MCP.Market

Namaste America MCP server

online · 100% uptime
by namasteamerica.us·us.namasteamerica/namaste-america·v0.1.0

Agent-first directory for Indians from India in the USA — restaurants, temples, events & more.

B73/100grade B
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Namaste America tools (66, 4 write)

write = sends, deletes, buys or posts
  • ask_community_questionFree

    Ask the Namaste America community a question on behalf of a signed-in member. `member_email` must be the authenticated member's email (not free text) — it attributes the question and guards against spam. Questions are moderated: clean ones publish immediately, others are held for review. Returns {'ok', 'id', 'slug', 'status'} or {'ok': False, 'error'}.

  • follow_cityFree

    Follow a city so the member is notified of new events there (e.g. "Plano, TX"). `member_email` must be the authenticated member's email. Returns {'ok'} or {'ok': False, 'error'}.

  • get_apparel_detailsFree

    Full canonical record for one apparel/jewelry store, plus its version history.

  • get_community_answersFree

    A community question + its published answers (Dost's AI answer first, then community answers by upvotes). `slug` comes from search_community_questions. Returns the question with an `answers` list, or {'error': 'not_found'}.

  • get_community_detailsFree

    Full canonical record for one community organization, plus its version history.

  • get_education_detailsFree

    Full canonical record for one education/tutoring listing, plus its version history.

  • get_event_detailsFree

    Full canonical record for one event, plus its version history.

  • get_festival_datesFree

    Upcoming Indian & South-Asian festival dates for planning in the USA. With no `query`, returns the next `limit` festivals soonest-first. With a `query` (e.g. "Diwali", "when is holi"), returns the single soonest matching festival. Each item has name, date (ISO), days_until, emoji and a greeting. IMPORTANT: many Hindu/Sikh/Jain/Muslim festivals follow lunar calendars, so these dates are best-effort — always tell the user to confirm the exact date with their local temple, gurdwara, mosque or a panchang. Returns {'results': [...], 'note': ...}.

  • get_finance_detailsFree

    Full canonical record for one finance/tax listing, plus its version history.

  • get_grocery_detailsFree

    Full canonical record for one grocery store, plus its version history.

  • get_h1b_sponsor_detailsFree

    Full details for one H-1B sponsor (the id from search_h1b_sponsors). Returns the sponsor record (employer, certified counts, wages, top titles/states/cities, ...) or {'error': 'not_found'}. Aggregated from U.S. Department of Labor LCA disclosure data.

  • get_indian_apparelFree

    Find Indian apparel & jewelry stores (sarees, lehengas, ethnic wear, gold jewelers). Provide a point (`lat`+`lng`, optional `radius_miles`) or `city`/`state`. Filter by `tag` (e.g. "saree", "bridal", "gold", "jewelry", "tailoring") or `open_now`.

  • get_indian_communityFree

    Find Indian community organizations & cultural associations (regional samaj/sangam, cultural centers, Indo-American associations). Provide a point (`lat`+`lng`) or `city`/`state`. Filter by `tag` (e.g. a region like "telugu", "gujarati", or "association"/"cultural_center").

  • get_indian_educationFree

    Find Indian-American education & tutoring (heritage/language schools, Bal Vihar, coaching). Provide a point (`lat`+`lng`, optional `radius_miles`) or `city`/`state`. Filter by `tag` (e.g. "language_school", "heritage", "tutoring").

  • get_indian_eventsFree

    Find upcoming Indian-American community events (festivals, garba, concerts, puja). Provide a point (`lat`+`lng`, optional `radius_miles`) or `city`/`state`. Filter by `category` ("festival", "garba", "concert", "puja", …) or `tag` ("diwali", "holi", …). Returns UPCOMING events by default (soonest first); set `include_past=true` for history. Each event has `start_at`/`end_at`, venue, category and a description. Use `offset` to page (the response's `has_more` says whether another page exists).

  • get_indian_financeFree

    Find Indian-American CPAs, tax preparers & financial advisors. Provide a point (`lat`+`lng`, optional `radius_miles`) or `city`/`state`. Filter by `tag` (e.g. "cpa", "tax", "financial_advisor").

  • get_indian_groceriesFree

    Find Indian grocery stores (desi groceries / supermarkets). Provide a point (`lat`+`lng`, optional `radius_miles`) or `city`/`state`. Optional `region_tag` (e.g. "Gujarati"), `tag` (e.g. "spices", "halal"), `open_now`. Records include description, store type, tags, hours, region and `open_now`.

