GEOTWINS AFRICA / GIS INTEROPERABILITY / GEOAI

Your GIS.
Connected intelligence.

Reviewable native GIS and standalone local GeoAI workflows for QGIS and ArcGIS Pro, with optional AGOT service pairing. Choose native GIS tooling, keep source authority and approve the actions that matter.

Experimental GIS host channelPublished 0.8.0 preview.1 · verified public assets
01 / INTEROPERABILITY

AI assistance.
GIS in control.

GeoTwins GeoAI 0.8.0 provides independent native GIS tooling and a source-verified local GeoAI SDK. Capabilities and limitations come from the exact current release notes below. Optional AGOT connectivity remains a separate integration; human-reviewed, source-bound operations govern all GIS effects.

The SDK packages include host bridging, local model runtimes, a portable vector GIS executor, durable jobs, an authenticated loopback control API, provider adapters and semantic GIS tool contracts. The native ArcGIS Pro add-in is separately compiled with Esri's .NET/DAML tooling. Packaging source does not establish installed host-level integration.

HOSTLocal GIS
POLICYReview first
EVIDENCESHA-256
Loading current GIS Hosts release notes from GitHub…
02 / PACKAGE CATALOGUE

Integrate your environment.

Latest complete public prereleases are discovered automatically from GitHub with exact asset names and SHA-256. The five QGIS, ArcGIS Pro and standalone Python SDK packages update from the latest complete public release. A separate package manifest is linked only when actually published; GitHub asset SHA-256 values remain visible. Native host testing and manual extension installation are separate.

01 / QGISPYTHON PLUGIN / PROCESSING

GeoTwins GeoAI for QGIS

Host dock, local source binding, a reviewed plan and a source-hash verification Processing algorithm.

Package
geotwins_geoai_qgis_0.8.0.zip
State
Published · 0.8.0 preview · SHA-256 metadata
Size
0.12 MiB
SHA-256
bcbe30226d0adb278202c1c02191009ddb3ec3c933f5d9044ce4d03bafb18159
Download GeoAI 0.8.0 ↗

QGIS installation & licensing guide ↗

02 / ARCGIS PROARCPY / PYTHON TOOLBOX

GeoAI review toolbox

Propose a structured JSON plan; then execute only the exact approved plan using native geoprocessing.

Package
geotwins_geoai_arcgis_pro_0.8.0.zip
State
Published · 0.8.0 preview · SHA-256 metadata
Size
0.10 MiB
SHA-256
0f38c055f1dc8e7db031f595c618f4d623baa479366e7ca344a5dc65eecf0178
Download GeoAI 0.8.0 ↗

ArcGIS Python toolbox guide ↗

03 / ARCGIS PROESRI SDK / .NET 10 / DAML

Native GeoAI add-in

A compiled .esriAddInX integration. Building the add-in does not independently verify installed-host operation.

Package
GeoTwins.GeoAI.ArcGISPro.esriAddInX
State
Published · 0.8.0 preview · SHA-256 metadata
Size
0.08 MiB
SHA-256
2eed851f4c6dbf2f347d71a24beb78f8345c1646de664370008e0add866749a0
Download GeoAI 0.8.0 ↗

Native Esri add-in guide ↗

04 / SDKSTANDALONE PYTHON SOURCE

Independent GeoAI SDK source

Portable source ZIP with host adapter and bounded local model planning; no AGOT Desktop installation required for standalone native GIS or local Ollama planning.

Package
geotwins_geoai_python_sdk_0.8.0.zip
State
Published · 0.8.0 preview · SHA-256 metadata
Size
0.08 MiB
SHA-256
015a0fb07735b7198f527d771074b066ae56985c6abcb924f2107ef0bd0988c5
Download GeoAI 0.8.0 ↗

SDK source and contracts ↗

05 / SDKPIP / PYTHON 3.11+

Installable Python SDK

Versioned pure-Python wheel for standalone GIS host interoperability, operator-reviewed workflows and tool-grounded local model integrations.

Package
geotwins_geoai_sdk-0.8.0-py3-none-any.whl
State
Published · 0.8.0 preview · SHA-256 metadata
Size
0.08 MiB
SHA-256
36225d7a4c1cf8c46d367fe024c3884b2dcb485a58c6b4704b7417ade989752a
Download GeoAI 0.8.0 ↗

Wheel version and setup ↗

Installation guide ↗ Release notes ↗ Compatibility ↗ SHA-256 checksums ↗ All product releases ↗

Package manifest ↗

RELEASE STATUS

Published 0.8.0 Preview 1 · publisher SHA-256 metadata. Last checked:

See public GitHub releases ↗

Installed-host acceptance remains separate from binary publication. Source tests and SHA-256 hashes cannot certify native QGIS/ArcGIS layer selection, local model availability, GIS correctness or host UI compatibility. The current published release notes above explain shipped source changes and limitations. Review exact current release ↗

03 / INSTALLATION GUIDE

Install the host.
Connect locally.

