VIBE-Pro (MiniMax)
MiniMax-M2.7 55.6% leads since Mar 2026 Fading Agents build full-stack projects for Web, Android, iOS and Windows, including server APIs and databases. Claude Code based verifiers check interaction logic and visual output.
MiniMax introduced it with M2.5 as a harder upgrade of VIBE and reports Web, Simulation, Android and iOS subsets. Internal, so only MiniMax reports it.
- Level
- Expert Specialists with years of training, often over hours of work
- Scored
- Graded by a model A language model scores each response, usually against a rubric.
- Answers
- Code A program or patch run against tests.
MiniMax-M2.7 leads with 55.6% among models released by Mar 2026
Best score per model as labs report them in their own cards. Labs pick their own settings, so these compare less cleanly than independent runs.
The newest model with a score here came out in Mar 2026, and nobody has reported a newer one. Among the 20 highest-ranked models on the capability index, these have no score yet:
- GPT-6 Astra
- Claude Opus 5.5
- GPT-6.1 Terra
- GPT-6.1 Sol
- and 16 more
- 1 MiniMax-M2.7 55.6%
- 2 MiniMax-M2.5 54.2%
- 3 MiniMax-M2 42.4%
| # | Model | Score | Setting | Date | Source |
|---|---|---|---|---|---|
| 1 | MiniMax-M2.7 | 55.6% | Mar 2026 | Model card | |
| 2 | MiniMax-M2.5 | 54.2% | Feb 2026 | Model card | |
| 3 | MiniMax-M2 | 42.4% | May 2026 | Model card |
2 models have held number one since its release in Feb 2026
Lab claims count from the day the card came out, independent runs from the model’s release.
Scores over time
All the scores we have, one dot each, so a model tested at several settings appears more than once.
Labs headline it less often now, last in Mar 2026
Launch posts from every lab that has listed it, one tick per post. Tall colored ticks include it, and short gray ones leave it out.
| Date | Launch post | Score | As the post writes it |
|---|---|---|---|
| 18 Mar 2026 | MiniMax-M2.7 | 55.6 | VIBE-Pro |
| 12 Feb 2026 | MiniMax-M2.5 | 54.2 | VIBE-Pro (AVG) |
3 system cards report it, from 1 lab
Besides launch posts, we read the system cards, model cards and technical reports labs publish with a release. They report far more, including safety and frontier-risk tests.
| Date | Document | Score | As the document writes it | Section |
|---|---|---|---|---|
| 26 May 2026 | MiniMax-M2 technical report | 42.4 | VIBE-Pro, MiniMax-M2 bar, printed label (Figure 9) | Capabilities |
| 26 May 2026 | MiniMax-M2.7 technical report | 55.6 | VIBE-Pro (Table 4) | Capabilities |
| 26 May 2026 | MiniMax-M2.5 technical report | 54.2 | VIBE-Pro (Table 4) | Capabilities |
Versions
More in Coding
- SWE-bench Verified In use 500 human-validated GitHub issues from 12 Python repos. Agent writes a patch that must pass hidden tests. Claude Opus 4.7 83.5%
- SWE-bench Multilingual In use 300 GitHub-issue tasks across nine programming languages in SWE-bench format. Patch graded by repository tests. Claude Opus 5.5 93.9%
- LiveCodeBench v6 In use Competitive programming problems collected after model cutoffs from LeetCode, AtCoder, Codeforces. Scored pass@1 on hidden tests.
DeepSeek-V4-Pro 93.5% - DeepSWE In use 113 original long-horizon engineering tasks across 91 repos and five languages, written from scratch. Hand-written verifiers accept alternative solutions. GPT-6 Astra 74.1%
- SciCode In use Scientist-curated research coding problems split into subproblems across natural sciences. Code checked against test cases.
Seed2.1 Pro 59.8% - Codeforces rating In use Model solves recent Codeforces contest problems. An Elo-style rating is computed from simulated contest performance. DeepSeek V4.1 Flash 3,471