Use whenever writing or editing Python code in a project that depends on the `nclutils` package. Trigger on any `import nclutils` or `from nclutils.*` line, and whenever about to…
NDA fuer SaaS-/IT-Vendor-Pitches: Cloud-Hosting, Datentrennung, Subprozessoren, Audit-Rechte, Penetration-Testing-Erlaubnis.
Use when processing LC-MS metabolomics studies with >10 samples where sample count and memory constraints make pairwise mass alignment infeasible.
Use when you have extracted mass tracks (EICs) from individual samples at 0.001 amu m/z resolution and need to align them into a composite mass grid for feature detection.
Use when when analyzing spatial molecular data (e.g., from tissue sections or microscopy) where you need to build k-nearest neighbor graphs on high-dimensional coordinate arrays…
Use when you have millions of MS/MS spectra to cluster and have already constructed nearest neighbor indexes (partitioned Voronoi diagrams of spectrum vectors bucketed by…
End-of-session knowledge cleanup with OCD-level rigor — reconciles project docs (CLAUDE.md, README.md, docs/) and agent memory against the code so nothing rots.
Use when adding neatlogs observability to a Python LLM/agent project and no framework-specific neatlogs skill matches the stack — i.e.
Use when asked to fix, build, refactor, review, verify, or release software and the work is non-trivial — including delivering a change request (issue, ticket, or request) from…
Needle-in-a-Haystack context placement testing for LLM retrieval accuracy. Context window stress tests, information placement strategies, lost-in-the-middle avoidance, and optimal…
Evaluate systems through an entropy/negentropy lens — is this system decaying or growing? Use when making architecture decisions, evaluating system health, or when the user…
Overview and information about Neki, the sharded Postgres product by PlanetScale. Load when working with Neki-related tasks and the need to scale or shard postgres.
Interactive config wizard for NeMo Evaluator Launcher (NEL). Use when the user wants to create a new evaluation config from scratch, set up an evaluation from existing configs, or…
Guide for onboarding new model architectures into NeMo AutoModel, including architecture discovery, implementation patterns, registration, and validation.
Evaluates LLMs across 100+ benchmarks from 18+ harnesses (MMLU, HumanEval, GSM8K, safety, VLM) with multi-backend execution.
Evaluates LLMs across 100+ benchmarks from 18+ harnesses (MMLU, HumanEval, GSM8K, safety, VLM) with multi-backend execution.
Use when debugging a Nemo Gym run or reward profiling job. Covers rollout collection failures, empty or partial JSONL outputs, stale materialized inputs, verifier/schema errors,…
Use to help users get started with Nemo Gym reward profiling. Covers the basic ng_run, ng_collect_rollouts, and ng_reward_profile workflow, repeated rollouts, materialized inputs,…
Run Megatron-LM (MLM) and Megatron Bridge training with mock or real data. Covers correlation testing, available recipes, and multi-GPU examples. — from NVIDIA/skills
Convert single-node scripts to multi-node Slurm sbatch jobs and debug common multi-node failures. Covers srun-native vs uv run torch.distributed approaches, container set — from…
Documentation conventions for NeMo-RL. Covers docs/index.md updates and docstring format. Do NOT use for: bug fixes, test fixes, dependency bumps, refactoring, CI/CD changes,…
External NeMo-RL end-to-end validation workflow for Megatron-Bridge model/provider changes, including downstream compatibility checks, external RL lifecycle behavior, Megatron…
Diagnoses and recovers recurring OpenClaw pairing failures in this repository's NemoClaw Jetson workflow.
Install, configure, and uninstall NVIDIA NemoClaw with Hermes Agent sandboxes on macOS. Covers provider selection, non-interactive onboarding, Docker prerequisites, common…
Cut a new semver release — bump all version strings via bump-version.ts, open a release PR, and after merge tag main and push.
Install and configure NVIDIA NemoClaw (sandboxed OpenClaw agent platform) on Linux. Handles cloudflared tunnels, Docker cgroup fixes, OpenShell, sandbox creation, remote access…
Explains how to run NemoClaw on a remote GPU instance, including the deprecated Brev compatibility path and the preferred installer plus onboard flow.
Installs NemoClaw, launches a sandbox, and runs the first agent prompt. Use when onboarding, installing, or launching a NemoClaw sandbox for the first time.
Inspects sandbox health, traces agent behavior, and diagnoses problems. Use when monitoring a running sandbox, debugging agent issues, or checking sandbox logs.
