What is the key difference between Axon NeuroAutomata and Entroly?

Axon NeuroAutomata belongs to the Knowledge & Memory category with cloud HTTP/SSE execution, while Entroly belongs to the Knowledge & Memory category with local stdio execution.

How do I install Axon NeuroAutomata or Entroly 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 Axon NeuroAutomata and Entroly free or paid?

Axon NeuroAutomata operates under a Free / Open Source model (No auth required). Entroly operates under a Free / Open Source model (No auth required).

Which MCP server has more tools and community activity?

Axon NeuroAutomata lists 0 tools with 0 views and 0 GitHub stars. Entroly lists 6 tools with 2 views and 435 GitHub stars.

Can I use both Axon NeuroAutomata and Entroly 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 Axon NeuroAutomata or Entroly 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 Axon NeuroAutomata and Entroly free to use, or do they require API keys?

Axon NeuroAutomata is listed under a Free / Open Source model with No auth required . Entroly 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 Axon NeuroAutomata and Entroly at the same time in my AI client?

Yes! MCP clients support multi-server orchestration. You can include both axon-neuroautomata and juyterman1000-entroly 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, Axon NeuroAutomata has a Quality Score of 42 /100 ( Fair ) with 0 views, 0 installs, and 0 GitHub stars. Entroly holds a Quality Score of 63 /100 ( Good ) with 2 views, 0 installs, and 435 GitHub stars.

Side-by-Side Model Context Protocol Comparison

Axon NeuroAutomata vs Entroly

In-depth architectural comparison of the Axon NeuroAutomata and Entroly 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

Axon NeuroAutomata

Knowledge & Memory · Remote HTTP/SSE

Quality: 42/100 (Fair) | Auth: No auth required

Entroly

Knowledge & Memory · Local stdio

Quality: 63/100 (Good) | Auth: No auth required

Verdict Summary: Choose Axon NeuroAutomata if you need specialized Knowledge & Memory tools running via a hosted cloud SSE transport. Choose Entroly 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 Axon NeuroAutomata when:

You need dedicated capabilities in the Knowledge & Memory domain.
You prefer remote streaming HTTP/SSE transport architecture.
Your security boundary fits: No auth required (Free / Open Source).

Explore Axon NeuroAutomata Details

Choose Entroly 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: Recoverable compression using BM25, entropy, and dependency graph knapsack, Stable prompt prefixing for provider cache discounts, Bayesian routing of tasks to cheaper models.

Explore Entroly Details

Feature & Specification Comparison

Specification	A Axon NeuroAutomata Knowledge & Memory	Entroly juyterman1000 Knowledge & Memory
Summary	Protein analysis: ESM-2/ESMC embeddings, mutation scoring, landscape scans, ESMFold structure.	Auditable context control plane and MCP server for AI coding agents. Compresses context 70–95% (BM25 + entropy + dep-graph knapsack), stabilizes prompt prefixes for provider cache discounts, routes easy tasks to cheaper models (RAVS Bayesian router), and verifies answers locally with WITNESS hallucination guard (0.844 AUROC, $0, 3 ms). MemoryOS adds local budget-aware working/episodic/semantic memory with decay, safety scanning, and durable persistence. 38 agent integrations (Cursor, Claude Code, Codex, Aider, and more). Ships as MCP server (entroly serve), HTTP proxy, or Python/Rust library. Apache-2.0, local-first. pip install entroly
Category & Scope

Tools & Capabilities Breakdown

Axon NeuroAutomata Tools (0)

No explicit tool names declared in metadata yet. Check project README on main listing page.

Entroly Tools (6)

Recoverable compression using BM25, entropy, and dependency graph knapsack

Stable prompt prefixing for provider cache discounts

Bayesian routing of tasks to cheaper models

Local hallucination guard with WITNESS (0.844 AUROC)

MemoryOS with working, episodic, and semantic memory plus decay and persistence

Auditable receipts documenting context selection decisions

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).

Axon NeuroAutomata Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "axon-neuroautomata": {
      "url": "https://neuroautomata.axonagentic.ai"
    }
  }
}

Entroly Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "juyterman1000-entroly": {
      "command": "uvx",
      "args": [
        "entroly"
      ]
    }
  }
}

Frequently Asked Questions

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

More alternatives to Axon NeuroAutomata More alternatives to Entroly Knowledge & Memory category hub