---
target_card: Adaptive Automaton
mana_cost: "{3}"
type_line: "Artifact Creature — Construct"
algorithm: "4096-dimensional Qwen 8B Cosine Similarity over 38,000 Oracle embeddings"
canonical_url: https://avascry.com/similar/adaptive-automaton
json_api: https://avascry.com/similar/adaptive-automaton.json
---

# Cards Similar & Synergistic to Adaptive Automaton

- **Target Card:** [Adaptive Automaton](https://avascry.com/printing/adaptive-automaton-brr) (Artifact Creature — Construct) `{3}`
- **Algorithm:** 4096-dimensional Qwen 8B Cosine Similarity over 38,000 Oracle embeddings
- **JSON API:** https://avascry.com/similar/adaptive-automaton.json

## Top 31 Synergistic Matches

1. [**Coalition Construct**](https://avascry.com/printing/coalition-construct-ydmu) `{3}` — *Artifact Creature — Construct*
2. [**Arcane Adaptation**](https://avascry.com/printing/arcane-adaptation-pxln) `{2}{U}` — *Enchantment*
3. [**Metallic Mimic**](https://avascry.com/printing/metallic-mimic-aer) `{2}` — *Artifact Creature — Shapeshifter*
4. [**Patchwork Banner**](https://avascry.com/printing/patchwork-banner-pmei) `{3}` — *Artifact*
5. [**Lifecraft Engine**](https://avascry.com/printing/lifecraft-engine-dft) `{3}` — *Artifact — Vehicle*
6. [**Vanquisher's Banner**](https://avascry.com/printing/vanquishers-banner-pxln) `{5}` — *Artifact*
7. [**Instruments of War**](https://avascry.com/printing/instruments-of-war-j22) `{4}` — *Artifact*
8. [**Bloodline Pretender**](https://avascry.com/printing/bloodline-pretender-j22) `{3}` — *Artifact Creature — Shapeshifter*
9. [**Rally the Ranks**](https://avascry.com/printing/rally-the-ranks-khm) `{1}{W}` — *Enchantment*
10. [**Xenograft**](https://avascry.com/printing/xenograft-nph) `{4}{U}` — *Enchantment*
11. [**Banner of Kinship**](https://avascry.com/printing/banner-of-kinship-fdn) `{5}` — *Artifact*
12. [**Augmenting Automaton**](https://avascry.com/printing/augmenting-automaton-aer) `{1}` — *Artifact Creature — Construct*
13. [**Door of Destinies**](https://avascry.com/printing/door-of-destinies-msc) `{4}` — *Artifact*
14. [**Renewed Solidarity**](https://avascry.com/printing/renewed-solidarity-drc) `{2}{W}` — *Enchantment*
15. [**Pillar of Origins**](https://avascry.com/printing/pillar-of-origins-cmm) `{2}` — *Artifact*
16. [**Roaming Throne**](https://avascry.com/printing/roaming-throne-lci) `{4}` — *Artifact Creature — Golem*
17. [**Belbe's Portal**](https://avascry.com/printing/belbes-portal-plst) `{5}` — *Artifact*
18. [**Accomplished Automaton**](https://avascry.com/printing/accomplished-automaton-kld) `{7}` — *Artifact Creature — Construct*
19. [**Chief of the Foundry**](https://avascry.com/printing/chief-of-the-foundry-c18) `{3}` — *Artifact Creature — Construct*
20. [**Urza's Incubator**](https://avascry.com/printing/urzas-incubator-cm2) `{3}` — *Artifact*
21. [**Titan of Littjara**](https://avascry.com/printing/titan-of-littjara-msc) `{4}{U}{U}` — *Creature — Illusion*
22. [**Icon of Ancestry**](https://avascry.com/printing/icon-of-ancestry-cmm) `{3}` — *Artifact*
23. [**Shared Triumph**](https://avascry.com/printing/shared-triumph-ons) `{1}{W}` — *Enchantment*
24. [**Evolving Adaptive**](https://avascry.com/printing/evolving-adaptive-one) `{G}` — *Creature — Phyrexian Warrior*
25. [**Multiform Wonder**](https://avascry.com/printing/multiform-wonder-pkld) `{5}` — *Artifact Creature — Construct*
26. [**Mindless Automaton**](https://avascry.com/printing/mindless-automaton-ema) `{4}` — *Artifact Creature — Construct*
27. [**Lifecraft Awakening**](https://avascry.com/printing/lifecraft-awakening-aer) `{X}{G}` — *Instant*
28. [**Riptide Replicator**](https://avascry.com/printing/riptide-replicator-ons) `{X}{4}` — *Artifact*
29. [**Universal Automaton**](https://avascry.com/printing/universal-automaton-j21) `{1}` — *Artifact Creature — Shapeshifter*
30. [**Scuttlegator**](https://avascry.com/printing/scuttlegator-clu) `{4}{G/U}{G/U}` — *Creature — Crab Turtle Crocodile*
31. [**Skilled Animator**](https://avascry.com/printing/skilled-animator-m19) `{2}{U}` — *Creature — Human Artificer*