mnemory: A self-hosted, secure, feature-rich memory system for AI agents and assistants

by fpytloun · MCP Server · ★ 282

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

How to install mnemory

uvx mnemory

Taken from the project's README on GitHub.

Security audit verdict: SAFE · quality 61/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours.

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-memoryagents-memoryaiai-agentsllmmcpmemorypersonalizationsemantic-memoryvector-search

Quick Facts

Stars282
Forks28
LanguagePython
CategoryMCP Server
Quality Score61/100
Last Updated2026-10-31
Created2026-02-16
Platformsmcp, python
Est. Tokens~15k

About mnemory

mnemory Give your AI agents persistent memory. mnemory is a self-hosted MCP server that adds personalization and long-term memory to any AI assistant — Claude Code, ChatGPT, Open WebUI, Cursor, or any MCP-compatible client. Plug and play. Connect mnemory and your agent immediately starts remembering user preferences, facts, decisions, and context across conversations.

Compatible Skills

These tools work well together with mnemory for enhanced workflows:

  • Deus — semantic(0.31)+complementary+rare_topics+same_lang+similar_pop+shared_platform (61%)
  • vektori — semantic(0.25)+complementary+rare_topics+same_lang+similar_pop+shared_platform (58%)
  • Mimir — semantic(0.37)+complementary+same_lang+similar_pop+shared_platform (58%)
  • mnemo-cortex — semantic(0.36)+complementary+same_lang+similar_pop+shared_platform (58%)
  • honcho — semantic(0.37)+complementary+rare_topics+same_lang+shared_platform (57%)

mnemory alternative? Top 6 similar tools

Looking for a mnemory alternative? If you're comparing mnemory 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.

  • emulo by ohad6k · ⭐ 303

    Mine your Claude Code and Codex logs into a local you.md agent profile.

  • ditto by ohad6k · ⭐ 179

    Mine your Claude Code and Codex logs into a local you.md agent profile.

  • Ori-Mnemos by aayoawoyemi · ⭐ 328

    Local-first persistent agentic memory powered by Recursive Memory Harness (RMH). Open source must win.

  • yantrikdb-server by yantrikos · ⭐ 177

    Cognitive memory database for AI agents — consolidates duplicates, detects contradictions, fades stale memorie

  • yantrikdb by yantrikos · ⭐ 72

    Cognitive memory engine for AI agents — temporal decay, contradiction detection, autonomous consolidation, kno

  • swarmclaw by swarmclawai · ⭐ 698

    Open-source self-hosted AI agent runtime and multi-agent framework for autonomous agent swarms. Agent memory,

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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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