  • get_indian_legalFree

    Find Indian-American immigration attorneys & law firms. Provide a point (`lat`+`lng`, optional `radius_miles`) or `city`/`state`. Filter by `tag` (e.g. "immigration").

  • get_indian_movies_in_theatersFree

    List Indian-language movies currently playing in US theaters (Hindi, Telugu, Tamil, Malayalam, Kannada, Punjabi, Bengali, Marathi, Gujarati). Optional `language` filters to one (e.g. "Telugu"). Each movie includes `title`, `language`, `poster_url`, `overview`, `release_date`, `genres`, and a `ticket_url` — a "find showtimes / buy tickets" search link (per-theater showtimes are not available via a free source). Data from TMDB.

  • get_indian_professionalsFree

    Find Indian-American healthcare professionals (doctors, dentists, clinics, pharmacies). Provide a point (`lat`+`lng`, optional `radius_miles`) or `city`/`state`. Filter by `profession_type` ("doctors", "dentist", "clinic", "pharmacy"), `speciality` (e.g. "pediatrics", "cardiology", "ayurveda"), `tag`, or `open_now`. Note: these are matched from public data via an Indian-name signal, so a `confidence_score` is included.

  • get_indian_realestateFree

    Find Indian-American realtors & real-estate agencies. Provide a point (`lat`+`lng`, optional `radius_miles`) or `city`/`state`. Filter by `tag` (e.g. "agency", "mortgage").

  • get_indian_restaurantsFree

    Find Indian restaurants by location and/or filters. Provide either a point (`lat`+`lng`, optionally `radius_miles`) or `city`/`state`. Optional filters: `region_tag` (e.g. "Gujarati", "South Indian"), `dietary_tags` (any of "vegetarian", "vegan", "halal", "jain"), `tag` (a keyword/dish like "biryani", "dosa", "catering"), `open_now` (only places open at the current time), `featured_only`. Use `offset` (e.g. offset=25 after a limit=25 page) to page further; the response's `has_more` says whether another page exists. Each record includes a `description`, `tags`, a `confidence_score` (0-1), an `is_featured` flag, an `open_now` flag (true/false/null), and `distance_miles` when a point was supplied.

  • get_indian_salonsFree

    Find Indian beauty salons (threading, henna/mehndi, hair, bridal). Provide a point (`lat`+`lng`, optional `radius_miles`) or `city`/`state`. Filter by `tag` (e.g. "threading", "henna", "bridal") or `open_now`. Records include description, services (tags), hours and an `open_now` flag.

  • get_indian_servicesFree

    Find Indian community services (money transfer/remittance, banks, immigration/visa, travel agents, tax/insurance). Provide a point (`lat`+`lng`, optional `radius_miles`) or `city`/`state`. Filter by `tag` (e.g. "money-transfer", "immigration", "travel", "tax") or `open_now`.

  • get_indian_studiosFree

    Find Indian yoga & cultural studios (yoga, classical dance, music, language classes). Provide a point (`lat`+`lng`, optional `radius_miles`) or `city`/`state`. Filter by `tag` (e.g. "yoga", "bharatanatyam", "kathak", "tabla", "carnatic") or `open_now`.

  • get_indian_sweetsFree

    Find Indian sweets shops (mithai) & bakeries. Provide a point (`lat`+`lng`, optional `radius_miles`) or `city`/`state`. Filter by `tag` (e.g. "mithai", "jalebi", "bakery", "eggless") or `open_now`.

  • get_indian_templesFree

    Find Indian-American temples (Hindu/Sikh/Jain places of worship). Provide a point (`lat`+`lng`, optional `radius_miles`) or `city`/`state`. Filter by `religion` ("hindu", "sikh", "jain"), `denomination` (e.g. "swaminarayan"), `tag`, or `open_now`. Records include description, deity, region, tags, hours and `open_now`.

  • get_legal_detailsFree

    Full canonical record for one immigration/legal listing, plus its version history.

  • get_movie_detailsFree

    Full details for one Indian movie (the id from get_indian_movies_in_theaters). Returns the movie record (title, language, overview, release_date, genres, poster_url, ...) or {'error': 'not_found'}. Movie data from TMDB; this product uses the TMDB API but is not endorsed or certified by TMDB.

  • get_offersFree

    Live offers & announcements posted by Indian-American business owners (e.g. "20% off thalis this week", "new weekend Garba class"), optionally filtered by city/state/vertical. Returns current, non-expired owner posts with the listing they belong to. Great for "any deals near me this week". Returns {'count', 'results': [{title, body, kind, vertical, listing_id, name, city, state, created_at, expires_at}]}.

  • get_professional_detailsFree

    Full canonical record for one professional/practice, plus its version history.

