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Local codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Memory for AI 是 ChatHome Skills 收录的 MCP 条目，来源为 Official MCP Registry，质量分 73/100。 作为 Model Context Protocol 服务器，它向 Claude、Cursor、Copilot 等兼容 MCP 的 LLM 客户端暴露可直接调用的工具，让 agent 的能力超出模型内置范围。 该条目由 ChatHome Skills 的每日抓取从官方 registry 和 GitHub 发现查询中收录，每次运行都会重新核验仓库事实、新鲜度信号和安装元数据。 质量分综合了官方 registry 收录情况、可用安装命令、许可证完整性、仓库活跃度和 GitHub star 趋势，完整算法说明见来源页。安装命令已列于上方，可直接复制使用。 在将 Memory for AI 加入生产 agent 工作流前，请核对上方的最近更新日期和仓库状态——下方事实快照是最近一次抓取的时点值。
npx -y memory-for-ai-mcp@0.11.0运行此命令前，请先核对上游源码。
{
"_meta": {
"io.modelcontextprotocol.registry/official": {
"status": "active",
"isLatest": true,
"updatedAt": "2026-09-18T12:00:25.835781Z",
"publishedAt": "2026-09-18T12:00:25.835781Z",
"statusChangedAt": "2026-09-18T12:00:25.835781Z"
}
},
"server": {
"name": "io.github.LonelyTraderBay/memory-for-ai",
"title": "Memory for AI",
"$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
"version": "0.11.0",
"packages": [
{
"version": "0.11.0",
"transport": {
"type": "stdio"
},
"identifier": "memory-for-ai-mcp",
"runtimeHint": "npx",
"registryType": "npm"
},
{
"version": "0.11.0",
"transport": {
"type": "stdio"
},
"identifier": "memory-for-ai",
"runtimeHint": "uvx",
"registryType": "pypi"
},
{
"version": "0.11.0",
"transport": {
"type": "stdio"
},
"fileSha256": "8ea4d92383af62ba554f172226af96b46904ea5f8a5baba560be8f38dd630b7a",
"identifier": "https://github.com/LonelyTraderBay/memory-for-ai/releases/download/v0.11.0/memory-for-ai-darwin-amd64.mcpb",
"registryType": "mcpb"
},
{
"version": "0.11.0",
"transport": {
"type": "stdio"
},
"fileSha256": "79f7b55bed2127db34a69110be2559d5ea613afa1f23f518eba3014cd7a7cf8d",
"identifier": "https://github.com/LonelyTraderBay/memory-for-ai/releases/download/v0.11.0/memory-for-ai-darwin-arm64.mcpb",
"registryType": "mcpb"
},
{
"version": "0.11.0",
"transport": {
"type": "stdio"
},
"fileSha256": "782a0128edee49034440b0a9c4c5d867eaed5696103b017e257e02091757625e",
"identifier": "https://github.com/LonelyTraderBay/memory-for-ai/releases/download/v0.11.0/memory-for-ai-linux-amd64-portable.mcpb",
"registryType": "mcpb"
},
{
"version": "0.11.0",
"transport": {
"type": "stdio"
},
"fileSha256": "0bae3db10c20e185898f19a4839622965b107ac851a6201569f8252055c64c84",
"identifier": "https://github.com/LonelyTraderBay/memory-for-ai/releases/download/v0.11.0/memory-for-ai-linux-arm64-portable.mcpb",
"registryType": "mcpb"
},
{
"version": "0.11.0",
"transport": {
"type": "stdio"
},
"fileSha256": "219a19918b5e4261764b2a42905feab55709a9c8c01ab99c9c37d3c3f9330069",
"identifier": "https://github.com/LonelyTraderBay/memory-for-ai/releases/download/v0.11.0/memory-for-ai-windows-amd64.mcpb",
"registryType": "mcpb"
},
{
"version": "0.11.0",
"transport": {
"type": "stdio"
},
"fileSha256": "c64b7d5ce3cb54b16e4ce2fe5c8a3f768c57c7b7a0c523063a6e6f2f90f13897",
"identifier": "https://github.com/LonelyTraderBay/memory-for-ai/releases/download/v0.11.0/memory-for-ai-windows-arm64.mcpb",
"registryType": "mcpb"
}
],
"repository": {
"url": "https://github.com/LonelyTraderBay/memory-for-ai",
"source": "github"
},
"websiteUrl": "https://github.com/LonelyTraderBay/memory-for-ai/",
"description": "Local codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens."
}
}