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Boost AgentDB vector database speed and memory efficiency using quantization, HNSW indexing, and batch operations.
This skill provides a comprehensive toolkit for optimizing AgentDB vector databases. It focuses on reducing memory footprints by 4-32x and increasing search speeds by up to 12,500x through advanced vector database techniques.
Use this skill when managing large-scale vector datasets (10K to 1M+ vectors), deploying to memory-constrained environments like mobile or edge devices, or when search latency exceeds acceptable thresholds.
Designed for agents with access to a Node.js runtime and the agentic-flow package, specifically targeting Claude Code and similar CLI-based agentic environments.
This skill has not been reviewed by our automated audit pipeline yet.
Bats Testing Patterns
Practical patterns and examples for writing maintainable unit tests for shell scripts using Bats (Bash Automated Testing System).
Conversational Documentation Writer
Creates clear, user-focused documentation following Metabase's conversational style guide.
Bats Testing Patterns
Guidance and patterns for writing production-grade shell tests using Bats (Bash Automated Testing System) for CI/CD and TDD workflows.
MatchMS
Python library for mass spectrometry data processing: import/export mzML/MGF/MSP, filter and harmonize metadata, compute spectral similarity (cosine & modified
Bats Testing Patterns
Guidance and patterns for writing production-grade shell tests using Bats (Bash Automated Testing System) — fixtures, assertions, setup/teardown, and CI integra
Writing Hookify Rules
Guidelines and examples for authoring Hookify rule files (.claude/hookify.*.local.md) that detect patterns (bash, file, prompt, stop) and surface warnings or bl
Clojure REPL Development
Guides REPL-driven Clojure/ClojureScript development: small-function workflow, testing in REPL, and conventions for safe refactoring and editing.
PayPal Integration
Implementation guide for PayPal Checkout, subscriptions, IPN/webhook handling, and refund workflows for server and client integrations.
Project Planning
Generate context-safe, phase-aligned planning docs for web projects (implementation phases, schemas, API endpoints, UI components and verification criteria).
All Traditions — Speaking as One
Combine voices from multiple spiritual and scientific traditions to show their shared insights about consciousness and guidance, used to validate or bridge pers
OpenTestAI
Automated, high-confidence AI testing: bug detection, persona feedback, and prioritized test-case generation using many specialized tester profiles.
Go Data Structures
Authoritative guidance on choosing and using Go built-in and standard-library data structures, with practical best practices for slices, maps, arrays, container
React Development Expert
Provides authoritative React guidance on hooks, state patterns, Server Components, performance optimization, and common architectural patterns.
Code Reviewer
Perform structured, prioritized code reviews that find correctness, security, performance, reliability, and testing issues and provide concrete fix suggestions.
dotLottie Web
Guidelines and patterns for implementing performant dotLottie/Lottie animations on the web (vanilla JS and React), including workers, state machines, and themin
Party Engine Skill
Guidance and examples for using the @cazala/party particle engine (engine lifecycle, modules, WebGPU vs CPU patterns) in custom apps.
Party Skill
Programmatic guide for the @cazala/party library: engine setup, modules, particle APIs, and performance tips for WebGPU and CPU runtimes.
Portfolio Optimization
Select and balance project portfolios using constraint-based mathematical optimization to maximize value under budget, resource, and strategic constraints.
