How to write well-structured Basic Memory notes: frontmatter, observations with semantic categories, relations with wiki-links, and best practices for building a rich knowledge…
Tune moflo's memory stack for speed, RAM, and index quality. Covers HNSW parameters (M, efConstruction, ef), vector quantization, batch operations, and common bottlenecks.
Use when deciding the lowest-cost context path for a mixed corpus, especially when choosing among direct reading, helper conversion, graph build, graph update, or graph query.
Analyze context management, memory systems, and state continuity in agent frameworks. Use when (1) understanding how prompts are assembled, (2) evaluating eviction policies for…
Use when user says "reorganize memory", "clean up memory", "audit memory", or wants to maintain the structured memory system.
Hierarchical memory organization for multi-session context retention. Wings (projects) > Rooms (domains) > Drawers (decisions).
Persistent memory patterns for moflo agents — session memory, long-term knowledge, pattern learning, and cross-session context via moflo's sql.js + HNSW vector store.
Use when user says 'remember this', when deciding where to store learnings or context, when about to edit CLAUDE.md or create a skill, or when routing any persistent information.
Go application memory profiling and analysis. Use when investigating memory leaks or high memory usage.
Use when when designing or optimizing backends that handle large MS datasets (mzML, mzXML, CDF files via MsBackendMzR), to verify that claimed memory advantages of on-disk or…
Use when when benchmarking or validating the scalability of single-cell algorithms that claim linear or sublinear space complexity, particularly when processing datasets with ≥10…
Persistent role-scoped memory across sessions. The agent that worked on your codebase yesterday knows things today.
Audit project memory files for stale entries — items where the cited PR is merged, the cited bug is fixed, the cited file/function no longer exists, or the gotcha was patched out…
Use when a graph already exists and the user needs retrieval, tracing, explanation, or gap detection from graph memory before reopening the full corpus.
Read Cody's temporal Neo4j memory graph. Use when drafting, briefing, or answering questions about current or historical contact/deal state.
Scan all memory files, documentation (**/docs/**/*.md), and README files (**/README.md) for drift, contradictions, and stale references.
Use when the user learns something worth remembering, makes a decision, discovers a preference, or uncovers a pattern. Auto-triggers to save to .claude/memory/ in the right file.
Sleep-time memory reflection: review recent conversations and daily notes, extract insights, and consolidate into long-term memory.
Periodic memory maintenance — archive session files, convert recurring knowledge into summaries, update the memory index.
Use when long-term knowledge retention is needed (weeks to months), studying for exams or certifications, learning new job skills or technology, mastering substantial material…
Load only the minimum relevant memory for a task using 3-level progressive disclosure. Activate before context-building — never load full memory dumps.
Memory hygiene audit -- checks for stale, contradictory, low-confidence, and consolidation-candidate memories, then offers cleanup actions with user confirmation.
Reviews stored memory quality by detecting duplicates, contradictions, and stale entries with actionable recommendations.
Cross-language patterns for memory-safe programming including RAII, ownership, smart pointers, and resource management.
Implement memory-safe programming with RAII, ownership, smart pointers, and resource management across Rust, C++, and C.
Save current session context and generate a handoff prompt for continuing in a new session. Use when the user says "memory-save", "세션 저장", "정리해줘", "context 저장", or when context…
Schema lifecycle management for Basic Memory: discover unschemaed notes, infer schemas, create and edit schema definitions, validate notes, and detect drift.
Capture a conversation's essence into the active host's memory directory. Supports Codex with a Workbench project-memory convention and Claude Code project memory without assuming…
Semantic search across Ruflo AgentDB with HNSW vector indexing
Enable and configure Moltbot/Clawdbot memory search for persistent context. Use when setting up memory, fixing "goldfish brain," or helping users configure memorySearch in their…
Memory health dashboard showing line counts, topic files, capacity, stale entries, and recommendations.
Store a memory in ourmem. Use when user says remember, save, store, or don't forget something.