  • get_realestate_detailsFree

    Full canonical record for one real-estate listing, plus its version history.

  • get_restaurant_detailsFree

    Fetch the full canonical record for one restaurant, plus its version history.

  • get_reviewsFree

    Published community reviews for a listing (newest first) + its rolled-up community rating. The community rating is first-party (visitor-submitted) and is separate from any web-harvested `rating` returned by the get_/search_ tools. Each review includes the business owner's public reply when they've responded. Returns {'community_rating', 'community_rating_count', 'reviews': [{rating, title, body, author, created_at, owner_reply, owner_reply_at}]}.

  • get_salon_detailsFree

    Full canonical record for one salon, plus its version history.

  • get_service_detailsFree

    Full canonical record for one service business, plus its version history.

  • get_studio_detailsFree

    Full canonical record for one studio, plus its version history.

  • get_sweets_detailsFree

    Full canonical record for one sweets shop / bakery, plus its version history.

  • get_temple_detailsFree

    Full canonical record for one temple, plus its version history.

  • get_today_highlightsFree

    What's happening in Indian America today, optionally for a city + languages — the upcoming festival (+ approximate tithi), soonest events nearby, Indian movies in theaters, places newly added in the city, a culture/immigration nugget, and trending community questions. `languages` is a comma-separated list (e.g. "Telugu,Hindi"). Great for a daily briefing. Returns the assembled feed; date fields are ISO. Lunar festival/tithi dates are approximate — tell users to confirm locally.

  • list_followsFree

    What a member follows (cities + categories). `member_email` must be the authenticated member's email. Returns {'count', 'results': [{kind, value}]}.

  • list_saved_placesFree

    A member's saved places (each joined to its live listing). `member_email` must be the authenticated member's email. Returns {'count', 'results': [{vertical, id, name, city, state}]}.

  • save_placeFree

    Save a listing to a signed-in member's list. `member_email` must be the authenticated member's email. `vertical` + `listing_id` come from the get_/search_ tools. Returns {'ok', 'name'} or {'ok': False, 'error'}.

  • search_allFree

    Search across ALL Indian-American verticals at once — restaurants, temples, groceries, healthcare professionals, beauty salons, events, apparel & jewelry, sweets & bakeries, yoga/dance studios, and community services. Use for broad queries like "Indian things near me in Edison NJ" or "vegetarian South Indian". Results are ranked by relevance: an exact name match ranks first, then by keyword/semantic similarity, proximity (pass `lat`+`lng`) and freshness. Each result is tagged with its `vertical`. Optionally constrain by `city`/`state`.

  • search_apparel_by_textFree

    Free-text/semantic search over Indian apparel & jewelry stores.

  • search_community_by_textFree

    Free-text/semantic search over Indian community organizations & associations.

  • search_community_questionsFree

    Search the Namaste America community Q&A — real questions Indians in the USA ask and answer ("Telugu-speaking pediatrician in Plano?", "best sweets for Diwali in Edison?"). Returns published questions matching the query, most-answered first, each with a `slug` you can pass to get_community_answers. A grounded, community-sourced complement to the listings + knowledge base. Returns {'count', 'results': [{slug, title, city, state, vertical, answer_count}]}.

  • search_education_by_textFree

    Free-text/semantic search over Indian-American education & tutoring.

  • search_events_by_textFree

    Free-text/semantic search over Indian-American events (incl. past, for history). `offset` pages.

  • search_finance_by_textFree

    Free-text/semantic search over Indian-American CPAs, tax preparers & financial advisors.

  • search_groceries_by_textFree

    Free-text/semantic search over Indian grocery stores (name/region/store type).

  • search_h1b_sponsorsFree

    Search US employers that sponsor H-1B visas — the visa most Indians-from-India use to work in the USA. Filter by employer name (`query`) and/or worksite `state` (2-letter). Ranked by number of certified Labor Condition Applications. Each result has `certified` (count), `median_wage`, `top_titles`, `top_states`, `top_cities`. Aggregated public figures from U.S. DOL disclosure data.

  • search_knowledgeFree

    Grounded answers from the Namaste America knowledge base — culture, festivals, visa/H-1B, tax, banking, and newcomer/settling-in guides for Indians from India living in the USA. Returns the top matching passages, each with the source document's title + url so you can cite it. Optionally scope to a `vertical`. Use this for factual "how/what/when" questions rather than the listing-search tools. Returns {'count', 'results': [{text, title, url, source_type, vertical}]}.

  • search_legal_by_textFree

    Free-text/semantic search over Indian-American immigration attorneys & law firms.

