Weights & Biases — AI Stack Rating 2026
Weights & Biases has a Nerq AI Rating of BBB (75/100), based on analysis of 35 identified AI tools. No critical issues detected. Industry: mlops. Last analyzed June 2026.
75
AI Score
35
AI Tools
0
Critical
0
Warnings
0
Dependencies
AI Stack Overview
| Tool | Trust Score | Grade | Category |
|---|---|---|---|
| crewai | 92 | A+ | agent_framework |
| langchain | 88 | A | coding |
| mcp | 85 | A | infrastructure |
| autogen | 83 | A | coding |
| openai | 82 | A | coding |
| llamaindex | 82 | A | AI tool |
| catnip | 80 | B | coding |
| litellm | 78 | B | infrastructure |
| modal | 74 | B | coding |
| anthropic | 73 | B | coding |
| examples | 72 | B | other |
| scikit-learn | 72 | B | AI tool |
| torch | 72 | B | AI framework |
| sentence-transformers | 72 | B | other |
| transformers | 72 | B | AI framework |
| wandb | 72 | B | AI tool |
| wandbot | 70 | C | research |
| optuna | 64 | C | coding |
| cohere | 62 | C | |
| langchain-anthropic | 60 | C | coding |
Predictions
| Components at risk (6 months) | 0 |
| Predicted incidents (12 months) | 0.0 |
| Weakest link | tiktoken (trust: 50) |
Methodology
Based on analysis of public GitHub repositories, published dependencies, and public documentation. Ratings reflect publicly observable AI stack health and may not represent the complete internal technology stack.
Frequently Asked Questions
What AI tools does Weights & Biases use?
Based on public repository analysis, Weights & Biases uses 35 AI tools including crewai, langchain, mcp.
Is Weights & Biases's AI safe?
Weights & Biases has a Nerq AI Rating of BBB (75/100). No critical issues detected.
What is Weights & Biases's AI risk level?
AI risk rating: BBB. Low risk.
How does Weights & Biases compare to competitors?
View industry comparison at nerq.ai/industry/mlops.
Does Weights & Biases have AI vulnerabilities?
0 critical issues and 0 health warnings detected across 35 AI tools.
curl nerq.ai/v1/entity/saas/wandb