# Utlyze Software

https://toolbelt.utlyze.com/software/

Presence in native installation metadata does not prove activation, configuration or successful output. Container records do not establish running services. Host names and internal installation paths are excluded.

Licenses describe cited upstream projects on their check date; installed-edition terms and bundled dependencies were not audited. Source-available and mixed commercial licensing are separate from open source.

Suggested additions were not observed in the returned inventory. They may exist outside its coverage and are not installed or functionally tested by this research.

## Blender

Create product models, animation and rendered visual assets.

- Inventory: observed · 9 computers observed
- License: open_source · GPL-3.0-or-later (distributed binaries)
- Industries: Manufacturing, Architecture, Film And Media, Marketing
- Project: https://www.blender.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=blender
- Checked: 2026-10-10T17:16:34Z

Agent workflow: Documented background CLI and Python API; not tested.

License reference: https://www.blender.org/about/license/

Example: A product model or CAD export → A lit 3D scene, product render or animation

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.

## DaVinci Resolve

Edit video, grade color and finish sound and visual effects.

- Inventory: observed · 9 computers observed
- License: mixed · Proprietary; free Resolve and paid Resolve Studio editions
- Industries: Film And Media, Marketing, Education
- Project: https://www.blackmagicdesign.com/products/davinciresolve
- Toolbelt: https://toolbelt.utlyze.com/software/?program=davinci-resolve
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Vendor documents workflow integration and encoding APIs; installed-edition support not tested.

License reference: https://www.blackmagicdesign.com/products/davinciresolve

Example: Raw camera footage and recorded audio → An edited, color-graded client video

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Free and paid Studio editions exist; the installed edition, activation, codecs, editing and rendering were not inspected.

## FreeCAD

Design parametric mechanical parts and exchange CAD files.

- Inventory: observed · 9 computers observed
- License: open_source · LGPL-2.0-or-later
- Industries: Manufacturing, Mechanical Engineering, Product Design
- Project: https://www.freecad.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=freecad
- Checked: 2026-10-10T17:16:34Z

Agent workflow: Documented Python scripting; not tested.

License reference: https://www.freecad.org/contributing.php?lang=eng_EN

Example: A dimensioned sketch of a part → An editable 3D part and manufacturing export

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- One or more observations have version unknown; a latest tag or missing bundle version is not a release version.

## OpenSCAD

Build repeatable solid parts from text-based designs.

- Inventory: observed · 9 computers observed
- License: open_source · GNU GPL version 2
- Industries: Manufacturing, 3D Printing, Product Design
- Project: https://openscad.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=openscad
- Checked: 2026-10-10T17:16:34Z

Agent workflow: SCAD scripts and documented command-line export; not tested.

License reference: https://openscad.org/about.html

Example: Dimensions written as a small script → A repeatable model for a printable part

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Snapshot build observed; launch approval and compatibility not checked.

## CadQuery

Generate precise parametric parts and export CAD geometry from Python.

- Inventory: library_only · 7 computers observed
- License: open_source · Apache-2.0
- Industries: Manufacturing, Mechanical Engineering, 3D Printing
- Project: https://cadquery.readthedocs.io/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=cadquery
- Checked: 2026-10-10T17:16:35Z

Agent workflow: Python modeling and export API; not tested.

License reference: https://github.com/CadQuery/cadquery

Example: Python code and part dimensions → Parametric CAD geometry and a STEP file

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Library/package metadata only; imports, compiled dependencies and execution not tested.

## build123d

Write Python programs that construct parts for printing or machining.

- Inventory: library_only · 7 computers observed
- License: open_source · Apache-2.0
- Industries: Manufacturing, CNC Machining, 3D Printing
- Project: https://build123d.readthedocs.io/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=build123d
- Checked: 2026-10-10T17:16:35Z

Agent workflow: Python modeling and export API; not tested.

License reference: https://github.com/gumyr/build123d

Example: Python-defined geometry and constraints → A programmable solid model

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Library/package metadata only; imports, compiled dependencies and execution not tested.

## QGIS

Analyze geographic data and build territory or service-area maps.

- Inventory: observed · 4 computers observed
- License: open_source · Unknown exact license in captured excerpt
- Industries: Local Services, Environment, Construction, Public Sector
- Project: https://qgis.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=qgis
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented qgis_process CLI and Python processing interface; not tested.

License reference: https://github.com/qgis/QGIS

Example: Customer addresses and geographic boundaries → A service-area, territory or site map

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Open-source status confirmed; precise license name/version remains unknown in this audit.

## KiCad

Design schematics and printed circuit boards.

- Inventory: observed · 4 computers observed
- License: open_source · GPL-3.0-or-later; separate library and third-party terms
- Industries: Electronics, Manufacturing, Hardware Development
- Project: https://www.kicad.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=kicad
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented kicad-cli for checks and board exports; not tested.

License reference: https://www.kicad.org/about/licenses/

Example: An electronic circuit schematic → A PCB layout and board manufacturing files

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.

## PrusaSlicer

Prepare 3D models for printing and generate printer toolpaths.

- Inventory: observed · 4 computers observed
- License: open_source · GNU Affero General Public License v3.0 (captured upstream license file)
- Industries: 3D Printing, Manufacturing, Product Prototyping
- Project: https://www.prusa3d.com/p/prusaslicer/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=prusaslicer
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented command-line slicing; printer output not tested.

License reference: https://github.com/prusa3d/PrusaSlicer/blob/master/LICENSE

Example: A 3D model and printer profile → A print preview and printer instructions

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Godot

Build interactive 2D and 3D applications and prototypes.

- Inventory: observed · 9 computers observed
- License: open_source · MIT
- Industries: Games, Education, Architecture, Product Demonstrations
- Project: https://godotengine.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=godot
- Checked: 2026-10-10T17:16:34Z

Agent workflow: Documented headless CLI, scripts and project exports; not tested.

License reference: https://godotengine.org/license/

Example: A product interaction concept → An interactive 2D or 3D demonstration

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.

## Unity Editor

Turn a 3D product or process into an interactive training exercise, configurator or XR demonstration.

- Inventory: observed · 5 computers observed
- License: mixed · Proprietary Unity Personal and commercial subscription editions
- Industries: Manufacturing, Architecture, Education, Games, Product Demonstrations, XR
- Project: https://unity.com/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=unity-editor
- Checked: 2026-10-10T19:55:54.696302Z

Agent workflow: Agents can prepare C# scripts, scene data and repeatable build commands. Editor batch mode supports automation; a licensed editor and a tested project are still required.

License reference: https://unity.com/products/unity-personal

Example: A machine model and an approved operating procedure → An interactive training scene with guided steps

Setup check: Five editors observed across nine checked computers, including four new installations. All five require license activation; no editor passed the readiness check. Four additional installations were skipped for insufficient free space.

Testing scope: Version commands succeeded for all five editors. Four new editors passed signature verification; their standalone macOS Gatekeeper assessments reported an unnotarized Developer ID. Batch startup on all five stopped with exit 198 because no valid editor license was found. GUI use and project output were not checked. No security protection was bypassed.

- Manufacturing: Prototype operator training around a machine model before filming or building a physical demonstration.
- Architecture: Let a client walk through a proposed space and compare layouts interactively.
- Education: Turn a lesson into a practice scenario with feedback and repeatable steps.
- Product Demonstrations: Build a product configurator that lets a buyer explore features, colors and options.
- Games: Prototype interactive mechanics and test a playable experience.
- XR: Explore a headset-based training or demonstration experience after checking device support.
Limits:
- Editor installation does not establish license activation or a working project.
- Commercial eligibility and the appropriate Unity edition depend on the current terms and intended use; downloading an editor does not establish entitlement.
- Industry examples are proposed workflows, not completed client deliverables.

## Unreal Engine

Create realistic building walkthroughs, product demonstrations, training simulations and virtual film sets.

- Inventory: setup_required · 0 computers observed
- License: source_available · Unreal Engine EULA; source available under commercial terms
- Industries: Architecture, Manufacturing, Film And Television, Education, Games, Product Demonstrations, XR
- Project: https://www.unrealengine.com/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=unreal-engine
- Checked: 2026-10-10T19:55:54.696302Z

Agent workflow: Agents can prepare scene data, supported Python editor scripts and repeatable build tasks. Epic account access, a compatible editor/toolchain and project-specific testing are required.

License reference: https://www.unrealengine.com/license

Example: A building model and a proposed interior finish palette → A real-time walkthrough for client review

Setup check: Epic Games Launcher was observed on five of nine checked computers, including two new installations. No Unreal Editor installation or working project has been verified. Download selection, licensing, free space and compatible development tools remain setup steps.

Testing scope: Native installation, version, storage and development-tool checks were recorded on all nine computers. Both new launchers passed signature and Gatekeeper checks. No engine download was started and no editor version or project output could be tested. Manual launcher navigation is in progress on one computer.

- Architecture: Present a proposed building as a walkable scene and compare materials or lighting during a client review.
- Manufacturing: Create a realistic product demonstration or rehearse an operating scenario in a virtual environment.
- Film And Television: Previsualize camera moves and virtual sets before a shoot.
- Education: Build a guided simulation where learners can practice decisions and see consequences.
- Product Demonstrations: Show product variants in a realistic scene for sales and design review.
- Games: Prototype a playable experience using the editor and Blueprint visual scripting.
- XR: Develop immersive walkthroughs after checking headset, rendering and platform requirements.
Limits:
- Epic Games Launcher presence does not establish an installed Unreal Editor.
- Unreal Engine is source available under its EULA, not open source. Seat or royalty obligations depend on the current terms and intended use.
- macOS rendering features and Xcode compatibility vary by engine version.
- Industry examples are proposed workflows, not completed client deliverables.

## FFmpeg

Convert, trim and analyze audio and video files.

- Inventory: observed · 9 computers observed
- License: open_source · LGPL-2.1-or-later / GPL-2.0-or-later depending on build
- Industries: Film And Media, Marketing, Archives
- Project: https://ffmpeg.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=ffmpeg
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented ffmpeg and ffprobe command-line programs; not tested.

