LOADING DATASHEET
GROUNDED IN REAL HUMAN CONVERSATIONSYOUR BENCH
MiniMax M2.7
◆ OPEN
by MiniMax
OPEN WEIGHTSLOCALAPILONG CONTEXTPAIDREASONING
RANKED #73 OF 337 ASSISTANTS · OVERALL #121 OF 528 RANKED · VIBE SCORE 6.3 · 213 VOICES
COPY BADGE pastes a README snippet with the rank SVG.
MiniMax-M2.7 is a next-generation large language model designed for autonomous, real-world productivity and continuous improvement. Built to actively participate in its own evolution, M2.7 integrates advanced agentic capabilities through mu
HAPPY9.7
28 mentions
SAD5.3
11 mentions
VIBE TRAJECTORY
26 weeks · 264 voices
QUIETLY DEGRADING
Recent vibe and chatter are both sliding.
HOW TO USE IT
Open weights. You can use a hosted service, or download it and run it yourself, free.
RUN IT ON YOUR OWN MACHINE
Open weights: download MiniMax M2.7 once and it's yours. No subscription, no rate limits, works offline.
230B parameters (MoE with 10B active), a Q4 file is about 138 GB
- BARE MINIMUM
Apple Mac Studio M2 Ultra (192 GB unified memory)
192 GB UNIFIED RAM
~$4,200 USEDIQ4_XS or Q4_K_M quantized weights with limited context window
- SWEET SPOT
Apple Mac Pro / Studio M3/M4 Ultra (256 GB unified memory)
256 GB UNIFIED RAM
~$6,800 NEWQ4_K_M or Q5_K_M quantizations with moderate 32k context
- FULL POWER
4x NVIDIA RTX 6000 Ada workstation (192 GB VRAM)
192 GB VRAM
~$28,000 NEWAWQ 4-bit / Q4 at full GPU offload and maximum speed
LEARN HOW TO SET IT UP
WILL MY BOX RUN MINIMAX M2.7?
The three cards above are researched picks. Search the machine you actually have — we only say yes if it should reply at a usable speed, not just load the weights and crawl.
HARDWARE PICKS & PRICES ARE RESEARCHED FROM THE LIVE WEB AND REFRESHED AUTOMATICALLY. TREAT THEM AS BALLPARK, NOT GOSPEL.
WHAT CAN YOU ACTUALLY DO WITH IT?
Everyday jobs on each of those rigs: how long MiniMax M2.7 takes, and how good the crowd says it is at that kind of work.
| THE JOB | BARE MINIMUMApple Mac Studio M2 Ultra (192 GB unified memory) | SWEET SPOTApple Mac Pro / Studio M3/M4 Ultra (256 GB unified memory) | FULL POWER4x NVIDIA RTX 6000 Ada workstation (192 GB VRAM) |
|---|---|---|---|
| Write an emaila paragraph or two, drafted from a one-line brief | ~36 S★★★★★ | ~25 S★★★★★ | ~12 S★★★★★ |
| Summarize a documenta long report boiled down to the points that matter | ~1.8 MIN★★★★★ | ~75 S★★★★★ | ~36 S★★★★★ |
| Build a websitea small landing page, markup and styles together | ~9.5 MIN★★★★★ | ~6.7 MIN★★★★★ | ~3.2 MIN★★★★★ |
| Build a backendan API with routes, storage and tests | ~30 MIN★★★★★ | ~21 MIN★★★★★ | ~9.9 MIN★★★★★ |
| Build a gamea playable browser game in one file | ~18 MIN★★★★★ | ~13 MIN★★★★★ | ~6 MIN★★★★★ |
STARS ARE THE COMMUNITY SCORE FOR THAT KIND OF WORK, DOCKED FOR HOW SQUASHED THE WEIGHTS GET AT EACH TIER. TIMES ARE COMPUTED FROM RESEARCHED SPEEDS. BALLPARK, NOT GOSPEL.
WHAT THE INTERNET SAYS
People are mostly frustrated with MiniMax M2.7 right now.
165 POSTS · 48 COMMENTS · REDDIT · DEV.TO · HACKER NEWS · LEMMY · GITHUB · X
PEOPLE LOVE
- Popular for coding help (1 mentions)
PEOPLE COMPLAIN ABOUT
- Coding help disappoints some people (3 mentions)
TOPIC BY TOPIC
- Help with codeA SORE SPOT
1 thumbs up · 3 thumbs down
IN THEIR OWN WORDS
- FROM REDDIT >
“Most coding assistants are entirely useless during an actual production crash, but MiniMax M2.7 handles external tool chaining surprisingly well..”
LOOKING FOR AN ALTERNATIVE?
Checked picks first: tags say why you would switch, stars say how fully each one stands in for MiniMax M2.7.
DeepSeek V4 Flash> SOURCES (12)
- REDDIT · 2026-08-08 · 440 UPVOTESDeepSeek V4 Flash 0731 appreciation post
DeepSeek V4 Flash 0731 appreciation post
- REDDIT · 2026-04-12 · 296 UPVOTESMiniMax-2.7 can now be run locally!
MiniMax-2.7 can now be run locally!
- REDDIT · 2026-04-29 · 295 UPVOTESThe most valuable AI subscriptions/plans after Copilot nerf
The most valuable AI subscriptions/plans after Copilot nerf
- REDDIT · 2026-03-19 · 79 UPVOTESOfficially Canceled my Pro+ Subscription
Officially Canceled my Pro+ Subscription
- REDDIT · 2026-05-12 · 75 UPVOTESChatfill v2 — now with revolutionary switches!
Chatfill v2 — now with revolutionary switches!
- REDDIT · 2026-05-07 · 70 UPVOTESMinimax m2.7 seems to be better than deepseek v4 pro
Minimax m2.7 seems to be better than deepseek v4 pro
- REDDIT · 2026-07-01 · 56 UPVOTESComment in r/LocalLLaMA
Comment in r/LocalLLaMA
- REDDIT · 2026-04-08 · 53 UPVOTESWe need to admit that writing a five thousand word system prompt is not software engineering.
We need to admit that writing a five thousand word system prompt is not software engineering.
- REDDIT · 2026-03-20 · 49 UPVOTESGive Minimax M2.7 a try
Give Minimax M2.7 a try
- REDDIT · 2026-07-09 · 45 UPVOTES6x MI50's (96gb) vs 6 P40's (144gb) running MiniMax M2.7 REAP 139B Q3_K_L
6x MI50's (96gb) vs 6 P40's (144gb) running MiniMax M2.7 REAP 139B Q3_K_L
- REDDIT · 2026-08-11 · 38 UPVOTESI tested the CMP170HX
I tested the CMP170HX
- REDDIT · 2026-07-19 · 36 UPVOTES192GB gang - what are you running?
192GB gang - what are you running?