What is the key difference between Agentkits Memory and Celiums Memory?

Agentkits Memory belongs to the Knowledge & Memory category with local stdio execution, while Celiums Memory belongs to the Knowledge & Memory category with cloud HTTP/SSE execution.

How do I install Agentkits Memory or Celiums Memory 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 Agentkits Memory and Celiums Memory free or paid?

Agentkits Memory operates under a Free / Open Source model (No auth required). Celiums Memory operates under a Free / Open Source model (API Key required).

Which MCP server has more tools and community activity?

Agentkits Memory lists 6 tools with 4 views and 63 GitHub stars. Celiums Memory lists 6 tools with 2 views and 22 GitHub stars.

Can I use both Agentkits Memory and Celiums Memory 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 Agentkits Memory or Celiums Memory 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 Agentkits Memory and Celiums Memory free to use, or do they require API keys?

Agentkits Memory is listed under a Free / Open Source model with No auth required . Celiums Memory operates under a Free / Open Source model with API Key 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 Agentkits Memory and Celiums Memory at the same time in my AI client?

Yes! MCP clients support multi-server orchestration. You can include both aitytech-agentkits-memory and celiums-celiums-memory 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, Agentkits Memory has a Quality Score of 56 /100 ( Good ) with 4 views, 0 installs, and 63 GitHub stars. Celiums Memory holds a Quality Score of 56 /100 ( Good ) with 2 views, 0 installs, and 22 GitHub stars.

Side-by-Side Model Context Protocol Comparison

Agentkits Memory vs Celiums Memory

In-depth architectural comparison of the Agentkits Memory and Celiums Memory 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

Agentkits Memory

Knowledge & Memory · Local stdio

Quality: 56/100 (Good) | Auth: No auth required

Celiums Memory

Knowledge & Memory · Remote HTTP/SSE

Quality: 56/100 (Good) | Auth: API Key required

Verdict Summary: Choose Agentkits Memory if you need specialized Knowledge & Memory tools running via a local process. Choose Celiums Memory if your workspace requires Knowledge & Memory integration with remote web transport. Both servers can be configured concurrently in your client's mcpServers manifest.

Which MCP Server Should You Choose?

Choose Agentkits Memory 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: 100% local SQLite database storage with no cloud or API keys, Hybrid search: full-text (FTS5) plus vector embeddings for semantic similarity, Automatic session tracking and context injection via hooks.

Explore Agentkits Memory Details

Choose Celiums Memory when:

You need dedicated capabilities in the Knowledge & Memory domain.
You prefer remote streaming HTTP/SSE transport architecture.
Your security boundary fits: API Key required (Free / Open Source).
You have access to required keys: PORT, DATABASE_URL, SQLITE_PATH, QDRANT_URL, VALKEY_URL, CELIUMS_API_KEY, CELIUMS_LLM_API_KEY, KNOWLEDGE_API_URL.

Feature & Specification Comparison

Specification	Agentkits Memory aitytech Knowledge & Memory	Celiums Memory celiums Knowledge & Memory
Summary	Persistent memory for AI coding assistants with hybrid search (FTS5 + vector embeddings), session tracking, automatic context hooks, and web viewer. SQLite-based with no daemon process — works with Claude Code, Cursor, Windsurf, and any MCP client.	Cognitive memory engine with 5,100+ knowledge modules, circadian rhythm awareness, and emotional state tracking (PAD model). Hybrid search (PostgreSQL + Qdrant vectors + Valkey cache), per-user memory isolation, and multi-protocol support (MCP, REST, OpenAI, LangChain, A2A). npx @celiums/memory Website
Category & Scope

Tools & Capabilities Breakdown

Agentkits Memory Tools (6)

100% local SQLite database storage with no cloud or API keys

Hybrid search: full-text (FTS5) plus vector embeddings for semantic similarity

Automatic session tracking and context injection via hooks

Background workers for AI enrichment and data compression

Web viewer UI for browsing, searching, and editing memories

Cross-platform compatibility with multiple AI coding MCP clients

Celiums Memory Tools (6)

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).

Agentkits Memory Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "aitytech-agentkits-memory": {
      "command": "npx",
      "args": [
        "-y",
        "@aitytech/agentkits-memory"
      ]
    }
  }
}

Celiums Memory Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "celiums-celiums-memory": {
      "url": "https://img.shields.io/badge/license-Apache%202.0-blue.svg)](LICENSE"
    }
  }
}

Frequently Asked Questions

Agentkits Memory is categorized under Knowledge & Memory and uses a local stdio subprocess. In contrast, Celiums Memory belongs to Knowledge & Memory using remote streaming HTTP/SSE transport. Select Agentkits Memory when you need capabilities focused on knowledge & memory and Celiums Memory when you require tools for knowledge & memory.

More alternatives to Agentkits Memory More alternatives to Celiums Memory Knowledge & Memory category hub