Skip to main content
Glama

kartvelians-knowledge

Lets AI assistants answer everyday-life questions from Georgian speakers in the US, mainly New York, using the newcomer guides published on kartvelians.com.

The assistant gets short summaries, a few key facts and a link to each guide. It never gets the full guide text. Every answer points back to the guide on kartvelians.com.

Topics: E-ZPass and tolls, renting, cosigners, subway and bus fares, scams aimed at Uber and Lyft drivers, salvage-title cars, taxes on housekeeper pay received by Zelle, driving on a Georgian license, loan-offer scams, informal money exchange with Georgia, remote job search, and a glossary of English words. Questions can be in English or Georgian.

Connect

Remote MCP server (any MCP client): https://kartvelians.com/mcp Streamable HTTP, read-only, no sign-in.

  • Claude (web or desktop): Settings, Connectors, Add custom connector, paste the URL.

  • Claude Code: claude mcp add --transport http kartvelians https://kartvelians.com/mcp

  • Other clients: add a remote (streamable HTTP) MCP server with the URL above.

Claude Code plugin (skill plus server):

/plugin marketplace add dgodibadze/kartvelians-knowledge
/plugin install kartvelians-knowledge@kartvelians

The skill alone is at plugin/skills/kartvelians-knowledge/SKILL.md.

Related MCP server: Cal MCP Server

Tools

Tool

Returns

search_guides_for_georgians_in_us(query, lang?)

Up to 5 matching guides: slug, title, summary, risk, url

get_guide_for_georgians_in_us(slug, lang?)

Title, summary, key facts, risk, disclaimer if high risk, updated date, url

list_guides_for_georgians_in_us(status?)

Published guides, and planned topics marked "coming soon"

Every reply includes source_url and an attribution line. lang is en or ka. It defaults to the language of the query.

Disclaimer

The summaries are general information as stated on each guide's update date. They are not legal, tax or financial advice. Rules, fees and amounts change. Each guide cites the official sources it relies on. Two topics are marked high risk and always carry the note "General information, not legal or tax advice": taxes on housekeeper pay, and informal money exchange.

Repository layout

manifest/topics.json          one entry per published guide
manifest/planned.json         planned topics, English titles only
plugin/                       Claude Code plugin: skill and MCP config
mcp-server/                   Cloudflare Worker serving the MCP endpoint
scripts/check-manifest.mjs    safety check, fails on a violation (--live also checks the site)
scripts/test-search.mjs       end-to-end test of the MCP server
server.json                   MCP Registry metadata
llms.txt                      copy of https://kartvelians.com/llms.txt

Adding a guide

When a guide goes live on kartvelians.com:

  1. Add its entry to manifest/topics.json. Write the summaries and key facts by hand. Do not paste guide text.

  2. Remove it from manifest/planned.json if it was there.

  3. Add a row to the table in plugin/skills/kartvelians-knowledge/SKILL.md.

  4. Run node scripts/check-manifest.mjs --live.

  5. Start npx wrangler dev in mcp-server/ and run node scripts/test-search.mjs.

  6. Commit, push, then deploy the Worker with npx wrangler deploy from mcp-server/.

  7. Refresh llms.txt with curl -s https://kartvelians.com/llms.txt > llms.txt once the site's copy lists the guide.

Licenses

Code: MIT, see LICENSE. Summaries: CC BY 4.0, see CONTENT-LICENSE.md. The full guides are not included and remain © kartvelians.com.

Related MCP Connectors

Related MCP Servers

  • A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to answer mortgage-related queries by providing tools for lender search, loan limit lookup, down-payment assistance programs, and more, with data sourced from real wholesale lenders and broker-curated intel.
    8
    7 npm
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables AI assistants to retrieve grounded, cited answers by first searching a local knowledge base and falling back to live web search when needed.
    -
  • F
    license
    A
    quality
    D
    maintenance
    Enables AI assistants to provide authoritative, cited, jurisdiction-correct answers about Switzerland using official federal, cantonal, and municipal sources across multiple languages and topics.
    13
    -