Ecosystem

Ecosystem & Integrations Directory

Official adapters, vector store integrations, LLM runtime drivers, cloud storage backends, and community extensions for the NeuronScope AI Engineering Platform.

Framework & Model Adapters
  • Native hooks for torch.nn.Module, FSDP, DeepSpeed, and HuggingFace AutoModels.

  • Trace-based observer for Flax modules, Equinox, and JIT compilation boundaries.

  • Endpoint adapters capturing prompt tokens, completions, context, and cost.

  • High-throughput inference engine adapter with token rate and latency profiling.

Vector Database Integrations
  • Vector database index fingerprinting and similarity retrieval score tracking.

  • Payload-aware vector collection adapter with chunk relevance scoring.

  • Local and cloud Chroma vector store wrapper for RAG observability.

Developer SDKs & Libraries
  • High-performance Rust crate for zero-copy .nsz telemetry parsing.

  • Primary Python SDK (ns) for platform initialization and scope tracking.

Cloud Storage & Serialization
  • Direct zero-copy streaming of .nsz telemetry artifacts to cloud object stores.

CI / CD & Governance Gating
  • Automated regression evaluation and quality gating for pull requests.