Describes the NemoClaw plugin and blueprint architecture and how they orchestrate the OpenClaw sandbox. Use when looking up architecture, plugin structure, or blueprint design.
Generates Nemo.js automation tests in JavaScript. PayPal's Selenium-based test framework for Node.js. Use when user mentions "Nemo.js", "nemo automation".
Comprehensive Nemo.js test automation skill for PayPal's Selenium-based Node.js testing framework featuring view-driven locators, flexible configuration, Mocha integration, and…
Orchestration skill for NVIDIA Nemotron Speech (Riva) / NeMo ASR domain and language adaptation. Given a goal like "improve/fine-tune ASR for my domain or language", it scopes the…
Reference desk for Nemotron 3 Nano / Llama-Nemotron Nano 3 — architecture, training data, recipes, evaluation, quantization, deployment.
Use when planning, debugging, tuning, evaluating, exporting, or deploying public Nemotron `embed`/`rerank` retrieval recipes.
Reference desk for NVIDIA Nemotron 3 Super — architecture, training data, recipes (pretrain/SFT/RL/eval/quantization), and deployment notes.
Reference desk for NVIDIA Nemotron 3 Ultra (550B-A55B) — architecture, NVFP4 pretraining, SFT, MOPD (multi-teacher on-policy distillation), MTP boosting, quantization, inference.
Comprehensive guide to using the official Neo4j .NET Driver (v6, current stable) — covering
Comprehensive guide to using the official Neo4j Java Driver (v6, current stable) — covering
Comprehensive guide to using the official Neo4j JavaScript/TypeScript Driver (v6) — covering
Comprehensive guide to using the official Neo4j Python Driver (v6, current stable) — covering
Use when building a GraphQL API backed by Neo4j using the Neo4j GraphQL Library: type definitions, @relationship directive, @cypher directive for custom resolvers, @authorization…
Use when building GraphRAG pipelines on Neo4j with the neo4j-graphrag Python package: VectorRetriever, VectorCypherRetriever, HybridRetriever, HybridCypherRetriever,…
Use when designing or reviewing a Neo4j graph data model: choosing node labels and relationship types, deciding what to embed vs reference, normalizing or denormalizing for…
[STATUS: confirmed] [CONFIDENCE: high] [VALIDATED: 2026-04-18] Проектирование Neo4j граф-схем: temporal properties, confidence tracking, безопасные миграции с rollback, индексы,…
Use when building Spring Boot applications with Neo4j using Spring Data Neo4j (SDN): @Node entity mapping, @Relationship, Neo4jRepository, ReactiveNeo4jRepository, @Query…
Fubon Neo (富邦新一代/富邦 API) Python SDK guidance focused on trading and market data workflows, including login, market data access, order placement, and locating the right docs/llms…
Coding partner for the Neoland AI agent platform. Directs all development dynamics: Rust control plane, Python DSPy pipeline, cross-boundary contracts, Ciclo-based cadence,…
Automate Neon serverless Postgres operations -- manage projects, branches, databases, roles, and connection URIs via the Composio MCP integration. — from engineering/databases
Manage Neon serverless Postgres — projects, branches, databases, roles, and connection strings. Use when an agent needs to create database branches, manage Neon projects, or get…
Neon serverless Postgres platform with branching, autoscaling, scale-to-zero, and edge-compatible drivers for modern application development
Long-running, serverless Node.js HTTP functions deployed onto your Neon branch, with DATABASE_URL injected automatically and compute that runs next to your data.
Instantly provision production-ready Postgres databases with Neon Instagres. Use when setting up databases, when users mention PostgreSQL/Postgres, database setup, or need a…
Sets up the full Neon JS SDK with unified auth and PostgREST-style database queries. Configures auth client, data client, and type generation.
The Neon MCP Server enables AI agents to manage serverless PostgreSQL databases through natural language via the Model Context Protocol.
Neon PostgreSQL serverless database - connection pooling, branching, serverless driver, and optimization. Use when deploying to Neon or building serverless applications.
Guides and best practices for working with Neon Serverless Postgres. Covers getting started, local development with Neon, choosing a connection method, Neon features, aut — from…
Expert patterns for Neon serverless Postgres, branching, connection pooling, and Prisma/Drizzle integration Use when: neon database, serverless postgres, database branchi — from…
Expert patterns for Neon serverless Postgres, branching, connection pooling, and Prisma/Drizzle integration Use when: neon database, serverless postgres, database branchi — from…
Choose and create the right Neon branch type for testing and development. Use when users ask about Neon branching, migration testing with real data, isolated test environments,…