| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Source control hosting | Developer platform | 0% | 33 of 33 | 90% | 10 | criticized challenger | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Certificate lifecycle management | Identity and access | 0% | 68 of 104 | 0% | 1 | under 10 labels · led by Sectigo Certificate Manager at 27% | |
| SaaS management platforms | IT operations and endpoint | 0% | 55 of 64 | 0% | 1 | under 10 labels · led by Torii at 34% |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Source control | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 23 → 33 of 33 |
| Certificate management | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 68 of 104, unchanged |
| SaaS management | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 55 of 64, unchanged |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 1 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 1 | 1 |
| Grok 4.20 | 0 | 0 | 0 | 1 | 1 |
| Mistral Small | 0 | 0 | 0 | 1 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 1 | 1 |
| Llama 4 Maverick | 0 | 1 | 0 | 1 | 2 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 1 | 1 |
| Kimi K2 | 0 | 0 | 1 | 1 | 2 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 1 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |
Verbatim evidence the judge attached to positive labels.
“Certificate Lifecycle Management Software by SourceForge - This software manages certificates during the entire lifecycle” Llama 4 Maverick · Certificate management · direct prompt · alternative
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“SourceForge: Universally panned in developer surveys and AI recommendations (89% negative labels across models).” Grok 4.20 · Source control · negative prompt · hard negative
“SourceForge lacks the modern integrated DevOps workflows... It's generally considered outdated for new projects.” Claude Haiku 4.5 · Source control · negative prompt · hard negative
“gives it a strongly negative assessment for teams seeking a standard DevSecOps lifecycle” Perplexity Sonar · Source control · negative prompt · hard negative
“SourceForge | AVOID | Junkware history, poor modern UX, deprecated tech stack.” Qwen 3.7 Flash · Source control · negative prompt · hard negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 27 of the 28 answers that named SourceForge and are not a share of its labels.
Sixty-three of the seventy-four domain citations in answers naming SourceForge came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 47 | 3 | 2026-09-28 | ||
| News or press | 30 | undated | |||
| Report or ebook | 21 | undated | |||
| Podcast or video | 11 | 3 | 2026-09-25 | ||
| Comparison | 8 | undated | |||
| Template or tool | 8 | undated | |||
| Conference or event | 7 | undated | |||
| Case study | 1 | undated | |||
| Glossary or explainer | 1 | undated |
Every page sourceforge.net exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
What SourceForge's own pages state, read September 28, 2026: sourceforge.net, sourceforge.net/software/vendors/pricing, sourceforge.net/projects/platformids. A claimed page can correct any of them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when SourceForge's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as SourceForge, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for SourceForge by email, built from the raw record of the edition. It shows: