superlocalmemory: Open-source governed, local-first memory control plane for AI agents and teams. arXiv:2608.08253

by qualixar · MCP Server · ★ 255

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

How to install superlocalmemory

npm install -g superlocalmemory
pip install superlocalmemory

Taken from the project's README on GitHub.

Security audit verdict: SAFE · quality 67/100

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-memoryagent-reliabilityai-agentsclaude-codecursorknowledge-graphllm-memorylocal-firstmcpmcp-server

Quick Facts

Stars255
Forks36
LanguagePython
CategoryMCP Server
LicenseAGPL-3.0
Quality Score67/100
Open Issues2
Last Updated2026-10-22
Created2026-02-05
Platformsclaude-code, mcp, python
Est. Tokens~25k

About superlocalmemory

SuperLocalMemory V3.6 Save up to 90% on every LLM API call. Cache. Compress. Remember.The only local-first memory system that SKIPS repeat calls (100% saved), SHRINKS prompts 60-95%, and REMEMBERS everything — locally, for free. For Claude Code, Cursor, Windsurf, and any AI client. v3.6.0 "Optimize" — Cache & Compress & Align. Save up to 90% on every LLM API call — locally.

Compatible Skills

These tools work well together with superlocalmemory for enhanced workflows:

  • mengram — semantic(0.28)+complementary+same_lang+similar_pop+shared_platform (60%)
  • memcord — semantic(0.25)+complementary+rare_topics+same_lang+similar_pop+shared_platform (58%)
  • code-review-graph — semantic(0.22)+complementary+rare_topics+same_lang+similar_pop+shared_platform (57%)
  • omega-memory — semantic(0.35)+complementary+same_lang+similar_pop+shared_platform (57%)

superlocalmemory alternative? Top 6 similar tools

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

  • 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

  • sibyl by hyperb1iss · ⭐ 68

    Cross-agent memory for AI coding tools: one self-hostable knowledge graph shared by Claude Code, Codex, OpenCo

  • memorix by AVIDS2 · ⭐ 903

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

  • octocode by Muvon · ⭐ 519

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

  • Zikkaron by amanhij · ⭐ 61

    Biologically-inspired persistent memory engine for Claude Code. 26 cognitive subsystems, Hopfield networks, pr

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