WorkingMemory
Persistent personal memory for AI assistants — save, search, and recall across every MCP client.
我该使用它吗
质量与安全性
发现(3)
- HIGH
- MEDIUM在 save_memory 中
- INFO在 save_memory 中
基于对工具定义和协议合规性的自动分析。
上下文开销
这是每次将服务器的工具加载到模型上下文窗口时所消耗的大致 token 数。数值越高,可用于其他任务的注意力就越少。
安装
一键安装
将以下内容添加到你的 `claude_desktop_config.json` 文件中:
{
"mcpServers": {
"memory": {
"url": "https://app.workingmemory.ai/mcp"
}
}
}远程端点
https://app.workingmemory.ai/mcpstreamable-http它能做什么
工具清单
工具(4)
🟡save_memory(text, client)
Save a thought, insight, fact, or todo to the user's Working Memory. The text is parsed and stored as one or more structured memory items, searchable a moment later via search_memory. Also use this when the user pastes memories or notes brought from another assistant — pass the full pasted text; it is split into individual memories automatically.
输入模式
{
"type": "object",
"properties": {
"text": {
"type": "string",
"description": "The thought or note to save."
},
"client": {
"type": "object",
"description": "Optional context about the originating client session. Helps users later find saves from a specific conversation. `conversation_id` groups multiple saves; `conversation_title` is human-readable.",
"properties": {
"conversation_id": {
"type": "string",
"description": "Opaque identifier; typically the client's conversation thread ID."
},
"conversation_title": {
"type": "string",
"description": "Human-readable conversation title (max 200 chars; longer values truncated server-side)."
}
},
"additionalProperties": false
}
},
"required": [
"text"
]
}🟢search_memory(query, k, conversation_id, dedupe_recent, client)
Search the user's Working Memory for relevant past notes and facts. Use this when the user references something they may have stored earlier, or to find related context before answering. Always include your conversation id in client.conversation_id.
输入模式
{
"type": "object",
"properties": {
"query": {
"type": "string",
"description": "Semantic query."
},
"k": {
"type": "number",
"description": "Max results (1–20). Defaults to a sensible value."
},
"conversation_id": {
"type": "string",
"description": "Optional. Restrict results to notes stamped with this conversation_id at save_memory time. Empty / whitespace-only values are treated as absent."
},
"dedupe_recent": {
"type": "boolean",
"description": "Optional. When false, semantic matches that are also recent are still returned in `relevant` (raw semantic results rather than RAG-deduped). Defaults to true."
},
"client": {
"type": "object",
"description": "Context about the CURRENT client session. Pass your conversation/thread id as `conversation_id` — it identifies this session for cross-session memory instrumentation and does NOT filter results (use the top-level `conversation_id` parameter for filtering).",
"properties": {
"conversation_id": {
"type": "string",
"description": "Opaque identifier; typically the client's conversation thread ID."
},
"conversation_title": {
"type": "string",
"description": "Human-readable conversation title (max 200 chars; longer values truncated server-side)."
}
},
"additionalProperties": false
}
},
"required": [
"query"
]
}🔴manage_memory(action, id)
Manage an existing memory item. Currently supports deleting a memory by id (soft delete — recoverable for 30 days). Use search_memory to find the id first.
输入模式
{
"type": "object",
"properties": {
"action": {
"type": "string",
"enum": [
"delete"
],
"description": "The management action to perform."
},
"id": {
"type": "string",
"description": "The memory item id to act on."
}
},
"required": [
"action",
"id"
]
}⚪capture_memory(task_content, task_description, client)
Capture durable facts from a task you just completed (drafting an email, summarizing a document, making a decision), as a byproduct — the user does nothing. Pass the task output/content; durable facts are extracted and stored automatically. Always include your conversation id in client.conversation_id. Returns immediately; extraction happens in the background.
输入模式
{
"type": "object",
"properties": {
"task_content": {
"type": "string",
"description": "The task output/content to mine for durable facts (max 32KB)."
},
"task_description": {
"type": "string",
"description": "Optional one-line description of the task, as extraction framing."
},
"client": {
"type": "object",
"description": "Current client session context. Pass your conversation/thread id as conversation_id.",
"properties": {
"conversation_id": {
"type": "string",
"description": "Opaque conversation/thread id."
},
"conversation_title": {
"type": "string",
"description": "Human-readable title (max 200 chars)."
}
},
"additionalProperties": false
}
},
"required": [
"task_content"
]
}推荐提示词
search_memorysearch_memory社区
证据