Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
An MCP server for Georgian public data, read from the organizations that publish it.
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
GEOMCP_TRANSIT_TTC_ENABLED, GEOMCP_TRANSIT_TTC_API_KEY, GEOMCP_RATES_TBC_ENABLED, GEOMCP_RATES_TBC_API_KEY, GEOMCP_RATES_CREDO_ENABLED, GEOMCP_RATES_CREDO_API_KEY비밀로 표시된 값은 내 계정의 열쇠예요. 절대 다른 사람과 공유하거나 채팅에 붙여 넣지 마세요.
필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
웹, 데스크톱, 모바일의 Claude에서 쓸 수 있어요:
https://geo-mcp.abgeo.cloud/mcpClaude Desktop → Settings → Developer → Edit Config를 열고 claude_desktop_config.json에 이 내용을 붙여 넣으세요
{
"mcpServers": {
"georgia": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"-e",
"GEOMCP_TRANSIT_TTC_ENABLED",
"-e",
"GEOMCP_TRANSIT_TTC_API_KEY",
"-e",
"GEOMCP_RATES_TBC_ENABLED",
"-e",
"GEOMCP_RATES_TBC_API_KEY",
"-e",
"GEOMCP_RATES_CREDO_ENABLED",
"-e",
"GEOMCP_RATES_CREDO_API_KEY",
"ghcr.io/abgeo/georgia-mcp:1.1.2",
"stdio"
],
"env": {
"GEOMCP_TRANSIT_TTC_ENABLED": "your-value",
"GEOMCP_TRANSIT_TTC_API_KEY": "your-value",
"GEOMCP_RATES_TBC_ENABLED": "your-value",
"GEOMCP_RATES_TBC_API_KEY": "your-value",
"GEOMCP_RATES_CREDO_ENABLED": "your-value",
"GEOMCP_RATES_CREDO_API_KEY": "your-value"
}
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add --transport http georgia https://geo-mcp.abgeo.cloud/mcpclaude mcp add georgia --env GEOMCP_TRANSIT_TTC_ENABLED=your-value --env GEOMCP_TRANSIT_TTC_API_KEY=your-value --env GEOMCP_RATES_TBC_ENABLED=your-value --env GEOMCP_RATES_TBC_API_KEY=your-value --env GEOMCP_RATES_CREDO_ENABLED=your-value --env GEOMCP_RATES_CREDO_API_KEY=your-value -- docker run -i --rm -e GEOMCP_TRANSIT_TTC_ENABLED -e GEOMCP_TRANSIT_TTC_API_KEY -e GEOMCP_RATES_TBC_ENABLED -e GEOMCP_RATES_TBC_API_KEY -e GEOMCP_RATES_CREDO_ENABLED -e GEOMCP_RATES_CREDO_API_KEY ghcr.io/abgeo/georgia-mcp:1.1.2 stdio실행하기 전에 빈 값을 채워 주세요.
프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"georgia": {
"url": "https://geo-mcp.abgeo.cloud/mcp"
}
}
}프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"georgia": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"-e",
"GEOMCP_TRANSIT_TTC_ENABLED",
"-e",
"GEOMCP_TRANSIT_TTC_API_KEY",
"-e",
"GEOMCP_RATES_TBC_ENABLED",
"-e",
"GEOMCP_RATES_TBC_API_KEY",
"-e",
"GEOMCP_RATES_CREDO_ENABLED",
"-e",
"GEOMCP_RATES_CREDO_API_KEY",
"ghcr.io/abgeo/georgia-mcp:1.1.2",
"stdio"
],
"env": {
"GEOMCP_TRANSIT_TTC_ENABLED": "your-value",
"GEOMCP_TRANSIT_TTC_API_KEY": "your-value",
"GEOMCP_RATES_TBC_ENABLED": "your-value",
"GEOMCP_RATES_TBC_API_KEY": "your-value",
"GEOMCP_RATES_CREDO_ENABLED": "your-value",
"GEOMCP_RATES_CREDO_API_KEY": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"georgia": {
"type": "http",
"url": "https://geo-mcp.abgeo.cloud/mcp"
}
}
}프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"georgia": {
"type": "stdio",
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"-e",
"GEOMCP_TRANSIT_TTC_ENABLED",
"-e",
"GEOMCP_TRANSIT_TTC_API_KEY",
"-e",
"GEOMCP_RATES_TBC_ENABLED",
"-e",
"GEOMCP_RATES_TBC_API_KEY",
"-e",
"GEOMCP_RATES_CREDO_ENABLED",
"-e",
"GEOMCP_RATES_CREDO_API_KEY",
"ghcr.io/abgeo/georgia-mcp:1.1.2",
"stdio"
],
"env": {
"GEOMCP_TRANSIT_TTC_ENABLED": "your-value",
"GEOMCP_TRANSIT_TTC_API_KEY": "your-value",
"GEOMCP_RATES_TBC_ENABLED": "your-value",
"GEOMCP_RATES_TBC_API_KEY": "your-value",
"GEOMCP_RATES_CREDO_ENABLED": "your-value",
"GEOMCP_RATES_CREDO_API_KEY": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요:
https://geo-mcp.abgeo.cloud/mcp메뉴 이름은 요금제나 시기에 따라 조금 다를 수 있어요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
