LLM Provider Intelligence
LLM provider intelligence: recommendations, pricing, and status
我该使用它吗
质量与安全性
A
基于对工具定义和协议合规性的自动分析。
上下文开销
~351token 数（工具定义）
~1.1 KB典型响应大小
对注意力的影响极小（占 128k 上下文窗口的 0.27%）
这是每次将服务器的工具加载到模型上下文窗口时所消耗的大致 token 数。数值越高，可用于其他任务的注意力就越少。
安装
一键安装
将以下内容添加到你的 `claude_desktop_config.json` 文件中：
{
"mcpServers": {
"intel": {
"url": "https://intel.memoryapi.org/mcp"
}
}
}远程端点
https://intel.memoryapi.org/mcpstreamable-http它能做什么
工具清单
工具（3）
🟢 只读🟡 写入🔴 删除⚪ 未知
🟢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.
输入模式
{
"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.
输入模式
{
"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.
输入模式
{
"type": "object",
"properties": {
"provider": {
"type": "string",
"description": "Specific provider slug (e.g. openai-gpt4o). Omit for all."
}
}
}推荐提示词
list_items
List all [items] available in LLM Provider Intelligence
预期工具：
list_providersbrowse_collection
Show me the [collection] from LLM Provider Intelligence
预期工具：
list_providers社区
证据
最近观测
已验证未记录版本3 个工具
已验证未记录版本3 个工具