Indic Normalize MCP Server

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

Remote serverstreamable-httpTypeScript

What is the Indic Normalize MCP server?

Indic Normalize MCP server exists for a simple reason — assistants are far more useful when they can act on Indic Normalize directly instead of describing what you should do. Indic transliteration plus Indian name, address, PIN, PAN, GSTIN normalization.

What you get

Hosted MCP server for Indian-language and Indian-form normalization. Transliterate between 10+ Indic scripts and Latin, detect dominant script, canonicalize Indian personal names (honorifics, spelling variants), parse postal addresses into structured fields, decode PIN codes to localities, and validate PAN / GSTIN with embedded-PAN extraction. For Indian-data ingestion, KYC, and CRM-cleanup LLMs.

Setting it up

Being a remote server, there is no local install. You register the endpoint with your client, authorise it once, and the tools appear.

What the assistant can call

Once Indic Normalize is connected, these are the calls the assistant has available:

  • transliterate — text, source_script, target_script
  • detect_script — text
  • normalize_name — name
  • normalize_address — address
  • pincode_to_locality — pincode
  • state_from_pan — pan
  • gstin_info — gstin

Before you rely on it

  • Your data travels to the provider's service, so the usual questions apply about what you send and what they retain.
  • MCP clients confirm each tool call by default. Leave that on until you have watched what the indic normalize mcp server does with a few real requests.

Choosing this one

This sits in the developer tooling group, where several servers overlap in what they claim to do but differ sharply once you actually set them up. Indic Normalize's toolset — transliterate, detect_script, normalize_name and 4 more — is a fair guide to whether it matches your workflow. It is maintained by guptaprakhariitr; worth a glance at recent repository activity before you build anything load-bearing on it.

This entry was verified against Indic Normalize's own documentation before publication; SyncDev keeps the directory reviewed rather than auto-generated.

Available tools

ToolWhat it does
transliteratetext, source_script, target_script
detect_scripttext
normalize_namename
normalize_addressaddress
pincode_to_localitypincode
state_from_panpan
gstin_infogstin

How to install the Indic Normalize MCP server

Or wire it into your MCP client:

```jsonc
{
  "mcpServers": {
    "indic-normalize": {
      "command": "npx",
      "args": ["-y", "@insnapsprakhar/indic-normalize-mcp"]
    }
  }
}

Configuration as documented by the project. Restart the client after saving.

Example prompts to try

  • Use Indic Normalize to transliterate.
  • Use Indic Normalize to detect script.
  • Use Indic Normalize to normalize name.

Frequently asked questions

It connects Indic Normalize to MCP-compatible AI assistants such as Claude and Cursor, exposing 7 tools (transliterate, detect_script, normalize_name, and more) that the assistant can call on your behalf. Instead of copying data back and forth by hand, the assistant works with Indic Normalize directly.