Task management via Basic Memory schemas: create, track, and resume structured tasks that survive context compaction. Uses BM's schema system for uniform not...
记忆体系瘦身与管道去重。MUST trigger when the user says: "瘦身", "清理记忆", "/thin", "记忆瘦身", "memory瘦身", "记忆减肥", "索引瘦身".
Use when adding Memory Events, Memory Tickets, memory-map.json, vault-references.json, PM Soul memory ownership, or Memory Curator routing to an agent repo.
Persistent long-term memory protocol powered by mem0. Evaluate conversations for durable facts worth storing via memory_add.
Diagnoses and reduces Qdrant memory usage. Use when someone reports 'memory too high', 'RAM keeps growing', 'node crashed', 'out of memory', 'memory leak', or asks 'why is memory…
Open the agd-memory project memory in a local browser viewer. Spins up a small http server on localhost and prints the URL.
Use when capturing, recalling, reviewing, or consolidating durable project memory across sessions, especially prior decisions, constraints, procedures, and episodes that must…
Write a temporal fact into Cody's Neo4j memory graph. Use when the user explicitly corrects Cody, updates a deal, changes a recipient preference, or confirms a high-stakes fact.
Enable AI agents to interact with Memos, an open-source self-hosted note-taking tool with REST and gRPC APIs.
Crea y actualiza documentos en el vault de Mente (Obsidian) en la intranet .casa. Garantiza que todos los documentos tengan wikilinks bidireccionales para el grafo de…
Record a discovery, problem, or gotcha to knowledge/draft/. Use when you observe something worth remembering — a bug, a surprise behavior, an external fact, or a design decision.
Search the knowledge base before designing or implementing. Use when starting any non-trivial design or implementation task directly (not via sub-agent).
How to write frontmatter/Properties that conform to Metadata Menu (mdelobelle's Obsidian plugin) — the fileClass + field-definition system that types and validates note metadata.
Extract facts from meetings and update your knowledge base — person profiles, chronological log, and index.
Build or inspect a Mission Control codebase knowledge graph. Use for file/function/class maps, dependency relationships, architectural layers, guided tours, and searchable…
Build or inspect a graph-style map of docs, wiki pages, claims, entities, and relationships through Mission Control.
Define memory, state, checkpoints, resumability, and retention policy for Mission Control workflows and agents.
Обзор всех зарегистрированных mm-проектов одним экраном — статус, тип, GSD-фаза, последняя активность, число открытых вопросов.
Закрывает текущую Claude Code сессию — сохраняет лог в Obsidian/Claude/Sessions/, обновляет project note, обновляет INDEX.md, перегенерирует handoff.md (для Project Knowledge…
Онбординг/персонализация mm-системы под конкретного пользователя — спрашивает имя, чем занимается, стек, язык, путь к Obsidian vault, и записывает это в личный gitignored-оверлей…
Answers questions about a code repository using source file analysis. Use when the user asks a question about how something works, wants to understand a component, or needs help…
Use when applying The Almanack of Naval Ravikant to turn principles into recall prompts, reflection cards, or spaced repetition items.
Creates, edits, and manages Obsidian vault content including notes, templates, daily notes, and dataview queries.
Creates well-structured Obsidian notes with proper frontmatter, wikilinks, and template adherence. Detects available CLI (official, Yakitrak, or direct file write) and uses the…
Techniques for reducing peak GPU memory in Megatron Bridge — expandable segments, parallelism resizing, activation recompute, CPU offloading constraints, and common OOM f — from…
Comprehensive news intelligence briefing with bias analysis, blind spot detection, prediction market cross-referencing, and epistemic hygiene.
Sistema de continuidad contextual textual para agentes AI. Usa esta skill cuando el usuario mencione continuidad entre sesiones, memoria de conversaciones previas, reconocimiento…
Organize study notes into a structured knowledge-point outline and export to a .docx summary when you need a shareable, hierarchical document from Word/PPT/Text/Markdown inputs.