An independent, community-driven registry for merge recipes, interactive Merge Map visualizers, and specialized leaderboards — everything you need to discover, share, and benchmark merged models in one place.
Get early access + a free Top 50 Merge Recipes PDF. No spam, ever.
2,400+
Recipes indexed
180+
Contributors
50+
Merge methods
Core Platform
Stop jumping between scattered repos, spreadsheets, and Discord threads. MergeKit brings the essential infrastructure together.
A centralized, searchable catalog of community-contributed merge recipes. Filter by method, base model, benchmark score, or popularity — and publish your own in seconds.
Explore the lineage and layer-level composition of any merged model through interactive node graphs. Trace weight flows, identify shared ancestors, and understand merge topology at a glance.
Purpose-built rankings for merged models — not just overall scores. Compare across task-specific, safety, efficiency, and community-voted dimensions with transparent methodology.
Merge Map Visualizer
Every merged model has a hidden family tree. Our interactive Merge Maps let you zoom into layer-level detail, trace parameter flows, and instantly spot which source models contributed what.
| # | Model | Method | Score |
|---|---|---|---|
| 1 | NeuralMerge-70B-v2 | DARE + TIES | 89.4+3.2 |
| 2 | SynthWizard-34B | Linear | 87.1+1.8 |
| 3 | MegaCode-Instruct | SLERP | 86.7+0.5 |
| 4 | AlphaChat-13B-Mix | Task Arithmetic | 85.2-0.3 |
| 5 | OmniMerge-7B | Passthrough | 84.8+2.1 |
Specialized Leaderboards
Generic leaderboards bury merged models alongside base models. Ours are purpose-built with dimensions that actually matter — safety, code, reasoning, instruction-following, and community-voted categories.
Join the waitlist for priority access to the registry, visualizer, and leaderboards. As a thank-you, we'll send you a curated PDF of the 50 highest-impact merge recipes — method, config, and benchmark results included.
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