Data & Analytics

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Use when writing or reviewing JavaScript/TypeScript in this repo that calls Deepgram audio analytics overlays on `/v1/listen` - summarize, topics, intents, sentiment, diarize, redact, detect_language, and entity detection. Same endpoint as plain STT, different params. Covers REST via `client.listen.v1.media.transcribeUrl` / `transcribeFile` and the WebSocket-supported subset on `client.listen.v1.createConnection()` / `connect()`. Use `deepgram-js-speech-to-text` for plain transcription and `deepgram-js-text-intelligence` for analytics on already-transcribed text. Triggers include "audio intelligence", "summarize audio", "diarize", "sentiment from audio", "redact PII", and "detect language audio".

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Generate dbt model boilerplate with tests, documentation, and best practices Use when this capability is needed.

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长期 Todo 列表管理技能：使用 .agents/todos/ 保存长期计划。当一个计划**复杂**、需要**多阶段推进**、需要**定期复查**，或会跨越多天/多周完成时创建 Todo，确保其他 agents 可快速接手，知道进行到哪一步，人类开发者也能按计划手工执行，复查时能快速判断“这份计划是否仍与当前任务相关”。 Use when this capability is needed.

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Sync and integrate Fever Partners API for plans, reviews, attendees, and venues. Use when implementing Fever data sync, debugging API issues, or building review/analytics features. Use when this capability is needed.

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Use SQL Database Projects (.sqlproj) with .NET Aspire for declarative schema deployment via dacpac. Use when this capability is needed.

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Detect and investigate bulk registration abuse on SaaS platforms. Given access to a user database (or exported CSV/JSON), run a multi-dimensional anomaly analysis — email domain clustering, registration tempo, UA fingerprinting, session structure, usage patterns, and credit consumption — to produce a scored abuse report with actionable recommendations. Use when investigating suspicious sign-up spikes, credit fraud, free-tier abuse, or account farming. Use when this capability is needed.

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Monitor and optimize Microsoft Fabric capacity, Spark compute, and workload performance. Use when asked to check capacity utilization, diagnose throttling (HTTP 430), monitor Spark VCore consumption, analyze CU usage, review Monitoring Hub jobs, query Fabric REST APIs for capacity health, generate performance reports, tune Spark resource profiles, investigate concurrency limits, or optimize Fabric SKU sizing. Supports PowerShell, T-SQL, and REST API workflows. Use when this capability is needed.

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Diagnose and resolve Apache Spark performance issues in Microsoft Fabric notebooks and Spark Job Definitions. Use when PySpark jobs are slow, notebooks take too long, Spark stages are skewed, shuffles are excessive, out-of-memory errors occur, Delta Lake writes are slow, or Fabric capacity is throttled. Covers data skew, shuffle optimization, broadcast joins, partition tuning, VOrder, Optimized Write, resource profiles, autotune, native execution engine, small file compaction, and Spark UI interpretation. Keywords include slow notebook, OOM, spill, shuffle, skew, broadcast, repartition, coalesce, OPTIMIZE, VACUUM, Z-ORDER, checkpoint, cache, persist, executor memory, driver memory, spark.sql.shuffle.partitions, autoBroadcastJoinThreshold, maxPartitionBytes, Fabric capacity throttling, CU utilization. Use when this capability is needed.

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SQL Server Connection Skill

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Use this skill for Homework Grader MySQL schema work, including organization, teacher, student, course, assessment, submission, grading_run, score_item_result, final_result, course_grade, publish records, indexes, foreign keys, seed data, and Navicat execution guidance. Trigger when reviewing or changing database SQL, mapping tables to domain concepts, planning migrations, or checking backend repository table usage.

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Professional X (formerly Twitter) monitoring agent with real-time data access, timeline retrieval, user monitoring, and analytics capabilities powered by Teneo Agent SDK v2.0 tech stack. Use when this capability is needed.

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MixPanel Analytics Skill

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This skill should be used when the user asks about "worker logs", "debug worker", "worker errors", "request analytics", "worker metrics", "performance monitoring", "error rate", "invocation logs", "troubleshoot worker", "worker analytics", or needs to debug and monitor Cloudflare Workers. Use when this capability is needed.