  • search_professionals_by_textFree

    Free-text/semantic search over Indian-American healthcare professionals.

  • search_realestate_by_textFree

    Free-text/semantic search over Indian-American realtors & real-estate agencies.

  • search_restaurants_by_textFree

    Free-text search over restaurant name/cuisine/region, ranked by relevance. Optionally constrain to a `city`/`state`. Featured listings are surfaced first. Use `offset` to page further (the response's `has_more` says whether another page exists).

  • search_salons_by_textFree

    Free-text/semantic search over Indian beauty salons.

  • search_services_by_textFree

    Free-text/semantic search over Indian community services.

  • search_studios_by_textFree

    Free-text/semantic search over Indian yoga/dance/music studios.

  • search_sweets_by_textFree

    Free-text/semantic search over Indian sweets shops & bakeries.

  • search_temples_by_textFree

    Free-text/semantic search over temples (name/deity/denomination/region).

  • submit_correctionwrite actionFree

    Propose a correction to a listing field (agents/users reporting bad data). `vertical` is the category key (default 'restaurants'); `listing_id` is the id from that category's get_/search_ tools. Correctable restaurant fields: phone, email, website, menu_url, address_full, city, state, region_tag, price_range, cuisine_type, festival_specials. The correction is stored and applied by the Feedback agent — automatically for unclaimed listings, or routed to a human for claimed/featured ones. Identity fields (name, coordinates) are not correctable. Structured field corrections currently apply to restaurants; for other categories use submit_review to flag issues (or the owner portal). Returns {ok, feedback_id|error}.

  • submit_listingwrite actionFree

    Submit a new Indian-American business/listing for REVIEW — it does NOT go live automatically. `vertical` is the category key (restaurants, temples, groceries, professionals, salons, apparel, sweets, studios, services, community, legal, education, realestate, finance — not events, which are agent-managed). The submission enters a human moderation queue and is published only after an admin approves it. `name` is required; provide as much else as you can. Returns {'ok', 'id'} or {'ok': False, 'error': 'bad_vertical'|'name_required'}.

  • submit_reviewwrite actionFree

    Submit a community review (1-5 star rating + optional text) for a listing. `vertical` is the category key (restaurants, temples, groceries, professionals, salons, apparel, sweets, studios, services, community, legal, education, realestate, finance) and `listing_id` is the id returned by that category's get_/search_ tools. Reviews are moderated: clean ones publish immediately and spam/abusive ones are held for human review. Returns {'ok', 'id', 'status'}.

  • unsave_placewrite actionFree

    Remove a listing from a member's saved list. `member_email` must be the authenticated member's email. Returns {'ok': True}.

Public scan report

scanner v0.1.9 · 2026-09-26 · same rubric, same numbers if you re-run it

1 high
  • –Code scanremote-only server, no package to scann/a
  • Live reliabilityremote reachable in 1190ms20/20
  • Tool poisoning66 tool descriptions checked15/15
  • Auth qualityopen endpoint exposes 4 write-action tools with no auth3/15
  • Maintenancelast push 65 days ago12/15
  • Maintainer identitynamespace and repository owner differ; website matches verified namespace5/10

Findings (1)

  • highWrite-action tools reachable without authenticationauth.open-write
Overall 73/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON

How Namaste America compares

Against every graded AI and agents MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score
73/100
higher than 42% of 4,460 AI and agents servers
Tools
66
the typical AI and agents server has 6
Tools that change things
6%
typical: 0%. Fewer write tools means less an agent can break
Uptime
100%
of our recent checks; the typical remote AI and agents server answers 100%
Response time
352 ms
faster than 40% of 2,331 AI and agents servers

What its tools let an agent do: 61 read · 1 create · 4 change

Install Namaste America in Claude Code, Cursor or VS Code

claude mcp add --transport http namaste-america https://namasteamerica.us/mcp
Add to Cursor

What the publisher says

From the Namaste America repository's README, as published. We do not edit it. Read it on GitHub

Indian–American Diaspora MCP Server

Agent-first, agent-only data layer for the Indian-American diaspora. Phase 1: Indian restaurants (USA). This repo is the walking skeleton from the architecture blueprint:

getrestaurantdetails, searchrestaurantsbytext, findunclaimedrestaurants, draftclaimoutreach, submitcorrection), temple capabilities (getindiantemples, gettempledetails, searchtemplesbytext) and grocery capabilities (getindiangroceries, getgrocerydetails, searchgroceriesbytext) professional capabilities (getindianprofessionals, …), salon capabilities (getindiansalons, …), and a cross-vertical searchall** that searches every vertical at once (each result tagged with its vertical).

