Emergency single-pass memory compression when context window pressure is high mid-task. Activate when approaching token limits during active work.
Diagnose and configure MemSearch memory behavior for the OpenClaw plugin. Use when the user asks about MemSearch configuration, plugin summarization, PROJECT.md/USER.md…
Persistent memory system for OpenClaw agents: reads session logs, extracts facts/decisions/solutions, manages temperature-based lifecycle, and generates MEMO...
Use when consolidating session signals into curated memory — four-phase loop ORIENT → GATHER → CONSOLIDATE → PRUNE.
Use when implementing or tuning memory consolidation strategies — merge, promotion, deprecation, cross-memory synthesis, scheduling, and decay.
Resume prior work by rebuilding context from the Basic Memory knowledge graph — pick up where you left off using memory:// URLs, recent activity, and search.
Unified Memory Contract for Flowbaby integration. Defines when and how to retrieve and store memory. Load at session start - memory is core to agent reasoning, not optional.
Curate the Basic Memory knowledge graph: find orphan notes and suggest links, propose typed relations, merge duplicates, audit tags and folders, and build hub notes.
Runtime memory-writing discipline for ginnie-agents. Three tiers — rules (always loaded), playbook (always loaded), episodes (lazy-loaded via grep).
Use at session-close when a session captured several new memories, or on-demand, to consolidate, deduplicate, prune, and structure the beads memory store.
Use when a project contains docs/memory/, or when the user asks to remember, retrieve, update, compact, forget, or audit project memory.
Diagnose and fix Signet memory issues (daemon health, embeddings, search quality, and data integrity).
Defragment and reorganize agent memory files: split bloated files, merge duplicates, remove stale information, and restructure the memory hierarchy.
Apply three deterministic heuristics to a single memory-delta file to produce a structured verdict block; invoke memory-ingest on ACCEPTED candidates only in validate mode.
Ensure memory directories exist once and surface consistent guidance so agents skip redundant mkdir calls.
Recall relevant memory before acting; store decisions/outcomes after — persistent cross-goal context.
Use to store, recall, query, or audit durable project knowledge — atomic facts and compound documents alike — plus a working notepad that survives conversation compaction.
Use when your input is a single-cell gene expression matrix too large to fit in RAM, or you are working in a resource-constrained environment (e.g., shared compute cluster, laptop…
BOND'a doğrudan bağlı, Subagents hiyerarşisinin dışında çalışan sistem kalite ve hafıza ajanı. Konuşma akışını izler, sinyal biriktirir, DNA tutarlılığını doğrular.
Manage memory citations, verify code references, and track confidence scores. Use when adding citations to memories, checking memory health, or verifying code references are still…
Keep MEMORY.md terse by capping entries, warning when caps hit, and pointing each memory to its own file.
Extract durable memories from recent conversation turns into user, feedback, project, and reference categories while avoiding stale code-state facts.
Knowledge graph orchestration layer with entity extraction, natural language query parsing, deduplication (>85% similarity), and cross-reference boosting.
Master memory forensics techniques including memory acquisition, process analysis, and artifact extraction using Volatility and related tools.
Writes a structured memory entry to the garden — daily note (Tier A), curated wisdom update (Tier B), or monthly compressed archive (Tier C) — based on conversation insights.
Session-end memory garbage collector. Promotes valuable L2 session facts to L1 atomic memory, wipes L2, and rotates oversized audit logs.
The token-cheap recall layer over Dev-Memory — a compact structured INDEX.md (the cheap first read) plus a plain-text knowledge graph GRAPH.md of linked entities (tasks,…
Use when the user asks about hoangsa-memory itself — available MCP tools, CLI commands, resources, prompts, skill catalog, or how to drive the memory/graph workflow.
Manual memory tiering — classify Hot/Warm/Cold, review candidates, and migrate MEMORY.md index + memory files.
Use when the user wants to know what will break if they change something, or needs safety analysis before editing code.
Validate discoverability invariants of memory `index.md` and `archive/superseded-decisions.archive.md`. Tool-agnostic L3 prompt + capability-dependent L4 script.
