mcp-memory — security grade SAFE, quality 68/100

Security audit verdict: SAFE · quality 68/100

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 fellowgeek · MCP Server · ★ 198

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

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About mcp-memory

MCP-Memory: OKF-Backed Agent Memory Server MCP-Memory is a Model Context Protocol (MCP) server that equips AI agents (such as Claude Desktop, Cursor, Antigravity, Windsurf, or Codex) with persistent, long-term memory capabilities. Memory records are formatted using the Open Knowledge Format (OKF v0.2) standard and indexed with a local SQLite instance (supporting FTS5 full-text search) for fast key-value lookups, tag filtering, and content search. Fast Track: Jump directly to Quick Start Key Features Persistent State Across Sessions: Enables AI agents to read, store, search, and delete stateful memory snippets that persist across chat turns and sessions. OKF Standard Compliance: Stores every memory item formatted as an OKF v0.2 Markdown document with YAML frontmatter (, , , , , , , , ), adhering strictly to and . Dual-Layer Architecture: Human-Browseable OKF Directory: Automatically dumps and syncs every memory to disk as a raw file inside the bundle directory with hierarchical progressive disclosure files (root versioned with ) and update history tracking. High-Performance SQLite Indexing: SQLite FTS5 (Full-Text Search)

Quick Facts

Stars198
Forks12
LanguagePython
CategoryMCP Server
LicenseMIT
Quality Score68.2360924544309/100
Open Issues1
Last Updated2026-08-30
Created2026-08-13
Platformsmcp, python
Est. Tokens~7k

Compatible Skills

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

  • emergent — semantic(0.31)+complementary+same_lang+similar_pop+shared_platform (61%)
  • speechless — semantic(0.23)+complementary+same_lang+similar_pop+shared_platform (58%)

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Frequently Asked Questions

What is mcp-memory?

mcp-memory is An OKF-backed Model Context Protocol (MCP) server delivering persistent long-term memory and SQLite FTS5 search for AI agents.. It is categorized as a MCP Server with 198 GitHub stars.

What programming language is mcp-memory written in?

mcp-memory is primarily written in Python.

How do I install or use mcp-memory?

You can find installation instructions and usage details in the mcp-memory GitHub repository at github.com/fellowgeek/mcp-memory. The project has 198 stars and 12 forks, indicating an active community.

What license does mcp-memory use?

mcp-memory is released under the MIT license, making it free to use and modify according to the license terms.

How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy, covering 11 red-flag categories including credential harvesting, data exfiltration, and curl | sh installers. 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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