Thunderdome B2B SaaS AI Visibility Index

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Brand report · September 2026

Codeberg Codeberg: AI Visibility Report

codeberg.org ↗

When buyers ask ChatGPT, Claude, and Gemini about code hosting & collaboration, Codeberg ranks #8 of 15, a Visibility Score of 9 in Code Hosting & Collaboration .

These rankings are measured from what the three models know from training, not a live web search. The live-web grounded surface is rolling out across the index. Methodology.

How AI sees Codeberg

One arena, rank nine, nearly invisible to AI buyers.

Where it wins. Codeberg holds a 12% mention rate in Code Hosting and Collaboration, which keeps it on the board against 14 rivals. Its strongest foothold is the budget and alternatives conversation, where cost-conscious framing gives it a reason to appear.

Where it loses. A 4% first-pick rate in its only category means AI models treat it as a fallback name, not a recommendation. It is absent from six of the major prompt themes including best overall and enterprise pick, so any buyer asking a sharper question simply never sees it.

AI-generated analysis of the September 2026 measurements.

Code Hosting & Collaboration · #8 of 15

9 / 100 ▼ 7 vs last month
13%
mention rate (72 answers)
4
avg. position
4%
first pick
3%
share of voice
14.6Jul 2026Jul 2026: 14.616.3Aug 2026Aug 2026: 16.39.3Sep 2026Sep 2026: 9.3
ChatGPT
2
Claude
11
Gemini
15

How the models portray Codeberg

Being named is not the same as being recommended. Each mention is graded endorsed (a strong pick), listed (a neutral option), or caveated (named with a reservation).

67% 33%
endorsed · 95% band 35–88% listed caveated graded across 9 mentions in Code Hosting & Collaboration answers
Prompt themes Codeberg would want to own

Share of each theme's answers that mention Codeberg. Hover a row for the exact prompt. Compare shapes on the head-to-head page.

Budget & alternatives
7/9 · #1×3

Gaps Best overall · Use-case fit · Startup & small team · Enterprise pick · Feature-led ask · If you could pick one

Most co-mentioned competitors

Share of Codeberg's mentions where the AI models name this brand in the same answer. That is the real competitive set in the AI channel.

Radicle
89%
Gitea
78%
SourceHut
78%
Forgejo
67%
GitLab
44%
Azure DevOps
33%

Scores are measured from real AI answers, refreshed monthly. Methodology.

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