agent-memory: Long-term memory runtime for AI agents — plain Markdown as the source of truth, local ranked retrieval

by tigerless-labs · MCP Server · ★ 4.3k

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

How to install agent-memory

git clone https://github.com/tigerless-labs/agent-memory.git

Taken from the project's README on GitHub. Check the security audit before running it.

Security audit verdict: CAUTION · quality 72/100

Flagged: reads agent memory. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours. Full audit →

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

agent-memoryai-agentsclaude-codecodexllmlocal-firstlong-term-memorymarkdownmcppython

Quick Facts

Stars4,303
Forks203
LanguagePython
CategoryMCP Server
LicenseMIT
Quality Score72/100
Open Issues14
Last Updated2026-11-03
Created2026-09-01
Platformsclaude-code, codex, mcp, python
Est. Tokens~15k

About agent-memory

agent-memory: the long-term memory runtime for AI agents Invariants · Skill · Issues An agent that closes its session forgets everything it learned in it. agent-memory is the runtime that fixes that, for any agent — not only coding ones.

Compatible Skills

These tools work well together with agent-memory for enhanced workflows:

  • memobase — semantic(0.43)+complementary+same_lang+similar_pop+shared_platform (65%)
  • engramory — semantic(0.38)+complementary+same_lang+similar_pop+shared_platform (63%)
  • memsearch — semantic(0.35)+complementary+same_lang+similar_pop+shared_platform (62%)
  • emergent — semantic(0.34)+complementary+same_lang+similar_pop+shared_platform (62%)
  • speechless — semantic(0.30)+complementary+same_lang+similar_pop+shared_platform (60%)

agent-memory alternative? Top 6 similar tools

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

  • nocturne_memory by Dataojitori · ⭐ 1.4k

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

  • cursor-talk-to-figma-mcp by grab · ⭐ 7.1k

    TalkToFigma: MCP integration between AI Agent (Cursor, Claude Code, Codex) and Figma, allowing Agentic AI to c

  • honcho by plastic-labs · ⭐ 7.0k

    Memory library for building stateful agents

  • basic-memory by basicmachines-co · ⭐ 4.5k

    AI conversations that actually remember. Never re-explain your project to your AI again. Join our Discord: htt

  • memorix by AVIDS2 · ⭐ 898

    Open-source cross-agent memory layer for coding agents via MCP. Compatible with Claude Code, Codex, Cursor, Wi

  • ai-guide by liyupi · ⭐ 21.5k

    程序员鱼皮的 AI 资源大全 + Vibe Coding 零基础教程，分享 OpenClaw 保姆级教程、大模型玩法（DeepSeek / GPT / Gemini / Claude / GLM）、最新 AI 资讯、Pr

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

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