Index › IT › Products › MeshCentral · November 2026 Edition
4 categories · Named, not ranked

MeshCentral

MeshCentral is an open source, multi-platform, self-hosted web site for remote device management, listed under remote monitoring and management · meshcentral.com ↗

–Too few to rank
7/14Models named it
0First choices
9Warnings
November 2026 Edition · all company sizes counted.
Ranked inRemote monitoring and management #48 mid-marketRemote support and remote access #78IT asset management #68Network monitoring and management #84
What AI models recommend

Named, too few times to rank.

A product needs 10 labels in a category before a share is stated. MeshCentral has 9.

Why models recommend it

“Best Self-Hosted / Open-Source: MeshCentral & Tactical RMM”Gemini 3.5 Flash · Budget-constrained question · alternative

What gives them pause

“tools like MeshAgent and Ammyy Admin showed up in EDR incidents far more often than in legitimate IT deployments”Muse Glimmer 30B · Negative question · warning
“Acronis identifies it as one of the most abused remote access tools in incident data.”DeepSeek V4 Flash · Negative question · warning
“Cited as routinely deployed by attackers to blend in with normal traffic”Muse Glimmer 30B · Negative question · warning
“Prefer open-source/self-hosted alternatives like MeshCentral (with caveats for its own vulns).”Grok 4.20 · Negative question · warning

Also on the shortlist

The products named in the same answers as MeshCentral, over the 14 answers that named it, and how often each was the first choice instead.

A side-by-side page exists where both products are among a category's top eight.

At a glance

Stated on MeshCentral's own site, not checked by Gane.

For
your devices
Price stated
available freely on NPM
Free plan or trial
Freely manage your devices.
Visit meshcentral.com ↗

How this is measured

Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.

Gane sells AI visibility software. No company can pay to change a result.

Read the method →

Sources returned with these answers

The sites and pages the answers that named MeshCentral came back with. A fact about retrieval, not a cause of the answer.

Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 13 of the 14 answers that named MeshCentral and are not a share of its labels.

By model

How each model answered on MeshCentral across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ModelFirst choiceAlternativeMentionWarningLabels
Claude Haiku 4.500101
GPT-5.4 mini00000
Gemini 3.5 Flash01001
Perplexity Sonar00000
Grok 4.2000022
Mistral Small00000
DeepSeek V4 Flash00011
Llama 4 Maverick00000
Qwen 3.7 Flash00000
Kimi K200101
GLM 4.7 FlashX00000
MiniMax M2.500000
GPT-6 Luna00000
Muse Glimmer 30B00123