codex-agent-mem

概述

codex-agent-mem 是一个可移植、可审计的本地优先 MCP 内存层，专为 MCP 兼容的 AI 代理和编程工作流设计。它使用 SQLite 数据库和 FTS5 索引本地存储所有数据，将操作上下文压缩为更小的包，以减少令牌使用并改善连续性。该 MCP 服务器支持只读模式、可选的守护进程/stdio 桥接，并与多种 AI 环境兼容，包括 Codex CLI/桌面版、Claude Code、Gemini CLI、Qwen/DeepSeek/Ollama 以及其他本地代理堆栈。所有处理都在本地进行，不会将内存或遥测数据发送到外部服务器。

试试问 AI

装完之后，这里有 3 个你可以让 AI 做的事：

• mem_context_pack

  Compacts repeated session context into smaller working packs for token efficiency

  试试:Get the project context pack试试:Retrieve compact continuity for this session
• mem_search

  Searches through stored memory and project data

  试试:Search for previous work related to authentication试试:Find notes about API integration
• mem_note_create

  Creates and indexes manual notes in the local memory store

  试试:Create a note about this bug fix试试:Add a reminder for the team meeting
• mem_snapshot_create

  Creates a snapshot of the current project state with provenance tracking

  试试:Take a snapshot before making breaking changes试试:Create a checkpoint for the current feature
• mem_open_work

  Tracks and manages open work items across sessions

  试试:List all open work items试试:Add a new task to the work queue
• mem_completion_check

  Checks if all defined criteria for work completion have been met

  试试:Verify if the current task meets Definition of Done试试:Check if all objectives are completed
• mem_session_list

  Lists recent memory sessions for session-aware retrieval

  试试:Show me recent sessions试试:List all previous work sessions
• mem_scope_resolve

  Ranks persisted memory lanes from explicit thread/path hints

  试试:Resolve scope for the authentication module试试:Get context for the payment processing feature
• mem_bootstrap_context

  Avoids project-wide startup packs for ambiguous containers

  试试:Get bootstrap context for the new container试试:Initialize context for this specific directory
• mem_health_runtime

  Checks runtime health and diagnostics

  试试:Check server health status试试:Get runtime diagnostics

可对比工具

安装

pip install codex-agent-mem

{
  "mcpServers": {
    "codex-agent-mem": {
      "command": "codex-agent-mem",
      "args": ["--read-only", "--profile", "minimal"]
    }
  }
}

codex-agent-mem 对比