GitHub
basic-usage
Use when getting started with llmemory document storage and search - covers installation, initialization, adding documents, vector search, hybrid search, semantic search, BM25 full-text search, document managem...
☆ 6查看技能
juanre AI Skills
GitHub ↗浏览 juanre 维护的已发布 AI 技能，比较用途与说明，并通过来源仓库了解安装方式。
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已收录技能
22收录技能的仓库 Stars 合计
48仓库 Forks
0平均每个技能的仓库 Stars
2同一仓库中的多个技能可能共享 Stars，合计包含重复仓库数据。
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GitHub
hybrid-search
Use when building search systems that need both semantic similarity and keyword matching - covers combining vector and BM25 search with Reciprocal Rank Fusion, alpha tuning for search weight control, and optimi...
☆ 6查看技能
GitHub
multi-tenant
Use when building SaaS applications needing data isolation between customers - implements owner-based filtering for secure multi-tenant document storage and search with workspace, organization, or tenant-level...
☆ 6查看技能
GitHub
multi-query
Use when search queries need better recall through query expansion - generates multiple query variants, retrieves with each, and fuses results using RRF for improved retrieval quality especially with ambiguous...
☆ 6查看技能
GitHub
rag
Use when building Retrieval-Augmented Generation systems - covers document ingestion, hybrid search retrieval, reranking results, and prompt augmentation for accurate LLM responses grounded in your knowledge ba...
☆ 6查看技能
GitHub
tools
Use when implementing function calling, tool use, or agents with LLMs - unified tool API works across OpenAI, Anthropic, Google, and Ollama with consistent tool definition and execution patterns
☆ 3查看技能
GitHub
streaming
Use when building real-time chat interfaces, displaying incremental LLM responses, or streaming output from OpenAI, Anthropic, Google, or Ollama - async iteration with usage tracking works across all providers
☆ 3查看技能
GitHub
chat
Use when starting a new project with llmring, building an application using LLMs, making basic chat completions, or sending messages to OpenAI, Anthropic, Google, or Ollama - covers lockfile creation (MANDATORY...
☆ 3查看技能
GitHub
structured-output
Use when extracting structured data from LLMs, parsing JSON responses, or enforcing output schemas - unified JSON schema API works across OpenAI, Anthropic, Google, and Ollama with automatic validation and pars...
☆ 3查看技能
GitHub
providers
Use when switching between LLM providers, accessing provider-specific features (Anthropic caching, OpenAI logprobs), or using raw SDK clients - covers multi-provider patterns and direct SDK access for OpenAI, A...
☆ 3查看技能
GitHub
lockfile
Use when creating llmring.lock file for new project (REQUIRED for all applications), configuring model aliases with semantic task-based names, managing environment-specific profiles (dev/staging/prod), or setti...
☆ 3查看技能
GitHub
publish-skills
How to update and publish pgdbm skills for Claude Code users
☆ 0查看技能
GitHub
shared-pool-pattern
Use when implementing shared connection pool for multiple services in same application - provides complete setup steps for FastAPI/multi-service apps without needing examples
☆ 0查看技能
GitHub
dual-mode-library
Use when building reusable PyPI package with pgdbm - provides complete pattern for libraries that work standalone or embedded without needing examples
☆ 0查看技能
GitHub
standalone-service
Use when building simple standalone service or microservice with its own database - provides complete setup without shared pool complexity
☆ 0查看技能
GitHub
core-api-reference
Use when implementing pgdbm database operations - provides complete AsyncDatabaseManager and DatabaseConfig API with all methods and parameters
☆ 0查看技能
GitHub
testing-database-code
Use when writing tests for pgdbm-based code - provides fixture selection decision tree and complete usage patterns without needing testing docs
☆ 0查看技能
GitHub
using-pgdbm
Use when setting up pgdbm database connections, migrations, or multi-service architecture - provides mental model of one pool/many schemas/template syntax and complete API reference without needing to read docs
☆ 0查看技能
GitHub
release
How to release a new pgdbm library version to PyPI
☆ 0查看技能
GitHub
migrations-api-reference
Use when working with database migrations in pgdbm - provides complete AsyncMigrationManager API with all methods and migration file format
☆ 0查看技能
GitHub
common-mistakes
Use before implementing pgdbm patterns to avoid common mistakes - provides rationalization table and red flags that prevent pool multiplication, schema errors, and template syntax violations
☆ 0查看技能
GitHub
choosing-pattern
Use when deciding which pgdbm pattern to use (standalone, dual-mode library, or shared pool) - provides decision tree based on deployment context without requiring doc exploration
☆ 0查看技能
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。