What is the key difference between Iai Personal Memory Engine and Engram?

Iai Personal Memory Engine belongs to the Knowledge & Memory category with local stdio execution, while Engram belongs to the Knowledge & Memory category with local stdio execution.

How do I install Iai Personal Memory Engine or Engram in Claude Desktop or Cursor?

Copy the mcpServers JSON configuration snippet provided on this page into your claude_desktop_config.json or ~/.cursor/mcp.json file and restart your AI client.

Are Iai Personal Memory Engine and Engram free or paid?

Iai Personal Memory Engine operates under a Free / Open Source model (No auth required). Engram operates under a Free / Open Source model (No auth required).

Which MCP server has more tools and community activity?

Iai Personal Memory Engine lists 9 tools with 2 views and 489 GitHub stars. Engram lists 6 tools with 2 views and 7 GitHub stars.

Can I use both Iai Personal Memory Engine and Engram together in the same MCP host?

Yes! MCP hosts like Claude Desktop, Cursor, Windsurf, Cline, and VS Code support configuring multiple servers under the mcpServers object simultaneously.

How do I install Iai Personal Memory Engine or Engram in Claude Desktop, Cursor, or Windsurf?

Both servers follow the standard Model Context Protocol configuration format. Simply copy the JSON block from the configuration section above and paste it into your AI client's mcpServers configuration object (for instance in claude_desktop_config.json or ~/.cursor/mcp.json ), then completely restart or refresh the application.

Are Iai Personal Memory Engine and Engram free to use, or do they require API keys?

Iai Personal Memory Engine is listed under a Free / Open Source model with No auth required . Engram operates under a Free / Open Source model with No auth required . If environment variables are required (such as API keys), be sure to define them under the env key in your MCP client's configuration file.

Can I run both Iai Personal Memory Engine and Engram at the same time in my AI client?

Yes! MCP clients support multi-server orchestration. You can include both codeabra-iai-personal-memory-engine and hbarefoot-engram as distinct keys inside the single mcpServers object in your configuration file. Your AI assistant will automatically select and call the appropriate tool from either server during chat sessions.

Which MCP server has higher directory engagement and quality ratings?

On AllMCPs, Iai Personal Memory Engine has a Quality Score of 67 /100 ( Great ) with 2 views, 0 installs, and 489 GitHub stars. Engram holds a Quality Score of 65 /100 ( Great ) with 2 views, 0 installs, and 7 GitHub stars.

Side-by-Side Model Context Protocol Comparison

Iai Personal Memory Engine vs Engram

In-depth architectural comparison of the Iai Personal Memory Engine and Engram MCP servers. Compare execution transports, security boundaries, tool capabilities, quality scores, and ready-to-paste client installation snippets for Claude, Cursor, Windsurf, and VS Code.

At a Glance & Executive Verdict

Iai Personal Memory Engine

Knowledge & Memory · Local stdio

Quality: 67/100 (Great) | Auth: No auth required

Engram

Knowledge & Memory · Local stdio

Quality: 65/100 (Great) | Auth: No auth required

Verdict Summary: Choose Iai Personal Memory Engine if you need specialized Knowledge & Memory tools running via a local process. Choose Engram if your workspace requires Knowledge & Memory integration with local subprocess execution. Both servers can be configured concurrently in your client's mcpServers manifest.

Which MCP Server Should You Choose?

Choose Iai Personal Memory Engine when:

You need dedicated capabilities in the Knowledge & Memory domain.
You prefer local stdio subprocess transport architecture.
Your security boundary fits: No auth required (Free / Open Source).
Primary tools included: memory_recall, memory_temporal_recall, memory_recall_structural.

Explore Iai Personal Memory Engine Details

Choose Engram when:

You need dedicated capabilities in the Knowledge & Memory domain.
You prefer local stdio subprocess transport architecture.
Your security boundary fits: No auth required (Free / Open Source).
Primary tools included: engram_remember, engram_recall, engram_forget.

Explore Engram Details

Feature & Specification Comparison

Specification	Iai Personal Memory Engine CodeAbra Knowledge & Memory	Engram HBarefoot Knowledge & Memory
Summary	Local memory daemon for any MCP-over-stdio client with three-tier storage (episodic/semantic/procedural). Own SQLite + hnswlib store (Hippo) with bge-small-en-v1.5, MIT-licensed community-detection reranking (MOSAIC), and sleep-cycle consolidation. AES-256-GCM encrypted at rest, no telemetry. Verbatim recall >=99% and post-contradiction Rescue@10 1.000 at honest scale. Ambient capture via shell hooks. Windows support in beta.	Local-first persistent memory for AI agents. SQLite + local embeddings (all-MiniLM-L6-v2), hybrid semantic + FTS5 recall, secret detection, and contradiction handling. 6 MCP tools (remember, recall, forget, feedback, context, status) over stdio. Zero cloud, no API keys, fully offline. Works with Claude Desktop/Code, Cursor, and Windsurf. npm install -g @hbarefoot/engram

Tools & Capabilities Breakdown

Iai Personal Memory Engine Tools (9)

memory_recall

Cue-based recall — returns hits **and anti-hits**: memories that *contradict* the cue surface next to the ones that match, so a stale fact can't masquerade as current.

memory_temporal_recall

Time-anchored recall — *"what did I say about pricing in May?"*

memory_recall_structural

Retrieve by the *shape* of a memory (the HD substrate), not just its embedding.

memory_search

Plain text search over the store.

memory_capture

Write a memory explicitly (ambient capture normally does this for you).

Ready-to-Paste Client Configurations

Paste either (or both) of these JSON server blocks into your client config file (e.g. claude_desktop_config.json or ~/.cursor/mcp.json).

Iai Personal Memory Engine Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "codeabra-iai-personal-memory-engine": {
      "command": "uvx",
      "args": [
        "iai-pme"
      ]
    }
  }
}

Engram Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "hbarefoot-engram": {
      "command": "npx",
      "args": [
        "-y",
        "package"
      ]
    }
  }
}

Frequently Asked Questions

Iai Personal Memory Engine is categorized under Knowledge & Memory and uses a local stdio subprocess. In contrast, Engram belongs to Knowledge & Memory using local stdio subprocess. Select Iai Personal Memory Engine when you need capabilities focused on knowledge & memory and Engram when you require tools for knowledge & memory.

More alternatives to Iai Personal Memory Engine More alternatives to Engram Knowledge & Memory category hub