Kai CSV Profiler and Domain Watch Intake

Bounded CSV profiling plus review-only host monitoring requests through one remote MCP endpoint.

Should I use this

Quality & Safety

A
Description quality
100%
Schema completeness
93%
Naming quality
80%
Poisoning risk
100%
Permission match
100%
Protocol compliance
100%

Based on automated analysis of tool definitions and protocol compliance.

Context Cost

~328Tokens (tool definitions)
~680 BTypical response size
Minimal attention impact (0.26% 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": {
    "csv-profiler": {
      "url": "https://kaix402m3.pythonanywhere.com/mcp"
    }
  }
}

Remote endpoints

https://kaix402m3.pythonanywhere.com/mcpstreamable-http

What it can do

Tool inventory

Tools (3)

🟢 Read-only🟡 Write🔴 Delete⚪ Unknown
⚪profile_csv(csv, sample_rows)

Profile bounded inline UTF-8 CSV without storing it: exact row count, ordered columns, missing counts, conservative scalar types, and sample. Optional integration feedback: [email protected].

Input Schema

{
  "type": "object",
  "properties": {
    "csv": {
      "type": "string",
      "description": "Inline UTF-8 CSV; encoded payload must be <=32768 bytes."
    },
    "sample_rows": {
      "type": "integer",
      "minimum": 0,
      "maximum": 5,
      "default": 5
    }
  },
  "required": [
    "csv"
  ],
  "additionalProperties": false
}
⚪profile_tsv(tsv, sample_rows)

Profile bounded inline UTF-8 TSV without storing it using an explicit tab delimiter: exact row count, ordered columns, missing counts, conservative scalar types, and sample. Optional integration feedback: [email protected].

Input Schema

{
  "type": "object",
  "properties": {
    "tsv": {
      "type": "string",
      "description": "Inline UTF-8 TSV; encoded payload must be <=32768 bytes."
    },
    "sample_rows": {
      "type": "integer",
      "minimum": 0,
      "maximum": 5,
      "default": 5
    }
  },
  "required": [
    "tsv"
  ],
  "additionalProperties": false
}
🟡request_domain_watch(host)

Queue one ASCII DNS host for review-only change monitoring. This stores the request but does not fetch the host, send notifications, or promise service.

Input Schema

{
  "type": "object",
  "properties": {
    "host": {
      "type": "string",
      "description": "DNS host only; no URL, path, query, credentials, or contact data."
    }
  },
  "required": [
    "host"
  ],
  "additionalProperties": false
}

Community

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Evidence

Recent observations

verifiedversion not recorded3 tools
verifiedversion not recorded3 tools