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memory-management

AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. Use when: need to store successful patterns, searching for similar solutions, semantic lookup of past work, learning from previous tasks, sharing knowledge between agents, building knowledge base. Skip when: no learning needed, ephemeral one-off tasks, external data sources available, read-only exploration.

DeepseekModel キュレーション済みスキル 品質 優秀 · 90 v1.0.0

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https://deepseekmodel.com/api/download.php?id=ruvnet-ruflo-agents-skills-memory-management-skill-md&format=skill
ダウンロード .skill 標準形式。system_prompt と model_config を収録し、任意の Agent で利用可能
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name memory-management description AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. Use when: need to store successful patterns, searching for similar solutions, semantic lookup of past work, learning from previous tasks, sharing knowledge between agents, building knowledge base. Skip when: no learning needed, ephemeral one-off tasks, external data sources available, read-only exploration. Memory Management Skill Purpose AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. When to Trigger need to store successful patterns searching for similar solutions semantic lookup of past work learning from previous tasks sharing knowledge between agents building knowledge base When to Skip no learning needed ephemeral one-off tasks external data sources available read-only exploration Commands Store Pattern Store a pattern or knowledge item in memory npx @claude-flow/cli memory store --key "[key]" --value "[value]" --namespace patterns Example: npx @claude-flow/cli memory store --key "auth-jwt-pattern" --value "JWT validation with refresh tokens" --namespace patterns Semantic Search Search memory using semantic similarity npx @claude-flow/cli memory search --query "[search terms]" -- limit 10 Example: npx @claude-flow/cli memory search --query "authentication best practices" -- limit 5 Retrieve Entry Retrieve a specific memory entry by key npx @claude-flow/cli memory get --key "[key]" --namespace [namespace] Example: npx @claude-flow/cli memory get --key "auth-jwt-pattern" --namespace patterns List Entries List all entries in a namespace npx @claude-flow/cli memory list --namespace [namespace] Example: npx @claude-flow/cli memory list --namespace patterns -- limit 20 Delete Entry Delete a memory entry npx @claude-flow/cli memory delete --key "[key]" --namespace [namespace] Initialize HNSW Index Initialize HNSW vector search index npx @claude-flow/cli memory init --enable-hnsw Memory Stats Show memory usage statistics npx @claude-flow/cli memory stats Export Memory Export memory to JSON npx @claude-flow/cli memory export --output memory-backup.json Scripts Script Path Description memory-backup .agents/scripts/memory-backup.sh Backup memory to external storage memory-consolidate .agents/scripts/memory-consolidate.sh Consolidate and optimize memory References Document Path Description HNSW Guide docs/hnsw.md HNSW vector search configuration Memory Schema docs/memory-schema.md Memory namespace and schema reference Best Practices Check memory for existing patterns before starting Use hierarchical topology for coordination Store successful patterns after completion Document any new learnings
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ダウンロードした .skill に含まれるフィールド。
フィールド 説明
formatフォーマット識別子(skill/v1)
skill_idスキル固有 ID
nameスキル名
versionバージョン
description説明
categoryカテゴリ(配列)
trigger_wordsトリガーワード
tagsタグ
sourceソース
source_urlソース URL(本ページ)
exported_atエクスポート日時(ダウンロード毎)
system_promptシステムプロンプト本文
model_configモデル設定:provider / model / temperature / max_tokens / top_p
examplesサンプル
install_guide各プラットフォームの導入説明(Coze / Dify / Claude / カスタム)
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.skill 標準形式。system_prompt と model_config を収録し、任意の Agent で利用可能 ダウンロード
.skillpro 拡張形式。scripts / tools / dependencies / hooks を含む ダウンロード
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Coze frontmatter 付き Markdown。Coze へのインポート用 ダウンロード
Dify Dify DSL。アプリ作成後にそのままインポート ダウンロード

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