neuron-nki-profile-querying

neuron-nki-profile-querying is a Runtime diagnostics & profiling skill for AI agents, published by aws-neuron in the neuron-agentic-development repository on GitHub. Skillspace rates neuron-nki-profile-querying D (64/100) and it passed the safety scan; the rating is based on static analysis only.

Query and analyze NKI kernel profile data from neuron-explorer parquet files. Supports SQL queries via the neuron-explorer API and Python on parquet for advanced analysis. Works locally on trainium with NEFF/NTFF files on disk. Querying: start neuron-explorer, ingest profiles, run SQL against tables (Summary, Instruction, DmaPacket, DmaPacketAggregated, etc.), explore schemas. Use when user says "query profile", "run SQL on profile", "start neuron-explorer", or has NEFF+NTFF files and wants to query them. Analysis: compute performance bounds, identify bottleneck engines, measure gaps (idle time, inefficiency, excess traffic, transposes), and run investigations to localize inefficiencies to NKI source lines. Use when user says "analyze profile", "what's the bottleneck", "compute bounds", "why is my kernel slow", or wants profile-guided optimization guidance.

Grade
D
Quality
64 / 100
Safety
Passed
GitHub stars
41

Unproven: rated by static analysis only, not yet compared head-to-head.

Our two independent classifiers differ on this skill's category, so treat the placement as provisional.

This rating describes the version of the repository we crawled; it may have changed since, so go by its current files.

View source on GitHubaws-neuron/neuron-agentic-development

Our review

Architecture
81 / 100
Maturity
Structured: ships references or scripts
Security scan
No issues found
License
Apache-2.0
Adoption
Adopted by 1 other repositories, in 0 collections

Not checked yet

  • Not judged on the rubric yet (not a contender in its category)
  • No blind task eval yet
  • Scope (portable / vendor / repo-internal) not assessed; only the top of each category is read for scope
  • Sibling files (scripts, references) not fetched; security scan covers SKILL.md only

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