GEOMCP_TRANSIT_TTC_ENABLED envGEOMCP_RATES_TBC_ENABLED envGEOMCP_RATES_CREDO_ENABLED env이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
도구 이름과 설명은 서버가 2026년 11월 7일에 알려 준 그대로예요. 우리가 아니라 제작자가 쓴 글이고, 일반 텍스트로만 보여 드려요.
fuel_get_pricesReturns the current fuel prices of Georgian fuel companies: the price in GEL of one unit of each product. Use it for the price of petrol, diesel, or gas at a company today, or to compare companies. Each product has a grade that every company shares: regular (litre), premium (litr
offers_get_offerReturns the full conditions of one offer of a Georgian bank. Use the bank and the id from offers_search_offers. Give the person the url of the offer with the conditions.
offers_search_offersFinds the current offers that Georgian banks give to card holders at partners: discounts, cashback, and points. Filters by bank, customer tier, category, benefit kind, card, and period. For "this month", give the first and the last date of the month. When a bank has a next_offset
postal_search_codesFinds the postal codes of Georgian Post for an address, a street, a town, or a village of Georgia, by text in Georgian or English. Returns each matching address with its 4-digit postal code and its district. Georgian Post gives a postal code for each street in Tbilisi, Batumi, an
rates_get_commercial_ratesReturns the current commercial exchange rates of Georgian banks: the prices in GEL at which a bank buys and sells one unit of a currency. Use it for the price of a currency at a bank today, or to compare banks. Ask for 1 to 10 currencies. buy: the price in GEL that the bank pays
rates_get_official_ratesReturns the official exchange rates of the lari that the National Bank of Georgia (NBG) sets, for one date. Use it for the rate of a currency today or on a past date, for a contract, an invoice, or a tax form. Each rate is the price in GEL of `quantity` units; `rate_per_unit` is
rates_list_official_historyReturns the official exchange rates of one currency over a period of up to 31 days, as set by the National Bank of Georgia (NBG). Use it for the movement of a currency over a week or a month. The answer holds one point for each set in force in the period, the set in force on the
transit_get_routeReturns a route of the TTC with each direction: its headsign and its stops in order.
transit_get_timetableReturns the planned departure times of one direction of a route of the TTC at one stop, on a date of the current week. A time of 24:00 or later is after midnight, on the next date.
transit_list_arrivalsLists the next vehicles of the TTC at a stop: route number, kind, headsign, minutes from as_of, and the expected instant. live is true when the TTC tracks the vehicle; else the time comes from the timetable. With a route, lists the next vehicles of that route only.
transit_list_nearby_stopsLists the stops of the TTC within a distance of a point in Tbilisi, nearest first, with the distance in metres. Use transit_search_places to get the coordinates of a place.
transit_plan_tripPlans a trip by public transport of the TTC in Tbilisi between two points, given as coordinates. Returns up to 3 itineraries with each leg: walk or ride, route, stops, instants, distance in metres. Use transit_search_places to get coordinates.
transit_search_placesFinds places in Tbilisi (addresses, streets, buildings) by text, with their coordinates, for transit_plan_trip and transit_list_nearby_stops. Data from OpenStreetMap through the TTC.
