Search Skills

Optimizes AI agent prompts and RAG systems by reducing token usage while preserving response quality through strategic context positioning.

Provides advanced RAG patterns including Self-RAG, Corrective-RAG, and knowledge graphs for adaptive retrieval and query rewriting in agentic systems.

Provides reusable patterns for cross-encoder reranking and LLM-based relevance scoring to enhance search precision in RAG pipelines.

Provides integration testing patterns for APIs, components, and service layers using test databases.

Provides Redis caching strategies including write-through, cache-aside, and invalidation to manage TTL, prevent stampedes, and optimize hit rates.

Manages database schema versioning, change history, and cross-environment coordination for consistent database evolution.

Provides event sourcing pattern for storing system state as immutable event sequences, enabling audit trails and history reconstruction in event-driven systems.

Manages a personal best practices library with success and failure patterns for reviewing and improving work processes.

Automates GitHub issue resolution through parallel analysis and implementation, streamlining bug fixes and issue closure.

Automates GitHub release workflows including semantic versioning, changelog generation, and version tagging via gh CLI for streamlined software releases.

Manages test data through fixtures and factories for efficient test case setup and database seeding.

Provides LLM observability for tracing, evaluation, prompt management, and cost tracking in AI applications.

Automates Git commit creation with conventional commit messages, branch protection checks, and pre-commit validation for consistent code changes.

Enables high-performance microservice communication in Python using gRPC and protobuf for strong-typed APIs.

Provides production-ready hybrid search using PGVector HNSW and BM25 with Reciprocal Rank Fusion for optimized semantic and keyword retrieval.

Enables frontend testing with API mocking, simulating network responses and errors for reliable component tests.

Enables application observability through structured logging, metrics, tracing, and alerting strategies using industry-standard tools.

Interactive wizard for configuring SkillForge settings, MCP servers, and plugin options efficiently.

Provides accessible component patterns for React using hooks to build WCAG-compliant UI elements like buttons and dialogs.

Explains code functionality using visual diagrams to aid teaching and clarify complex code behavior for developers and learners.

Explains code behavior and structure using visual diagrams to aid understanding for learners and developers.

Automates creation and registration of Laravel middleware, ensuring consistent structure in bootstrap/app.php.

Creates or refactors business logic into service classes adhering to MCP-Aware standards for maintainable backend architecture.

Provides guidelines for identifying and resolving common performance bottlenecks including N+1 queries, caching strategies, and computed property optimization.