bobmatnyc

PM-invocable protocol for Cargo publish and release operations in the trusty-tools Rust monorepo: semver rules, 10-step release sequence, macOS codesign safety, and cross-crate dependency ordering

PM-invocable protocol for running and interpreting Rust quality gates in the trusty-tools monorepo: fmt, clippy, and test in strict sequence before any merge

Reliably drive the GitHub gh CLI for issue, PR, and label operations in automation and subagent environments, with pre-flight verification so you never fabricate a success or a fake issue URL.

Six-stage quality-gate pipeline for any code implementation task

Severity-tagged code review checklist (CRITICAL/HIGH/MEDIUM/LOW) used by code-critic agent

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

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

DSPy declarative framework for automatic prompt optimization treating prompts as code with systematic evaluation and compilers

Complete circuit breaker enforcement patterns with examples and remediation

Catalog and router for migration skill wizards (service installation guides)

Install and configure trusty-memory and trusty-search for persistent AI memory and semantic code search

General protocol for executing migration skill wizards - service installation and configuration guides

Persistent memory palace system with hierarchical storage (palace/wing/room/closet/drawer), progressive retrieval (L0-L3), and temporal knowledge graph for cross-session context

Hybrid code search (BM25 + vector + KG) with RRF fusion. Single daemon serves multiple named indexes. Replaces mcp-vector-search.

Rust 2024 edition core patterns: idiomatic code, error handling, traits/generics, macros, async/concurrency, testing, and project architecture

GitHub Actions CI/CD workflows for automating build, test, and deployment

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

Guide for creating effective skills

Re-authenticate Google Workspace MCP in-flight - refresh tokens, setup OAuth, check status

Bug reporting protocol for PM and agents to file GitHub issues

Protocol for tracking files immediately after agent creation

Send cross-project messages to other Claude MPM instances

Control monitoring server and dashboard

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

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

5 async patterns with full implementations for Python concurrent programming

DI/SOA decision tree with full code examples for Python architecture decisions

Google Workspace integration with Calendar, Gmail, and Drive for research tasks

MCP-skillset detection, workflow patterns, tool selection matrix, and decision tree examples for enhanced research

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

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.