transit_search_routesFinds the routes of the TTC by number or by name. Kinds: bus, minibus, metro, cable_car. With no query, lists every route.
transit_search_stopsFinds the stops of the Tbilisi Transport Company (bus stops, metro stations, cable car stations) by name or stop code, in Georgian or English. Use the stop id of the result with transit_list_arrivals or transit_get_timetable.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 8일 점검
레지스트리 이름이 GitHub 계정 abgeo 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
1326ms 만에 응답(HTTP 200)
로그인 필요 없음
도구 설명 15개를 읽었고, AI에게 보내는 숨겨진 지시는 없었어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 3개 중 3개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
입력해야 할 값: GEOMCP_TRANSIT_TTC_API_KEY, GEOMCP_RATES_TBC_API_KEY, GEOMCP_RATES_CREDO_API_KEY
둘 다 가능해요. 내 컴퓨터에 설치해도 되고, 클라우드 버전에 연결해도 돼요.
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(1.1.2)은 어제 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. URL로 연결되기 때문에, 원격 MCP 서버를 지원하는 앱(예: 개발자 모드의 ChatGPT)에서도 쓸 수 있어요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, Tethered Trust
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Fit, compatibility and recall checks for AI agents before they buy: verdicts, evidence, receipts.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
Georgia MCP
Georgia's public data, inside your chat.
An MCP server for Georgian public data, read from the organizations that publish it.
Ask Claude, ChatGPT, or any MCP client in your own words.
Website · Claude directory · Install · Tools · Report a bug
Georgian public data is spread over many sites: the National Bank, each commercial bank, each fuel company, the Tbilisi Transport Company. Georgia MCP reads them for your model, so you can ask one question and get one answer.
What is the official USD to GEL rate today?
Which bank buys euros at the best rate right now?
Where is diesel cheapest in Georgia?
When does the next bus reach my stop?
Which TBC Bank card offers give a discount at restaurants?
| Subject | Sources |
|---|---|
| Exchange rates | National Bank of Georgia, Bank of Georgia, TBC Bank, Liberty Bank, Terabank, Halyk Bank, Basisbank, Credo Bank, Rico Credit, Scapp, MJC, Inteli Express, MBC, Crystal, Kursi.ge |
| Fuel prices | SOCAR, Wissol, Gulf, Rompetrol, Lukoil, Portal, Connect, Neogas |
| Card offers | Bank of Georgia, TBC Bank, Liberty Studio |
| Tbilisi public transport | Tbilisi Transport Company |
| Postal codes | Georgian Post |
| Cinemas | Cavea |
| Statistics and inflation | Geostat |
The hosted server runs at:
https://geo-mcp.abgeo.cloud/mcp
Open Georgia MCP in the Claude directory and select Connect. It then works on claude.ai, Claude Desktop, and the Claude mobile apps.
If you added Georgia MCP on claude.ai, it is already in Claude Code under the same account. Run /mcp to check: it is listed as claude.ai Georgia MCP. To add it yourself, for example when you sign in with an API key, run:
claude mcp add --transport http georgia-mcp https://geo-mcp.abgeo.cloud/mcp
Open Plugins, select +, then Add custom MCP server. Paste the address above and set the authentication to None. A custom server needs a paid plan.
Add this to ~/.cursor/mcp.json:
{
"mcpServers": { "georgia-mcp": { "url": "https://geo-mcp.abgeo.cloud/mcp" } } }
Add this to .vscode/mcp.json in your project:
{
"servers": { "georgia-mcp": { "type": "http", "url": "https://geo-mcp.abgeo.cloud/mcp" } } }
With Docker:
docker run -p 8080:8080 ghcr.io/abgeo/georgia-mcp
Then connect your client to http://localhost:8080/mcp.