QGIS / INSTALL FROM ZIP

QGIS desktop

Open Plugins → Manage and Install Plugins → Install from ZIP. Select the released QGIS ZIP. In the plugin dock, configure the local service bearer each session, select authorized vector layers and verify CRS and source rights.

ARCGIS PRO / ADD TOOLBOX

Python toolbox

Extract the archive, keeping GeoTwinsGeoAI.pyt and agot_host_sdk.py together. Catalog → Toolboxes → Add Toolbox. Supply AGOT_HOST_TOKEN through the local user process environment, never saved tool parameters.

ARCGIS PRO / NATIVE

.NET add-in

Use a compatible licensed ArcGIS Pro host to install the authentic .esriAddInX. Development targets ArcGIS Pro 3.7/.NET 10. Test add-in loading, dockpane behavior, operator permission and GIS actions independently.

Prerequisites: a compatible QGIS/ArcGIS Pro installation, authorized local datasets and CRS. Standalone native GIS needs neither AGOT nor Ollama; local AI planning requires a separately installed tool-capable Ollama model. Connected Worlds require an optional running AGOT service. Plugin binaries do not include an AGOT server, proprietary Esri runtime, user tokens or model weights.

04 / THE APPROVED WORKFLOW

Evidence to action.
Not a blind chatbot.

01 / SELECT SOURCES

Ground in real GIS data

Work in existing GIS projects. Operators control which datasets, layer extents, CRS and source versions are permitted.

02 / PROPOSE

Bounded GeoAI plan

Ask the authenticated local service to propose registered tools and a reviewed source digest, not executable free-form code.

03 / APPROVE

Human action gate

Inspect the frozen plan, exact source SHA, tool parameters, possible side effects and expected outputs before authorizing.

04 / EXECUTE

Native GIS execution

Run only the approved host-native tools; record outputs and limitations. Host-reported digests are not independent scientific certification.

05 / TRUST, RIGHTS & LICENSING

Keep the human
in the loop.

  • Do not embed bearer credentials in GIS project files, public logs, toolbox parameters or website scripts.
  • Fail closed on unsupported CRS, unknown tools, changed source digests and missing permissions.
  • Review every model-suggested operation before modifying professional GIS outputs.
  • Package checksums establish byte integrity, not model quality, vendor certification or installed-host acceptance.
  • Public release requires redistribution licence review and host testing; built artifacts remain development previews until then.
SDK security and contract guide ↗
06 / COMMON QUESTIONS

Before you install.

Are these currently public downloads?

Only after the release indicator above finds a verified published GitHub prerelease. Draft assets remain private to the repository owner.

Do these packages replace AGOT Desktop?

QGIS/ArcGIS standalone GIS and local Ollama planning can run without AGOT Desktop. Optional AGOT-connected Worlds and simulations need AGOT. The Windows desktop has its own public release channel.

Will installed GIS plugins update automatically?

The website discovers new public packages automatically, but does not silently install code into QGIS or ArcGIS Pro. Use the official host installation/upgrade procedure. A secure in-host updater is a separate planned capability.

Can AI execute arbitrary geoprocessing scripts?

No. Intended integration follows registered operations, exact source SHA and explicit operator approval.

Are the packages accepted by official GIS marketplaces?

No such claim is made. Licensing, host testing and vendor submission are separate requirements.

SDK / TECHNICAL PARTNERSHIPS

Bring the workflow.
Retain the evidence.

GIS HOST ECOSYSTEM / LEARN

Read the integration guide before installing.

Published packages and a successful model response do not prove installed-host tool execution. Review host version compatibility, local model configuration, approvals, native GIS receipts and output validation.

12 NOVEMBER 2026 / GEOAI 0.8 PREVIEW

Native GIS tools. Reviewed execution.

Version 0.8.0 Preview 1 ships QGIS and ArcGIS Pro integration packages alongside the standalone Python SDK. Its release notes describe source-hashed corridor operations, approved native GIS processing, local model inventory and typed workflow contracts. Uploaded SHA-256 metadata is published; native QGIS/ArcGIS installed acceptance remains open.

GEOTWINS AFRICA / DIRECT ENQUIRIES

Contact GeoTwins Africa

Tell us about a project, your experience or a private pilot request. A message does not grant access automatically.