[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill-nvidia-nemo-relay-instrument-context-isolation":3,"mdc--adl6by-key":51,"related-org-nvidia-nemo-relay-instrument-context-isolation":411,"related-repo-nvidia-nemo-relay-instrument-context-isolation":571},{"slug":4,"name":4,"fn":5,"description":6,"org":7,"tags":11,"stars":23,"repoUrl":24,"updatedAt":25,"license":26,"forks":27,"topics":28,"repo":46,"sourceUrl":49,"mdContent":50},"nemo-relay-instrument-context-isolation","isolate NeMo Relay execution contexts","Use this skill when concurrent requests, async tasks, threads, workers, goroutines, or agents need independent NeMo Relay scope stacks and correct ancestry propagation.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":9},"nvidia","NVIDIA","https:\u002F\u002Fpexgzepcugksgbtrxkhf.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Forg-logos\u002Fnvidia.png",[12,16,17,20],{"name":13,"slug":14,"type":15},"Concurrency","concurrency","tag",{"name":9,"slug":8,"type":15},{"name":18,"slug":19,"type":15},"Engineering","engineering",{"name":21,"slug":22,"type":15},"Middleware","middleware",75,"https:\u002F\u002Fgithub.com\u002FNVIDIA\u002FNeMo-Relay","2026-07-17T05:30:33.080543","Apache-2.0",41,[29,30,31,32,33,34,35,36,37,38,22,8,39,40,41,42,43,44,45],"agents","ai","atif","atof","claude-code","codex","deepagents","hermes-agent","langchain","langgraph","observability","openclaw","openinference","optimization","otel","runtime","security",{"repoUrl":24,"stars":23,"forks":27,"topics":47,"description":48},[29,30,31,32,33,34,35,36,37,38,22,8,39,40,41,42,43,44,45],"Multi-language agent runtime and library for execution scope management, lifecycle events, and middleware on tool and LLM calls.","https:\u002F\u002Fgithub.com\u002FNVIDIA\u002FNeMo-Relay\u002Ftree\u002FHEAD\u002Fskills\u002Fnemo-relay-instrument-context-isolation","---\nname: nemo-relay-instrument-context-isolation\ndescription: Use this skill when concurrent requests, async tasks, threads, workers, goroutines, or agents need independent NeMo Relay scope stacks and correct ancestry propagation.\nlicense: Apache-2.0\nmetadata:\n  author: NVIDIA Corporation and Affiliates\n---\n\n# Use Context Isolation\n\nUse this skill when an application runs concurrent requests, worker pools, async\ntasks, goroutines, or multiple agents in the same process.\nTreat scope-stack ownership as part of the request boundary.\n\n## Core Rule\n\nEach independent request, agent, or workflow needs its own scope stack. Do not\nshare one mutable stack across unrelated concurrent work unless you want shared\nancestry and shared scope-local middleware.\n\n## Embedded Scope Model\n\n- A root scope is always present, and pushed scopes form a parent-child tree\n  beneath it.\n- Scope hierarchy determines event parentage, lifetime boundaries, and\n  visibility for scope-local middleware and subscribers.\n- Standard scope types include `Agent`, `Function`, `Tool`, `Llm`,\n  `Retriever`, `Embedder`, `Reranker`, `Guardrail`, `Evaluator`, `Custom`, and\n  `Unknown`.\n- Scope start and end events can carry semantic `input` and `output` payloads\n  when the scope represents a request, task, or meaningful result boundary.\n- Scope-local registrations disappear when the owning scope closes; use them\n  for behavior that should not outlive a request or agent run.\n- Mark events are useful for retries, checkpoints, interrupts, and important\n  state transitions that are not full spans.\n\n## Per-Language Defaults\n\n- **Python**: rely on task-local behavior via `get_scope_stack()` and\n  `contextvars`, or explicitly propagate when work leaves the current execution\n  context\n- **Rust core**: use runtime helpers such as `create_scope_stack()`,\n  `current_scope_stack()`, and `set_thread_scope_stack(...)