piia-engram: Local-first AI memory you can see, edit, and override — portable across Claude Code, Codex, Cursor, Windsurf

by Patdolitse · MCP Server · ★ 162

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

How to install piia-engram

pip install piia-engram && engram setup
pip install piia-engram

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

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. 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-agentai-identityai-memoryanthropicclaude-codeclaude-desktopcodexcontext-managementcursor

Quick Facts

Stars162
Forks13
LanguagePython
CategoryMCP Server
LicenseAGPL-3.0
Quality Score68/100
Open Issues1
Last Updated2026-10-22
Created2026-05-18
Platformsclaude-code, codex, mcp, python
Est. Tokens~25k

About piia-engram

Piia Engram Local-first AI memory you can see, edit, and override — portable across your MCP coding tools. Tell AI once who you are, how you work, and what "good" means. Claude Code, Codex, Cursor, Windsurf, and other MCP-compatible tools can start from the same approved context — local files you own, no cloud account, no hidden memory you cannot inspect.

Compatible Skills

These tools work well together with piia-engram for enhanced workflows:

  • openclaw-config — semantic(0.29)+complementary+rare_topics+same_lang+similar_pop+shared_platform (60%)
  • cozempic — semantic(0.18)+complementary+same_lang+similar_pop+shared_platform (56%)
  • alive — semantic(0.32)+complementary+same_lang+similar_pop+shared_platform (56%)
  • clawcodex — semantic(0.17)+complementary+same_lang+similar_pop+shared_platform (56%)

piia-engram alternative? Top 6 similar tools

Looking for a piia-engram alternative? If you're comparing piia-engram 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.

  • omega-memory by omega-memory · ⭐ 220

    Persistent memory for AI coding agents

  • claude-mem-lite by sdsrss · ⭐ 67

    Persistent long-term memory for Claude Code via MCP — captures coding decisions, bugfixes, and context across

  • roampal-core by roampal-ai · ⭐ 51

    Outcome-based persistent memory MCP server for Claude Code and OpenCode. Good advice promoted, bad advice demo

  • Ori-Mnemos by aayoawoyemi · ⭐ 328

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

  • notion-mcp-server by awkoy · ⭐ 177

    Notion MCP server with token auth: connect Claude Code, Claude Desktop, Cursor, VS Code and Codex to Notion pa

  • task-orchestrator by jpicklyk · ⭐ 209

    Server-enforced workflow discipline for AI agents. An MCP server providing persistent work items, dependency g

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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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