With a release binary, over stdio: download the archive for your system from the latest release, unpack it, and put georgia-mcp on your PATH. Then run:
claude mcp add georgia-mcp -- georgia-mcp stdio
Each release signs checksums.txt with cosign and carries build provenance. Each check also proves that the workflow of this repository built the file from the tag. To check an archive, run:
gh attestation verify georgia-mcp_<version>_linux_amd64.tar.gz --owner ABGEO \
--signer-workflow ABGEO/georgia-mcp/.github/workflows/release.yml
Or check the checksums with cosign, then the archive:
cosign verify-blob checksums.txt --bundle checksums.txt.sigstore.json \
--certificate-identity "https://github.com/ABGEO/georgia-mcp/.github/workflows/release.yml@refs/tags/v " \ --certificate-oidc-issuer https://token.actions.githubusercontent.com sha256sum --ignore-missing -c checksums.txt
To check an image:
cosign verify ghcr.io/abgeo/georgia-mcp:<version> \
--certificate-identity "https://github.com/ABGEO/georgia-mcp/.github/workflows/images.yml@refs/tags/v " \ --certificate-oidc-issuer https://token.actions.githubusercontent.com
Each archive and each image comes with an SPDX SBOM.
With Go, over stdio:
go install github.com/abgeo/georgia-mcp/cmd/georgia-mcp@latest
claude mcp add georgia-mcp -- georgia-mcp stdio
Three sources need a key, so they are off by default. To turn one on, set its switch to true and its key:
| Source | Switch | Key |
|---|---|---|
| Tbilisi Transport Company | GEOMCP_TRANSIT_TTC_ENABLED | GEOMCP_TRANSIT_TTC_API_KEY |
| TBC Bank developer API | GEOMCP_RATES_TBC_ENABLED | GEOMCP_RATES_TBC_API_KEY |
| Credo Bank rates API | GEOMCP_RATES_CREDO_ENABLED | GEOMCP_RATES_CREDO_API_KEY |
configs/.env.example lists every setting.
| Tool | Answers |
|---|---|
rates_get_official_rates | The official rate of the lari for today or a past date. |
rates_list_official_history | The official rate of one currency for each day of a period. |
rates_get_commercial_rates | The buy and sell rates of the commercial banks right now. |
fuel_get_prices | Today's fuel prices of each company, grouped by grade. |
offers_search_offers | The current card offers of the banks. |
offers_get_offer | The full terms of one card offer. |
transit_search_stops | Stops of Tbilisi by name or code. |
transit_list_nearby_stops | Stops near a point, nearest first. |
transit_list_arrivals | The next vehicles at a stop, live. |
transit_search_routes | Routes of Tbilisi by number or name. |
transit_get_route | One route with each direction and every stop. |
transit_get_timetable | The planned departures of a route from one stop. |
transit_search_places | A place in Tbilisi by name or address. |
transit_plan_trip | A trip by public transport between two points of Tbilisi. |
postal_search_codes | The postal code of an address, a street, a town, or a village. |
cinema_list_cinemas | The open cinemas of Cavea. |
cinema_list_movies | The movies of Cavea, now showing or coming soon. |
cinema_search_movies | The movies of Cavea by a part of the English name. |
cinema_list_sessions | The sessions of one date, with the prices and the occupancy. |
cinema_get_seat_map | The seats of one session, with the free seats of each class. |
stats_search_tables | The statistical tables of Geostat by words of the title or the folder. |
stats_get_table | One table of Geostat with its dimensions and their values. |
stats_get_cells | The figures of one table of Geostat for a selection. |
stats_get_inflation | The inflation of Georgia for a month, a city, and a price group. |
air_get_quality | The newest air quality readings of a city, a station, or every station. |
air_list_history | The hourly air quality readings of one station over at most 7 days. |
The website shows the input and a real output of each tool.
Georgia MCP follows spec driven development. The code comes from the documents in docs/specs/. Read that guide before you open a pull request.
You need Go (the version in go.mod) and Task.
cp configs/.env.example .env # then fill in the keys
task run # serve over HTTP on :8080 task lint test build # check the server task test:live # run the tests against the real sources
Each vendor client is a package under pkg/ that another project can import. task --list shows every task.
Bug reports and ideas are welcome in issues, and questions in Q&A. To add a source or a tool, open an issue first: each one starts as a requirements document. Read the contributing guide before you open a pull request.
The hosted server keeps an access log and a record of each tool call, never the input of a call. Read the privacy policy and the terms of service.
To report a vulnerability, follow the security policy. Please don't open a public issue.
Georgia MCP is not an official service. It is not affiliated with the National Bank of Georgia or any bank, fuel company, transport operator, postal opera
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