memora: Give your AI agents persistent, collective memory — with deduplicating absorb, supersession lineage, semantic

by agentic-box · MCP Server · ★ 742

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

How to install memora

pip install git+https://github.com/agentic-box/memora.git
pip install "memora[local]" @ git+https://github.com/agentic-box/memora.git

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

Security audit verdict: SAFE · quality 65/100

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. 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-agentclaudeclaude-codecloudflare-d1codexknowledge-graphllmsmcpmcp-server

Quick Facts

Stars742
Forks80
LanguagePython
CategoryMCP Server
LicenseMIT
Quality Score65/100
Open Issues3
Last Updated2026-10-17
Created2025-09-19
Platformsclaude-code, codex, mcp, python
Est. Tokens~18k

About memora

Memora "You never truly know the value of a moment until it becomes a memory." Give your AI agents persistent memory An MCP memory layer for agents: structured storage, semantic retrieval, graph relations, and source-backed cross-session context. Absorb agent work into durable graph memory, then use memorydigest(topic) to retrieve relevant memories, TODOs/issues, related edges, and source IDs.

Compatible Skills

These tools work well together with memora for enhanced workflows:

  • Flamehaven-Filesearch — semantic(0.28)+complementary+same_lang+similar_pop+shared_platform (55%)
  • memsearch — semantic(0.27)+complementary+same_lang+similar_pop+shared_platform (54%)
  • agent-second-brain — semantic(0.22)+complementary+same_lang+similar_pop+shared_platform (53%)
  • SirChatalot — semantic(0.21)+complementary+same_lang+similar_pop+shared_platform (52%)
  • bondai — semantic(0.19)+complementary+same_lang+similar_pop+shared_platform (52%)

memora alternative? Top 6 similar tools

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

  • mcp-memory-service by doobidoo · ⭐ 2.0k

    Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowl

  • Ori-Mnemos by aayoawoyemi · ⭐ 328

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

  • omega-memory by omega-memory · ⭐ 220

    Persistent memory for AI coding agents

  • octocode by Muvon · ⭐ 513

    Structural code intelligence for AI agents — semantic search, knowledge graphs, and a built-in MCP server in o

  • pdf-mcp by jztan · ⭐ 148

    MCP server that lets Claude Code and other AI agents read and search large PDFs, one file or a whole folder: a

  • memsearch by zilliztech · ⭐ 2.8k

    A persistent, unified memory layer for all your AI agents (e.g. Claude Code, Codex, DSH), backed by Markdown a

More MCP Server Tools

Explore other popular mcp server tools:

View all MCP Server tools →

Popular Python Agent Tools

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:

View on GitHub → Browse MCP Server tools