中文优先：用于EVMToken小数位相关任务，帮助识别、设计、实现或验证对应工作流。English keywords: Prevent silent decimal mismatch bugs across EVM chains.
Apply advanced debugging techniques for hard-to-diagnose Exa issues. Use when standard troubleshooting fails, investigating latency spikes, or preparing evidence bundles for Exa…
Choose and implement Exa architecture patterns at different scales: direct search, cached search, and RAG pipeline.
Configure Exa CI/CD integration with GitHub Actions and automated testing. Use when setting up automated testing for Exa integrations, configuring CI pipelines, or adding Exa…
Configure Exa CI/CD integration with GitHub Actions and testing. Use when setting up automated testing, configuring CI pipelines, or integrating Exa tests into your build process.
Diagnose and fix Exa API errors by HTTP code and error tag. Use when encountering Exa errors, debugging failed requests, or troubleshooting integration issues.
Diagnose and fix Exa common errors and exceptions. Use when encountering Exa errors, debugging failed requests, or troubleshooting integration issues.
Optimize Exa costs through search type selection, caching, and usage monitoring. Use when analyzing Exa billing, reducing API costs, or implementing budget controls and usage…
Implement Exa search result processing, content extraction, caching, and RAG context management. Use when handling search results, implementing caching, building citation…
Collect Exa debug evidence for support tickets and troubleshooting. Use when encountering persistent issues, preparing support tickets, or collecting diagnostic informati — from…
Collect Exa debug evidence for support tickets and troubleshooting. Use when encountering persistent issues, preparing support tickets, or collecting diagnostic informati — from…
Deploy Exa integrations to Vercel, Docker, and Cloud Run platforms. Use when deploying Exa-powered applications to production, configuring platform-specific secrets, or building…
Create a minimal working Exa search example with real results. Use when starting a new Exa integration, testing your setup, or learning basic search, searchAndContents, and…
Install the exa-js SDK and configure API key authentication. Use when setting up a new Exa integration, configuring API keys, or initializing Exa in a Node.js/Python project.
Implement Exa load testing, capacity planning, and scaling strategies. Use when running performance tests, planning capacity for Exa integrations, or designing high-throughput…
Configure Exa local development with hot reload, testing, and mock responses. Use when setting up a development environment, writing tests against Exa, or establishing a fast…
Configure Exa local development with hot reload and testing. Use when setting up a development environment, configuring test workflows, or establishing a fast iteration cycle with…
Configure Exa across development, staging, and production environments. Use when setting up multi-environment search pipelines, managing API key isolation, or configuring — from…
Optimize Exa API performance with search type selection, caching, and parallelization. Use when experiencing slow responses, implementing caching strategies, or optimizing request…
Execute Exa production deployment checklist with pre-flight, deploy, and rollback. Use when deploying Exa integrations to production, preparing for launch, or verifying production…
Execute Exa production deployment checklist and rollback procedures. Use when deploying Exa integrations to production, preparing for launch, or implementing go-live procedures.
Implement Exa rate limiting, exponential backoff, and request queuing. Use when handling 429 errors, implementing retry logic, or optimizing API request throughput for Exa.
Implement Exa rate limiting, backoff, and idempotency patterns. Use when handling rate limit errors, implementing retry logic, or optimizing API request throughput for Exa.
Implement Exa reference architecture for search pipelines, RAG, and content discovery. Use when designing new Exa integrations, reviewing project structure, or establishing…
Provides three production-ready ML training examples (sentiment classification, text generation, RedAI trade classifier) with complete training scripts, deployment configs, and…
Run python examples in auto mode with logging, rerun helpers, and background control. — from JoshuaShepherd/my-skills
Run python examples in auto mode with logging, rerun helpers, and background control. — from engineering/observability
AI-powered code review tool that analyzes code for bugs, style issues, and improvements
Create hand-drawn style diagrams using Excalidraw JSON format. Generate .excalidraw files for architecture diagrams, flowcharts, sequence diagrams, concept maps, and more.
