Detailed guidance for FormsManager mode transitions in BeepDM. Use when working with EnterQueryModeAsync, ExecuteQueryAndEnterCrudModeAsync, EnterCrudModeForNewRecordAsync, and related readiness or validation checks across blocks.

Auto-fix layout issues. Snaps off-grid spacing, adds missing max-width constraints, and normalizes gap usage.

Break the Loop - Deep Bug Analysis

Keep UI professional, consistent, and readable under industrial debug workloads.

Strategies for efficient context management using context_log, context_tag, and context_checkout. Learn when to tag, how to visualize the graph, and safe ways to squash history. Use for complex refactoring, debugging, and long conversations.

Build against the memories.sh SDK packages in application code. Use when working with `@memories.sh/core` or `@memories.sh/ai-sdk`, including: (1) Initializing `MemoriesClient`, (2) Reading, writing, searching, or editing memories from backend code, route handlers, workers, or scripts, (3) Integrating memories with the Vercel AI SDK via `memoriesMiddleware`, `memoriesTools`, `preloadContext`, or `createMemoriesOnFinish`, (4) Choosing and applying `tenantId` / `userId` / `projectId` scoping, (5) Managing SDK skill files or management APIs, or (6) Debugging memories SDK usage in TypeScript or JavaScript applications. Use `memories-cli` for CLI workflows, `memories-mcp` for MCP setup, and `memories-dev` for monorepo internals.

CSS and UI animation patterns for responsive, polished interfaces. Use when implementing hover effects, tooltips, button feedback, transitions, or fixing animation issues like flicker and shakiness.

Root cause investigation methodology — loaded by agents when debugging failures to enforce evidence-first diagnosis over guess-and-fix approaches

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Use this skill when writing, debugging, or optimizing SAQL queries in CRM Analytics — covering pipeline syntax, aggregation, windowing functions (rank, dense_rank, moving_average), cogroup joins, rollup subtotals, piggyback queries, and REST API execution. NOT for SOQL, standard Salesforce reports, SQL databases, or any non-CRM Analytics query language.

20+ optimization rules for ClickHouse queries. Load when writing queries, debugging slow queries, fixing memory errors, or optimizing JOINs. Achieves 10-100x faster queries, 90% less memory usage.

Use when launching cloud VMs, Kubernetes pods, or Slurm jobs for GPU/TPU/CPU workloads, training or fine-tuning models on cloud GPUs, deploying inference servers (vllm, TGI, etc.) with autoscaling, writing or debugging SkyPilot task YAML files, using spot/preemptible instances for cost savings, comparing GPU prices across clouds, managing compute across 25+ clouds, Kubernetes, Slurm, and on-prem clusters with failover between them, troubleshooting resource availability or SkyPilot errors, or optimizing cost and GPU availability.

Use radar for multi-framework smart contract AST generation and security analysis. Supports Rust (Anchor, native, Stylus) and Solidity (standard, Foundry). Triggers include generating AST, finding vulnerabilities, debugging via AST output, writing security templates, contributing detection rules, or working with radar's template DSL. Use when users mention radar, AST generation for Rust/Solidity/Anchor/Stylus/Foundry, smart contract parsing, vulnerability detection, template development, or security scanning.

Multi-agent competing hypotheses debugging. Use when stuck on a bug, need root cause analysis, or want competing debug theories.

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REPL-driven Clojure development for writing, editing, and debugging code. Triggers when working with Clojure files (.clj, .cljs, .cljc, .edn), handling namespaces, functions, or tooling. Provides idiomatic functional programming guidance through the REPL workflow.

strategies for agent observability (logging, tracing, metrics). Use this to instrument agents for debugging, performance tracking, and quality assurance.

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> FIELD-LEVEL VALIDATION ERROR DESIGN — RETURNING ALL VALIDATION FAILURES IN A SINGLE RESPONSE WITH JSON POINTER PATHS AND PER-FIELD MESSAGES ELIMINATES THE ONE-ERROR-AT-A-TIME DEBUGGING LOOP AND GIVE

ROS2 调试技能 - 节点调试、话题分析、bag 回放、rqt 工具使用

When debugging DuckLake branching issues, **always add debug logging to trace the operation as it happens**, rather than trying to analyze the result after the fact.

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CLI tool to convert YouTube videos and playlists into AI-powered Markdown study notes using LLM APIs. Use when helping users run notewise, debug failures, configure providers, or contribute to the project.

