Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Brazil exports/imports by HS code (ComexStat), soybean, coffee, supply-demand, climate, forecasts
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
AuthorizationValues marked secret are keys to your account. Never share them or paste them into a chat.
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This address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.
Run this in your terminal
claude mcp add --transport http kyrodata https://mcp.kyrodata.com/mcp --header 'Authorization: your-value'Fill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"kyrodata": {
"url": "https://mcp.kyrodata.com/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"kyrodata": {
"type": "http",
"url": "https://mcp.kyrodata.com/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
This address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.
Your choice stays on this device in a cookie; no account needed.
Authorization secret required HTTP headerThese settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
We have not read this server’s tool list yet; we check endpoints in rotation.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 6, 2026
The registry name was verified against the domain kyrodata.com (the registry checks domain ownership)
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Not checked yet; we check endpoints in rotation
Not checked yet; we check endpoints in rotation
Not checked yet; we read the tool list when we check the endpoint
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
You need to fill in: Authorization
It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
The GitHub repo last changed –, and the latest version (1.0.17) reached the registry 31 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
In the same category: Spec Driven Development, Remote Desktop Commander, AI Deprecations
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
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Brazilian trade, crop and commodity data over MCP
Kyrodata is a remote Model Context Protocol server. There is nothing to install or run: point your agent at the hosted endpoint and give it your API key.
https://mcp.kyrodata.com/mcp
Ask in plain language — *"how did Brazil's coffee exports do this year against last?"* — and get the measured figure, the window it covers, and the source behind it.
Create one at kyrodata.com/user/api-keys. It is shown only once. Queries spend the credits already included in your plan — the connector is not a separate subscription.
Any agent that accepts a header (Cline, Claude Code, Cursor, VS Code, Codex, n8n, Zapier, Make):
{
"mcpServers": { "kyrodata": { "url": "https://mcp.kyrodata.com/mcp", "headers": { "Authorization": "Bearer YOUR_KYRODATA_API_KEY" } } } }
Command-line equivalents:
claude mcp add --transport http kyrodata https://mcp.kyrodata.com/mcp \
--header "Authorization: Bearer $KYRODATA_API_KEY"
codex mcp add kyrodata --url https://mcp.kyrodata.com/mcp \ --bearer-token-env-var KYRODATA_API_KEY
gemini mcp add --transport http --header "Authorization: Bearer $KYRODATA_API_KEY" \ kyrodata https://mcp.kyrodata.com/mcp
Chat assistants (claude.ai, ChatGPT) have no field for a key — they ask for your authorization instead. Add Kyrodata as a custom connector with the same URL and sign in when prompted. Walkthrough per client: [kyrodata.com/developers](https://kyrodata.com/en-US/developers?utm_source=github&utm_medium=readme&utm_campaign=mcp-directory).
Read-only tools over Brazilian foreign trade (MDIC/ComexStat), crop production, supply and demand balances, climate readings and commodity forecasts.
| Tool | What it answers |
|---|---|
kyrodata_search | Search the public trade catalog |
kyrodata_fetch | Open one public trade document by id |
kyrodata_resolve_entity | Resolve country, HS code or commodity |
kyrodata_compare_trade | Compare exports/imports between equal windows |
kyrodata_list_trade_series | Raw monthly trade series as rows |
kyrodata_list_trade_partners | Top partner countries with growth |
kyrodata_get_heading_overview | Overview of an HS heading (SH4) |
kyrodata_resolve_comparison_window | Build a like-for-like comparison window |
kyrodata_get_supply_demand_balance | Supply and demand balance sheet |
kyrodata_get_climate_reading | Climate reading and physical crop loss |
kyrodata_get_hub_summary † | Commodity hub summary and forecast verdict |
kyrodata_explain_pyramid_level † | Explain one level of the forecast pyramid |
kyrodata_run_report | Run one of the catalog reports |
kyrodata_get_data_coverage | Data coverage and latest closed month |
kyrodata_get_credit_balance | Credit balance and limits for this key (free) |
tools/list on the live endpoint is the authoritative list.
† The two price-forecast tools are part of an additional plan. Trade, climate and supply-and-demand tools are not.
bridge/server.py is a stdio-to-HTTP forwarder, and the Dockerfile packages it. This is not the server. The server is remote, and any client that speaks remote MCP should connect straight to the URL above — one hop fewer, nothing to install. The bridge exists for two cases only: a client that can only launch a local command, and a directory that will not score what it cannot build, start and introspect.
docker build -t kyrodata-mcp .
docker run -i --rm -e KYRODATA_API_KEY=kd_live_... kyrodata-mcp
It implements no tools of its own: initialize, tools/list and tools/call are forwarded verbatim, so there is no second copy of the catalogue here that could drift from the server. Zero third-party dependencies, and the key never goes into the image.
streamable-http. The deprecated HTTP+SSE transport is not served.401 — never 403.Authorization header. A key in a query string is not accepted, because query strings land in browser history and proxy logs.MIT for this repository's contents. The hosted service has its own terms.