` when an integration\n  needs explicit stack ownership\n- **Go**: use `NewScopeStack()` and `ScopeStack.Run(...)` for goroutine-safe\n  usage\n- **Node.js**: create and set a scope stack explicitly for the current execution\n  path with `createScopeStack()` and `setThreadScopeStack(...)`\n\n## Common Failures\n\n- Events from different requests appear under one root UUID\n- Scope-local middleware leaks across requests\n- Worker-thread work runs without the expected active scope\n- Integrations activate NeMo Relay without an explicitly initialized stack\n- Relying on a thread-local stack after crossing async tasks, goroutines, or JS\n  worker boundaries\n\n## Related Skills\n\n- `nemo-relay-instrument-calls`\n- `nemo-relay-plugin-observability`\n- `nemo-relay-debug-runtime-integration`\n",{"data":52,"body":55},{"name":4,"description":6,"license":26,"metadata":53},{"author":54},"NVIDIA Corporation and Affiliates",{"type":56,"children":57},"root",[58,67,73,80,85,91,224,230,341,347,375,381],{"type":59,"tag":60,"props":61,"children":63},"element","h1",{"id":62},"use-context-isolation",[64],{"type":65,"value":66},"text","Use Context Isolation",{"type":59,"tag":68,"props":69,"children":70},"p",{},[71],{"type":65,"value":72},"Use this skill when an application runs concurrent requests, worker pools, async\ntasks, goroutines, or multiple agents in the same process.\nTreat scope-stack ownership as part of the request boundary.",{"type":59,"tag":74,"props":75,"children":77},"h2",{"id":76},"core-rule",[78],{"type":65,"value":79},"Core Rule",{"type":59,"tag":68,"props":81,"children":82},{},[83],{"type":65,"value":84},"Each independent request, agent, or workflow needs its own scope stack. 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use them\nfor behavior that should not outlive a request or agent run.",{"type":59,"tag":96,"props":220,"children":221},{},[222],{"type":65,"value":223},"Mark events are useful for retries, checkpoints, interrupts, and important\nstate transitions that are not full spans.",{"type":59,"tag":74,"props":225,"children":227},{"id":226},"per-language-defaults",[228],{"type":65,"value":229},"Per-Language Defaults",{"type":59,"tag":92,"props":231,"children":232},{},[233,260,293,318],{"type":59,"tag":96,"props":234,"children":235},{},[236,242,244,250,252,258],{"type":59,"tag":237,"props":238,"children":239},"strong",{},[240],{"type":65,"value":241},"Python",{"type":65,"value":243},": rely on task-local behavior via ",{"type":59,"tag":112,"props":245,"children":247},{"className":246},[],[248],{"type":65,"value":249},"get_scope_stack()",{"type":65,"value":251}," and\n",{"type":59,"tag":112,"props":253,"children":255},{"className":254},[],[256],{"type":65,"value":257},"contextvars",{"type":65,"value":259},", or explicitly propagate when work leaves the current execution\ncontext",{"type":59,"tag":96,"props":261,"children":262},{},[263,268,270,276,277,283,285,291],{"type":59,"tag":237,"props":264,"children":265},{},[266],{"type":65,"value":267},"Rust core",{"type":65,"value":269},": use runtime helpers such as ",{"type":59,"tag":112,"props":271,"children":273},{"className":272},[],[274],{"type":65,"value":275},"create_scope_stack()",{"type":65,"value":141},{"type":59,"tag":112,"props":278,"children":280},{"className":279},[],[281],{"type":65,"value":282},"current_scope_stack()",{"type":65,"value":284},", and ",{"type":59,"tag":112,"props":286,"children":288},{"className":287},[],[289],{"type":65,"value":290},"set_thread_scope_stack(...)",{"type":65,"value":292}," when