---
target_card: Guidelight Optimizer
mana_cost: "{1}{U}"
type_line: "Artifact Creature — Robot"
algorithm: "4096-dimensional Qwen 8B Cosine Similarity over 38,000 Oracle embeddings"
canonical_url: https://avascry.com/similar/guidelight-optimizer
json_api: https://avascry.com/similar/guidelight-optimizer.json
---

# Cards Similar & Synergistic to Guidelight Optimizer

- **Target Card:** [Guidelight Optimizer](https://avascry.com/printing/guidelight-optimizer-dft) (Artifact Creature — Robot) `{1}{U}`
- **Algorithm:** 4096-dimensional Qwen 8B Cosine Similarity over 38,000 Oracle embeddings
- **JSON API:** https://avascry.com/similar/guidelight-optimizer.json

## Top 31 Synergistic Matches

1. [**Hydraulic Helper**](https://avascry.com/printing/hydraulic-helper-msh) `{1}{U}` — *Artifact Creature — Robot*
2. [**Steelswarm Operator**](https://avascry.com/printing/steelswarm-operator-eoe) `{1}{U}` — *Artifact Creature — Robot Soldier*
3. [**Soldevi Machinist**](https://avascry.com/printing/soldevi-machinist-ice) `{1}{U}` — *Creature — Human Wizard Artificer*
4. [**Automated Artificer**](https://avascry.com/printing/automated-artificer-neo) `{2}` — *Artifact Creature — Artificer*
5. [**Vedalken Engineer**](https://avascry.com/printing/vedalken-engineer-nec) `{1}{U}` — *Creature — Vedalken Artificer*
6. [**La Forge, Perceptive Engineer**](https://avascry.com/printing/la-forge-perceptive-engineer-trc) `{1}{U}` — *Legendary Creature — Human Artificer*
7. [**Kindly Cognician**](https://avascry.com/printing/kindly-cognician-ust) `{1}{U}` — *Artifact Creature — Cyborg Artificer*
8. [**Voyager Quickwelder**](https://avascry.com/printing/voyager-quickwelder-dft) `{2}{W}` — *Artifact Creature — Robot Artificer*
9. [**Vision, Spectral Synthezoid**](https://avascry.com/printing/vision-spectral-synthezoid-msc) `{6}{U}{U}` — *Legendary Artifact Creature — Robot Hero*
10. [**Renowned Weaponsmith**](https://avascry.com/printing/renowned-weaponsmith-frf) `{1}{U}` — *Creature — Human Artificer*
11. [**Grand Architect**](https://avascry.com/printing/grand-architect-2xm) `{1}{U}{U}` — *Creature — Vedalken Artificer*
12. [**Selfcraft Mechan**](https://avascry.com/printing/selfcraft-mechan-eoe) `{3}{U}` — *Artifact Creature — Robot Artificer*
13. [**Unblinking Observer**](https://avascry.com/printing/unblinking-observer-dbl) `{1}{U}` — *Creature — Homunculus*
14. [**Filigree Sages**](https://avascry.com/printing/filigree-sages-ala) `{3}{U}` — *Artifact Creature — Vedalken Wizard*
15. [**Gearsmith Prodigy**](https://avascry.com/printing/gearsmith-prodigy-j22) `{U}` — *Creature — Human Artificer*
16. [**Oaken Siren**](https://avascry.com/printing/oaken-siren-lci) `{1}{U}` — *Artifact Creature — Siren Pirate*
17. [**Etherium Sculptor**](https://avascry.com/printing/etherium-sculptor-ala) `{1}{U}` — *Artifact Creature — Vedalken Artificer*
18. [**Guidelight Synergist**](https://avascry.com/printing/guidelight-synergist-dft) `{3}{W}` — *Artifact Creature — Robot Artificer*
19. [**Omen Hawker**](https://avascry.com/printing/omen-hawker-mom) `{U}` — *Creature — Octopus Advisor*
20. [**Dalakos, Crafter of Wonders**](https://avascry.com/printing/dalakos-crafter-of-wonders-pthb) `{1}{U}{R}` — *Legendary Creature — Merfolk Artificer*
21. [**Silver Myr**](https://avascry.com/printing/silver-myr-nec) `{2}` — *Artifact Creature — Myr*
22. [**Vedalken Infuser**](https://avascry.com/printing/vedalken-infuser-mbs) `{3}{U}` — *Creature — Vedalken Wizard*
23. [**Memory Guardian**](https://avascry.com/printing/memory-guardian-dft) `{4}{U}` — *Artifact Creature — Robot Artificer*
24. [**Scholar of Stars**](https://avascry.com/printing/scholar-of-stars-cmr) `{3}{U}` — *Creature — Human Artificer*
25. [**Nanoform Sentinel**](https://avascry.com/printing/nanoform-sentinel-eoe) `{2}{U}` — *Artifact Creature — Robot*
26. [**Lumengrid Sentinel**](https://avascry.com/printing/lumengrid-sentinel-mrd) `{2}{U}` — *Creature — Human Wizard*
27. [**Synod Artificer**](https://avascry.com/printing/synod-artificer-dst) `{2}{U}` — *Creature — Vedalken Artificer*
28. [**Mechan Assembler**](https://avascry.com/printing/mechan-assembler-eoe) `{4}{U}` — *Artifact Creature — Robot Artificer*
29. [**Creeping Peeper**](https://avascry.com/printing/creeping-peeper-dsk) `{1}{U}` — *Creature — Eye*
30. [**Gene Pollinator**](https://avascry.com/printing/gene-pollinator-eoe) `{G}` — *Artifact Creature — Robot Insect*
31. [**Eye of Ramos**](https://avascry.com/printing/eye-of-ramos-mmq) `{3}` — *Artifact*