License reference: https://ffmpeg.org/legal.html

Example: A long video recording → A smaller video or extracted audio for transcription

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Exact build options, codec licensing and compatibility were not inspected.
- Package metadata observed; executable presence and arbitrary commands not checked.

## DuckDB

Query local CSV, JSON and Parquet data with SQL.

- Inventory: observed · 9 computers observed
- License: open_source · MIT
- Industries: Research, Finance, Business Analytics
- Project: https://duckdb.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=duckdb
- Checked: 2026-10-10T17:16:34Z

Agent workflow: Documented SQL CLI and Python client; not tested.

License reference: https://duckdb.org/faq

Example: Sales CSV or Parquet files → SQL summaries and an exportable analysis

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Package metadata observed; executable presence and arbitrary commands not checked.

## LibreOffice

Create office documents, spreadsheets and presentations.

- Inventory: observed · 9 computers observed
- License: open_source · MPL-2.0 / LGPL-3.0-or-later
- Industries: Business Services, Education, Public Sector
- Project: https://www.libreoffice.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=libreoffice
- Checked: 2026-10-10T17:16:34Z

Agent workflow: Documented headless command-line document conversion; not tested.

License reference: https://www.libreoffice.org/licenses/

Example: A spreadsheet or office document → An edited workbook, presentation or PDF

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.

## Pandoc

Convert reports and manuscripts between document formats.

- Inventory: observed · 9 computers observed
- License: open_source · GNU General Public License v2.0 (captured upstream license file)
- Industries: Publishing, Education, Business Services
- Project: https://pandoc.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=pandoc
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented command-line conversion and filters; not tested.

License reference: https://github.com/jgm/pandoc/blob/main/COPYING.md

Example: A structured Markdown report → An editable Word document or HTML page

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Typst

Typeset reports, proposals and technical PDFs from text.

- Inventory: observed · 9 computers observed
- License: open_source · Apache License 2.0 (captured upstream license file)
- Industries: Publishing, Education, Business Services
- Project: https://typst.app/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=typst
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented command-line compilation and templates; not tested.

License reference: https://github.com/typst/typst/blob/main/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## hledger

Produce accounting reports from plain-text ledgers.

- Inventory: observed · 9 computers observed
- License: open_source · GNU General Public License v3.0 (captured upstream license file)
- Industries: Finance, Business Services
- Project: https://hledger.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=hledger
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented CLI report commands; not tested.

License reference: https://github.com/hledgerorg/hledger/blob/main/LICENSE

Example: Reviewed, categorized ledger entries → Balance and income reports

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## .NET

Build and run .NET applications.

- Inventory: observed · 2 computers observed
- License: open_source · MIT License (captured upstream license file)
- Industries: Software, Business Services
- Project: https://dotnet.microsoft.com/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=dotnet
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented dotnet build and runtime CLI; not tested.

License reference: https://github.com/dotnet/runtime/blob/main/LICENSE.TXT

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## AWS CLI

Access AWS services from command-line automation.

- Inventory: observed · 8 computers observed
- License: open_source · Apache-2.0
- Industries: Software, IT Operations
- Project: https://aws.amazon.com/cli/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=aws-cli
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented CLI; no cloud calls performed.

License reference: https://github.com/aws/aws-cli/blob/v2/LICENSE.txt

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Cloud configuration and credentials were not inspected.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Azure CLI

Access Azure services from command-line automation.

- Inventory: observed · 1 computers observed
- License: open_source · MIT License (captured upstream license file)
- Industries: Software, IT Operations
- Project: https://learn.microsoft.com/en-us/cli/azure/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=azure-cli
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented CLI; no cloud calls performed.

License reference: https://github.com/Azure/azure-cli/blob/dev/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Cloud configuration and credentials were not inspected.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Bambu Studio

Prepare and slice models for 3D printing.

- Inventory: observed · 1 computers observed
- License: open_source · GNU Affero General Public License v3.0 (captured upstream license file)
- Industries: 3D Printing, Manufacturing, Product Prototyping
- Project: https://bambulab.com/en/download/studio
- Toolbelt: https://toolbelt.utlyze.com/software/?program=bambu-studio
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Not confirmed in this audit.

License reference: https://github.com/bambulab/BambuStudio/blob/master/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Printer connectivity and optional network plugin licensing not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Bun

Run JavaScript and TypeScript with integrated development tools.

- Inventory: observed · 1 computers observed
- License: open_source · MIT core, with LGPL-2.0 JavaScriptCore components
- Industries: Software
- Project: https://bun.sh/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=bun
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented runtime, package-manager and test CLI; not tested.

License reference: https://github.com/oven-sh/bun/blob/main/LICENSE.md

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Caddy

Serve websites and proxy application traffic.

- Inventory: observed · 2 computers observed
- License: open_source · Apache License 2.0 (captured upstream license file)
- Industries: Software, IT Operations
- Project: https://caddyserver.com/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=caddy
- Checked: 2026-10-10T17:19:29Z

Agent workflow: Documented configuration and admin API; not tested.

License reference: https://github.com/caddyserver/caddy/blob/master/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Container image/name metadata observed; running state, health, internal version and application access were not checked.
- Cached images may be unused; image tags are metadata labels and do not prove a running service or exact installed version.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Cap

Record and share screen video.

- Inventory: observed · 1 computers observed
- License: open_source · AGPL-3.0 core, MIT capture components
- Industries: Software, Business Services, Education
- Project: https://cap.so/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=cap
- Checked: 2026-10-10T17:15:36Z

Agent workflow: Not confirmed in this audit.

License reference: https://github.com/CapSoftware/Cap/blob/main/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## ChatGPT desktop

Use an AI assistant for writing, research and work tasks.

- Inventory: observed · 9 computers observed
- License: unknown · Unknown
- Industries: Business Services, Software, Education
- Project: https://openai.com/chatgpt/desktop/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=chatgpt
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Not confirmed in this audit.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Application metadata only; sign-in, subscription and model access were not inspected.
- License classification unknown; terms and paid/free entitlement were not verified.

## Chromium

Browse or test websites with an open browser engine.

- Inventory: observed · 1 computers observed
- License: unknown · Unknown
- Industries: Software, Research
- Project: https://www.chromium.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=chromium
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Not confirmed in this audit.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Browser profiles and data were not inspected.
- License classification unknown; terms and paid/free entitlement were not verified.

## Claude Code

Use a coding assistant from a command-line workflow.

- Inventory: observed · 6 computers observed
- License: unknown · Unknown
- Industries: Software
- Project: https://code.claude.com/docs/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=claude-code
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Not confirmed in this audit.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Package metadata only; account and model availability not inspected.
- License classification unknown; terms and paid/free entitlement were not verified.
- Package metadata observed; executable presence and arbitrary commands not checked.

## Claude desktop

Use an AI assistant for writing and work tasks.

- Inventory: observed · 9 computers observed
- License: unknown · Unknown
- Industries: Business Services, Software, Education
- Project: https://claude.com/download
- Toolbelt: https://toolbelt.utlyze.com/software/?program=claude
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Not confirmed in this audit.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Application metadata only; sign-in, subscription and model access were not inspected.
- License classification unknown; terms and paid/free entitlement were not verified.
- One or more observations have version unknown; a latest tag or missing bundle version is not a release version.

## Codex CLI

Use a coding agent from a command-line workflow.

- Inventory: observed · 5 computers observed
- License: unknown · Unknown
- Industries: Software
- Project: https://github.com/openai/codex
- Toolbelt: https://toolbelt.utlyze.com/software/?program=codex-cli
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Not confirmed in this audit.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Package metadata only; running-session version, account and model availability not inspected.
- License classification unknown; terms and paid/free entitlement were not verified.
- Package metadata observed; executable presence and arbitrary commands not checked.

## Colima

Provide a local container runtime for development.

- Inventory: observed · 8 computers observed
- License: open_source · MIT License (captured upstream license file)
- Industries: Software, IT Operations
- Project: https://github.com/abiosoft/colima
- Toolbelt: https://toolbelt.utlyze.com/software/?program=colima
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented CLI; service start and configuration were not exercised.

License reference: https://github.com/abiosoft/colima/blob/main/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Cursor

Edit code with integrated AI assistance.

- Inventory: observed · 5 computers observed
- License: unknown · Unknown
- Industries: Software
- Project: https://cursor.com/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=cursor
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Not confirmed in this audit.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Account, model access and subscription were not inspected.
- License classification unknown; terms and paid/free entitlement were not verified.

## dbt Core

Build and check repeatable SQL data models.

- Inventory: observed · 1 computers observed
- License: open_source · Apache License 2.0 (captured upstream license file)
- Industries: Business Analytics, Research, Finance
- Project: https://www.getdbt.com/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=dbt-core
- Checked: 2026-10-10T17:16:34Z

Agent workflow: Documented dbt CLI; installed dbt-duckdb adapter is evidenced separately; not tested.

License reference: https://github.com/dbt-labs/dbt/blob/main/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Distribution metadata observed; database connections and model runs not tested.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Deno

Run JavaScript and TypeScript applications.

- Inventory: observed · 5 computers observed
- License: open_source · MIT License (captured upstream license file)
- Industries: Software
- Project: https://deno.com/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=deno
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented runtime CLI; not tested.

License reference: https://github.com/denoland/deno/blob/main/LICENSE.md

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Docker CLI

Manage existing containers and images.

- Inventory: observed · 8 computers observed
- License: open_source · Apache License 2.0 (captured upstream license file)
- Industries: Software, IT Operations
- Project: https://docs.docker.com/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=docker-cli
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented CLI and Engine API; only read-only inventory commands exercised.

License reference: https://github.com/docker/cli/blob/master/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Docker CLI presence does not establish Desktop licensing or general container runtime readiness.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Docker Desktop

Develop containerized applications using a desktop runtime.

- Inventory: observed · 3 computers observed
- License: unknown · Unknown
- Industries: Software, IT Operations
- Project: https://www.docker.com/products/docker-desktop/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=docker-desktop
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Not confirmed in this audit.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Desktop product and open-source Docker CLI have different license terms; edition, eligibility and activation not inspected.
- License classification unknown; terms and paid/free entitlement were not verified.

