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.
에이전트 영속 메모리를 실제 근거(코드·DB·이슈 트래커·파일시스템)와 대조해 낡은 기억을 교정하고 죽은 기억을 아카이브 후보로 보고하는 감사 스킬. 메모리가 ~30개 파일을 넘었을 때, 큰 스택/인프라 변경(라이브러리 교체, 버전 업그레이드, 서버 이전, 스키마 삭제) 직후, 두 메모리가 서로 모순돼 보일 때, 또는…
Agent memory and learning system. Logs actions/failures, detects patterns, proposes skill improvements via GitHub PRs. Human approval required.
Keep your AI memory/context file (MEMORY.md, CLAUDE.md, custom instructions) healthy over time — pruning the stale, adding the new, and keeping it sharp so your AI keeps getting…
Master memory forensics techniques including memory acquisition, process analysis, and artifact extraction using Volatility and related tools.
Decide what an AI system forgets and when, through expiry, decay, and explicit deletion, so memory stays current and lawful.
记忆堡垒专业版是在免费版基础上的全功能升级，为AI Agent包含完整记忆系统。采用六层架构（热内存/温存储/冷存储/归档/云备份/自发提取），基于WAL协议确保持久化。专业版解锁向量语义搜索、Mem0自发提取、云备份三大高级功能，达成跨设备同步与智能记忆管控。Use when…
记忆管理器免费版提供基础分类长期记忆能力，与 Agent 内置记忆并行运行. 核心能力包括：预设三类分类存储（项目/人脉/知识）、自动索引维护、即时写入机制、关键词检索. 适用于需要简单组织化存储的场景：项目背景记录、联系人信息、领域知识笔记等. 所有数据存储在用户主目录下的独立文件夹中，不依赖外部服务，不发送网络请求.
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…
LanceDB long-term memory plugin with BM25 + vector hybrid search (RRF or linear reranking).
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.
Use EverMe cloud memory proactively when the user refers to previous conversations, earlier decisions, "last time", "remember when", existing project conventions, or previously…
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,…
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…
记忆编排器是面向 AI Agent 的智能记忆管理系统，针对分层体系不清、自动摘要质量不稳、 并发写入冲突、缺乏健康度指标四大痛点而设计。核心能力包括：四层记忆架构（工作/短期/长期/重要， 每层独立容量与清理策略）、三模式检索（关键词/语义/混合，混合模式算法加权打分）、 自动摘要生成与质量评估器（信息保留率/压缩比/可读性/准确性四维指标）、…
记忆编排器免费版提供基础记忆管理能力，支持短期与长期两层记忆架构. 核心能力包括：两层记忆存储（短期/长期）、关键词检索、基础摘要生成、本地持久化. 适用于简单的 Agent 记忆管理场景：当前会话上下文存储、基础偏好记录. 无需向量数据库，无需额外 API Key，开箱即用. 如需四层架构、混合检索、健康度仪表盘、并发冲突解决等高级能力，请升级到付费版.
记忆编排器是面向 AI Agent 的智能记忆管理系统，针对"分层体系不够清晰、自动摘要质量不稳定、并发写入冲突、缺乏记忆健康度指标"四大高频痛点而设计。它用四层记忆架构（工作/短期/长期/重要）与多模式检索，提供从存储到检索到摘要的全生命周期编排，让 Agent 记忆真正可控可观测。Use when…
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.