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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 官方收录技能 质量 优秀 · 90 v1.0.0

获取

https://deepseekmodel.com/api/download.php?id=ruvnet-ruflo-agents-skills-memory-management-skill-md&format=skill
下载 .skill 标准格式,含 system_prompt 与 model_config,导入任意 Agent 框架即可使用
.skill 文件中 system_prompt 字段的实际内容。
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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下载的 .skill 包内含以下字段。
字段 说明
format格式标识(skill/v1)
skill_id技能唯一 ID
name技能名称
version版本号
description技能描述
category所属分类(数组)
trigger_words触发词列表
tags标签列表
source来源标识
source_url来源链接(本页地址)
exported_at导出时间(每次下载生成)
system_prompt系统提示词正文
model_config模型参数:provider / model / temperature / max_tokens / top_p
examples示例
install_guide各平台导入说明(Coze / Dify / Claude / 自定义框架)
同一份技能可按不同平台格式导出。
.skill 标准格式,含 system_prompt 与 model_config,导入任意 Agent 框架即可使用 下载
.skillpro 增强格式,额外含脚本 / 工具 / 依赖 / 钩子占位 下载
.json 纯 JSON 导出,只含 system_prompt 与模型参数 下载
Coze 带 frontmatter 的 Markdown,Coze 平台导入用 下载
Dify Dify DSL,创建应用后直接导入 下载

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