engrim: The Universal Cross-Model Episodic Memory Standard

by timgordontg · MCP Server · ★ 291

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

How to install engrim

pip install engrim

Taken from the project's README on GitHub.

Security audit verdict: SAFE · quality 68/100

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.

ai-agentsantigravityclaude-codecodexcontext-managementcopilotcopilot-clicursordeveloper-toolsepisodic-memory

Quick Facts

Stars291
Forks15
LanguagePython
CategoryMCP Server
LicenseMIT
Quality Score68/100
Open Issues4
Last Updated2026-09-26
Created2026-06-19
Platformsclaude-code, cli, codex, mcp, python
Est. Tokens~17k

About engrim

engrim The Universal Cross-Model & Cross-Agent Episodic Memory Store. A local-first, project-scoped SQLite memory engine that allows developers to freely switch between models and environments (Google Antigravity, Claude Code, Cursor MCP, Windsurf) on the SAME project without losing architectural decisions, user constraints, or project state.

Compatible Skills

These tools work well together with engrim for enhanced workflows:

  • skill-generator — semantic(0.24)+complementary+same_lang+similar_pop+shared_platform (58%)
  • zer0dex — semantic(0.23)+complementary+same_lang+similar_pop+shared_platform (58%)
  • recall-loom — semantic(0.22)+complementary+same_lang+similar_pop+shared_platform (58%)

engrim alternative? Top 6 similar tools

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

  • memorix by AVIDS2 · ⭐ 903

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

  • altk-evolve by AgentToolkit · ⭐ 134

    Self improving agents through iterations

  • sub-agents-mcp by shinpr · ⭐ 99

    Define task-specific AI sub-agents in Markdown for any MCP-compatible tool.

  • OpenContext by 0xranx · ⭐ 1.2k

    A personal context store for AI agents and assistants—reuse your existing coding agent CLI (Codex/Claude/OpenC

  • aiwg by jmagly · ⭐ 229

    Reusable project context and specialist workflows for the AI tools you already use. Agents, skills, rules and

  • omega-memory by omega-memory · ⭐ 220

    Persistent memory for AI coding agents

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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:

View on GitHub → Browse MCP Server tools