Use this skill when concurrent requests, async tasks, threads, workers, goroutines, or agents need independent NeMo Relay scope stacks and correct ancestry propagation.
npx skills add https://github.com/NVIDIA/skills --skill nemo-relay-instrument-context-isolation
Use this skill when an application runs concurrent requests, worker pools, async
tasks, goroutines, or multiple agents in the same process.
Treat scope-stack ownership as part of the request boundary.
Each independent request, agent, or workflow needs its own scope stack. Do not
share one mutable stack across unrelated concurrent work unless you want shared
ancestry and shared scope-local middleware.
beneath it.
visibility for scope-local middleware and subscribers.
Agent, Function, Tool, Llm,Retriever, Embedder, Reranker, Guardrail, Evaluator, Custom, and
Unknown.
input and output payloadswhen the scope represents a request, task, or meaningful result boundary.
for behavior that should not outlive a request or agent run.
state transitions that are not full spans.
get_scope_stack() andcontextvars, or explicitly propagate when work leaves the current execution
context
create_scope_stack(),current_scope_stack(), and set_thread_scope_stack(...) when an integration
needs explicit stack ownership
NewScopeStack() and ScopeStack.Run(...) for goroutine-safeusage
path with createScopeStack() and setThreadScopeStack(...)
worker boundaries
nemo-relay-instrument-callsnemo-relay-plugin-observabilitynemo-relay-debug-runtime-integrationCreate new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, edit, or optimize an existing skill, run evals to test a skill, benchmark skill performance with variance analysis, or optimize a skill's description for better triggering accuracy.
Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.
Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.
Replace with description of the skill and when Claude should use it.
Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies
This skill should be used when the user wants to "create a skill", "add a skill to plugin", "write a new skill", "improve skill description", "organize skill content", or needs guidance on skill structure, progressive disclosure, or skill development best practices for Claude Code plugins.
Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is there a skill that can...", or express interest in extending capabilities. This skill should be used when the user is looking for functionality that might exist as an installable skill.
Use when creating new skills, editing existing skills, or verifying skills work before deployment
Take nvidia/nemo-relay-instrument-context-isolation from the repository into ~/.claude/skills for personal
use, or into .claude/skills inside a project.
The agent identifies a skill by the name field in its header. Two skills with the
same name cannot sit side by side — one of them will be ignored.