an integration\nneeds explicit stack ownership",{"type":59,"tag":96,"props":294,"children":295},{},[296,301,303,309,310,316],{"type":59,"tag":237,"props":297,"children":298},{},[299],{"type":65,"value":300},"Go",{"type":65,"value":302},": use ",{"type":59,"tag":112,"props":304,"children":306},{"className":305},[],[307],{"type":65,"value":308},"NewScopeStack()",{"type":65,"value":205},{"type":59,"tag":112,"props":311,"children":313},{"className":312},[],[314],{"type":65,"value":315},"ScopeStack.Run(...)",{"type":65,"value":317}," for goroutine-safe\nusage",{"type":59,"tag":96,"props":319,"children":320},{},[321,326,328,334,335],{"type":59,"tag":237,"props":322,"children":323},{},[324],{"type":65,"value":325},"Node.js",{"type":65,"value":327},": create and set a scope stack explicitly for the current execution\npath with ",{"type":59,"tag":112,"props":329,"children":331},{"className":330},[],[332],{"type":65,"value":333},"createScopeStack()",{"type":65,"value":205},{"type":59,"tag":112,"props":336,"children":338},{"className":337},[],[339],{"type":65,"value":340},"setThreadScopeStack(...)",{"type":59,"tag":74,"props":342,"children":344},{"id":343},"common-failures",[345],{"type":65,"value":346},"Common Failures",{"type":59,"tag":92,"props":348,"children":349},{},[350,355,360,365,370],{"type":59,"tag":96,"props":351,"children":352},{},[353],{"type":65,"value":354},"Events from different requests appear under one root UUID",{"type":59,"tag":96,"props":356,"children":357},{},[358],{"type":65,"value":359},"Scope-local middleware leaks across requests",{"type":59,"tag":96,"props":361,"children":362},{},[363],{"type":65,"value":364},"Worker-thread work runs without the expected active scope",{"type":59,"tag":96,"props":366,"children":367},{},[368],{"type":65,"value":369},"Integrations activate NeMo Relay without an explicitly initialized stack",{"type":59,"tag":96,"props":371,"children":372},{},[373],{"type":65,"value":374},"Relying on a thread-local stack after crossing async tasks, goroutines, or JS\nworker boundaries",{"type":59,"tag":74,"props":376,"children":378},{"id":377},"related-skills",[379],{"type":65,"value":380},"Related Skills",{"type":59,"tag":92,"props":382,"children":383},{},[384,393,402],{"type":59,"tag":96,"props":385,"children":386},{},[387],{"type":59,"tag":112,"props":388,"children":390},{"className":389},[],[391],{"type":65,"value":392},"nemo-relay-instrument-calls",{"type":59,"tag":96,"props":394,"children":395},{},[396],{"type":59,"tag":112,"props":397,"children":399},{"className":398},[],[400],{"type":65,"value":401},"nemo-relay-plugin-observability",{"type":59,"tag":96,"props":403,"children":404},{},[405],{"type":59,"tag":112,"props":406,"children":408},{"className":407},[],[409],{"type":65,"value":410},"nemo-relay-debug-runtime-integration",{"items":412,"total":570},[413,431,448,459,471,485,498,512,525,536,550,559],{"slug":414,"name":414,"fn":415,"description":416,"org":417,"tags":418,"stars":428,"repoUrl":429,"updatedAt":430},"nemoclaw-user-guide","retrieve NemoClaw documentation and configuration","Guides human users' AI agents to the NemoClaw docs MCP server and canonical Fern documentation in Markdown form. Use when users ask how to install, configure, operate, troubleshoot, secure, or learn NemoClaw with an AI coding assistant. Trigger keywords - nemoclaw docs, use nemoclaw with ai agent, nemoclaw mcp docs, nemoclaw install help, nemoclaw quickstart, nemoclaw markdown docs, llms.txt, agent skills.