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SimpleMem으로 MCP 및 Python 에이전트에 다중 모달 평생 메모리 추가하기

SimpleMem을 사용하여 MCP 또는 Python 통합을 통해 에이전트의 텍스트 및 다중 모달 메모리를 저장, 압축, 색인 및 검색할 수 있습니다.

SimpleMem으로 MCP 및 Python 에이전트에 다중 모달 평생 메모리 추가하기란 무엇인가요?

이 기술은 SimpleMem 라이브러리를 활용하여 AI 에이전트에 지속적이고 다중 모달 메모리 기능을 추가하는 방법을 설명합니다. SimpleMem은 텍스트, 이미지, 오디오 등 다양한 형식의 메모리를 저장하고 압축하며, 효율적인 검색을 위해 색인을 생성합니다. MCP(Model Context Protocol) 서버를 통해 텍스트 메모리를 지원하거나, Python SDK를 통해 전체 다중 모달 메모리 기능을 사용할 수 있어 Claude, Cursor, Codex 등 다양한 플랫폼과 호환됩니다. 설치 후 에이전트는 이전 상호작용의 맥락을 유지하고, 관련 정보를 빠르게 검색하며, 시간이 지남에 따라 지식 베이스를 확장할 수 있어 장기 실행 작업 및 개인화된 상호작용에 특히 유용합니다.

지원 대상~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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이 에이전트 스킬이 미리 로드된 새 채팅을 엽니다.

OpenAIChatGPTClaudeClaudeGeminiGeminiGrokGrokPerplexityPerplexityDeepSeekDeepSeek

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스킬 README에서

SimpleMem으로 MCP 및 Python 에이전트에 다중 모달 평생 메모리 추가하기 preview

문서

SimpleMem으로 MCP 및 Python 에이전트에 다중 모달 평생 메모리 추가하기은(는) 무엇을 하나요?

SimpleMem을 사용하여 MCP 또는 Python 통합을 통해 에이전트의 텍스트 및 다중 모달 메모리를 저장, 압축, 색인 및 검색할 수 있습니다.

필수 조건

SimpleMem Python 패키지 또는 MCP 서버, MCP 호환 클라이언트 또는 Python 에이전트 런타임, 소스 메모리 데이터, 선택한 백엔드에 대해 구성된 모델/임베딩 종속성

설치

환경에 맞는 업스트림 설치 또는 설정 경로를 사용하세요:

  • git clone https://github.com/aiming-lab/SimpleMem.git
  • pip install -r requirements.txt
  • pip install -e . # 기본: 텍스트 + 다중 모달 + 에볼버
  • pip install -e ".[server]" # + MCP / HTTP 서버 (mcp, fastapi, ...)

업스트림의 요구 사항 및 주의 사항:

  • python

기본 사용법 또는 시작 참고 사항:

문서

출처

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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