MCP MeasureMCP Measure

index observed

LLM Provider Intelligence

LLM provider intelligence: recommendations, pricing, and status

Should I use this

Quality & Safety

A
Description quality
93%
Schema completeness
90%
Naming quality
93%
Poisoning risk
100%
Permission match
100%
Protocol compliance
100%

Based on automated analysis of tool definitions and protocol compliance.

Context Cost

~351Tokens (tool definitions)
~1.1 KBTypical response size
Minimal attention impact (0.27% of 128k context)

This is the approximate number of tokens consumed each time the server's tools are loaded into a model's context. Higher counts reduce the attention available for other tasks.

Install

One-Click Install

Add this to your `claude_desktop_config.json` file:

{
  "mcpServers": {
    "intel": {
      "url": "https://intel.memoryapi.org/mcp"
    }
  }
}

Remote endpoints

https://intel.memoryapi.org/mcpstreamable-http

What it can do

Tool inventory

Tools (3)

🟢 Read-only🟡 Write🔴 Delete⚪ Unknown
🟢recommend_llm(task, priority, require_tool_calling, min_context, max_price_per_million)

Get the best LLM provider for your specific agent task. Returns top 3 ranked recommendations with reasoning.

Input Schema

{
  "type": "object",
  "properties": {
    "task": {
      "type": "string",
      "description": "Task type: tool_calling, reasoning, rag, summarization, high_volume, low_latency, general",
      "default": "general"
    },
    "priority": {
      "type": "string",
      "description": "Optimize for: balanced, cost, speed, quality",
      "default": "balanced"
    },
    "require_tool_calling": {
      "type": "boolean",
      "description": "Only return providers with tool calling support"
    },
    "min_context": {
      "type": "number",
      "description": "Minimum context window needed in tokens"
    },
    "max_price_per_million": {
      "type": "number",
      "description": "Maximum input price per million tokens (USD)"
    }
  }
}
🟢list_providers(tool_calling, x402_native, max_price, best_for)

List LLM providers with their capabilities, pricing, and agent scores. Filter by specific requirements.

Input Schema

{
  "type": "object",
  "properties": {
    "tool_calling": {
      "type": "boolean",
      "description": "Only show providers with tool calling"
    },
    "x402_native": {
      "type": "boolean",
      "description": "Only show x402-native providers"
    },
    "max_price": {
      "type": "number",
      "description": "Max input price per million tokens"
    },
    "best_for": {
      "type": "string",
      "description": "Filter by use case: tool_calling, reasoning, cost, speed, long_context, rag"
    }
  }
}
🟢check_provider_status(provider)

Check operational status and recent latency for one or all LLM providers.

Input Schema

{
  "type": "object",
  "properties": {
    "provider": {
      "type": "string",
      "description": "Specific provider slug (e.g. openai-gpt4o). Omit for all."
    }
  }
}

Recommended Prompts

list_items
List all [items] available in LLM Provider Intelligence
Expected tools: list_providers
browse_collection
Show me the [collection] from LLM Provider Intelligence
Expected tools: list_providers

Community

Rate this Server

Evidence

Recent observations

verifiedversion not recorded3 tools
verifiedversion not recorded3 tools