PlugMem — security grade SAFE, quality 70/100

Security audit verdict: SAFE · quality 70/100

No red flags found in any of the 11 categories — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against the SlowMist agent-security taxonomy, refreshed every 8 hours. Full audit →

by TIMAN-group · Agent Tool · ★ 280

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

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About PlugMem

PlugMem PlugMem is a plug-and-play long-term memory system for LLM agents. Instead of storing and retrieving raw interaction histories, PlugMem organizes experience into compact, reusable knowledge units, allowing agents to recall what matters to agent decision-making with minimal context overhead. The module is task-agnostic by design and can be integrated into existing agent pipelines with minimal effort, serving as a general memory backbone for diverse environments such as dialogue agents, knowledge-intensive QA, and web automation. For more details, please see the full paper: https://arxiv.org/abs/2603.03296 Table of Contents Updates Features Plug-in Memory Installation Quick Start Reproducibility Citation Updates [2026-05] 🚀 Plugin release — PlugMem now ships as installable plugins for AI coding agents. Integrations available for OpenClaw and Claude Code (see branch). Highlights: inspect your memory graph, test retrieval interactively, and replay past agent sessions. <img src="assets/plugmempromotionheadline.png" alt

agent-memoryllm-agentrag

Quick Facts

Stars280
Forks27
LanguagePython
CategoryAgent Tool
LicenseApache-2.0
Quality Score70.0029451055769/100
Open Issues5
Last Updated2026-07-09
Created2026-02-09
Platformspython
Est. Tokens~15k

Compatible Skills

These tools work well together with PlugMem for enhanced workflows:

  • LycheeMem — semantic(0.47)+complementary+same_lang+similar_pop+shared_platform (61%)
  • nocturne_memory — semantic(0.31)+complementary+same_lang+similar_pop+shared_platform (61%)
  • ContextKeep — semantic(0.28)+complementary+same_lang+similar_pop+shared_platform (60%)
  • XMem — semantic(0.38)+complementary+same_lang+similar_pop+shared_platform (58%)
  • rekal — semantic(0.23)+complementary+same_lang+similar_pop+shared_platform (58%)

PlugMem alternative? Top 6 similar tools

Looking for a PlugMem alternative? If you're comparing PlugMem with other agent tool tools, these 6 projects are the closest alternatives on Agent Skills Hub — ranked by topic overlap, star count, and community traction.

  • palico-ai by palico-ai · ⭐ 343

    Build, Improve Performance, and Productionize your LLM Application with an Integrated Framework

  • mengram by alibaizhanov · ⭐ 189

    Human-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn fro

  • lucid-memory by JasonDocton · ⭐ 158

    Memory for AI that works like yours—local, instant, persistent. 13x faster than Pinecone, 5x leaner than RAG.

  • nocturne_memory by Dataojitori · ⭐ 1.3k

    A lightweight, rollbackable, and visual Long-Term Memory Server for MCP Agents. Say goodbye to Vector RAG and

  • sre by SmythOS · ⭐ 1.3k

    The SmythOS Runtime Environment (SRE) is an open-source, cloud-native runtime for agentic AI. Secure, modular,

  • flock by Onelevenvy · ⭐ 1.1k

    Flock is a workflow-based low-code platform for rapidly building chatbots, RAG, and coordinating multi-agent t

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Frequently Asked Questions

What is PlugMem?

PlugMem is ICML 2026 · Plug-and-play long-term memory for LLM agents. It is categorized as a Agent Tool with 280 GitHub stars.

What programming language is PlugMem written in?

PlugMem is primarily written in Python. It covers topics such as agent-memory, llm-agent, rag.

How do I install or use PlugMem?

You can find installation instructions and usage details in the PlugMem GitHub repository at github.com/TIMAN-group/PlugMem. The project has 280 stars and 27 forks, indicating an active community.

What license does PlugMem use?

PlugMem is released under the Apache-2.0 license, making it free to use and modify according to the license terms.

What are the best alternatives to PlugMem?

The top alternatives to PlugMem on Agent Skills Hub include palico-ai, mengram, lucid-memory. Each offers a different approach to the same problem space — compare them side-by-side by stars, quality score, and community activity.

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