Spark Optimizer Alternatives
Safer and better-maintained options, ranked by Nerq Trust Score. Updated 2026-08-22.
Spark Optimizer has a Nerq Trust Score of 40 (E). Spark Optimizer optimizes Apache Spark code for faster job execution.
| # | Name | Trust | Grade | Stars | Key Difference |
|---|---|---|---|---|---|
| 1 | GoogleCloudPlatform/agent-starter-pack | 84 | A | 5.8k | Higher trust (84 vs 40); Much larger community |
| 2 | laravel/mcp | 83 | A | 679 | Higher trust (83 vs 40); Much larger community |
| 3 | UfoMiao/zcf | 82 | A | 5.5k | Higher trust (82 vs 40); Much larger community |
| 4 | kagent-dev/kmcp | 81 | A | 427 | Higher trust (81 vs 40); Much larger community |
| 5 | callstackincubator/agent-device | 80 | A | 1.2k | Higher trust (80 vs 40); Much larger community |
| 6 | test-zeus-ai/testzeus-hercules | 80 | A | 943 | Higher trust (80 vs 40); Much larger community |
| 7 | rohitg00/awesome-devops-mcp-servers | 80 | A | 942 | Higher trust (80 vs 40); Much larger community |
| 8 | laravel/boost | 80 | B | 3.3k | Higher trust (80 vs 40); Much larger community |
| 9 | google/adk-python | 79 | B | 18.2k | Higher trust (79 vs 40); Much larger community |
| 10 | kubernetes-sigs/agent-sandbox | 79 | B | 1.0k | Higher trust (79 vs 40); Much larger community |
| 11 | microsoft/AIOpsLab | 79 | B | 798 | Higher trust (79 vs 40); Much larger community |
| 12 | vfarcic/dot-ai | 79 | B | 294 | Higher trust (79 vs 40); Much larger community |
| 13 | aimclub/OSA | 78 | B | 131 | Higher trust (78 vs 40); Much larger community |
| 14 | elizaOS/eliza | 78 | B | 17.6k | Higher trust (78 vs 40); Much larger community |
| 15 | openclaw-ansible | 78 | B | 271 | Higher trust (78 vs 40); Much larger community |
Compare
- Spark Optimizer vs GoogleCloudPlatform/agent-starter-pack
- Spark Optimizer vs laravel/mcp
- Spark Optimizer vs UfoMiao/zcf
- Spark Optimizer vs kagent-dev/kmcp
- Spark Optimizer vs callstackincubator/agent-device
FAQ
What are the best alternatives to Spark Optimizer?
The top alternatives based on Nerq Trust Score are listed above, all independently evaluated for security and reliability.
Is it safe to switch from Spark Optimizer?
Check each alternative's safety report by clicking its name. Trust scores above 70 indicate strong reliability.
How does Nerq rank Spark Optimizer alternatives?
Alternatives are ranked by Trust Score v2, combining security, maintenance, documentation, and community signals.