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":9},[419,422,425],{"name":420,"slug":421,"type":15},"Documentation","documentation",{"name":423,"slug":424,"type":15},"MCP","mcp",{"name":426,"slug":427,"type":15},"Search","search",21777,"https:\u002F\u002Fgithub.com\u002FNVIDIA\u002FNemoClaw","2026-07-20T06:00:01.461044",{"slug":432,"name":432,"fn":433,"description":434,"org":435,"tags":436,"stars":445,"repoUrl":446,"updatedAt":447},"mcore-build-and-dependency","manage Megatron-LM development environments","Container-based dev environment setup and dependency management for Megatron-LM. Covers acquiring and launching the CI container, uv package management, and updating uv.lock.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":9},[437,440,443],{"name":438,"slug":439,"type":15},"Containers","containers",{"name":441,"slug":442,"type":15},"Deployment","deployment",{"name":241,"slug":444,"type":15},"python",17049,"https:\u002F\u002Fgithub.com\u002FNVIDIA\u002FMegatron-LM","2026-07-27T06:06:11.249662",{"slug":449,"name":449,"fn":450,"description":451,"org":452,"tags":453,"stars":445,"repoUrl":446,"updatedAt":458},"mcore-bump-base-image","update NVIDIA PyTorch base images","Bump the NVIDIA PyTorch base image (`nvcr.io\u002Fnvidia\u002Fpytorch:YY.MM-py3`) used by Megatron-LM CI. Covers the two pin sites (GitHub CI in `docker\u002F.ngc_version.dev` and GitLab CI in `.gitlab\u002Fstages\u002F01.build.yml`), the post-bump CI loop (re-run functional tests, refresh golden values, mark broken tests), and the gotchas that bit PRs",{"slug":8,"name":9,"logoUrl":10,"githubOrg":9},[454,457],{"name":455,"slug":456,"type":15},"CI\u002FCD","ci-cd",{"name":441,"slug":442,"type":15},"2026-07-14T05:25:59.97109",{"slug":460,"name":460,"fn":461,"description":462,"org":463,"tags":464,"stars":445,"repoUrl":446,"updatedAt":470},"mcore-cicd","manage CI\u002FCD pipelines for Megatron-LM","CI\u002FCD reference for Megatron-LM. Covers CI pipeline structure, PR scope labels, triggering internal GitLab CI (which force-pushes the current branch to a pull-request\u002FBRANCH ref — always dry-run and verify the destination first; never run against shared or protected branches), and CI failure investigation.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":9},[465,466,467],{"name":455,"slug":456,"type":15},{"name":441,"slug":442,"type":15},{"name":468,"slug":469,"type":15},"GitHub","github","2026-07-27T06:06:12.278222",{"slug":472,"name":472,"fn":473,"description":474,"org":475,"tags":476,"stars":445,"repoUrl":446,"updatedAt":484},"mcore-create-issue","investigate CI failures and create issues","Investigate a failing GitHub Actions run or job and create a GitHub issue for the failure.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":9},[477,480,481],{"name":478,"slug":479,"type":15},"Debugging","debugging",{"name":468,"slug":469,"type":15},{"name":482,"slug":483,"type":15},"Triage","triage","2026-07-14T05:25:57.442089",{"slug":486,"name":486,"fn":487,"description":488,"org":489,"tags":490,"stars":445,"repoUrl":446,"updatedAt":497},"mcore-linting-and-formatting","lint and format Megatron-LM code","Linting and formatting for Megatron-LM. Covers running autoformat.sh, tools (ruff, black, isort, pylint, mypy), and code style rules.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":9},[491,494],{"name":492,"slug":493,"type":15},"Best Practices","best-practices",{"name":495,"slug":496,"type":15},"Code Analysis","code-analysis","2026-07-14T05:25:56.18433",{"slug":499,"name":499,"fn":500,"description":501,"org":502,"tags":503,"stars":445,"repoUrl":446,"updatedAt":511},"mcore-migrate-gpt-to-hybrid","migrate Megatron-LM models to HybridModel","Migration guide for moving Megatron Core GPTModel checkpoints, model providers, training commands, and layer mappings to HybridModel.