Thunderdome B2B SaaS AI Visibility Index

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Brand report · July 2026

Codeberg Codeberg: AI Visibility Report

codeberg.org ↗

When buyers ask ChatGPT, Claude, and Gemini about code hosting & collaboration, Codeberg ranks #5 of 15, a Visibility Score of 15 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

Budget fallback only; invisible when buyers want real answers.

Where it wins. Codeberg earns mentions 18% of the time and holds a rank of 5 out of 15, driven entirely by cost-conscious and alternative-seeking prompts where its open-source positioning resonates.

Where it loses. It is absent from five prompt themes including best overall, enterprise, startup, use-case, and feature-led questions, and its 8% first-pick rate signals that AI models treat it as a secondary suggestion rather than a primary recommendation.

AI-generated analysis of the July 2026 measurements.

Code Hosting & Collaboration · #5 of 15

15 / 100 first snapshot (July 2026)
18%
mention rate (72 answers)
3
avg. position
8%
first pick
4%
share of voice
First snapshot: July 2026. The trend line appears with the second monthly measurement; no modeled history.
ChatGPT
14
Claude
15
Gemini
15
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
8/9 · #1×6

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

Most co-mentioned competitors
SourceHut
77%
GitLab
62%
Radicle
62%
Forgejo
62%
Gitea
54%
GitHub
38%

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.

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

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