Assess whether a feature or release is safe to operate in production.
Validate untrusted input at backend boundaries and keep business rules in the correct layer.
Optional visual planning assistant. Use when the user asks MeiGen to develop a creative idea, explore visual directions, improve a prompt…
Meilisearch search engine patterns -- client setup, indexing, search, filtering, facets, geo search, multi-tenancy, task management
Generates Memento pattern for PHP 8.4. Creates state capture and restoration mechanism for undo/redo functionality, with originator…
Use when a Grok Build task involves UI design, interface understanding, Figma, design systems, shadcn/ui, Tailwind, UX audits, Atomic…
IRAC-scaffolded case analysis memo with research gaps flagged — the scaffold, not the analysis.
Show Memoir status for the current Codex project: store path, branch, commit count, memory count, and namespaces.
Curate the Basic Memory knowledge graph: find orphan notes and suggest links, propose typed relations, merge duplicates, audit tags and…
Use when sharpening a perception or observation you ALREADY formed about conversation state, user behavior, drift, emotional shifts, or…
Ingest a source into any consumer's semantic memory by reading the topology contract
Persistent context management for Claude Code sessions.
Health-check any consumer's semantic memory by composing structural and domain-specific checks
Review PRs and diffs for unbounded memory loading, concurrency explosions, oversized payload materialization, and missing pagination or…
Generate a human-readable Markdown view from a consumer's JSON Lines event log
Provides comprehensive memory file management capabilities including auditing, quality assessment, and targeted improvements for files…
Analyze programs under various memory models for concurrent correctness
Sleep-time memory reflection: review recent conversations and daily notes, extract insights, and consolidate into long-term memory.
Memory-safe Python script patterns for long-running processes under systemd MemoryMax constraints.
Cross-language patterns for memory-safe programming including RAII, ownership, smart pointers, and resource management.
Search claude-mem's persistent cross-session memory database.