## Elixir

Build concurrent applications on the Erlang runtime.

- Inventory: observed · 1 computers observed
- License: open_source · Apache License 2.0 (captured upstream license file)
- Industries: Software
- Project: https://elixir-lang.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=elixir
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented language and Mix CLI; not tested.

License reference: https://github.com/elixir-lang/elixir/blob/main/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Epic Games Launcher

Download and manage Epic software, including Unreal Engine.

- Inventory: launcher_only · 5 computers observed
- License: free_proprietary · Proprietary launcher; free to install
- Industries: Games, XR, Product Demonstrations
- Project: https://store.epicgames.com/en-US/download
- Toolbelt: https://toolbelt.utlyze.com/software/?program=epic-games-launcher
- Checked: 2026-10-10T19:55:54.696302Z

Agent workflow: Not confirmed in this audit.

License reference: https://store.epicgames.com/en-US/download

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Launcher presence does not establish an Unreal Engine installation. Engine locations outside the scanned application roots were not examined.

## ERPNext

Manage accounting, stock, purchasing and manufacturing records.

- Inventory: container_metadata · 1 computers observed
- License: open_source · GNU GPL version 3
- Industries: Manufacturing, Retail, Business Services, Finance
- Project: https://frappe.io/erpnext
- Toolbelt: https://toolbelt.utlyze.com/software/?program=erpnext
- Checked: 2026-10-10T17:19:29Z

Agent workflow: Documented Frappe REST API; not tested.

License reference: https://raw.githubusercontent.com/frappe/erpnext/develop/license.txt

Example: Synthetic item masters, a multi-level BOM, starting stock and a sample production requirement. → Linked BOM/work-order and inventory records for a process demonstration, with exceptions for data/setup gaps.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Container metadata only; sandbox expiry, transaction correctness, accounts and operational readiness were not checked.
- Container image/name metadata observed; running state, health, internal version and application access were not checked.
- Cached images may be unused; image tags are metadata labels and do not prove a running service or exact installed version.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## FalkorDB

Query connected data with a graph database.

- Inventory: container_metadata · 2 computers observed
- License: unknown · Unknown
- Industries: Software, Research, Business Analytics
- Project: https://www.falkordb.com/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=falkordb
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Not confirmed in this audit.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Version unknown where image is labeled latest; service functionality not tested.
- License classification unknown; terms and paid/free entitlement were not verified.
- Container image/name metadata observed; running state, health, internal version and application access were not checked.
- Cached images may be unused; image tags are metadata labels and do not prove a running service or exact installed version.
- One or more observations have version unknown; a latest tag or missing bundle version is not a release version.

## Firefox

Browse websites and test web applications.

- Inventory: observed · 1 computers observed
- License: unknown · Unknown
- Industries: Business Services, Software, Education
- Project: https://www.mozilla.org/firefox/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=firefox
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Not confirmed in this audit.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Browser profiles, accounts and browsing data were not inspected.
- License classification unknown; terms and paid/free entitlement were not verified.

## GarageBand

Record music, voice and basic audio productions.

- Inventory: observed · 4 computers observed
- License: unknown · Unknown
- Industries: Music, Podcasts, Education
- Project: https://www.apple.com/mac/garageband/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=garageband
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Not confirmed in this audit.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- License classification unknown; terms and paid/free entitlement were not verified.

## Gemini CLI

Use an AI assistant in command-line development workflows.

- Inventory: observed · 4 computers observed
- License: open_source · Apache License 2.0 (captured upstream license file)
- Industries: Software
- Project: https://github.com/google-gemini/gemini-cli
- Toolbelt: https://toolbelt.utlyze.com/software/?program=gemini-cli
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Not confirmed in this audit.

License reference: https://github.com/google-gemini/gemini-cli/blob/main/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Package metadata only; account and model availability not inspected.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Ghostscript

Process PostScript and PDF documents.

- Inventory: observed · 1 computers observed
- License: unknown · Unknown
- Industries: Publishing, Printing, Archives
- Project: https://www.ghostscript.com/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=ghostscript
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented command-line processing; not tested.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- License classification unknown; terms and paid/free entitlement were not verified.
- Package metadata observed; executable presence and arbitrary commands not checked.

## GIMP

Edit photographs, retouch images and compose graphics.

- Inventory: observed · 2 computers observed
- License: open_source · GNU GPL version 3
- Industries: Design, Marketing, Photography
- Project: https://www.gimp.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=gimp
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented batch scripting; not tested.

License reference: https://gitlab.gnome.org/GNOME/gimp/-/raw/master/COPYING

Example: An approved product photograph, a style reference and required campaign image sizes. → A layered XCF working file and reviewed PNG/JPEG export variants.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Git

Track source revisions and collaborate on code.

- Inventory: observed · 7 computers observed
- License: open_source · GPL-2.0
- Industries: Software, Research
- Project: https://git-scm.com/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=git
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented Git CLI; not tested.

License reference: https://github.com/git/git/blob/master/COPYING

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## GitHub CLI

Work with repository issues, pull requests and automation.

- Inventory: observed · 9 computers observed
- License: open_source · MIT License (captured upstream license file)
- Industries: Software
- Project: https://cli.github.com/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=github-cli
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented gh CLI and API commands; not tested.

License reference: https://github.com/cli/cli/blob/trunk/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Authentication and repository access were not inspected.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## GnuCash

Maintain personal or small-business books with double-entry accounting.

- Inventory: observed · 2 computers observed
- License: open_source · GNU GPL version 2 or version 3, with documented component/linking exceptions
- Industries: Finance, Small Business
- Project: https://www.gnucash.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=gnucash
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Not confirmed in this audit.

License reference: https://raw.githubusercontent.com/Gnucash/gnucash/stable/LICENSE

Example: A synthetic chart of accounts, customer invoice lines and a reviewed CSV/QIF transaction sample. → A reconciled demonstration ledger, invoice record and printable invoice/report for bookkeeper review.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Go

Build compiled services and command-line tools.

- Inventory: observed · 5 computers observed
- License: open_source · BSD 3-Clause "New" or "Revised" License (captured upstream license file)
- Industries: Software
- Project: https://go.dev/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=go
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented compiler and build CLI; not tested.

License reference: https://github.com/golang/go/blob/master/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Google Chrome

Browse websites and use web-based applications.

- Inventory: observed · 9 computers observed
- License: unknown · Unknown
- Industries: Business Services, Software, Education
- Project: https://www.google.com/chrome/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=google-chrome
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Not confirmed in this audit.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Browser profiles, accounts and browsing data were not inspected.
- License classification unknown; terms and paid/free entitlement were not verified.

## Google Cloud CLI

Access Google Cloud services from command-line automation.

- Inventory: observed · 2 computers observed
- License: unknown · Unknown
- Industries: Software, IT Operations
- Project: https://cloud.google.com/sdk
- Toolbelt: https://toolbelt.utlyze.com/software/?program=gcloud-cli
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented CLI; no cloud calls performed.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Cloud configuration and credentials were not inspected.
- License classification unknown; terms and paid/free entitlement were not verified.
- Package metadata observed; executable presence and arbitrary commands not checked.

## Grafana

Build dashboards for operational metrics and logs.

- Inventory: observed · 2 computers observed
- License: unknown · Unknown
- Industries: Software, IT Operations, Business Analytics
- Project: https://grafana.com/oss/grafana/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=grafana
- Checked: 2026-10-10T17:19:29Z

Agent workflow: Documented HTTP API and provisioning interfaces; not tested.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- License classification unknown; terms and paid/free entitlement were not verified.
- Container image/name metadata observed; running state, health, internal version and application access were not checked.
- Cached images may be unused; image tags are metadata labels and do not prove a running service or exact installed version.
- Package metadata observed; executable presence and arbitrary commands not checked.

## Grafana Loki

Collect and query application logs.

- Inventory: observed · 2 computers observed
- License: unknown · Unknown
- Industries: Software, IT Operations
- Project: https://grafana.com/oss/loki/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=grafana-loki
- Checked: 2026-10-10T17:19:29Z

Agent workflow: Documented HTTP log ingestion and query APIs; not tested.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- License classification unknown; terms and paid/free entitlement were not verified.
- Container image/name metadata observed; running state, health, internal version and application access were not checked.
- Cached images may be unused; image tags are metadata labels and do not prove a running service or exact installed version.
- Package metadata observed; executable presence and arbitrary commands not checked.

## Hammerspoon

Automate desktop tasks with Lua scripts.

- Inventory: observed · 1 computers observed
- License: open_source · MIT License (captured upstream license file)
- Industries: Business Services, IT Operations
- Project: https://www.hammerspoon.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=hammerspoon
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented Lua automation API; not tested.

License reference: https://github.com/Hammerspoon/hammerspoon/blob/master/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## ImageMagick

Batch-resize, convert and compose image files.

- Inventory: observed · 3 computers observed
- License: open_source · ImageMagick License
- Industries: Design, Publishing, Marketing
- Project: https://imagemagick.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=imagemagick
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented command-line image processing; not tested.

License reference: https://github.com/ImageMagick/ImageMagick/blob/main/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## iMovie

Assemble and edit short videos.

- Inventory: observed · 4 computers observed
- License: unknown · Unknown
- Industries: Film And Media, Marketing, Education
- Project: https://www.apple.com/imovie/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=imovie
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Not confirmed in this audit.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- License classification unknown; terms and paid/free entitlement were not verified.

## Inkscape

Create and edit vector illustrations, diagrams and SVG assets.

- Inventory: observed · 2 computers observed
- License: open_source · GPL-3.0-or-later (complete binaries; most source is GPL-2.0-or-later)
- Industries: Design, Marketing, Education
- Project: https://inkscape.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=inkscape
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented command-line actions and exports; not tested.

License reference: https://gitlab.com/inkscape/inkscape/-/raw/INKSCAPE_1_4_4/COPYING

Example: A reviewed SVG layout containing approved copy, colors, fonts and named objects. → Editable SVG plus selected PNG/PDF exports for a campaign or illustrated product instruction.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## iTerm2

Use terminal sessions for development and administration.