  • MCP server exposing restaurant capabilities (getindianrestaurants,

versioning.

  • Data pipeline: scrape → raw → clean/enrich/score → approval queue → canonical table →
  • One real scraper: OpenStreetMap Overpass (public, ODbL-licensed, no login, ToS-safe).
  • Storage: PostgreSQL (+ pgvector for future embedding search) via Docker Compose.

Connect (live MCP server)

The hosted server is remote (no install) over streamable‑HTTP:

  • Endpoint: https://namasteamerica.us/mcp (transport: streamable-http, auth: none, read‑only)
  • Descriptor: https://namasteamerica.us/.well-known/mcp.json · Docs: https://namasteamerica.us/for-agents
{ "mcpServers": { "namaste-america": { "type": "streamable-http", "url": "https://namasteamerica.us/mcp" } } }

Tools (per vertical: restaurants, temples, groceries, professionals, salons, events, apparel, sweets, studios, services, community, legal, education, real estate, finance): getindian, searchbytext, getdetails, and a cross‑vertical searchall. Each result is JSON with address, geo, hours, contact, ratings, and languages.

Publishing to the official MCP registry: the manifest is server.json (namespace

us.namasteamerica, verified via DNS). Install the CLI (mcp-publisher), authenticate the domain

(mcp-publisher login dns --domain namasteamerica.us, then add the TXT record it prints), and run

mcp-publisher publish.

Architecture (Phase 1)

OSM Overpass ──▶ restaurant_raw ──▶ clean()+score() ──▶ approval_queue ──▶ restaurants
   (scraper)        (JSONB)            (pipeline)         (high-risk only)   (canonical)
                                                                                 │
                                                                                 ▼
                                                                        restaurant_versions
                                                                                 │
                                                                                 ▼
                                                                     MCP tools (FastMCP)

Low-risk new inserts are auto-applied (configurable); updates to claimed/featured listings are routed to the human approval queue.

Quick start

Requires Docker Desktop and Python 3.11+.

# 1. Start Postgres (with pgvector)
docker compose up -d

# 2. Create a virtualenv and install
python -m venv .venv
.\.venv\Scripts\Activate.ps1
pip install -e .

# 3. Configure env
copy .env.example .env   # default DATABASE_URL already points at the docker container

# 4. Initialise the schema
python -m indo_usa_mcp.cli init-db

# 5. Scrape one metro from OpenStreetMap, then process raw -> canonical
python -m indo_usa_mcp.cli scrape --metro bay_area
python -m indo_usa_mcp.cli process

# 6. Inspect
python -m indo_usa_mcp.cli stats

# 7. Run the MCP server (stdio transport)
python -m indo_usa_mcp.server

CLI

Shortened. The full README is on GitHub.

Nothing above is checked by us. What we check is on the safety report.

Namaste America: common questions

Is Namaste America MCP server safe?
Mostly: it is graded B (73/100). Read the Namaste America safety report
How do I install Namaste America?
It runs remotely at namasteamerica.us. Add it to Claude Code, Cursor, VS Code or Claude Desktop with the snippets above, or call it through the mcp.market gateway without installing anything.
Does Namaste America need an API key?
Not as far as the registry entry and our scan can tell: no credentials are declared or required.
Is Namaste America maintained?
The last commit was 104 days ago (2026-07-23). The latest release is v0.1.0.
Is Namaste America up?
100% of our last 28 checks got an answer. We check remote servers about four times a day.
What can I use instead of Namaste America?
Servers from other publishers that do the same job: Basic Memory MCP server, HOL Guard MCP server and Agent-Native Chat MCP server.
How does Namaste America compare with other AI and agents MCP servers?
safety score 73/100 (higher than 42% of 4,460 AI and agents servers); tools 66 (the typical AI and agents server has 6); tools that change things 6% (typical: 0%. Fewer write tools means less an agent can break). Full comparison.

Alternatives to Namaste America

Same job from other publishers: the closest match first, then the best rated.

  • Basic Memory
    Local-first knowledge management with bi-directional LLM sync via Markdown files.
    B
  • HOL Guard
    Local-first AI agent security evidence and approval workflows through HOL Guard's stdio MCP server.
    A
  • Agent-Native Chat
    Minimal chat-first app with durable threads, actions, and the app-agent loop
    A
  • IWE (iwe.md)
    Markdown knowledge base as agent memory. Runs against the notes directory it is started in.
    A
  • Agent Recall
    Correction-first agent memory. Precision KPI tracks if agents heed warnings. 5 layers, local-only.
    A