Implement secure API design patterns including authentication, authorization, input validation, rate limiting, and protection against common API vulnerabilities

Provides guidance for mechanistic interpretability research using TransformerLens to inspect and manipulate transformer internals via HookPoints and activation caching. Use when...

Provides insights on test execution results, test failures, pass rates, and test performance. Activates when users ask about tests, test results, failures, passes, test status, broken tests,...

Plaid banking API expert for financial data integration. Covers Plaid Link, Auth (account/routing numbers), Transactions, Identity verification, Balance checking, and webhooks. Build fintech apps...

Setup instructions and required secrets

Real-time bidirectional communication with security focus on CSWSH prevention, authentication, and message validation

Deploy fast-agent MCP Servers to Hugging Face Spaces using Docker. Use when the user wants to deploy an "agent card" as an MCP Server. Includes templates and CLI commands for deploying agent cards...

Remote state backend configuration

Generates custom design system rules for the user's codebase. Use when user says "create design system rules", "generate rules for my project", "set up design rules", "customize design system...

Generates custom design system rules for the user's codebase. Use when user says "create design system rules", "generate rules for my project", "set up design rules", "customize design system...

Build NLP applications using transformers library, BERT, GPT, text classification, named entity recognition, and sentiment analysis

Create and manage Spectro Cloud Palette Edge clusters. Covers edge-native deployments including agent mode, appliance mode, and 2-node HA. Both API and Terraform.

Build and configure VectorChat agents interactively. Use when asked to create a VectorChat agent, chatbot, or AI assistant in the VectorChat platform. Triggers on "create agent", "build chatbot",...

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Activation-aware weight quantization for 4-bit LLM compression with 3x speedup and minimal accuracy loss. Use when deploying large models (7B-70B) on limited GPU memory, when you need faster...

Transform and format media content creatively. Applies stylization and formatting transformations to various media types.

Complete guide for Orca - Solana's leading concentrated liquidity AMM (CLMM). Covers Whirlpools SDK for swaps, liquidity provision, pool creation, position management, and fee harvesting on Solana...

Design and evaluate compression strategies for long-running sessions

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Use when sending Discord messages or encountering bot permission errors - provides three-tier integration methods with automatic fallback (MCP → REST API → Gateway); prevents wasted time on OAuth...