Create diagrams, flowcharts, and architecture visualizations using Excalidraw. Use when user requests "create diagram", "draw flowchart", "architecture diagram", or mentions…
Generate architecture diagrams as .excalidraw files from codebase analysis. Use when the user asks to create architecture diagrams, system diagrams, visualize codebase structure,…
Create Excalidraw flowcharts from descriptions. Use when user asks to "create a flowchart", "draw a diagram", "visualize a process", "make a flow diagram", "architecture diagram",…
Use when user requests diagrams, flowcharts, architecture charts, or visualizations. Also use proactively when explaining systems with 3+ components, complex data flows — from…
Use when working with *.excalidraw or *.excalidraw.json files, user mentions diagrams/flowcharts, or requests architecture visualization - delegates all Excalidraw operations to…
Iteratively debug Excel structure with exploratory scripts before writing extraction logic
Validates Customer Feedback Analyzer Excel exports with 7 view sheets, 36 columns, and professional formatting.
Create Excel files with openpyxl by falling back to run_shell with inline Python heredoc when execute_code_sandbox fails
Use when writing, reviewing, or debugging Apex exception handling, DmlException behavior, custom exception hierarchies, or user-safe error messages.
Guide for creating exceptions using fastapi-problem that are automatically converted to RFC 9457 Problem Details responses.
Comprehensive post-build verification of Shannon Framework's application outputs using three-layer methodology: Flow Verification (execution trace analysis), Artifact Ver — from…
Compile TensorRT-LLM on a compute node inside a Docker container. Use this when already on a compute node with GPUs visible.
Terraform コマンドを実行する。「terraform plan」「terraform apply」「tf init」「tf plan」「tf apply」「terraform して」「tf 実行」「インフラ適用」「プラン確認」「validate」「検証」などで起動。 — from engineering/devops
Use generator and validator loops for infra, CI, and platform work so agents ship operational changes with more checks and less improvisation.
Use when running a previously designed distributed-systems test plan against a real or simulated cluster — driving fault injection, workload, chaos scenarios, linearizability /…
Executes HEC-HMS simulations using HmsCmdr.compute_run(), handles parallel execution across multiple runs, and manages Jython script generation.
Use after the approval gate to dispatch each item in an ApprovedPlan to the pr-test-executor subagent and assemble TestResults. Third stage of the PRoctor pipeline.
Distributed HEC-RAS execution across remote workers (PsExec, Docker, SSH, cloud). Handles worker initialization, queue scheduling, and result aggregation.
Use when creating files, implementing features, or executing development tasks - guides shannon do command usage, dashboard integration, caching behavior, when to use vs shannon…
Analyze control flow, concurrency models, and event architectures in agent frameworks. Use when (1) understanding async vs sync execution patterns, (2) classifying execution…
Executor package architecture for ChainGraph flow execution engine. Use when working on packages/chaingraph-executor, execution services, DBOS workflows, event bus, task queues,…
Designs deliberate practice exercises applying evidence-based learning strategies like retrieval practice, spaced repetition, and interleaving.
Designs deliberate practice exercises applying evidence-based learning strategies like retrieval practice, spaced repetition, and interleaving.
Check whether a change preserves the runtime-ownership truth (Spring = application framework, Exeris = runtime owner).
Analisa comentários abertos de entrevistas de desligamento e pesquisas de engajamento (open-ends) extraindo temas, sentimento e sinais.
Analyzes the variety and depth of assertions across .NET test suites. Use when the user asks to evaluate assertion quality, find shallow testing, identify tests with only — from…
Reference data for .NET test framework detection patterns, assertion APIs, skip annotations, setup/teardown methods, and common test smell indicators across MSTest, xUnit — from…
Performs pseudo-mutation analysis on .NET production code to find gaps in existing test suites. Use when the user asks to find weak tests, discover untested edge cases, c — from…
Detects duplicate boilerplate, copy-paste tests, and structural maintainability issues across .NET test suites.
Deep formal test smell audit based on academic research taxonomy (testsmells.org). Detects 19 categorized smell types — conditional logic, mystery guests, sensitive equal — from…
Analyzes test suites and tags each test with a standardized set of traits (e.g., positive, negative, critical-path, boundary, smoke, regression).