- Inventory: observed · 1 computers observed
- License: open_source · GNU General Public License v2.0 (captured upstream license file)
- Industries: Software, IT Operations
- Project: https://iterm2.com/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=iterm2
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Not confirmed in this audit.

License reference: https://github.com/gnachman/iTerm2/blob/master/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## JupyterLab

Work with notebooks, code and data in a research workspace.

- Inventory: observed · 2 computers observed
- License: open_source · BSD-3-Clause
- Industries: Research, Education, Data Analysis
- Project: https://jupyter.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=jupyterlab
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented notebook kernels and Jupyter server interfaces; not tested.

License reference: https://github.com/jupyterlab/jupyterlab

Example: A dataset and analysis questions → A reproducible notebook with code, charts and notes

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Package metadata observed; server and notebook execution were not tested.

## Keynote

Create presentations and visual proposals.

- Inventory: observed · 5 computers observed
- License: unknown · Unknown
- Industries: Education, Marketing, Business Services
- Project: https://www.apple.com/keynote/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=apple-keynote
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Not confirmed in this audit.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Standard and Creator Studio bundle variants observed; paid-feature entitlement was not inspected.
- License classification unknown; terms and paid/free entitlement were not verified.

## Kindle Previewer

Preview ebook formatting for Kindle devices.

- Inventory: observed · 1 computers observed
- License: unknown · Unknown
- Industries: Publishing, Education
- Project: https://kdp.amazon.com/en_US/help/topic/G202131170
- Toolbelt: https://toolbelt.utlyze.com/software/?program=kindle-previewer
- Checked: 2026-10-10T17:15:35Z

Agent workflow: Not confirmed in this audit.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- License classification unknown; terms and paid/free entitlement were not verified.

## kubectl

Manage Kubernetes resources through its command-line client.

- Inventory: observed · 1 computers observed
- License: open_source · Apache License 2.0 (captured upstream license file)
- Industries: Software, IT Operations
- Project: https://kubernetes.io/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=kubernetes-cli
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented CLI and Kubernetes API; not tested.

License reference: https://github.com/kubernetes/kubectl/blob/master/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Cluster configuration and credentials were not inspected.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Label Studio

Label and review data for machine-learning projects.

- Inventory: container_metadata · 1 computers observed
- License: open_source · Apache License 2.0 (captured upstream license file)
- Industries: Research, Software, Data Analysis
- Project: https://labelstud.io/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=label-studio
- Checked: 2026-10-10T17:19:29Z

Agent workflow: Documented REST API and SDK; not tested.

License reference: https://github.com/HumanSignal/label-studio/blob/develop/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Container image/name metadata observed; running state, health, internal version and application access were not checked.
- Cached images may be unused; image tags are metadata labels and do not prove a running service or exact installed version.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Linked Helper

Organize LinkedIn outreach and contact workflows.

- Inventory: observed · 2 computers observed
- License: unknown · Unknown
- Industries: Sales, Recruiting, Business Services
- Project: https://www.linkedhelper.com/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=linked-helper
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Not confirmed in this audit.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- No account, contact data, outreach or messaging was inspected or performed.
- License classification unknown; terms and paid/free entitlement were not verified.

## LiteLLM

Route model API requests through a common gateway.

- Inventory: container_metadata · 1 computers observed
- License: mixed · MIT core and separately licensed enterprise directory
- Industries: Software, Research
- Project: https://www.litellm.ai/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=litellm
- Checked: 2026-10-10T17:19:29Z

Agent workflow: Documented model API gateway and Python API; not tested.

License reference: https://github.com/BerriAI/litellm/blob/main/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Model/provider credentials, availability and inference not inspected.
- Container image/name metadata observed; running state, health, internal version and application access were not checked.
- Cached images may be unused; image tags are metadata labels and do not prove a running service or exact installed version.
- One or more observations have version unknown; a latest tag or missing bundle version is not a release version.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## llama.cpp

Run language models using a native inference library.

- Inventory: observed · 2 computers observed
- License: open_source · MIT License (captured upstream license file)
- Industries: Software, Research
- Project: https://github.com/ggml-org/llama.cpp
- Toolbelt: https://toolbelt.utlyze.com/software/?program=llama-cpp
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented CLI, server and C/C++ interfaces; not tested.

License reference: https://github.com/ggml-org/llama.cpp/blob/master/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Models, acceleration and inference were not inspected.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Loom

Record screen walkthroughs and share video explanations.

- Inventory: observed · 1 computers observed
- License: unknown · Unknown
- Industries: Business Services, Education, Software
- Project: https://www.loom.com/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=loom
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Not confirmed in this audit.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- License classification unknown; terms and paid/free entitlement were not verified.

## MariaDB

Store relational data for business applications.

- Inventory: container_metadata · 2 computers observed
- License: open_source · GNU General Public License v2.0 (captured upstream license file)
- Industries: Software, Business Services, Finance
- Project: https://mariadb.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=mariadb
- Checked: 2026-10-10T17:19:29Z

Agent workflow: Documented SQL clients and server protocol; not tested.

License reference: https://github.com/MariaDB/server/blob/main/COPYING

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Container image/name metadata observed; running state, health, internal version and application access were not checked.
- Cached images may be unused; image tags are metadata labels and do not prove a running service or exact installed version.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Metabase

Explore business data and build dashboards.

- Inventory: container_metadata · 1 computers observed
- License: mixed · AGPL community code and commercial enterprise edition
- Industries: Business Analytics, Finance, Business Services
- Project: https://www.metabase.com/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=metabase
- Checked: 2026-10-10T17:19:29Z

Agent workflow: Documented REST API; not tested.

License reference: https://github.com/metabase/metabase/blob/master/LICENSE.txt

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Container image/name metadata observed; running state, health, internal version and application access were not checked.
- Cached images may be unused; image tags are metadata labels and do not prove a running service or exact installed version.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Microsoft Excel for Mac

Analyze spreadsheets and produce business reports.

- Inventory: observed · 1 computers observed
- License: unknown · Unknown
- Industries: Finance, Business Services, Research
- Project: https://www.microsoft.com/en-us/microsoft-365/excel
- Toolbelt: https://toolbelt.utlyze.com/software/?program=microsoft-excel
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Not confirmed in this audit.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Desktop bundle observed; activation and subscription were not inspected.
- License classification unknown; terms and paid/free entitlement were not verified.

## Microsoft Teams

Collaborate through team messages and meetings.

- Inventory: observed · 2 computers observed
- License: unknown · Unknown
- Industries: Business Services, Education
- Project: https://www.microsoft.com/en-us/microsoft-teams/group-chat-software
- Toolbelt: https://toolbelt.utlyze.com/software/?program=microsoft-teams
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Not confirmed in this audit.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- License classification unknown; terms and paid/free entitlement were not verified.

## MLflow

Track experiments and evaluate machine-learning or AI applications.

- Inventory: container_metadata · 1 computers observed
- License: open_source · Apache License 2.0 (captured upstream license file)
- Industries: Research, Software, Business Analytics
- Project: https://mlflow.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=mlflow
- Checked: 2026-10-10T17:19:29Z

Agent workflow: Documented Python tracking API and REST API; not tested.

License reference: https://github.com/mlflow/mlflow/blob/master/LICENSE.txt

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Container image/name metadata observed; running state, health, internal version and application access were not checked.
- Cached images may be unused; image tags are metadata labels and do not prove a running service or exact installed version.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## MLX

Develop array computations and machine learning on Apple silicon.

- Inventory: library_only · 4 computers observed
- License: open_source · MIT License (captured upstream license file)
- Industries: Research, Software
- Project: https://ml-explore.github.io/mlx/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=mlx
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented Python, C++ and C interfaces; not tested.

License reference: https://github.com/ml-explore/mlx/blob/main/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Library/package metadata only; imports, compiled dependencies and execution not tested.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## MuJoCo

Model physical motion and contact for robotics experiments.

- Inventory: library_only · 2 computers observed
- License: open_source · Apache License 2.0 (captured upstream license file)
- Industries: Robotics, Research, Manufacturing
- Project: https://mujoco.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=mujoco
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented C and Python simulation APIs; not tested.

License reference: https://github.com/google-deepmind/mujoco/blob/main/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Library/package metadata only; imports, compiled dependencies and execution not tested.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## MySQL

Store relational application data.

- Inventory: uncertain · 1 computers observed
- License: unknown · Unknown
- Industries: Software, Business Services
- Project: https://www.mysql.com/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=mysql
- Checked: 2026-10-10T17:15:36Z

Agent workflow: Documented SQL clients and server protocol; not tested.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- License classification unknown; terms and paid/free entitlement were not verified.
- Cached images may be unused; image tags are metadata labels and do not prove a running service or exact installed version.
- Only a cached image was recognized; current application installation/readiness is uncertain.

## n8n

Connect applications and build repeatable business workflows.

- Inventory: container_metadata · 1 computers observed
- License: source_available · Sustainable Use License and enterprise exceptions
- Industries: Business Services, Local Services, Software
- Project: https://n8n.io/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=n8n
- Checked: 2026-10-10T17:19:29Z

Agent workflow: Documented REST API, webhooks and workflow nodes; not tested.

License reference: https://github.com/n8n-io/n8n/blob/master/LICENSE.md

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Source available licensing has use restrictions; accounts and workflow access were not inspected.
- Container image/name metadata observed; running state, health, internal version and application access were not checked.
- Cached images may be unused; image tags are metadata labels and do not prove a running service or exact installed version.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Node.js

Run JavaScript programs and application services.

- Inventory: observed · 9 computers observed
- License: open_source · MIT core and bundled third-party licenses
- Industries: Software, Business Services
- Project: https://nodejs.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=nodejs
- Checked: 2026-10-10T17:16:33Z

Agent workflow: JavaScript runtime and command-line programs; workflows not tested.

License reference: https://github.com/nodejs/node/blob/main/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Notability

Annotate documents and take visual notes.

- Inventory: observed · 1 computers observed
- License: unknown · Unknown
- Industries: Education, Research, Business Services
- Project: https://notability.com/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=notability
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Not confirmed in this audit.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- License classification unknown; terms and paid/free entitlement were not verified.

