Founders often waste time building broad products before validating demand or distribution. This skill creates a focused path from idea validation to launch and growth.

Security teams need a structured reference for complex Metasploit workflows. This skill organizes module selection, payload handling, sessions, post-exploitation, and reporting for authorized assessments.

Complex systems and processes are difficult to explain with text alone. This skill selects suitable Mermaid formats and produces readable, styled diagram guidance.

Agents lose continuity when memory architecture does not match persistence, retrieval, and reasoning needs. This skill guides selection and design across layered memory approaches.

Memory errors and unsafe resource ownership can cause crashes, leaks, and data races. This skill applies proven patterns across C, C++, and Rust.

Memory investigations require careful acquisition, repeatable triage, and strong evidence handling. This skill guides authorized RAM capture analysis with Volatility, YARA, strings, and forensic checklists.

Building MCP servers requires protocol, SDK, and evaluation choices that are easy to miss. This skill guides planning, implementation, testing, and Microsoft ecosystem decisions for reliable integrations.

Marketing teams often apply persuasion models without clear behavior targets or ethical checks. This skill selects and scores relevant psychology models, then turns them into testable marketing actions.

SaaS teams often have too many growth ideas and limited time. This skill filters ideas, scores feasibility, and turns the best options into clear next steps.

Agent telemetry setup can be error-prone when plugins, API keys, and endpoints must align. This skill guides Manifest installation, configuration, verification, and troubleshooting.

Malware investigations need repeatable triage without exposing production systems. This skill guides authorized analysts through safe analysis, IOC extraction, and reporting.

Rust developers need focused guidance when building Makepad user interfaces. This skill provides setup, UI pattern, shader, packaging, and troubleshooting help.

Make operations data and configuration enums can be hard to inspect from memory. This skill guides Claude, Codex, and Claude Code through Rube MCP workflows for accurate Make automation support.

Mailchimp work often requires many tool calls and careful parameter handling. This skill provides guided workflows for campaigns, subscribers, segments, and analytics.

Production ML systems require coordinated data, training, deployment, and monitoring plans. This skill structures that work into practical MLOps phases.

Developers need reliable patterns for Microsoft 365 agents across Teams and Copilot Studio. This skill provides TypeScript examples for routing, hosting, streaming, and Copilot Studio integration.

Teams and Copilot Studio agent projects require accurate SDK patterns, routing, streaming, and authentication setup. This skill gives Claude, Codex, and Claude Code focused Python guidance for Microsoft 365 Agents SDK implementations.

Building Microsoft 365 agents in .NET requires coordinated hosting, routing, authentication, and Copilot Studio setup. This skill gives focused patterns and prompts for building those pieces faster.

Complex product work can require coordination across planning, coding, testing, and operations. Loki Mode provides a structured multi-agent workflow with task queues, checkpoints, and review steps.

LLM applications can fail without clear patterns for retrieval, agents, prompts, and monitoring. This skill gives practical templates for RAG, agents, prompt workflows, and LLMOps.