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Is Indic Normalize reliable?

Not measured yet Not measured yet. Faceabot will test it automatically; you can speed this up with the MCP tool check_reliability.

En français : Pas encore mesuré. Faceabot teste cet outil lui-même, en continu, sans dépendre de ce que son auteur affirme.

What it does

Indic transliteration plus Indian name, address, PIN, PAN, GSTIN normalization.

Source: official MCP registry (registry.modelcontextprotocol.io) · version 0.2.1 · publisher website
Connect your agent
{
  "mcpServers": {
    "indic-normalize-mcp": {
      "url": "https://indic-normalize-mcp.atlasword.workers.dev/mcp"
    }
  }
}
Or ask Faceabot first: MCP tool check_reliability {"id":"io.github.guptaprakhariitr/indic-normalize-mcp"} on https://faceabot.com/api/mcp.
Does it actually do the job?

Not tested with a real task yet. Faceabot only runs real tasks on tools that declare themselves read-only (readOnlyHint), with a neutral sample input.

Faceabot measurements

No measurement yet.

Method: MCP initialize then tools/list from Faceabot (FaceabotProbe/1.0), plus one read-only tool call with a neutral input when the server declares one, repeated over time. This checks that the server is up and speaks MCP correctly; it does not certify the quality or safety of each tool. How measurement works.

Similar tools

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Package npm : ja-normalize-mcp · website · measurements and details
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URL Normalize Not measured yet

Return origin, host, and path. Query and fragment are dropped.

MCP endpoint : https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/url-normalize/mcp · website · measurements and details
GST Validator Not measured yet

Validate Indian GSTINs locally (Verhoeff), extract PAN, identify issuing state.

MCP endpoint : https://gst-validator-mcp.atlasword.workers.dev/mcp · website · measurements and details
Statement Normalizer Not measured yet

Deterministic bank-statement parsing: messy CSV/OFX to clean categorized rows. In-memory only.

MCP endpoint : https://statement-normalizer.mcpize.run · website · measurements and details
Publisher of Indic Normalize?

Show your measured reliability on your README or website:

Faceabot reliability badge for Indic Normalize

[![Measured by Faceabot](https://faceabot.com/badge/io.github.guptaprakhariitr/indic-normalize-mcp.svg)](https://faceabot.com/tools/io.github.guptaprakhariitr/indic-normalize-mcp)
Data in JSON: /api/catalog?id=io.github.guptaprakhariitr/indic-normalize-mcp · Stop probes: POST /api/reliability/opt-out

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