## Notion

Organize shared notes, project information and lightweight databases.

- Inventory: observed · 1 computers observed
- License: unknown · Unknown
- Industries: Business Services, Software, Education
- Project: https://www.notion.com/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=notion
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Not confirmed in this audit.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Cloud workspace access and content were not inspected.
- License classification unknown; terms and paid/free entitlement were not verified.

## Numbers

Build spreadsheets, tables and charts.

- Inventory: observed · 6 computers observed
- License: unknown · Unknown
- Industries: Business Services, Education, Finance
- Project: https://www.apple.com/numbers/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=apple-numbers
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Not confirmed in this audit.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Standard and Creator Studio bundle variants observed; paid-feature entitlement was not inspected.
- License classification unknown; terms and paid/free entitlement were not verified.

## OBS Studio

Record screen and camera video or produce live streams.

- Inventory: observed · 2 computers observed
- License: open_source · GNU General Public License v2.0 (captured upstream license file)
- Industries: Film And Media, Education, Events
- Project: https://obsproject.com/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=obs-studio
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented OBS WebSocket interface; not tested.

License reference: https://github.com/obsproject/obs-studio/blob/master/COPYING

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Obsidian

Organize linked notes and knowledge collections.

- Inventory: observed · 2 computers observed
- License: unknown · Unknown
- Industries: Research, Publishing, Business Services
- Project: https://obsidian.md/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=obsidian
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Not confirmed in this audit.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- License classification unknown; terms and paid/free entitlement were not verified.

## Ollama

Manage and run local language models.

- Inventory: observed · 5 computers observed
- License: open_source · MIT License (captured upstream license file)
- Industries: Software, Research, Business Services
- Project: https://ollama.com/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=ollama
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented local HTTP API and CLI; not tested.

License reference: https://github.com/ollama/ollama/blob/main/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Model files, provider state and inference were not inspected.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## OpenBB Platform

Research financial markets using a programmable data workbench.

- Inventory: library_only · 2 computers observed
- License: open_source · Apache-2.0 (current upstream source)
- Industries: Finance, Research, Business Analytics
- Project: https://openbb.co/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=openbb
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented Python interface and API application; not tested.

License reference: https://github.com/openbq-org/OpenBB/blob/develop/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Data-provider credentials, subscriptions and live market queries were not inspected.
- Library/package metadata only; imports, compiled dependencies and execution not tested.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## OpenCode

Use a terminal coding assistant.

- Inventory: observed · 6 computers observed
- License: unknown · Unknown
- Industries: Software
- Project: https://opencode.ai/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=opencode
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Not confirmed in this audit.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Package metadata only; provider and account availability not inspected.
- License classification unknown; terms and paid/free entitlement were not verified.
- Package metadata observed; executable presence and arbitrary commands not checked.

## OpenJDK

Build and run Java applications.

- Inventory: observed · 3 computers observed
- License: unknown · Unknown
- Industries: Software, Business Services
- Project: https://openjdk.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=java
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Java compiler and runtime CLI; not tested.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- License classification unknown; terms and paid/free entitlement were not verified.
- Package metadata observed; executable presence and arbitrary commands not checked.

## OpenTofu

Manage infrastructure through repeatable configuration.

- Inventory: observed · 1 computers observed
- License: open_source · Mozilla Public License 2.0 (captured upstream license file)
- Industries: Software, IT Operations
- Project: https://opentofu.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=opentofu
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented CLI; no infrastructure operations performed.

License reference: https://github.com/opentofu/opentofu/blob/main/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Pages

Create formatted documents and reports.

- Inventory: observed · 6 computers observed
- License: unknown · Unknown
- Industries: Publishing, Business Services, Education
- Project: https://www.apple.com/pages/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=apple-pages
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Not confirmed in this audit.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Standard and Creator Studio bundle variants observed; paid-feature entitlement was not inspected.
- License classification unknown; terms and paid/free entitlement were not verified.

## PDFtk

Merge, split and modify PDF documents.

- Inventory: observed · 1 computers observed
- License: unknown · Unknown
- Industries: Publishing, Business Services
- Project: https://www.pdflabs.com/tools/pdftk-the-pdf-toolkit/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=pdftk
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Command-line PDF operations; not tested.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- License classification unknown; terms and paid/free entitlement were not verified.
- Package metadata observed; executable presence and arbitrary commands not checked.

## Penpot

Design interfaces and collaborate on reusable design systems.

- Inventory: container_metadata · 1 computers observed
- License: open_source · Mozilla Public License 2.0 (captured upstream license file)
- Industries: Design, Software, Marketing
- Project: https://penpot.app/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=penpot
- Checked: 2026-10-10T17:19:29Z

Agent workflow: Documented plugin API and MCP integration; not tested.

License reference: https://github.com/penpot/penpot/blob/develop/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Container image/name metadata observed; running state, health, internal version and application access were not checked.
- Cached images may be unused; image tags are metadata labels and do not prove a running service or exact installed version.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## PHP

Run server-side web applications and scripts.

- Inventory: observed · 1 computers observed
- License: open_source · BSD 3-Clause "New" or "Revised" License (captured upstream license file)
- Industries: Software, Publishing
- Project: https://www.php.net/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=php
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented PHP CLI and web runtime; not tested.

License reference: https://github.com/php/php-src/blob/master/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Poppler PDF utilities

Extract text and images or render PDF pages.

- Inventory: observed · 2 computers observed
- License: unknown · Unknown
- Industries: Publishing, Archives, Business Services
- Project: https://poppler.freedesktop.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=poppler
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented pdftotext and pdftoppm utilities; not tested.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- License classification unknown; terms and paid/free entitlement were not verified.
- Package metadata observed; executable presence and arbitrary commands not checked.

## PostGIS

Store and query geographic shapes in PostgreSQL.

- Inventory: container_metadata · 1 computers observed
- License: open_source · GNU General Public License v2.0 (captured upstream license file)
- Industries: GIS, Local Services, Public Sector
- Project: https://postgis.net/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=postgis
- Checked: 2026-10-10T17:19:29Z

Agent workflow: Documented spatial SQL functions; not tested.

License reference: https://github.com/postgis/postgis/blob/master/COPYING

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Image tag combines PostgreSQL and PostGIS version labels; exact extension patch version not inspected.
- Container image/name metadata observed; running state, health, internal version and application access were not checked.
- Cached images may be unused; image tags are metadata labels and do not prove a running service or exact installed version.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## PostgreSQL

Store application data and query it with SQL.

- Inventory: observed · 9 computers observed
- License: open_source · PostgreSQL License
- Industries: Software, Business Analytics, Finance
- Project: https://www.postgresql.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=postgresql
- Checked: 2026-10-10T17:19:29Z

Agent workflow: Documented SQL wire protocol and psql CLI; not tested.

License reference: https://github.com/postgres/postgres/blob/master/COPYRIGHT

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Database version labels come from packages or image tags; no database was connected to.
- Container image/name metadata observed; running state, health, internal version and application access were not checked.
- Cached images may be unused; image tags are metadata labels and do not prove a running service or exact installed version.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## PowerShell

Automate system and application tasks with scripts.

- Inventory: observed · 2 computers observed
- License: open_source · MIT License (captured upstream license file)
- Industries: IT Operations, Software
- Project: https://github.com/PowerShell/PowerShell
- Toolbelt: https://toolbelt.utlyze.com/software/?program=powershell
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented script and command-line interface; not tested.

License reference: https://github.com/PowerShell/PowerShell/blob/master/LICENSE.txt

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Prometheus

Collect and query service metrics.

- Inventory: observed · 2 computers observed
- License: open_source · Apache License 2.0 (captured upstream license file)
- Industries: Software, IT Operations
- Project: https://prometheus.io/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=prometheus
- Checked: 2026-10-10T17:19:29Z

Agent workflow: Documented HTTP query API; not tested.

License reference: https://github.com/prometheus/prometheus/blob/main/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Container image/name metadata observed; running state, health, internal version and application access were not checked.
- Cached images may be unused; image tags are metadata labels and do not prove a running service or exact installed version.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Prometheus Node Exporter

Expose machine metrics for a monitoring system.

- Inventory: observed · 9 computers observed
- License: open_source · Apache License 2.0 (captured upstream license file)
- Industries: IT Operations, Software
- Project: https://github.com/prometheus/node_exporter
- Toolbelt: https://toolbelt.utlyze.com/software/?program=node-exporter
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented HTTP metrics endpoint; not tested.

License reference: https://github.com/prometheus/node_exporter/blob/master/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Package presence does not establish a running or reachable exporter.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Python

Write automation, data-analysis and application programs.

- Inventory: observed · 9 computers observed
- License: open_source · PSF License and historical license notices
- Industries: Software, Research, Business Services
- Project: https://www.python.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=python
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Language interpreter and documented standard-library interfaces; workflows not tested.

License reference: https://github.com/python/cpython/blob/main/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## PyTorch

Develop and run machine-learning models in Python.

- Inventory: library_only · 2 computers observed
- License: open_source · BSD-style upstream license and third-party notices
- Industries: Research, Software, Data Analysis
- Project: https://pytorch.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=pytorch
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented Python and C++ APIs; not tested.

License reference: https://github.com/pytorch/pytorch/blob/main/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Compute acceleration, models and inference were not tested.
- Library/package metadata only; imports, compiled dependencies and execution not tested.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Qdrant

Search vector embeddings for retrieval applications.

- Inventory: container_metadata · 3 computers observed
- License: open_source · Apache License 2.0 (captured upstream license file)
- Industries: Software, Research, Business Services
- Project: https://qdrant.tech/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=qdrant
- Checked: 2026-10-10T17:19:29Z

Agent workflow: Documented REST and gRPC APIs; not tested.

License reference: https://github.com/qdrant/qdrant/blob/master/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Container image/name metadata observed; running state, health, internal version and application access were not checked.
- Cached images may be unused; image tags are metadata labels and do not prove a running service or exact installed version.
- One or more observations have version unknown; a latest tag or missing bundle version is not a release version.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## QPDF

Inspect, transform and combine PDF structure.