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SQL Database Migration Strategy and Implementation

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Advanced T-SQL Patterns

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Use when needing to retrieve the T-SQL definition text of stored procedures, views, or functions from the source SQL Server database for analyzing migration failures, creating test cases, or debugging conversion issues

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Designs and implements Spring Data JPA repositories, projections, query patterns, custom repositories, CQRS read models, entity relationships, and persistence performance fixes for Java 25 and Spring Boot 4 projects. Use when the task needs repository-boundary decisions or concrete JPA implementation patterns from this skill. Do not use for generic SQL help or project-wide migration work that belongs in another skill. Use when this capability is needed.

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Create and query Databricks Genie Spaces for natural language SQL exploration. Use when building Genie Spaces or asking questions via the Genie Conversation API. Use when this capability is needed.

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Csv Processor

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Django + pg_search + pgvector patterns

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When the user wants to apply computer vision in warehouses, detect defects, track packages, count inventory, or automate visual inspection. Also use when the user mentions "computer vision," "image recognition," "object detection," "barcode reading," "package tracking," "quality inspection," "YOLO," "RCNN," "image classification," or "warehouse automation with vision." For general ML, see ml-supply-chain. Use when this capability is needed.

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Builds and executes complex issue queries using GitHub's advanced search syntax with AND/OR boolean operators and nested queries up to 5 levels deep. Use when finding specific issue sets with complex criteria, searching across states/labels/assignees/dates/issue-types, building custom reports, or exporting results to CSV/JSON/markdown.

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SQL database migrations with zero-downtime strategies for PostgreSQL, MySQL, and SQL Server. Focus on data integrity and rollback plans. Use when this capability is needed.

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Generate a comprehensive SAP System Personality Report. Analyzes custom code landscape, functional footprint, development activity, health metrics, and package breakdown. Use when a user asks to characterize a system, understand a system, get a system overview, system report, system personality, or "what does this system do?" Collects data via SQL queries and presents results in a structured webview. Use when this capability is needed.

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Identify relevant security data sources that could capture the behavior defined in a structured hunt hypothesis. Use this skill after the hunt focus has been defined to translate investigative intent into candidate telemetry sources using existing platform catalogs. This skill supports hunt planning by reasoning over available schemas and metadata before analytics development or query execution. Use when this capability is needed.

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Troubleshoot and optimize pandas performance in Microsoft Fabric Spark notebooks. Use when diagnosing slow pandas operations, toPandas() out-of-memory errors, pandas API on Spark (pyspark.pandas) bottlenecks, DataFrame conversion failures, collect() memory issues, driver memory exhaustion, notebook cell timeouts, or when optimizing pandas workloads for Fabric capacity. Covers pandas vs Spark DataFrame conversion, memory profiling, broadcast joins, shuffle tuning, resource profiles, and Native Execution Engine integration. Use when this capability is needed.

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Scanner Excel Extraction Skill

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Optimisation et administration SQL Server. Se déclenche avec "SQL Server", "SSMS", "execution plan", "index SQL Server", "Always On", "tempdb Use when this capability is needed.

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FastAPI + pg_search + pgvector patterns

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Validates SQL schema files for compliance with internal safety and naming policies.

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Generates interactive API documentation from GraphQL schemas using graphql-js introspection queries and SpectaQL. Annotates fields with usage analytics from Apollo Studio API.

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Guidance for using the PowerPlatform Dataverse Client Python SDK. Use when calling the SDK like creating CRUD operations, SQL queries, table metadata management, relationships, and upload files. Use when this capability is needed.

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T-SQL Functions Reference

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Enforce specialist-first delegation pattern for domain-specific questions. Prevents bypassing specialist architecture by ensuring domain questions are delegated to appropriate specialists before attempting direct tool use. Use when this capability is needed.

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Diagnose and resolve Microsoft Fabric Dataflow Gen2 performance issues including slow refresh times, Fast Copy optimization, query folding failures, staging bottlenecks, gateway latency, incremental refresh tuning, capacity throttling, and data destination write performance. Use when troubleshooting dataflow refresh failures, optimizing Dataflow Gen2 execution time, debugging Power Query mashup engine performance, resolving staging Lakehouse or Warehouse compute issues, configuring Fast Copy connectors, fixing insufficient permissions errors, monitoring dataflow refresh history, or automating dataflow health checks via REST API and PowerShell. Use when this capability is needed.