Detect and heal index.md drift — finds memory files on disk not registered in index.md and registers them.
The "Long-Term Knowledge" specialist that curates the persistent memory (KIs) of the project. — from general/knowledge-mgmt
在当前目录下初始化记忆系统，生成 CLAUDE.md（可选 AGENT.md 给 Cursor 用）、MEMORY.md 和 memory/ 目录。当用户说"初始化记忆"、"搭建记忆"、"memory init"、"/memory-init"时触发。
Manages Bob's persistent memory across sessions. Use when learning something new, having a meaningful conversation, reflecting on experiences, starting any significant task, or…
Close out a pg-claude session — sync progress/STATE.md, progress/coverage.md, progress/files-examined.md, and append a sessions/ log entry whenever a session produced durable…
Persistent context management for Claude Code sessions. Save, load, update, share, and audit session memory via MEMORY.md. Prevents context loss on compaction or session restart.
Store and query provenance-aware, time-bounded facts in the Zep knowledge-graph MCP. Use when working with facts that have a source, change over time, or need multi-hop r — from…
Audit code for memory leaks and disposable issues. Use when reviewing event listeners, DOM handlers, lifecycle callbacks, or fixing leak reports.
Detect memory leaks in desktop applications through heap analysis and object tracking
Use when investigating memory growth, retain cycles, leaks in Instruments, Task cancellation issues, or ARC problems in Swift 6 apps.
Find and fix a memory leak in a running app: confirm it's a real leak under steady load, diff two heap snapshots to name the growing object and its retention path, cut the root…
Find the object that never gets freed by comparing heap snapshots and following retention paths. Use when a process grows in memory over time, gets OOM-killed, or slows under a…
Manage entity status transitions in Basic Memory: archive completed work, move notes between status folders, update frontmatter, and handle edge cases.
记忆生命周期协议。定义 INITIALIZE → PREFETCH → SYNC → CHECKPOINT → EXTRACT 五阶段记忆管理，确保 Agent 在会话中高效利用三层记忆（用户/仓库/会话），并在会话结束时提取可持久化知识。借鉴 Hermes MemoryProvider ABC 生命周期。
Health-check any consumer's semantic memory by composing structural and domain-specific checks
Analyze a complete literary work into a structured Basic Memory knowledge graph. Covers schema design, entity seeding, chapter-by-chapter processing, cross-referencing,…
Loads relevant entries from memory/ into the conversation context. Use at the start of any non-trivial conversation, and any time the topic might overlap with what is stored in…
Review PRs and diffs for unbounded memory loading, concurrency explosions, oversized payload materialization, and missing pagination or byte caps.
Design interfaces that minimise demands on working memory. Use when designing multi-step flows, dashboards, comparison tools, forms that span multiple screens, or any interface…
Log a milestone, finding, or result to ~/memory/. Invoke explicitly with /memory-log or proactively when a session produces something worth remembering.
Unified memory management - CLAUDE.md updates and documentation generation with interactive routing. Triggers on "memory manage", "update claude", "update memory", "generate…
Two-tier memory system that makes Claude a true workplace collaborator. Decodes shorthand, acronyms, nicknames, and internal language so Claude understands requests like — from…
Context tracking and decision logging patterns for intentional memory management in Claude Code Waypoint Plugin.
Use when installing or configuring memory_map, writing CLAUDE.md session-setup instructions, choosing what to save in memory vs history, managing cross-project memory, tuning…
Use when initializing a Dataset object in NMRFx and must decide which storage backend to use for in-memory or memory-mapped file access.
Write, index and prune durable knowledge as markdown notes in .claude/memory/. Use when you learn a fact, make a decision, resolve an incident, or discover a recurring pr — from…
Merges mature lessons from a domain memory file into its instruction file. Syntax: `/memory-merger >domain [scope]` where scope is `global` (default), `user`, `workspace`, or `ws`.
Structured metadata search for Basic Memory: query notes by custom frontmatter fields using equality, range, array, and nested filters.
C++ and Rust memory model skill for concurrent programming. Use when understanding memory ordering, writing lock-free data structures, using std::atomic or Rust atomics,…