- Inventory: observed · 1 computers observed
- License: open_source · Apache License 2.0 (captured upstream license file)
- Industries: Publishing, Business Services, Archives
- Project: https://qpdf.sourceforge.io/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=qpdf
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented CLI and C++ library; not tested.

License reference: https://github.com/qpdf/qpdf/blob/main/LICENSE.txt

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Redis

Provide in-memory data structures and application queues.

- Inventory: observed · 3 computers observed
- License: unknown · Unknown
- Industries: Software, IT Operations
- Project: https://redis.io/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=redis
- Checked: 2026-10-10T17:19:29Z

Agent workflow: Documented network command protocol; not tested.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Several major image versions observed; licensing varies by version and has not been resolved per binary.
- License classification unknown; terms and paid/free entitlement were not verified.
- Container image/name metadata observed; running state, health, internal version and application access were not checked.
- Cached images may be unused; image tags are metadata labels and do not prove a running service or exact installed version.
- Package metadata observed; executable presence and arbitrary commands not checked.

## Rust

Build compiled applications and systems software.

- Inventory: observed · 4 computers observed
- License: open_source · Apache License 2.0 (captured upstream license file)
- Industries: Software, Embedded Systems
- Project: https://www.rust-lang.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=rust
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented compiler and Cargo toolchain; not tested.

License reference: https://github.com/rust-lang/rust/blob/main/LICENSE-APACHE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Toolchain selection and project builds were not inspected.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Safari

Browse websites and test Apple-platform web behavior.

- Inventory: observed · 9 computers observed
- License: unknown · Unknown
- Industries: Business Services, Software, Education
- Project: https://www.apple.com/safari/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=safari
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Not confirmed in this audit.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Browser profiles, accounts and browsing data were not inspected.
- License classification unknown; terms and paid/free entitlement were not verified.

## Shottr

Capture and annotate screenshots.

- Inventory: observed · 1 computers observed
- License: unknown · Unknown
- Industries: Design, Software, Business Services
- Project: https://shottr.cc/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=shottr
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Not confirmed in this audit.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- License classification unknown; terms and paid/free entitlement were not verified.

## Slack

Coordinate team conversations and work notifications.

- Inventory: observed · 2 computers observed
- License: unknown · Unknown
- Industries: Business Services, Software
- Project: https://slack.com/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=slack
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Not confirmed in this audit.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- License classification unknown; terms and paid/free entitlement were not verified.

## SQLite

Store and query small local databases.

- Inventory: observed · 9 computers observed
- License: unknown · Unknown
- Industries: Software, Research, Business Analytics
- Project: https://sqlite.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=sqlite
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented SQL CLI and embedding API; not tested.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- License classification unknown; terms and paid/free entitlement were not verified.
- Package metadata observed; executable presence and arbitrary commands not checked.

## Supabase development stack

Build applications with database, authentication and storage services.

- Inventory: observed · 8 computers observed
- License: open_source · Apache License 2.0 (captured upstream license file)
- Industries: Software, Business Services
- Project: https://supabase.com/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=supabase
- Checked: 2026-10-10T17:19:29Z

Agent workflow: Documented Supabase CLI and client APIs; not tested.

License reference: https://github.com/supabase/supabase/blob/master/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- CLI or component image presence does not establish a complete running stack or hosted account access.
- Cached images may be unused; image tags are metadata labels and do not prove a running service or exact installed version.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Tectonic

Compile TeX documents into PDFs.

- Inventory: observed · 1 computers observed
- License: open_source · MIT core and other open-source component licenses
- Industries: Research, Publishing, Education
- Project: https://tectonic-typesetting.github.io/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=tectonic
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented TeX compilation CLI; not tested.

License reference: https://github.com/tectonic-typesetting/tectonic/blob/master/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Additional TeX resources and downloads were not tested.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Temporal

Run durable application workflows with retries and recovery.

- Inventory: observed · 4 computers observed
- License: open_source · MIT License (captured upstream license file)
- Industries: Software, Business Services
- Project: https://temporal.io/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=temporal
- Checked: 2026-10-10T17:19:29Z

Agent workflow: Documented workflow SDKs and CLI; not tested.

License reference: https://github.com/temporalio/temporal/blob/main/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Container image/name metadata observed; running state, health, internal version and application access were not checked.
- Cached images may be unused; image tags are metadata labels and do not prove a running service or exact installed version.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Terraform

Describe and manage infrastructure with configuration files.

- Inventory: observed · 1 computers observed
- License: source_available · Business Source License 1.1 (current upstream)
- Industries: Software, IT Operations
- Project: https://developer.hashicorp.com/terraform
- Toolbelt: https://toolbelt.utlyze.com/software/?program=terraform
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented CLI; no infrastructure operations performed.

License reference: https://github.com/hashicorp/terraform/blob/main/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Licensing changed between versions; binary-version-specific classification not audited.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Tesseract OCR

Extract text from scanned images.

- Inventory: observed · 7 computers observed
- License: open_source · Apache License 2.0 (captured upstream license file)
- Industries: Archives, Publishing, Business Services
- Project: https://github.com/tesseract-ocr/tesseract
- Toolbelt: https://toolbelt.utlyze.com/software/?program=tesseract
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented CLI and library API; not tested.

License reference: https://github.com/tesseract-ocr/tesseract/blob/main/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Language data and OCR accuracy were not tested.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Todoist

Track tasks and team work.

- Inventory: observed · 1 computers observed
- License: unknown · Unknown
- Industries: Business Services, Software
- Project: https://www.todoist.com/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=todoist
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Not confirmed in this audit.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- License classification unknown; terms and paid/free entitlement were not verified.

## TradingView

View financial charts and research market movements.

- Inventory: observed · 1 computers observed
- License: unknown · Unknown
- Industries: Finance, Research
- Project: https://www.tradingview.com/desktop/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=tradingview
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Not confirmed in this audit.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Market data, subscriptions and brokerage connectivity were not inspected.
- License classification unknown; terms and paid/free entitlement were not verified.

## Twenty CRM

Manage contacts, opportunities and sales pipelines.

- Inventory: container_metadata · 1 computers observed
- License: mixed · AGPL-3.0 core, MIT packages and commercial enterprise files
- Industries: Business Services, Sales, Local Services
- Project: https://twenty.com/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=twenty-crm
- Checked: 2026-10-10T17:19:29Z

Agent workflow: Documented REST and GraphQL APIs; not tested.

License reference: https://github.com/twentyhq/twenty/blob/main/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Container image/name metadata observed; running state, health, internal version and application access were not checked.
- Cached images may be unused; image tags are metadata labels and do not prove a running service or exact installed version.
- One or more observations have version unknown; a latest tag or missing bundle version is not a release version.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Unity Hub

Manage Unity Editor installations and projects.

- Inventory: launcher_only · 7 computers observed
- License: unknown · Unknown
- Industries: Games, XR, Product Demonstrations
- Project: https://unity.com/unity-hub
- Toolbelt: https://toolbelt.utlyze.com/software/?program=unity-hub
- Checked: 2026-10-10T19:55:54.696302Z

Agent workflow: Not confirmed in this audit.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Hub presence does not establish an installed or licensed Unity Editor on that host.
- License classification unknown; terms and paid/free entitlement were not verified.

## UTM

Run virtual machines for development and operating-system testing.

- Inventory: observed · 1 computers observed
- License: open_source · Apache License 2.0 (captured upstream license file)
- Industries: Software, IT Operations, Education
- Project: https://mac.getutm.app/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=utm
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Not confirmed in this audit.

License reference: https://github.com/utmapp/UTM/blob/main/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Virtual-machine definitions and guest systems were not inspected.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## uv

Manage Python packages and project environments.

- Inventory: observed · 8 computers observed
- License: open_source · Apache License 2.0 (captured upstream license file)
- Industries: Software, Research
- Project: https://docs.astral.sh/uv/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=uv
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented package and environment CLI; no changes performed.

License reference: https://github.com/astral-sh/uv/blob/main/LICENSE-APACHE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Visual Studio Code

Edit and debug software projects.

- Inventory: observed · 3 computers observed
- License: unknown · Unknown
- Industries: Software, Education
- Project: https://code.visualstudio.com/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=visual-studio-code
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Not confirmed in this audit.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Branded application license differs from the open-source Code-OSS source tree; installed product terms not audited.
- License classification unknown; terms and paid/free entitlement were not verified.

## Whisper

Transcribe speech from audio.

- Inventory: observed · 2 computers observed
- License: open_source · MIT License (captured upstream license file)
- Industries: Film And Media, Education, Research
- Project: https://github.com/openai/whisper
- Toolbelt: https://toolbelt.utlyze.com/software/?program=openai-whisper
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented Python API and CLI; not tested.

License reference: https://github.com/openai/whisper/blob/main/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Model availability, downloads and transcription were not tested.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## whisper.cpp

Run speech recognition with a native implementation.

- Inventory: observed · 1 computers observed
- License: open_source · MIT License (captured upstream license file)
- Industries: Film And Media, Education, Research
- Project: https://github.com/ggml-org/whisper.cpp
- Toolbelt: https://toolbelt.utlyze.com/software/?program=whisper-cpp
- Checked: 2026-10-10T17:15:35Z

Agent workflow: Documented command-line and library interfaces; not tested.

License reference: https://github.com/ggml-org/whisper.cpp/blob/master/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Models and transcription were not tested.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## WordPress

Build and manage a publishing website.

- Inventory: uncertain · 1 computers observed
- License: unknown · Unknown
- Industries: Publishing, Marketing, Retail
- Project: https://wordpress.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=wordpress
- Checked: 2026-10-10T17:15:36Z

Agent workflow: Documented REST API and WP-CLI ecosystem; not tested.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Cached public image observed; no current container or website readiness inferred.
- License classification unknown; terms and paid/free entitlement were not verified.
- Cached images may be unused; image tags are metadata labels and do not prove a running service or exact installed version.
- Only a cached image was recognized; current application installation/readiness is uncertain.

