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为 MCP 和 Python 智能体添加多模态终身记忆(SimpleMem)

使用 SimpleMem 通过 MCP 或 Python 集成,为智能体存储、压缩、索引和检索文本或多模态记忆。

为 MCP 和 Python 智能体添加多模态终身记忆(SimpleMem) 是什么?

此技能通过 SimpleMem 库,为基于 MCP 和 Python 的智能体赋予多模态终身记忆能力。SimpleMem 支持存储、压缩、索引和检索文本、图像等多模态记忆数据,使智能体能够在长时间对话或任务中保持上下文一致性。该技能兼容任何支持 MCP 协议(用于文本记忆)的 AI 平台,以及支持完整多模态集成的 Python 运行时。通过 MCP 服务器或直接 Python API,开发者可以轻松将记忆组件嵌入到现有智能体工作流中,实现从短期记忆到长期记忆的升级。SimpleMem 已在 PyPI 上发布,可通过 pip 简单安装,并提供了详细的快速入门指南和完整文档。

兼容平台~Claude Code~Codex CLI~Cursor
npx skills add https://github.com/agentskillexchange/skills/tree/main/skills/add-multimodal-lifelong-memory-to-mcp-and-python-agents-with-simplemem

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文档

为 MCP 和 Python 智能体添加多模态终身记忆(SimpleMem) 是做什么的?

使用 SimpleMem 通过 MCP 或 Python 集成,为智能体存储、压缩、索引和检索文本或多模态记忆。

先决条件

SimpleMem Python 包或 MCP 服务器、支持 MCP 的客户端或 Python 智能体运行时、源记忆数据以及为所选后端配置的模型/嵌入依赖

安装

使用与你的环境匹配的上游安装或配置路径:

  • git clone https://github.com/aiming-lab/SimpleMem.git
  • pip install -r requirements.txt
  • pip install -e . # 默认:文本 + 多模态 + 进化器
  • pip install -e ".[server]" # + MCP / HTTP 服务器(mcp, fastapi, ...)

上游的要求和注意事项:

  • python

基本用法或入门说明:

文档

来源

Individual skills in this repo

This repo contains 20 individual skills — each has its own dedicated page.

Academic Paper Citation Network Mapper

Builds citation networks from Semantic Scholar API and CrossRef DOI metadata. Visualizes paper influence graphs using NetworkX, identifies seminal works, and tracks research lineage across fields.

ACF Custom Fields REST Exposer

Exposes Advanced Custom Fields data through the WordPress REST API using register_rest_field and acf_format_value. Handles repeater fields, flexible content layouts, and gallery fields with proper serialization.

ACF Extended for Advanced Custom Fields Workflows

An ASE skill built around ACF Extended, the WordPress enhancement suite for Advanced Custom Fields that adds field types, admin improvements, front-end forms, options pages, and developer tooling. It is a practical fit for agents working inside complex WordPress content models and custom field workflows.

ACF to Gutenberg Block Migrator

Converts Advanced Custom Fields field groups into native Gutenberg blocks using the ACF Block API v2 and @wordpress/scripts build pipeline. Maps ACF repeaters, groups, and flexible content to InnerBlocks and block attributes with server-side rendering via acf_register_block_type().

Activepieces Open Source Workflow Automation

Activepieces is an open-source, self-hostable workflow automation platform with 200+ integrations. It provides a visual builder for creating automated workflows and exposes all its connectors as MCP servers for AI agent use.

ActivityWatch Cross-Platform Automated Time Tracker and Producti

ActivityWatch is a privacy-first, open-source automated time tracker that records application usage, browser activity, and AFK status across Windows, macOS, and Linux. With 16k+ GitHub stars, it provides detailed productivity analytics without sending data to external servers.

act Local GitHub Actions Runner

act is an open-source CLI tool that runs GitHub Actions workflows locally using Docker, enabling fast feedback on workflow changes without pushing to GitHub. It is a standard tool for local Actions development and testing.

Add a browser review checkpoint before risky agent actions with

Use AgentClick when an agent should pause before risky commands, plans, drafts, or code changes so a human can inspect, edit, approve, or reject them in a purpose-built browser UI.

Add Claude design-system and accessibility workflows with UX/UI

Use UX/UI Agent Skills when Claude should generate tokens, component specs, accessibility audits, and framework-specific UI code from a repeatable design workflow.

Add executable smoke tests for shell scripts and CLIs before ref

Use Bats-core when an agent needs to turn fragile shell scripts or command-line workflows into something it can verify repeatedly after edits. The agent writes focused Bash tests for success paths, failure paths, and output contracts, then runs them locally or in CI before a refactor, release, or incident fix goes out.

Add graph-backed memory and context retrieval to agent workflows

Use Cognee to ingest project knowledge into graph and vector memory so agents can retrieve durable context across sessions and workflows.

Add IDE-style semantic code navigation and symbol-safe refactors

Give a coding agent symbol-aware lookup, cross-file rename, and structural edit tools before it starts making brittle text-only changes.

Add managed long-term memory to LangGraph agents with LangMem

Give LangGraph agents memory management and search tools so they can store, retrieve, and update durable facts across sessions.

Add persistent project memory and hook-driven synthesis with Cla

Keep Claude Code sessions grounded in prior decisions, project context, and daily handoff notes instead of starting from zero every time.

Add Postgres-native vector retrieval to agent and RAG workflows

Store embeddings beside application data in Postgres, create vector indexes, and query nearest neighbors for semantic search, RAG, recommendations, or agent memory retrieval.

Address GitHub PR review comments from the current branch with g

Find the open PR for the current branch, gather unresolved review comments, and drive a focused comment-resolution workflow with gh-authenticated context.

Add runtime guardrails to TypeScript agents with VoltAgent

Use VoltAgent to intercept, validate, and enforce input/output policies in TypeScript agent workflows.

Add temporal context memory to agent workflows with Zep

Use Zep as an external context layer for agents that need to store events, assemble temporal graph context, and retrieve relevant memory before model calls.

Adobe Firefly API Batch Image Generator

Calls Adobe Firefly

Adobe Photoshop API Batch Processor

Automates image editing workflows via the Adobe Photoshop API (Firefly Services). Supports smart object replacement, action playback, and PSD layer manipulation at scale.

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