Complete guide for @solana/kit - the modern, tree-shakeable, zero-dependency JavaScript SDK from Anza. Covers RPC connections, signers, transaction building with pipe, signing, sending, and account fetching with full TypeScript support.
Deploy agent to Databricks Apps using DAB (Databricks Asset Bundles). Use when: (1) User says 'deploy', 'push to databricks', or 'bundle deploy', (2) 'App already exists' error occurs, (3) Need to bind/unbind existing apps, (4) Debugging deployed apps, (5) Querying deployed app endpoints.
Complete Switchboard Oracle Protocol SDK for Solana - the permissionless oracle solution for price feeds, on-demand data, VRF randomness, and real-time streaming via Surge. Covers TypeScript SDK, Rust integration, Oracle Quotes, and all Switchboard tools.
Produces Mermaid or PlantUML diagram code from user specifications for UML, architecture, and flow diagrams. Use when the user asks for a diagram (sequence, class, activity, use case, component, state, deployment), diagram code, or when generating diagram script for documentation, design, or the generate_uml MCP tool. Supports Kroki-renderable output.
Paper-optimized diagram generation with Mermaid and Graphviz backends via figrecipe. Use for creating scientific workflow, pipeline, decision, and comparison diagrams in publication-ready layouts.
AI-optimized screen capture for WSL/Windows — single shots, multi-monitor, URL, app window, continuous monitoring, GIF creation, and grid overlays.
Adapt code to work with a GPU node's installed environment. Use when an experiment fails due to dependency version mismatches, import errors, missing packages, or API incompatibilities between the code's expected environment and what's actually installed on the GPU node. Triggered by errors like 'ModuleNotFoundError', 'ImportError', version conflicts, or when the user says 'adapt this code to the environment'.
Develop and maintain the SimpleLLMFunc framework itself. Use when changing framework internals, tests, docs, specs, runtime primitives, decorator behavior, tool plumbing, event streams, PyRepl integration, or contributor-facing project structure and conventions.
Build frontend Solana applications with Phantom Connect SDK and Helius infrastructure. Covers React, React Native, and browser SDK integration, transaction signing via Helius Sender, API key proxying, token gating, NFT minting, crypto payments, real-time updates, and secure frontend architecture.
Update Python dependencies using UV. Scan for outdated packages, identify unused dependencies, and safely update pyproject.toml while respecting version constraints (e.g., Django LTS).
SciTeX ecosystem general standards — branding, package architecture, four interfaces, version management, and repository quality. Use when creating, auditing, or maintaining any SciTeX package.
Solana vault management via GLAM Protocol. Triggers: glam, glam-cli, glam-sdk, vault create/manage, tokenized vault, share class, DeFi vault, treasury, asset management, access control, delegate permissions, Jupiter swap, Kamino lending/borrow/vaults/farms, staking (Marinade/native/SPL/Sanctum/LST), cross-chain USDC (CCTP), timelock, subscription/redemption, NAV pricing, token transfer. Supports CLI and TypeScript SDK.
Quicknode blockchain infrastructure for Solana — RPC endpoints, DAS API (Digital Asset Standard) for NFTs and compressed assets, Yellowstone gRPC streaming, Priority Fee API, Streams (real-time data pipelines), Webhooks, Metis Jupiter Swap integration, IPFS storage, Key-Value Store, Admin API, and x402 pay-per-request RPC. Supports 80+ chains including Ethereum, Polygon, Arbitrum, Base, and more. Use when setting up Solana RPC infrastructure, querying NFTs/tokens/compressed assets via DAS API, building real-time gRPC streams, configuring data pipelines, estimating priority fees, or integrating Jupiter swaps via Metis. Triggers on mentions of Quicknode, qn_ methods, DAS API, getAssetsByOwner, searchAssets, Yellowstone, gRPC, Geyser, Streams, IPFS, Key-Value Store, qnLib, Metis, x402, or Quicknode RPC.
Build on Solana with Carbium infrastructure — bare-metal RPC, Standard WebSocket pubsub, gRPC Full Block streaming (~22ms), DEX aggregation via CQ1 engine (sub-ms quotes), gasless swaps, and MEV-protected execution via Jito bundling. Drop-in replacement for Helius, QuickNode, Triton, or Jupiter Swap API.
Multi-repo workspace management: clone repos, create execution runs, track papers/datasets/artifacts, manage snapshots, and review audit logs. Use when the user wants to organize multi-repo work, run experiments in sandboxes, or track research resources.
summarize machine learning experiment logs in chinese when the input includes training logs, eval results, hyperparameter changes, user notes, or multiple runs and the user needs a grounded experiment summary, error analysis, best configuration recap, or a weekly update ready abstract.
Scientific dataset discovery and access for neuroscience (OpenNeuro, PhysioNet, DANDI) and general domains.