## Xcode

Build Apple-platform applications.

- Inventory: observed · 4 computers observed
- License: unknown · Unknown
- Industries: Software, Education
- Project: https://developer.apple.com/xcode/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=xcode
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Not confirmed in this audit.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Developer account, signing certificates, SDK completeness and builds were not inspected.
- License classification unknown; terms and paid/free entitlement were not verified.

## yt-dlp

Retrieve supported online media for authorized processing.

- Inventory: observed · 4 computers observed
- License: open_source · The Unlicense (captured upstream license file)
- Industries: Film And Media, Research, Archives
- Project: https://github.com/yt-dlp/yt-dlp
- Toolbelt: https://toolbelt.utlyze.com/software/?program=yt-dlp
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Documented CLI and Python embedding; not tested.

License reference: https://github.com/yt-dlp/yt-dlp/blob/master/LICENSE

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- Package metadata observed; executable presence and arbitrary commands not checked.
- The license entry describes the cited upstream source on its check date, not a verification of the installed edition or every bundled component.

## Zoom

Host video meetings and remote presentations.

- Inventory: observed · 1 computers observed
- License: unknown · Unknown
- Industries: Business Services, Education, Events
- Project: https://www.zoom.com/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=zoom
- Checked: 2026-10-10T17:16:33Z

Agent workflow: Not confirmed in this audit.

Limits:
- Functionality NOT TESTED. Installed metadata does not establish activation, usability or a complete workflow.
- License classification unknown; terms and paid/free entitlement were not verified.

## EnergyPlus

Building owners and energy consultants can compare modeled heating, cooling and energy-use scenarios before choosing which assumptions deserve further investigation.

- Inventory: suggested · 0 computers observed
- License: open_source · EnergyPlus BSD-3-Clause-style license with an additional naming/trademark clause
- Industries: Commercial Real Estate, Construction, Building Energy Consulting
- Project: https://energyplus.net/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=energyplus
- Checked: 2026-10-10T17:17:37Z

Agent workflow: An AI-assisted team can edit controlled model variants, invoke the documented CLI with a weather file and CSV generation, parse results with DuckDB/Jupyter and explain differences. An energy modeler reviews inputs, warnings and plausibility.

License reference: https://raw.githubusercontent.com/NatLabRockies/EnergyPlus/develop/LICENSE.txt

Example: A sample IDF building model, EPW weather file and reviewed alternative envelope or operating schedules. → Simulation result files and selected CSV energy/load variables, with an analyst-generated scenario comparison.

Adds building-energy simulation to the observed CAD, DuckDB and Jupyter workbenches. This could support scenario studies for commercial buildings after a qualified modeler validates the workflow.

Limits:
- Compiled releases are offered for Windows, macOS and Linux; select the correct architecture and model version. Batch studies consume CPU time and storage; throughput was not benchmarked.
- Meaningful use requires building-physics, HVAC and schedule knowledge. Weather and poorly calibrated assumptions can dominate results.
- The license permits source/binary redistribution and modification but contains specific EnergyPlus name/trademark conditions; it is not an unmodified BSD-3-Clause license or a claim of exact OSI-list approval.
- Scenario outputs are modeled estimates, not promised savings, a code-compliance certificate or a substitute for a qualified professional's judgment.

## IfcOpenShell core and Python library

Construction estimators, BIM coordinators and facilities teams can extract and check the semantic data in an IFC building model.

- Inventory: suggested · 0 computers observed
- License: open_source · LGPL-3.0-or-later (core/Python scope; optional Bonsai is GPL-3.0-or-later)
- Industries: Construction, Architecture, Facilities Management
- Project: https://ifcopenshell.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=ifcopenshell
- Checked: 2026-10-10T17:19:43Z

Agent workflow: An AI-assisted developer can write Python queries for IFC classes, property sets and units, emit handover tables and retain element identifiers for review. A BIM specialist checks the mapping and sample quantities against the model.

License reference: https://raw.githubusercontent.com/IfcOpenShell/IfcOpenShell/v0.9.0/COPYING.LESSER

Example: A public sample IFC model containing room, wall, property and quantity objects. → An analyst-generated CSV of element identifiers, quantities and normalized units, plus exceptions for absent properties.

Adds IFC/BIM model extraction beside the observed FreeCAD, Blender and QGIS tools, opening building-model data and quantity workflows for construction and property teams.

Limits:
- Choose a package matching the operating system, CPU architecture and Python version; geometry processing can be more costly than reading attributes.
- IFC schema, project units, authored quantities and model completeness determine what can be extracted; missing quantities are not zero quantities.
- Learn IFC relationships and validate scripts on a known sample. The current development branch is not proof of a matching stable installed package.
- Core, Python tools and Bonsai have distinct licensing scopes. Outputs support BIM coordination and estimation; they do not certify a design or takeoff.

## Node-RED

Manufacturing, facilities and operations teams can prototype readable event-driven integrations from telemetry or application messages to reviewed operational outputs.

- Inventory: suggested · 0 computers observed
- License: open_source · Apache-2.0
- Industries: Manufacturing, Facilities Operations, Business Automation
- Project: https://nodered.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=node-red
- Checked: 2026-10-10T17:17:42Z

Agent workflow: An AI-assisted developer can draft flow JSON and JavaScript function nodes, run synthetic messages through the flow, and document the connections. An operator reviews behavior and error paths; begin with observation rather than machine actuation.

License reference: https://raw.githubusercontent.com/node-red/node-red/main/LICENSE

Example: Simulated MQTT sensor messages containing timestamps and temperature readings. → A reusable JSON flow that validates/transforms the messages and writes a demonstration CSV/status stream.

Adds event and device-oriented flows for facilities, sensors and prototypes. It complements the recorded n8n business-workflow software; neither integration nor device operation was tested.

Limits:
- Requires a supported Node.js version or documented Docker deployment. The lightweight runtime supports edge hardware, but workload throughput was not measured.
- The editor is unsecured by default according to the official guide; configure authentication/network exposure before a shared deployment.
- MQTT use needs a broker and agreed message schemas. Learn state, retries and error handling before operating an ongoing integration.
- Core is Apache-2.0; community nodes have their own licenses and maintenance. A flow prototype is not a safety controller or authorization for production writes.

## OpenRefine

Procurement, retail, nonprofit and research teams can inspect and clean inconsistent tabular data with reviewable operations.

- Inventory: suggested · 0 computers observed
- License: open_source · BSD-3-Clause
- Industries: Procurement, Retail, Nonprofits, Research
- Project: https://openrefine.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=openrefine
- Checked: 2026-10-10T17:17:41Z

Agent workflow: An AI-assisted analyst can propose GREL transformations and cleanup rules, use faceting/clustering to inspect candidates, review ambiguous merges and export/reapply the documented operation history.

License reference: https://raw.githubusercontent.com/OpenRefine/OpenRefine/master/LICENSE.txt

Example: A public sample supplier/product CSV with inconsistent names, whitespace and category labels. → A reviewed cleaned table and exported JSON operation history that can be applied to a comparable later file.

Adds a visual, repeatable data-cleaning step before DuckDB, spreadsheets and CRM imports: useful for inconsistent company names, product catalogs and lead-source exports.

Limits:
- Runs locally through a browser interface and Java runtime; available memory/heap limits practical dataset size. Large files need a sample-job check.
- Clustering proposes similar values, not guaranteed identity matches; a domain-aware analyst must review merges.
- External reconciliation services are optional network integrations with separate availability/data terms; this research used no such service or private dataset.
- Project archives retain earlier data and history. Share cleaned exports/approved operation recipes deliberately rather than treating an archive as anonymized data.

## VROOM

Delivery operators, distributors and field-service planners can compare routes subject to vehicle capacities, working hours and visit time windows.

- Inventory: suggested · 0 computers observed
- License: open_source · BSD-2-Clause
- Industries: Logistics, Distribution, Field Services
- Project: https://github.com/VROOM-Project/vroom
- Toolbelt: https://toolbelt.utlyze.com/software/?program=vroom
- Checked: 2026-10-10T17:19:05Z

Agent workflow: An AI-assisted team can convert a planning table into the documented JSON input, invoke the solver through CLI or an optional HTTP wrapper, test alternative assumptions and explain unassigned tasks. A dispatcher reviews operational feasibility.

License reference: https://raw.githubusercontent.com/VROOM-Project/vroom/master/LICENSE

Example: Synthetic jobs with coordinates/service times, vehicle capacities, time windows and an explicit travel-time matrix. → JSON route assignments and step timing, with unassigned jobs and a summary for dispatcher review.

Adds vehicle-routing optimization beside QGIS mapping: a potential service for delivery, field-service and multi-stop operations planning.

Limits:
- Self-hosted C++/Docker deployment and data integration need technical support; geocoding and road/traffic data are separate from the solver.
- Use a supplied cost matrix or a compatible routing backend such as OSRM, Openrouteservice or Valhalla. Coordinate order and timing units must match the API.
- Do not interpret a returned route as a proof of global optimality or ignore unassigned jobs; check capacity, service durations and time-window assumptions.
- The recommendation covers the open-source engine, not its separately marketed premium service. Real-time traffic accuracy and hardware throughput were not measured.

## CAMotics

Small machine shops and fabrication consultants can preview material removal from existing 3-axis CNC G-code before a machinist reviews the program.

- Inventory: suggested · 0 computers observed
- License: open_source · GNU GPL-2.0-or-later
- Industries: Manufacturing, Woodworking, CNC Fabrication
- Project: https://camotics.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=camotics
- Checked: 2026-10-10T17:17:36Z

Agent workflow: An AI-assisted team can prepare the stock/tool definitions and version-appropriate project file, explain suspicious movements and compare program revisions; an operator runs the simulator and reviews the preview. Keep machine execution outside this workflow.

License reference: https://raw.githubusercontent.com/CauldronDevelopmentLLC/CAMotics/master/COPYING

Example: A sample NC program, rectangular stock dimensions, tool diameters and units. → A 3D material-removal preview and exported STL of the simulated cut workpiece for a toolpath review.

