by the family table. |

| [SpinForge Discovery Core ](https://spin-forge.com/discovery/core) | Existing product · release-specific setup | Existing offering identified by the owner | Application/engine scope and deployment are specified in the order. Computational output does not establish experimental or physical performance. |

| [SpinForge Bio ](https://spin-forge.com/discovery/bio) | Existing product · release-specific setup | Existing offering identified by the owner | Application/engine scope and deployment are specified in the order. Computational output does not establish experimental or physical performance. |

| [SpinForge Bench ](https://spin-forge.com/bench) | Existing product · release-specific setup | Selected product release manifest | Host, dependencies, capacity, model scope and result checks are stated for the activated workflow. |

| [MaxSAT ](https://spin-forge.com/solvers/maxsat) | CLI · MCP · Headless | Garmo Solvers 1.0.2 · garmo / garmo-mcp | Each selected module retains its model, dependency, certificate and hardware requirements. Comparative records are workload-specific. |

| [CertCut ](https://spin-forge.com/solvers/certcut) | CLI · MCP · Headless | Garmo Solvers 1.0.2 · garmo / garmo-mcp | Each selected module retains its model, dependency, certificate and hardware requirements. Comparative records are workload-specific. |

| [CP ](https://spin-forge.com/solvers/cp) | CLI · MCP · Headless | Garmo Solvers 1.0.2 · garmo / garmo-mcp | Each selected module retains its model, dependency, certificate and hardware requirements. Comparative records are workload-specific. |

| [Partition ](https://spin-forge.com/solvers/partition) | CLI · MCP · Headless | Garmo Solvers 1.0.2 · garmo / garmo-mcp | Each selected module retains its model, dependency, certificate and hardware requirements. Comparative records are workload-specific. |

| [VRP ](https://spin-forge.com/solvers/vrp) | CLI · MCP · Headless | Garmo Solvers 1.0.2 · garmo / garmo-mcp | Each selected module retains its model, dependency, certificate and hardware requirements. Comparative records are workload-specific. |

| [SMT ](https://spin-forge.com/solvers/smt) | CLI · MCP · Headless | Garmo Solvers 1.0.2 · garmo / garmo-mcp | Each selected module retains its model, dependency, certificate and hardware requirements. Comparative records are workload-specific. |

| [Router ](https://spin-forge.com/solvers/router) | CLI · MCP · Headless | Garmo Solvers 1.0.2 · garmo / garmo-mcp | Each selected module retains its model, dependency, certificate and hardware requirements. Comparative records are workload-specific. |

| [QBF ](https://spin-forge.com/solvers/qbf) | CLI · MCP · Headless | Garmo Solvers 1.0.2 · garmo / garmo-mcp | Each selected module retains its model, dependency, certificate and hardware requirements. Comparative records are workload-specific. |

| [TSP ](https://spin-forge.com/solvers/tsp) | CLI · MCP · Headless | Garmo Solvers 1.0.2 · garmo / garmo-mcp | Each selected module retains its model, dependency, certificate and hardware requirements. Comparative records are workload-specific. |

| [Presolve ](https://spin-forge.com/solvers/presolve) | CLI · MCP · Headless | Garmo Solvers 1.0.2 · garmo / garmo-mcp | Each selected module retains its model, dependency, certificate and hardware requirements. Comparative records are workload-specific. |

| [Conic ](https://spin-forge.com/solvers/conic) | CLI · MCP · Headless | Garmo Solvers 1.0.2 · garmo / garmo-mcp | Each selected module retains its model, dependency, certificate and hardware requirements. Comparative records are workload-specific. |

| [CertOT ](https://spin-forge.com/solvers/certot) | CLI · MCP · Headless | Garmo Solvers 1.0.2 · garmo / garmo-mcp | Each selected module retains its model, dependency, certificate and hardware requirements. Comparative records are workload-specific. |

| [MINLP ](https://spin-forge.com/solvers/minlp) | CLI · MCP · Headless | Garmo Solvers 1.0.2 · garmo / garmo-mcp | Each selected module retains its model, dependency, certificate and hardware requirements. Comparative records are workload-specific. |

| [CertBQP ](https://spin-forge.com/solvers/certbqp) | CLI · MCP · Headless | Garmo Solvers 1.0.2 · garmo / garmo-mcp | Each selected module retains its model, dependency, certificate and hardware requirements. Comparative records are workload-specific. |

| [certnum ](https://spin-forge.com/solvers/certnum) | CLI · MCP · Headless | Garmo Solvers 1.0.2 · garmo / garmo-mcp | Each selected module retains its model, dependency, certificate and hardware requirements. Comparative records are workload-specific. |

| [MIP ](https://spin-forge.com/solvers/mip) | CLI · MCP · Headless | Garmo Solvers 1.0.2 · garmo / garmo-mcp | Each selected module retains its model, dependency, certificate and hardware requirements. Comparative records are workload-specific. |

| [Krylov ](https://spin-forge.com/solvers/krylov) | CLI · MCP · Headless | Garmo Solvers 1.0.2 · garmo / garmo-mcp | Each selected module retains its model, dependency, certificate and hardware requirements. Comparative records are workload-specific. |

| [HOBO ](https://spin-forge.com/solvers/hobo) | CLI · MCP · Headless | Garmo Solvers 1.0.2 · garmo / garmo-mcp | Each selected module retains its model, dependency, certificate and hardware requirements. Comparative records are workload-specific. |

| [Toroidal ](https://spin-forge.com/solvers/toroidal) | CLI · MCP · Headless | Garmo Solvers 1.0.2 · garmo / garmo-mcp | Each selected module retains its model, dependency, certificate and hardware requirements. Comparative records are workload-specific. |

| [Batch ](https://spin-forge.com/solvers/batch) | CLI · MCP · Headless | Garmo Solvers 1.0.2 · garmo / garmo-mcp | Each selected module retains its model, dependency, certificate and hardware requirements. Comparative records are workload-specific. |

| [Unroute ](https://spin-forge.com/solvers/unroute) | CLI · MCP · Headless | Garmo Solvers 1.0.2 · garmo / garmo-mcp | Each selected module retains its model, dependency, certificate and hardware requirements. Comparative records are workload-specific. |

Qualification is not inferred from another product’s tests. A software interface does not establish a hosted multiuser sandbox, physical-control permission or all-engine recovery equivalence.
