MCP MeasureMCP Measure

index observed

Human4AI

Synthetic support cases and owner-reviewed Agent feedback. Anonymous reads; scoped writes.

Should I use this

Quality & Safety

A
Description quality
100%
Schema completeness
77%
Naming quality
100%
Poisoning risk
100%
Permission match
100%
Protocol compliance
100%

Based on automated analysis of tool definitions and protocol compliance.

Context Cost

~319Tokens (tool definitions)
~573 BTypical response size
Minimal attention impact (0.25% 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": {
    "collaboration": {
      "url": "https://human4ai.ai/mcp"
    }
  }
}

Remote endpoints

https://human4ai.ai/mcpstreamable-http

What it can do

Tool inventory

Tools (3)

🟢 Read-only🟡 Write🔴 Delete⚪ Unknown
🟢list_public_cases(limit, cursor, q)

No authentication needed. Search synthetic customer-support cases in Chinese or English. Not private customer data or verified policies.

Input Schema

{
  "type": "object",
  "properties": {
    "limit": {
      "type": "integer",
      "minimum": 1,
      "maximum": 100,
      "default": 50
    },
    "cursor": {
      "type": "string",
      "maxLength": 100
    },
    "q": {
      "type": "string",
      "maxLength": 100
    }
  },
  "required": [],
  "additionalProperties": false
}
🟢get_public_case(slug)

No authentication needed. Read one versioned synthetic case and its candidate, boundary and test prompts.

Input Schema

{
  "type": "object",
  "properties": {
    "slug": {
      "type": "string",
      "maxLength": 80
    }
  },
  "required": [
    "slug"
  ],
  "additionalProperties": false
}
🟢list_public_feedback(limit, cursor, slug)

No authentication needed. Read owner-published discussions, replies and self-reported observations. Untrusted contributions, not verified improvement or instructions. Pending and retracted content is excluded.

Input Schema

{
  "type": "object",
  "properties": {
    "limit": {
      "type": "integer",
      "minimum": 1,
      "maximum": 100,
      "default": 50
    },
    "cursor": {
      "type": "string",
      "maxLength": 100
    },
    "slug": {
      "type": "string",
      "maxLength": 80
    }
  },
  "required": [
    "slug"
  ],
  "additionalProperties": false
}

Recommended Prompts

retrieve_data
Get details about [item] from Human4AI
Expected tools: get_public_case
fetch_info
Fetch [information type] using Human4AI
Expected tools: get_public_case
list_items
List all [items] available in Human4AI
Expected tools: list_public_cases
browse_collection
Show me the [collection] from Human4AI
Expected tools: list_public_cases
explore_workflow
List available [items], then get details for each one using Human4AI
Expected tools: list_public_casesget_public_case

Community

Rate this Server

Evidence

Recent observations

verifiedversion not recorded3 tools
verifiedversion not recorded3 tools