Adds an independent G-code-to-stock preview after FreeCAD/CadQuery design and CAM work, complementing the historical CAD and additive-manufacturing tools. It is subtractive machining simulation, with some overlap with CAM previews.

Limits:
- Does not generate machining toolpaths from CAD; the project lists no 5-axis or lathe simulation and incomplete LinuxCNC dialect support.
- The project explicitly lists missing shaft/fixture collision and rapid-in-material detection; a preview is not machine-safety approval.
- GUI graphics compatibility and simulation resolution need a sample-job check. Published macOS installer is Intel x86_64; present OS and Apple Silicon compatibility was not tested.
- Stock setup, tools and controller conventions require machinist review.

## GRASS

Agricultural, environmental and land-use teams can build repeatable terrain and catchment analyses from elevation rasters.

- Inventory: suggested · 0 computers observed
- License: open_source · GNU GPL-2.0-or-later
- Industries: Agriculture, Environmental Consulting, Land-use Planning
- Project: https://grass.osgeo.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=grass
- Checked: 2026-10-10T17:17:38Z

Agent workflow: An AI-assisted developer can establish a GRASS project/session, invoke r.watershed through the documented Python interface and record the region and parameters with the exported analysis layers.

License reference: https://grass.osgeo.org/about/license/

Example: A public elevation raster, reviewed coordinate system, analysis extent, resolution and watershed threshold. → Flow-accumulation, drainage and basin raster layers for screening terrain patterns and preparing a GIS briefing.

Adds explicit scripted geospatial-modeling sessions to the historical QGIS workflow. QGIS may already expose GRASS algorithms through a provider; prioritize this only if inventory/workflow reconciliation shows standalone or batch capabilities are absent.

Limits:
- Windows, macOS, Linux and container/conda paths are documented; learn GRASS project/mapset, region and projection conventions.
- Raster cell count drives resource use. r.watershed documents RAM and disk-backed modes; choose region/resolution before scaling a job.
- A terrain model needs appropriate elevation quality and parameters; catchment screening does not establish actual flood risk, water rights or engineered drainage adequacy.
- Existing QGIS provider coverage and Python API version must be reconciled before adding a duplicate workflow.

## MeshLab

Fabricators, product designers and heritage digitization teams can clean and reduce scan-derived meshes for downstream CAD, visualization or printing.

- Inventory: suggested · 0 computers observed
- License: open_source · GNU GPL version 3
- Industries: Manufacturing, Product Design, Cultural Heritage
- Project: https://www.meshlab.net/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=meshlab
- Checked: 2026-10-10T17:17:37Z

Agent workflow: Use MeshLab to establish and inspect the filter sequence; an AI-assisted developer can translate or replay it through the separately available PyMeshLab library and produce before/after geometry summaries.

License reference: https://raw.githubusercontent.com/cnr-isti-vclab/meshlab/main/LICENSE.txt

Example: A scanned object's triangulated mesh with redundant vertices, noise and excessive polygon count. → A cleaned, simplified mesh plus a saved filter recipe for repeating the processing on another scan.

Adds a focused scan-processing pipeline alongside historical Blender, FreeCAD and slicers, with reusable filters instead of repeating interactive cleanup. Overlapping mesh features should be reconciled with the inventory before deployment.

Limits:
- Windows, macOS and Linux builds are documented. Batch processing uses PyMeshLab; legacy meshlabserver should not be assumed available.
- Large scans require memory and time proportional to the data and selected filters; no fleet performance benchmark was run.
- Reduction and smoothing can remove useful detail; units and geometric tolerances need explicit review before fabrication.
- MeshLab and PyMeshLab are separate components; match their versions and check plugin/component licenses for a redistributed package.

## OpenDroneMap (ODM command-line toolkit)

Agricultural, construction and land-management consultants can turn an authorized aerial-photo survey into mapping inputs for visual site review.

- Inventory: suggested · 0 computers observed
- License: open_source · GNU AGPL version 3
- Industries: Agriculture, Construction, Land Management
- Project: https://opendronemap.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=odm
- Checked: 2026-10-10T17:19:05Z

Agent workflow: An AI-assisted operator can prepare the image directory and command-line options, monitor logs, inspect processing reports and hand resulting rasters to QGIS/GRASS. A photogrammetry practitioner reviews alignment and accuracy.

License reference: https://raw.githubusercontent.com/OpenDroneMap/ODM/master/LICENSE

Example: Overlapping geotagged photographs of a demonstration field or worksite, with ground control where required. → A GeoTIFF orthophoto, georeferenced point cloud and optionally requested digital surface/terrain models for subsequent GIS analysis.

Creates spatial datasets from photographs for the historical QGIS and Blender workflows. Viewing or editing existing maps/meshes does not establish an installed photogrammetric reconstruction pipeline.

Limits:
- The source/Docker route is available; a separately offered paid convenience installer is not required by this recommendation.
- Official getting-started guidance recommends 16 GB RAM and 100 GB disk for a few hundred images; larger/high-resolution jobs need workload-specific sizing. No host benchmark was performed.
- Overlap, image quality, geolocation and ground control govern accuracy. A generated DTM or orthophoto is not automatically survey-grade or a crop-health diagnosis.
- Field collection needs the right equipment and authorization. Check AGPL requirements for modified network-served deployments and distinguish ODM from optional WebODM/NodeODM components.

## code_aster (public solver source)

Engineering and materials teams can compare displacement behavior under reviewed loads in a finite-element structural model.

- Inventory: suggested · 0 computers observed
- License: open_source · GNU GPL version 3 (public src repository)
- Industries: Manufacturing, Civil Engineering, Materials Research
- Project: https://code-aster.org/en/product/main
- Toolbelt: https://toolbelt.utlyze.com/software/?program=code-aster
- Checked: 2026-10-10T17:19:43Z

Agent workflow: An AI-assisted developer can prepare command/Python files for repeated load cases, run the solver and organize result fields. An analyst with finite-element expertise checks units, mesh, boundary conditions and interpretation; Salome-Meca/AsterStudy is an optional separate environment.

License reference: https://gitlab.com/codeaster/src/-/raw/main/LICENSE

Example: A public demonstration mesh, material parameters, restraints and two load cases. → Linear static displacement fields from MECA_STATIQUE and an analyst-generated comparison for an engineering review.

Adds a specialist finite-element analysis lane for reviewed structural/material studies beyond historical CAD generation and rigid-body simulation. It may overlap a FreeCAD FEM backend; reconcile the solver and supported analysis needs before adopting.

Limits:
- Public source builds have substantial prerequisites; the repository documents Singularity/Salome-Meca container paths. A native macOS deployment was not verified.
- Finite-element formulation and material/load validation require specialist training; many operator reference pages are in French.
- The GPL recommendation covers src. The project explicitly separates proprietary validation cases and material data that cannot be freely distributed; these are not included.
- Large models need workload-specific memory and CPU sizing. Results do not certify equipment, structures or regulated engineering work.

## Eclipse SUMO

Transportation and site-planning teams can examine modeled queues and travel behavior under alternative traffic-signal scenarios.

- Inventory: suggested · 0 computers observed
- License: open_source · EPL-2.0 (core; separately identified GPL-enabled packages also offered)
- Industries: Transportation, Urban Planning, Logistics-site Planning
- Project: https://eclipse.dev/sumo/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=sumo
- Checked: 2026-10-10T17:17:39Z

Agent workflow: An AI-assisted developer can run repeated demand/signal variants, use the documented Python TraCI interface to monitor and control the simulation, and assemble charts. A transport specialist calibrates demand and reviews interpretation.

License reference: https://raw.githubusercontent.com/eclipse-sumo/sumo/main/LICENSE

Example: The official traffic-light tutorial's road network, vehicle demand and baseline/control signal programs. → Simulated vehicle behavior and monitored queue/timing data for an analyst-generated scenario comparison.

Adds microscopic traffic/network simulation to historical QGIS mapping and Godot visualization. It addresses scenario dynamics, complementing VROOM's daily route-assignment optimization.

Limits:
- Windows, macOS and Linux installation paths are documented. Match SUMO/TraCI versions and keep simulation network/demand files with the results.
- Road geometry, driver behavior, demand and calibration govern usefulness. CPU/runtime scales with scenario size; no hardware benchmark was performed.
- Core is EPL-2.0; download pages distinguish packages containing additional GPL code. Component licenses differ with the chosen build.
- A traffic scenario is not permission to change live signals, a forecast guarantee or a substitute for transport-engineering review.

## OpenFOAM (OpenFOAM Foundation distribution)

Mechanical, industrial and energy engineering teams can investigate modeled fluid-flow behavior in equipment or duct layouts.

- Inventory: suggested · 0 computers observed
- License: open_source · GNU GPL version 3
- Industries: Manufacturing, Mechanical Engineering, Energy
- Project: https://openfoam.org/
- Toolbelt: https://toolbelt.utlyze.com/software/?program=openfoam
- Checked: 2026-10-10T17:19:05Z

Agent workflow: An AI-assisted developer can prepare case dictionaries, run the documented meshing/solver sequence, collect convergence logs and generate comparable post-processing outputs. A CFD practitioner chooses models and checks mesh dependence and plausibility.

License reference: https://raw.githubusercontent.com/OpenFOAM/OpenFOAM-14/master/COPYING

Example: The official backward-facing-step demonstration case, a mesh and reviewed inlet/material/boundary parameters. → Computed pressure and velocity fields for visualization and an analyst-generated comparison of controlled case variants.

Adds a physical fluid-flow solver alongside historical CAD and Jupyter/MuJoCo tools. CAD geometry and rigid-body simulation do not establish a reviewed CFD workflow; the value depends on engineering supervision.

Limits:
- This identity is the Foundation's numbered-release distribution; do not mix its instructions or version numbers with other OpenFOAM distributions.
- Native Linux is documented; Windows uses WSL and macOS uses an Ubuntu virtual machine through Multipass. A VM's resource overhead must be budgeted.
- CFD, meshing, turbulence and numerical convergence have a substantial learning curve. CPU, memory and run time depend on mesh size and model; no fleet benchmark was run.
- Simulated fields do not certify a physical design or replace an appropriately qualified engineer's validation.
