Command Claude Code
Directly invoke the dmvcframework-webapp skill, bypassing natural-language trigger matching.
Command Claude Code
Directly invoke the dmvcframework-webapp skill, bypassing natural-language trigger matching.
Command Claude Code
Directly invoke the dmvcframework skill, bypassing natural-language trigger matching.
Command Claude Code
Directly invoke the dunitx-testing skill, bypassing natural-language trigger matching.
Command Claude Code
Directly invoke the firebird-database skill, bypassing natural-language trigger matching.
Command Claude Code
Directly invoke the flexcel-vcl skill, bypassing natural-language trigger matching.
Command Claude Code
Directly invoke the horse-framework skill, bypassing natural-language trigger matching.
Command Claude Code
Directly invoke the htmx-skill skill, bypassing natural-language trigger matching.
Command Claude Code
Directly invoke the intraweb-framework skill, bypassing natural-language trigger matching.
Command Claude Code
Directly invoke the mysql-database skill, bypassing natural-language trigger matching.
Command Claude Code
Directly invoke the postgresql-database skill, bypassing natural-language trigger matching.
Command Claude Code
Directly invoke the powershell-master skill, bypassing natural-language trigger matching.
Command Claude Code
Directly invoke the python skill, bypassing natural-language trigger matching.
Command Codex
project:review.
Skill Claude CodeCodex
FastAPI best practices and conventions. Use when working with FastAPI APIs, Pydantic models, dependencies, streaming responses including Server-Sent Events (SSE), and serving frontend apps. Keeps FastAPI code clean and up to date with the latest features and patterns.
Skill Claude CodeCodex
Generate a complete MCP server project in Python with tools, resources, and proper configuration.
Skill Claude CodeCodex
General-purpose Python engineering skill — profiling/performance optimization, pytest-based testing (fixtures, mocking, async, property-based), and design principles (SRP, composition over inheritance, dependency injection). Use whenever writing, reviewing, testing, or optimizing Python code, including ad-hoc scripts…
Skill Claude CodeCodex
Qdrant provides client SDKs for various programming languages, allowing easy integration with Qdrant deployments.
Skill Claude CodeCodex
Guides Qdrant deployment selection. Use when someone asks 'how to deploy Qdrant', 'Docker vs Cloud', 'local mode', 'embedded Qdrant', 'Qdrant EDGE', 'which deployment option', 'self-hosted vs cloud', or 'need lowest latency deployment'. Also use when choosing between deployment types for a new project.
Skill Claude CodeCodex
Guides Qdrant monitoring and observability setup. Use when someone asks 'how to monitor Qdrant', 'what metrics to track', 'is Qdrant healthy', 'optimizer stuck', 'why is memory growing', 'requests are slow', or needs to set up Prometheus, Grafana, or health checks. Also use when debugging production issues that…
Skill Claude CodeCodex
Diagnoses Qdrant production issues using metrics and observability tools. Use when someone reports 'optimizer stuck', 'indexing too slow', 'memory too high', 'OOM crash', 'queries are slow', 'latency spike', or 'search was fast now it's slow'. Also use when performance degrades without obvious config changes.
Skill Claude CodeCodex
Guides Qdrant monitoring setup including Prometheus scraping, health probes, Hybrid Cloud metrics, alerting, and log centralization. Use when someone asks 'how to set up monitoring', 'Prometheus config', 'Grafana dashboard', 'health check endpoints', 'how to scrape Hybrid Cloud', 'what alerts to set', 'how to…
Skill Claude CodeCodex
Navigation hub linking sub-skills for proactive Qdrant tuning: search speed, indexing performance, and memory usage optimization. Use when planning configuration or capacity changes to improve speed and efficiency. For diagnosing an active production slowdown or analyzing live metrics, use qdrant-monitoring instead.
Skill Claude CodeCodex
Diagnoses and fixes slow Qdrant indexing and data ingestion. Use when someone reports 'uploads are slow', 'indexing takes forever', 'optimizer is stuck', 'HNSW build time too long', or 'data uploaded but search is bad'. Also use when optimizer status shows errors, segments won't merge, or indexing threshold questions…
Skill Claude CodeCodex
Diagnoses and reduces Qdrant memory usage. Use when someone reports 'memory too high', 'RAM keeps growing', 'node crashed', 'out of memory', 'memory leak', or asks 'why is memory usage so high?', 'how to reduce RAM?'. Also use when memory doesn't match calculations, quantization didn't help, or nodes crash during…