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ai.flyvolo/knowledge vs Systemonomic — Work Domain Analysis & AI Task Suitability

ai.flyvolo/knowledge is an MCP server published by flyvolo.ai. Marketplaces we read that list it: 1 (Official MCP Registry). Systemonomic — Work Domain Analysis & AI Task Suitability is an MCP server published by TonyC23. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-27. This pair was picked by a reader, not by our comparison rule, so search engines are asked not to index the page.

Where each is published

Where each is published
Marketplaceai.flyvolo/knowledgeSystemonomic — Work Domain Analysis & AI Task Suitability
Official MCP Registry Listed
Version: 0.1.2
No figure published
Not marked · First seen
Listed
Version: 0.1.2
Downloads/month (PyPI): 87
Downloads/week (PyPI): 21
Forks (GitHub): 0
Stars (GitHub): 0
Not marked · First seen

Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.

The facts side by side

ai.flyvolo/knowledge vs Systemonomic — Work Domain Analysis & AI Task Suitability
Factai.flyvolo/knowledgeSystemonomic — Work Domain Analysis & AI Task Suitability
Marketplaces that list it11
Stars (GitHub) (differs)No figure on GitHub0
Forks (GitHub) (differs)No figure on GitHub0
Last release (differs)2026-10-13Not published
Where it runs (differs)Remote server (mcp.flyvolo.ai/mcp)On your machine (systemonomic-mcp)
Transport (differs)Streamable HTTPstdio
Tools it declaresNot publishedNot published
Environment variables it asks for (differs)Not published1, secrets among them: 1
LicenceNot statedNot stated
Repository (differs)github.com/weihermans/vologithub.com/tonyc23/systemonomic-mcp
Changes in the last 7 days00
First seen2026-10-112026-10-11
Endpoint at the last check (differs)Responded 6 days agono remote endpoint we check

Lines where the two differ have a tinted background and bold values. Where the data itself says which value is better (more marketplaces, a larger figure of the same marketplace, a fresher release, a verified mark on a marketplace that lists both), the better one is also marked green with ▲ and the worse one red with ▼. Where it runs, the transport, the tools, the settings, hooks, the bundle's parts, the licence and the week's changes are marked only as different: more or fewer is not better in itself.

What each says it does

ai.flyvolo/knowledge

In its own words, on Official MCP Registry:

Sourced, task-level facts on how AI changes jobs, for agents answering 'what should I do?'

Systemonomic — Work Domain Analysis & AI Task Suitability

In its own words, on Official MCP Registry:

Model work domains, score tasks for AI suitability, and design organisations.

How to run each

ai.flyvolo/knowledge As a remote MCP server

Claude Code
claude mcp add --transport http knowledge https://mcp.flyvolo.ai/mcp

Systemonomic — Work Domain Analysis & AI Task Suitability As a local MCP server: PyPI package

Claude Code
claude mcp add --env "SYSTEMONOMIC_API_KEY=<YOUR_SYSTEMONOMIC_API_KEY>" --transport stdio systemonomic-mcp -- uvx systemonomic-mcp

Requires: SYSTEMONOMIC_API_KEY (secret)

Commands built only from what the marketplaces declare; the full set for every client is on each card.

Only ai.flyvolo/knowledge has a remote endpoint we check. How we check endpoints

Tools each declares

Neither the marketplaces of Systemonomic — Work Domain Analysis & AI Task Suitability nor its endpoint list any tools, so we do not compare tools.

Settings each asks for

The marketplaces of ai.flyvolo/knowledge publish no settings it asks for, so we do not compare settings.

What it can do: ai.flyvolo/knowledge · What it can do: Systemonomic — Work Domain Analysis & AI Task Suitability · Compare two other plugins

Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.

Where the data comes from: how the catalog is built