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MCP (Model Context Protocol) - Build AI-native servers with tools, resources, and prompts. TypeScript/Python SDKs for Claude Desktop integration.

Official Anthropic SDK for Claude AI with chat, streaming, function calling, and vision capabilities

Vector search indexing and querying workflows using MCP Vector Search, including setup, reindexing, auto-index strategies, and MCP integration.

MCP (Model Context Protocol) server build and evaluation guide, including local conventions for tool surfaces, config, and testing

ONNX Runtime in Rust via the `ort` crate (2.x): loading sessions, configuring CPU/CoreML/CUDA execution providers, tensor I/O with ndarray, async-safe spawn_blocking wrapping, global thread-pool init, and debugging provider/opset issues

Modern React 19 platform features and rendering architecture - the React Compiler (auto-memoization) and how it changes memoization guidance, concurrent rendering (useTransition/useDeferredValue/Suspense), the use() hook, Actions (useActionState/useOptimistic/useFormStatus), ref-as-prop and Context-as-provider changes, compound components, context selectors, error boundaries, portals, virtualization, code-splitting, and the RSC/'use client' boundary.

General React fundamentals - components and JSX, props and state, the core hooks (useState/useEffect/useRef/useMemo/useCallback/useContext), composition, conditional and list rendering, and controlled inputs. The canonical "depends on React" reference.

Advanced React hooks composition patterns - SWR integration, debounced search, memoized contexts, state machines, and performance optimization

MCP (Model Context Protocol) - Build AI-native servers with tools, resources, and prompts. TypeScript/Python SDKs for Claude Desktop integration.

Model Context Protocol (MCP) server build and evaluation guide, including local conventions for tool surfaces, config, and testing

Control monitoring server and dashboard

Pause session and save current work state for later resume

Load context from paused session

Access Claude MPM functionality and manage multi-agent orchestration

Control monitoring server and dashboard

Pause session and save current work state for later resume

Python asyncio - Modern concurrent programming with async/await, event loops, tasks, coroutines, primitives, aiohttp, and FastAPI async patterns

mypy - Static type checker for Python with gradual typing, strict mode, Protocol support, and framework integration

Python data validation using type hints and runtime type checking with Pydantic v2's Rust-powered core for high-performance validation in FastAPI, Django, and configuration management.

Essential Git patterns for effective version control, eliminating redundant Git guidance per agent.

Use git worktrees for parallel development on multiple branches simultaneously

Create and manage stacked (dependent) pull requests for complex features

Safe patterns for evolving database schemas in production with decision trees and troubleshooting guidance.

CI security scanning: secrets, deps, SAST, triage, expiring exceptions

Production-readiness process checklist covering the code-production pipeline — research, architecture, implementation, tests, critic review, and security gates

Severity-tagged code review rubric (CRITICAL/HIGH/MEDIUM/LOW) used by the code-critic agent to produce APPROVE/WARN/BLOCK verdicts with evidence-backed findings

Audit whether a test suite actually detects regressions (not just whether it runs) by introducing small code mutations and measuring how many your tests catch. Advisory and on-demand — not a blocking CI gate.

Core Rust toolchain conventions — ownership/borrowing patterns, error handling, async with tokio, and idiomatic project structure for the rust-engineer agent

Token-optimized prompt compression techniques for reducing LLM instruction size while preserving or improving quality

5 algorithm patterns with full Java implementations for common coding problems

5 async/concurrent patterns with full Java implementations for high-performance systems

4 algorithm patterns with full Python implementations for common coding problems

Bug reporting protocol for PM and agents to file GitHub issues

Complete circuit breaker enforcement patterns with examples and remediation

Protocol for tracking files immediately after agent creation

Send cross-project messages to other Claude MPM instances

Branch protection and PR creation workflow

Pause session and save current work state for later resume

Load context from paused session

Access Claude MPM functionality and manage multi-agent orchestration

Build ultra-low-latency edge computing applications with Cloudflare Workers, Workers AI for LLM inference, V8 isolates, Durable Objects, and serverless patterns deployed across 330+ data centers worldwide

Production-grade FastAPI development with async patterns, Pydantic v2, dependency injection, ML/AI endpoint design, and modern Python best practices for building high-performance REST APIs

Production-grade observability stack with Prometheus metrics, Grafana dashboards, PromQL query language, alerting rules, and AI-powered anomaly detection for modern cloud-native applications

Production-grade PostgreSQL query optimization, indexing strategies, performance tuning, and modern features including pgvector for AI/ML workloads. Master EXPLAIN plans, query analysis, and database design for high-performance applications

Production-grade security testing with agentic vulnerability detection, SAST/DAST tools, OWASP Top 10 coverage, threat modeling, and AI-powered security analysis achieving 92% detection accuracy (OpenAI Aardvark benchmark 2024)

Production-grade Terraform development with HCL best practices, module design, state management, multi-cloud patterns, and AI-enhanced infrastructure as code for scalable cloud deployments

Production-grade Web3 development with Solidity smart contracts, ethers.js/web3.js integration, DApp architecture, security patterns, and AI-enhanced blockchain development (ChatWeb3, Aider + Gemini 2024)

GitHub REST API v3 and GraphQL v4 integration patterns for ticket management and automation

Jira REST API v3 integration patterns for issue tracking, sprint management, and JQL query optimization. Production-ready patterns for 2025 rate limiting.

Linear GraphQL API integration patterns for modern issue tracking with cycles, projects, and team-scoped workflows

Build MCP (Model Context Protocol) servers - expose tools, resources, and prompts to LLMs. TypeScript/Python SDKs for Claude Desktop integration. NOTE: Do NOT invoke for the built-in /mcp Claude Code command — that lists configured MCP servers and is unrelated to building MCP server code.

MCP (Model Context Protocol) server build and evaluation guide, including local conventions for tool surfaces, config, and testing

Control monitoring server and dashboard

Publish one or more Rust crates to crates.io from the trusty-tools workspace

Google Workspace MCP + Python API - Use MCP tools interactively or drive Gmail, Calendar, Drive, Docs, Sheets, Slides, and Tasks programmatically via the Python package.