What is the key difference between The Aggregate — LLM benchmark aggregate and Echo Mcp?

The Aggregate — LLM benchmark aggregate belongs to the Developer Tools category with cloud HTTP/SSE execution, while Echo Mcp belongs to the Developer Tools category with local stdio execution.

How do I install The Aggregate — LLM benchmark aggregate or Echo Mcp 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 The Aggregate — LLM benchmark aggregate and Echo Mcp free or paid?

The Aggregate — LLM benchmark aggregate operates under a Free / Open Source model (No auth required). Echo Mcp operates under a Free / Open Source model (No auth required).

Which MCP server has more tools and community activity?

The Aggregate — LLM benchmark aggregate lists 8 tools with 0 views and 0 GitHub stars. Echo Mcp lists 5 tools with 3 views and 10 GitHub stars.

Can I use both The Aggregate — LLM benchmark aggregate and Echo Mcp 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 The Aggregate — LLM benchmark aggregate or Echo Mcp 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 The Aggregate — LLM benchmark aggregate and Echo Mcp free to use, or do they require API keys?

The Aggregate — LLM benchmark aggregate is listed under a Free / Open Source model with No auth required . Echo Mcp 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 The Aggregate — LLM benchmark aggregate and Echo Mcp at the same time in my AI client?

Yes! MCP clients support multi-server orchestration. You can include both the-aggregate-llm-benchmark-aggregate-2 and brunokrugel-echo-mcp 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, The Aggregate — LLM benchmark aggregate has a Quality Score of 43 /100 ( Fair ) with 0 views, 0 installs, and 0 GitHub stars. Echo Mcp holds a Quality Score of 49 /100 ( Fair ) with 3 views, 0 installs, and 10 GitHub stars.

Side-by-Side Model Context Protocol Comparison

The Aggregate — LLM benchmark aggregate vs Echo Mcp

In-depth architectural comparison of the The Aggregate — LLM benchmark aggregate and Echo Mcp 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

The Aggregate — LLM benchmark aggregate

Developer Tools · Remote HTTP/SSE

Quality: 43/100 (Fair) | Auth: No auth required

Echo Mcp

Developer Tools · Local stdio

Quality: 49/100 (Fair) | Auth: No auth required

Verdict Summary: Choose The Aggregate — LLM benchmark aggregate if you need specialized Developer Tools tools running via a hosted cloud SSE transport. Choose Echo Mcp if your workspace requires Developer Tools integration with local subprocess execution. Both servers can be configured concurrently in your client's mcpServers manifest.

Which MCP Server Should You Choose?

Choose The Aggregate — LLM benchmark aggregate when:

You need dedicated capabilities in the Developer Tools domain.
You prefer remote streaming HTTP/SSE transport architecture.
Your security boundary fits: No auth required (Free / Open Source).
Primary tools included: get_leaderboard, search_models, get_model.

Explore The Aggregate — LLM benchmark aggregate Details

Choose Echo Mcp when:

You need dedicated capabilities in the Developer Tools domain.
You prefer local stdio subprocess transport architecture.
Your security boundary fits: No auth required (Free / Open Source).
Primary tools included: Zero configuration for existing Echo APIs, Supports Swaggo, raw OpenAPI, and manual schemas, Endpoint inclusion and exclusion filtering.

Explore Echo Mcp Details

Feature & Specification Comparison

Specification	T The Aggregate — LLM benchmark aggregate Developer Tools	Echo Mcp BrunoKrugel Developer Tools
Summary	Fused LLM rankings: one IRT/Elo scale across ~5,000 public benchmark leaderboards, updated daily.	A zero-configuration Go library to automatically expose any existing Echo web framework APIs as MCP tools.
Category & Scope	Developer Tools	Developer Tools

Tools & Capabilities Breakdown

The Aggregate — LLM benchmark aggregate Tools (8)

get_leaderboard

Top of the cross-benchmark aggregate ranking: every model placed on one Elo scale by an IRT model fit over ~5,000 public benchmark leaderboards. Supports paging via limit/offset.

search_models

Find ranked models by (partial) name or provider. Returns rank, Elo and the model page URL.

get_model

One model in depth: aggregate rank, Elo with standard error, provider, what it is, cost per task where known, and its most notable benchmark results (with percentiles).

compare_models

Head-to-head between 2-4 models: aggregate ranks, Elo gap with a significance note based on the standard errors, and notable benchmarks they share.

search_benchmarks

Find benchmarks in the aggregate by (partial) name. Returns model coverage, difficulty on the Elo scale, and the benchmark page URL.

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).

The Aggregate — LLM benchmark aggregate Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "the-aggregate-llm-benchmark-aggregate-2": {
      "url": "https://theaggregate.ai/mcp"
    }
  }
}

Echo Mcp Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "brunokrugel-echo-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/inspector"
      ]
    }
  }
}

Frequently Asked Questions

The Aggregate — LLM benchmark aggregate is categorized under Developer Tools and uses a remote streaming HTTP/SSE transport. In contrast, Echo Mcp belongs to Developer Tools using local stdio subprocess. Select The Aggregate — LLM benchmark aggregate when you need capabilities focused on developer tools and Echo Mcp when you require tools for developer tools.

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