AI agents can lose project decisions and patterns between sessions. This skill provides searchable MCP memory for storing and retrieving durable project knowledge.

Coordinating several local CLI agents manually makes task assignment, monitoring, and scheduling difficult. This skill provides tmux-based commands for starting, assigning, and observing agents.

Persistent Azure AI agents require careful setup across authentication, tools, threads, and response handling. This skill provides focused Python patterns for each workflow.

Single-run checks hide stochastic failures and production regressions. This skill designs repeatable evaluations with behavioral, adversarial, statistical, and leakage tests.

Pull request feedback can become difficult to track. This skill organizes comments, plans fixes, applies approved changes, and reports completion.

Active Directory assessments require organized attack workflow references. This skill maps reconnaissance, credential abuse, Kerberos attacks, relay paths, and advanced AD techniques for authorized testing.

ActiveCampaign work often needs precise tool choices for contacts, tags, lists, automations, and tasks. This skill guides Claude, Codex, and Claude Code through Rube MCP workflows with current schemas.

Accessibility barriers can exclude users and create compliance risk. This skill structures WCAG audits, testing evidence, prioritized findings, and remediation guidance.

Weak experiment design creates misleading results and wasted traffic. This skill applies hypothesis, metrics, sample size, tracking, execution, and analysis gates before decisions.

Interactive 3D websites often suffer from poor performance, inaccessible controls, and fragile asset pipelines. This skill guides stack selection, scene integration, optimization, loading states, and WebGL fallbacks.

Choosing the wrong chart can hide or distort important data patterns. This skill helps Claude, Codex, and Claude Code select chart types, improve dashboards, and explain visualization choices.

Teams often design flows from assumptions and miss accessibility issues. This skill guides research, structure, interaction design, and review using UX best practices.

Teams often struggle to turn technical details into clear documentation. This skill structures READMEs, API references, tutorials, and guides for Claude, Codex, and Claude Code.

Strategic choices often lack clear comparison of options, risks, and success measures. This skill structures decisions into analysis, recommendations, roadmaps, and metrics.

Sprint planning often stalls when scope, estimates, and capacity are unclear. This skill guides Claude, Codex, and Claude Code to create sprint goals, backlog tables, risks, and done criteria.

Python projects often need stronger correctness, types, and style. This skill guides implementation and review using practical Python best practices.

Meeting notes often lose decisions, owners, and deadlines after a discussion ends. This skill turns rough notes into clear minutes with action items, decisions, and next steps.

Teams lose time when frontend, API, database, and deployment choices are handled separately. This skill guides Claude, Codex, and Claude Code through full-stack application planning and implementation.

Misinformation and weak sources make claims hard to trust. This skill guides Claude, Codex, and Claude Code through evidence-based verification, source ranking, and clear verdicts.

Writing clear workplace email can take time and create tone concerns. This skill helps draft structured messages for common business situations.