Reference for ToolHive CLI command `thv skill`

context(arch = 'x86_64', os = 'linux', endian = 'little')

Debug why CoW Protocol orders fail to match. Requires DB access + Victoria Logs access (via Grafana).

Thesys C1 - Generative UI API for AI-native applications. Use for generating dynamic, interactive UI components from natural language prompts, building conversational interfaces, analytics dashboards, and AI agents with rich visual responses.

Guía de troubleshooting para los errores más comunes de Firebase/Firestore en el proyecto SportsCards.

Shows environment variables and commands for debugging ollama37. Use when troubleshooting server startup failures, GPU detection issues, CUBLAS errors, or runtime problems.

Node.js runtime providers, app-executor sidecar, and graph execution API in packages/node and packages/app-executor

Use when searching GitHub for code examples, documentation, discussions, or solutions related to the user's question. Automatically triggers when context indicates need for implementation patterns, debugging help, technology selection, or best practices.

Guidance for building, debugging, and publishing Raycast extensions using the Raycast documentation set. Use when Codex needs to create or modify Raycast extensions (React/TypeScript/Node), consult Raycast API reference or UI components, build AI extensions, handle manifest/lifecycle/preferences, troubleshoot issues, or prepare/publish extensions to the Raycast Store or Teams.

Reusable investigation playbooks for debugging Kubernetes clusters using KubeView MCP.

Build, debug, and extend the Ordinals Wallet CLI (ow-cli) — a Bitcoin Ordinals marketplace tool for buying, selling, listing, and transferring inscriptions, runes, BRC-20, and Alkanes tokens. Use when working on ow-cli code, its API client, PSBT signing, escrow flows, or any Bitcoin Ordinals / inscription / rune marketplace feature.

Reference skill for Zoom authentication. Use after routing to an auth workflow when choosing app credentials, grant types, scopes, token refresh behavior, or debugging Zoom OAuth failures.

Debug broken Zoom implementations quickly. Use when auth, webhooks, SDK joins, MCP transport, or real-time media workflows are failing and you need to isolate the layer before proposing a fix.

Implement Zoom authentication correctly. Use when setting up app credentials, choosing an OAuth grant, requesting scopes, handling token refresh, or debugging auth failures.

> If you see unfamiliar placeholders or need to check which tools are connected, see [CONNECTORS.md](../../CONNECTORS.md).

Debug a broken Zoom integration by isolating the failure point and routing into the right Zoom references. Use when auth, API, webhook, SDK, or MCP behavior is failing and you need a ranked hypothesis list plus verification steps.

Reference skill for Zoom REST API. Use after choosing an API-based workflow when you need endpoint selection, resource-management patterns, OAuth requirements, rate-limit awareness, or API error debugging.

Debug GitHub Actions workflows by downloading logs, analyzing summaries, and understanding how agentic workflows and the AWF firewall work together.

This skill provides comprehensive guidance on error handling patterns, recovery strategies, and debugging techniques in GitHub Agentic Workflows (gh-aw).

DevOps workflows for Playwright - CI failure analysis, workflow debugging, and release operations.

Diagnose a pipeline failure or customer issue end-to-end. Accepts a log path, error text, ADO work item ID, or GitHub issue URL.

Record decisions and justifications during SDD agent execution, and pass structured context between agents via handoff envelope. Use when an agent needs to document decisions made (Reasoning Log) or perform a handoff to another agent. Do not use for architecture documentation (use ADRs), complexity analysis (use complexity-analysis), or debug logs.

Rust↔JS interop architecture in duroxide-node. Use when modifying the napi bridge, adding ScheduledTask types, fixing cross-thread issues, changing tracing delegation, or debugging block_in_place / ThreadsafeFunction behavior.

Diagnose issues in the current Amplifier session — misconfigured tools, failing operations, unexpected behavior. Use when something isn't working right.

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Architecture patterns for React-based webviews in the vscode-documentdb extension. Use when creating new webview components, modifying existing views (CollectionView, DocumentView), working with state management (Context API), integrating Fluent UI components, handling Monaco Editor or SlickGrid, solving stale closure bugs with refs, or debugging webview rendering issues. Does NOT cover tRPC messaging (see webview-trpc-messaging skill) or accessibility/ARIA (see accessibility-aria-expert skill).

Rust↔Python interop architecture in duroxide-python. Use when modifying the PyO3 bridge, adding ScheduledTask types, fixing GIL deadlocks, changing tracing delegation, or debugging block_in_place / with_gil behavior.