GitHub
db-seeder
This skill should be used when seeding databases with realistic fake data for development, testing, or staging environments. Supports PostgreSQL, MySQL, SQLite, MongoDB with ORM-based seeding (SQLAlchemy, Djang...
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研究与调研 AI 技能
发现 研究与调研 相关 Skills，比较来源仓库和用途，查看适合你工作流的技能说明。
分类目录: 研究与调研
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GitHub
data-lake-management
Data Lake architecture and management including medallion architecture (bronze/silver/gold zones), data catalog with AWS Glue, partitioning strategies, schema evolution, data quality, governance, cost optimizat...
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GitHub
dbt-development
Proactive skill for validating dbt models against coding conventions. Auto-activates when creating, reviewing, or refactoring dbt models in staging, integration, or warehouse layers. Validates naming, SQL struc...
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GitHub
designing-dynamodb-tables
Specialized skill for designing AWS DynamoDB single-table schemas with optimized access patterns. Use when modeling data, designing table structure, or optimizing DynamoDB queries for production applications.
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GitHub
postgres-manager
Manage PostgreSQL databases using Postgres MCP. Query data, inspect schemas, analyze table structures, run migrations, debug database issues, and manage test data. Use when working with databases, debugging que...
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GitHub
python-data-engineering
Comprehensive Python data engineering patterns for AWS Data Lake, including PySpark, Pandas, Apache Airflow, AWS Glue, ETL pipelines, data quality, schema management, performance optimization, FastAPI services,...
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GitHub
query-optimization
Automatically applies when optimizing database queries. Ensures EXPLAIN analysis, proper indexing, N+1 prevention, query performance monitoring, and efficient SQL patterns.
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GitHub
optimizing-rag
Optimize RAG performance with reranking, caching, parallel processing, and production deployment patterns. Use when improving retrieval quality, adding rerankers, deploying to production, implementing caching s...
☆ 1查看技能
GitHub
managing-cache-and-optimization
Use when managing Shannon CLI performance and costs - check cache statistics, clear stale entries, set budgets, understand automatic model selection and cost optimization
☆ 1查看技能
GitHub
model-selection
Automatically applies when choosing LLM models and providers. Ensures proper model comparison, provider selection, cost optimization, fallback patterns, and multi-model strategies.
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GitHub
evaluation-metrics
Automatically applies when evaluating LLM performance. Ensures proper eval datasets, metrics computation, A/B testing, LLM-as-judge patterns, and experiment tracking.
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GitHub
landing-page-creator
Create high-converting landing pages with optimized copy, structure, and design elements. Generates complete pages for lead generation, product launches, event registration, and sales campaigns with conversion-...
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GitHub
sprint-planning-assistant
Assist with sprint planning, backlog grooming, story point estimation, and sprint capacity management. Use when planning sprints, estimating work, organizing backlog, or when user mentions sprint planning, velo...
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GitHub
software-engineering-lead
Expert software engineering lead who translates product requirements into comprehensive engineering plans using GitHub Projects. Reviews PRDs and user stories, identifies gaps and conflicts, pushes back constru...
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GitHub
software-product-manager
Expert software product manager who works directly with stakeholders to understand their needs and create comprehensive product specifications. Use when users need help designing software, defining requirements...
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GitHub
content-optimization
Optimize content for SEO, engagement, and conversion across multiple platforms. Analyzes content structure, readability, keyword density, and provides actionable recommendations for blog posts, landing pages, s...
☆ 1查看技能
GitHub
breakdown-epic
Break down epics into implementable user stories with acceptance criteria, estimates, dependencies, and sprint groupings. This skill should be used for epic planning and backlog grooming.
☆ 1查看技能
GitHub
speckit
依照 speckit 的標準工作流程，引導式地產生規格文件、澄清需求、產生實作計劃與任務清單，每個階段都需要人工審核確認
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GitHub
content-auditor
This skill should be used when users need to evaluate course content, workshop materials, or training programs against a set of evaluation criteria (such as ICP-BAF learning outcomes). The skill audits content...
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GitHub
sprint-plan
Create comprehensive sprint plans by intelligently grouping estimated user stories based on velocity, dependencies, priorities, and risk. This skill should be used during sprint planning ceremonies to transform...
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GitHub
create-prd
Create comprehensive Product Requirements Documents (PRD) from high-level product ideas with structured market analysis, feature definition, and success metrics for both greenfield and brownfield contexts. Use...
☆ 1查看技能
GitHub
validate-story
Pre-implementation story validation with 10-step comprehensive assessment including template compliance, anti-hallucination verification, and implementation readiness scoring. This skill should be used before h...
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GitHub
validate-test-reality
Meta-validation skill that generates edge cases, production scenarios, and reality gaps not covered by original specifications. Identifies specification-reality mismatches by analyzing what tests claim versus w...
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GitHub
review-task
Orchestrate comprehensive quality assessment by executing 5 specialized quality skills in sequence and synthesizing results into a unified quality gate decision. This skill should be used when performing final...
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默认按已收录数据中的 GitHub 仓库 Stars 排序。Stars 属于来源仓库，同一仓库的多个技能可能共享相同数值；它反映仓库关注度，不代表单个技能的安装量或质量评分。