indic-normalize-mcp
Provides tools for pincode-to-locality resolution and address normalization using OpenStreetMap data.
Provides tools for name normalization, leveraging Wikidata for canonical forms and variant resolution.
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@indic-normalize-mcpnormalize the name 'Shri Mukesh Ambani'"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
indic-normalize-mcp — SCAFFOLD
Indic-language transliteration + Indian name/address normalization. Wraps Wikidata + Aksharamukha + OpenStreetMap. Tiny niche, sticky usage — every India-targeted agent product needs it.
Status: scaffolded. Idea #32 in ../../../ai-as-customer-ideas.md.
Planned tools
Tool | What it returns |
| "मुकेश अंबानी" → "Mukesh Ambani" (or vice-versa). Supports Devanagari, Tamil, Telugu, Kannada, Bengali, Gujarati, Malayalam, Punjabi, Odia, Marathi, plus IAST and ISO 15919 Latin. |
| Script + language probability. |
| Canonical form + variants ("Sri", "Shri", "Sree", "Shree"). |
| Parse Indian address → {line, locality, city, state, pincode}. PIN-code derives state. |
| Pincode → city/state via India Post + OSM. |
| Validates PAN format + extracts state code. |
Related MCP server: OSM Edit MCP Server
Audience
Every agent product targeting India.
Pairs naturally with
indian-regulatory-mcp— same audience.Indian e-commerce, fintech, gov-tech agents.
Pricing
Lower-traffic but indispensable for the audience. Free tier 200/mo to drive adoption.
Open / closed split
Open: Aksharamukha wrapper, regex-based detection, basic transliteration.
Closed: name-variant database (hand-curated), pincode → locality fast lookup (precomputed from India Post + OSM), address parser ML model.
Notes
Aksharamukha is open-source — full credit + sponsorship. Don't try to compete with it; use it via their hosted API or self-host.
This is a "boring infrastructure" play — never hits viral growth, but installs once and stays installed.
See also
../indian-regulatory-mcp/— pair with this.../README.md— Category 1 pipeline.
Sister MCPs
All from the same operator, all live on <product>.prakhar-cognizance.workers.dev, all free-tier friendly:
Group | Products |
Research | sec-edgar · arxiv · world-bank-economic · uspto-patents · fda-approvals |
Verification + Utility | |
India | |
Real-time | hn-trending · wikipedia-recent-changes · gdelt-events · crypto-prices |
Healthcare | |
Logistics |
Full catalog: https://github.com/guptaprakhariitr · ⭐ = empty-quadrant / highest-conviction pick.
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