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":9},[504,507,510],{"name":505,"slug":506,"type":15},"Machine Learning","machine-learning",{"name":508,"slug":509,"type":15},"Migration","migration",{"name":9,"slug":8,"type":15},"2026-07-17T06:07:11.777011",{"slug":513,"name":513,"fn":514,"description":515,"org":516,"tags":517,"stars":445,"repoUrl":446,"updatedAt":524},"mcore-onboard-gb200-1node-tests","onboard functional tests for GB200","Onboard 1-node GitHub MR functional tests for GB200 from existing mr-scoped 2-node tests.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":9},[518,521],{"name":519,"slug":520,"type":15},"QA","qa",{"name":522,"slug":523,"type":15},"Testing","testing","2026-07-14T05:25:53.673039",{"slug":526,"name":526,"fn":527,"description":528,"org":529,"tags":530,"stars":445,"repoUrl":446,"updatedAt":535},"mcore-run-on-slurm","launch distributed training jobs on SLURM","How to launch distributed Megatron-LM training jobs on a SLURM cluster. Covers a minimal sbatch skeleton, environment-variable setup for torch.distributed.run, CUDA_DEVICE_MAX_CONNECTIONS rules across hardware and parallelism modes, container conventions, monitoring, and per-rank failure diagnosis.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":9},[531,532],{"name":441,"slug":442,"type":15},{"name":533,"slug":534,"type":15},"Infrastructure","infrastructure","2026-07-14T05:25:49.362534",{"slug":537,"name":537,"fn":538,"description":539,"org":540,"tags":541,"stars":445,"repoUrl":446,"updatedAt":549},"mcore-split-pr","split pull requests to reduce review load","Split a PR into multiple PRs to reduce the number of required CODEOWNERS reviewer groups.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":9},[542,545,546],{"name":543,"slug":544,"type":15},"Code Review","code-review",{"name":468,"slug":469,"type":15},{"name":547,"slug":548,"type":15},"Pull Requests","pull-requests","2026-07-14T05:26:01.226578",{"slug":551,"name":551,"fn":552,"description":553,"org":554,"tags":555,"stars":445,"repoUrl":446,"updatedAt":558},"mcore-testing","run and manage Megatron-LM tests","Test system for Megatron-LM. Covers test layout, recipe YAML structure, adding and running unit and functional tests, golden values, marker filters, and CI parity.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":9},[556,557],{"name":519,"slug":520,"type":15},{"name":522,"slug":523,"type":15},"2026-07-14T05:25:54.928983",{"slug":560,"name":560,"fn":561,"description":562,"org":563,"tags":564,"stars":445,"repoUrl":446,"updatedAt":569},"nightly-sync","manage nightly main-to-dev sync workflows","Domain knowledge for the nightly main-to-dev sync workflow. Covers merge strategy, CI architecture, failure investigation, and known issues.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":9},[565,568],{"name":566,"slug":567,"type":15},"Automation","automation",{"name":455,"slug":456,"type":15},"2026-07-30T05:29:03.275638",496,{"items":572,"total":662},[573,583,598,614,626,633,648],{"slug":410,"name":410,"fn":574,"description":575,"org":576,"tags":577,"stars":23,"repoUrl":24,"updatedAt":582},"debug NeMo Relay runtime integrations","Use this skill when NeMo Relay is installed or imported but application-side runtime behavior is missing or incorrect, including load failures, inactive scopes, missing events, and plugin or adaptive wiring problems.