Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者提供的说明(英文原文)
An MCP server for Georgian public data, read from the organizations that publish it.
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
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_KEY标为机密的值是你账户的钥匙。千万不要分享给别人,也不要粘贴到聊天里。
你需要
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
适用于网页版、桌面版和手机版 Claude:
https://geo-mcp.abgeo.cloud/mcp打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"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"
}
}
}
}在终端中运行这条命令
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 stdio运行前请先填写空着的值。
粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"georgia": {
"url": "https://geo-mcp.abgeo.cloud/mcp"
}
}
}粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"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"
}
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"georgia": {
"type": "http",
"url": "https://geo-mcp.abgeo.cloud/mcp"
}
}
}粘贴到项目中的 .vscode/mcp.json
{
"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"
}
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
ChatGPT 只能连接互联网上的服务器:
https://geo-mcp.abgeo.cloud/mcp菜单名称可能因套餐和版本不同而略有差异。
你的选择通过 Cookie 保存在这台设备上,无需账户。
GEOMCP_TRANSIT_TTC_ENABLED envGEOMCP_RATES_TBC_ENABLED envGEOMCP_RATES_CREDO_ENABLED env这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
工具名称和描述与服务器在 2026年11月8日 报告的完全一致。这些内容由作者撰写,不是我们写的;我们以纯文本形式显示。
air_get_qualityReturns the newest air quality readings of the automatic stations of the National Environmental Agency of Georgia (NEA), for a city, one station, or every station. Each reading gives PM10, PM2.5, NO2, O3, SO2, or CO, its concentration (µg/m³, CO in mg/m³), its hour, and its level
air_list_historyReturns the hourly readings of one station of the National Environmental Agency of Georgia (NEA) over at most 7 days of the last 7, newest first, with the level of each reading. The default is the last 24 hours. Call air_get_quality first to find the station code. The NEA stamps
cinema_get_seat_mapReturns the seats of the hall of one session of Cavea that has not started: each row, each seat with its class, a mark for a taken seat, and a mark for special needs. Gives the count of free seats and the price in lari of each seat class. The server reads the map at each call. It
cinema_list_cinemasLists the open cinemas of Cavea, in Tbilisi and Batumi. Returns the code, the name, the city, and the address of each cinema. Use the code in cinema_list_sessions. Data from the web site of Cavea, cavea.ge.
cinema_list_moviesLists the movies that Cavea shows now, or the movies coming soon. Returns the code, the name, the genres, the duration in minutes, the age rating, the premiere, the directors, the actors, and a description of each movie. Use the code in cinema_list_sessions. Data from the web sit
cinema_list_sessionsLists the sessions of the movies of Cavea on one date that have not started, in the order of the start time. Narrow the list by a movie, a cinema, an audio language, or a format. Returns the cinema, the hall, the start time, the languages, the formats, the price in lari, and the
cinema_search_moviesFinds the movies of Cavea, now showing or coming soon, by a part of the English name. Give the text in English: Cavea does not match a Georgian name. Returns the code, the name, the status, the duration in minutes, and the age rating of each movie. Data from the web site of Cavea
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
stats_get_cellsReturns the figures of one table of Geostat for a selection: value codes, or the last values, for each dimension. A dimension with no selection takes every value. Selects at most 1000 cells. An unpublished figure is null. The title of the table names the unit. Data from Geostat.
stats_get_inflationReturns the inflation of Georgia for one month, in percent: annual (to the same month of the previous year), monthly (to the previous month), the 12 month average, and core inflation. For the whole country, a city, and a price group. The default is the newest published month. Dat
stats_get_tableReturns the title and the dimensions of one table of Geostat, with the code and the text of each value. Read it before stats_get_cells. The values of a time dimension go from the oldest to the newest. A table has no unit field: the title names it. Data from Geostat.
stats_search_tablesFinds the tables of Geostat, the National Statistics Office of Georgia, whose title or folder holds every word of a text: for example prices, salaries, population, GDP, and trade. Returns the code, the title, the folder, and the update date of each table, the newest first. Then c
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.
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月9日
注册名称已通过 GitHub 账户 abgeo 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
在 132 毫秒内响应(HTTP 200)
无需登录
已读取 26 个工具描述,未发现针对 AI 的隐藏指令
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 3 项适用的基础检查中通过了 3 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
你需要填写:GEOMCP_TRANSIT_TTC_API_KEY, GEOMCP_RATES_TBC_API_KEY, GEOMCP_RATES_CREDO_API_KEY
两种方式都可以:安装在你的电脑上,或者连接云端版本。
GitHub 仓库最后更新于–,最新版本(1.1.2)于前天进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。它通过 URL 连接,所以接受远程 MCP 服务器的应用也可以使用,例如开启开发者模式的 ChatGPT。
同一分类中有:Spec Driven Development, Remote Desktop Commander, alalanet — check before you pay
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:↓ 每周下载量i★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
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.
Check packages, MCP servers and x402 endpoints before agents install or pay. Signed.
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
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
只显示了开头部分;其余内容请在仓库中阅读