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…
Use when drafting a PR title/body or PR publication packet before creating or editing a PR; includes template/screenshots/test-plan/metadata handoff, no gh side effects.
Receive and verify Exact Online webhooks. Use when setting up Exact Online webhook handlers, debugging HashCode signature verification, subscribing to topics via the…
从学生上传的课件/大纲/老师勾的重点/真题，一键初始化并验证备考工作区：解析 PDF、DOCX、PPTX、 XLSX、常见独立图片与 txt/md，建立分章节 LLM Wiki、标准题库、结构化接管队列与进度状态；仅在 Python 确实无法运行时 明确降级为手动写盘。当工作区尚未建立、资料发生变化、或建库 readiness 被阻断时使用。
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
Use notebook-connector's itde_manager to run a local Docker-based Exasol database. Covers bring_itde_up, get_itde_status, restart_itde, take_itde_down, and how ITDE populates…
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…
Create hand-drawn style Excalidraw diagrams, flowcharts, and architecture visuals as PNG images
Create Excalidraw diagram JSON files that make visual arguments. Use when the user wants to visualize workflows, architectures, or concepts.
Create, edit, restyle, validate, and export editable Excalidraw diagrams. Requires the diagram-design Codex plugin to be loaded in the current task.
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…
Check the local execution environment for GPU availability, Docker support, and Slurm access. Returns the execution scenario (`satisfied, local, docker`, `satisfied, local,…
Compile TensorRT-LLM on a compute node inside a Docker container. Use this when already on a compute node with GPUs visible.
Execute a TensorRT-LLM workload locally in Docker. Runs a fully-resolved Docker command in background, monitors completion, reads logs, and reports results.
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
What - AI エージェントがタスク実行依頼（バグ修正・パフォーマンス改善・リファクタリング・新機能開発等）を 受けた際に、7 ステップの標準ワークフローに沿ってタスクを遂行する。 各ステップの詳細手順は `docs/agent-tasks/agent-workflow/` 配下の step 別ドキュメントに Progressive…
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…
Edit the PostgreSQL executor or planner — covers src/backend/executor/ (nodeXxx.c, ExecInitNode/ExecProcNode/ExecEndNode/ExecReScan dispatch, PlanState lifecycle, EXPLAIN wiring)…
Executor package architecture for ChainGraph flow execution engine. Use when working on packages/chaingraph-executor, execution services, DBOS workflows, event bus, task queues,…
Run a task through your Executor Cloud tool catalog - one MCP endpoint proxying every integration you connected (MCP servers, OpenAPI specs, GraphQL APIs), with per-tool…