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":9},[578,579,580,581],{"name":478,"slug":479,"type":15},{"name":18,"slug":19,"type":15},{"name":21,"slug":22,"type":15},{"name":9,"slug":8,"type":15},"2026-07-17T05:30:27.286964",{"slug":584,"name":584,"fn":585,"description":586,"org":587,"tags":588,"stars":23,"repoUrl":24,"updatedAt":597},"nemo-relay-get-started","get started with NeMo Relay","Use this skill when first-time NeMo Relay users want to try Relay, choose the least-complex supported quick start, or verify initial value through the CLI, a maintained integration, or direct Python, Node.js, or Rust instrumentation before production setup.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":9},[589,592,593,596],{"name":590,"slug":591,"type":15},"CLI","cli",{"name":9,"slug":8,"type":15},{"name":594,"slug":595,"type":15},"Onboarding","onboarding",{"name":241,"slug":444,"type":15},"2026-07-23T05:43:39.488827",{"slug":599,"name":599,"fn":600,"description":601,"org":602,"tags":603,"stars":23,"repoUrl":24,"updatedAt":613},"nemo-relay-install","install NeMo Relay for various environments","Use this skill when choosing or running NeMo Relay installation for the CLI, Python, Node.js, Rust, OpenClaw, Hermes, or maintained framework integrations before runtime configuration or quick-start setup.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":9},[604,605,606,608,609,610],{"name":590,"slug":591,"type":15},{"name":441,"slug":442,"type":15},{"name":325,"slug":607,"type":15},"nodejs",{"name":9,"slug":8,"type":15},{"name":241,"slug":444,"type":15},{"name":611,"slug":612,"type":15},"Rust","rust","2026-07-17T05:30:31.443244",{"slug":392,"name":392,"fn":615,"description":616,"org":617,"tags":618,"stars":23,"repoUrl":24,"updatedAt":625},"instrument LLM calls with NeMo Relay","Use this skill when an application owns tool or LLM\u002Fprovider call sites and needs to wrap them with NeMo Relay scopes and managed execution APIs for lifecycle events, middleware, or guardrails.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":9},[619,620,623,624],{"name":566,"slug":567,"type":15},{"name":621,"slug":622,"type":15},"LLM","llm",{"name":21,"slug":22,"type":15},{"name":9,"slug":8,"type":15},"2026-07-17T05:30:29.31214",{"slug":4,"name":4,"fn":5,"description":6,"org":627,"tags":628,"stars":23,"repoUrl":24,"updatedAt":25},{"slug":8,"name":9,"logoUrl":10,"githubOrg":9},[629,630,631,632],{"name":13,"slug":14,"type":15},{"name":18,"slug":19,"type":15},{"name":21,"slug":22,"type":15},{"name":9,"slug":8,"type":15},{"slug":634,"name":634,"fn":635,"description":636,"org":637,"tags":638,"stars":23,"repoUrl":24,"updatedAt":647},"nemo-relay-instrument-typed-wrappers","instrument NeMo Relay typed wrappers","Use this skill when adding NeMo Relay typed wrappers, domain types, or provider codecs while preserving JSON middleware semantics and caller-visible behavior.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":9},[639,642,645,646],{"name":640,"slug":641,"type":15},"API Development","api-development",{"name":643,"slug":644,"type":15},"JSON","json",{"name":21,"slug":22,"type":15},{"name":9,"slug":8,"type":15},"2026-07-23T05:43:40.456621",{"slug":649,"name":649,"fn":650,"description":651,"org":652,"tags":653,"stars":23,"repoUrl":24,"updatedAt":661},"nemo-relay-migrate-from-flow","migrate applications from NeMo Flow to Relay","Use this skill when migrating applications, examples, integrations, documentation, manifests, or repository code from NeMo Flow to NeMo Relay across Python, Rust, Node.js, Go, C FFI, CLI, configuration, and observability surfaces.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":9},[654,656,657,658,659,660],{"name":300,"slug":655,"type":15},"go",{"name":508,"slug":509,"type":15},{"name":325,"slug":607,"type":15},{"name":9,"slug":8,"type":15},{"name":241,"slug":444,"type":15},{"name":611,"slug":612,"type":15},"2026-07-17T05:30:28.259456",10]