Context7
Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.
Description from the maker (original English)
Argentina's official public data (INDEC, BCRA, 38 portals): search, read tables, cited answers.
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.
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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 datos-publicos https://mcp.openarg.org/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": {
"datos-publicos": {
"url": "https://mcp.openarg.org/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": {
"datos-publicos": {
"type": "http",
"url": "https://mcp.openarg.org/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.
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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 7, 2026
The registry name was verified against the domain openarg.org (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 (1.0.0) reached the registry 38 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: Context7, Codebase Memory, Exa
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
Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Connect AI agents to Exa for web search, content fetching, and multi-step research.
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
[mcp.openarg.org](https://mcp.openarg.org) · Español ↓
A remote Model Context Protocol server that connects Claude, Cursor, VS Code or your own agent to 33,000+ official Argentine public datasets from 38 government portals: INDEC (census, household survey, poverty, GDP, CPI), the Central Bank (BCRA), national ministries, provinces, municipalities and Congress.
Every answer comes with its source: the dataset title, the portal and a link to the official file.
https://mcp.openarg.org/mcp (Streamable HTTP)Authorization: Bearer oarg_sk_…. Free key at openarg.org/desarrolladoresClaude Code
claude mcp add --transport http openarg https://mcp.openarg.org/mcp \
--header "Authorization: Bearer oarg_sk_YOUR_KEY"
Cursor (~/.cursor/mcp.json) and other clients with mcpServers
{
"mcpServers": { "openarg": { "url": "https://mcp.openarg.org/mcp", "headers": { "Authorization": "Bearer oarg_sk_YOUR_KEY" } } } }
Claude Desktop (through mcp-remote)
{
"mcpServers": { "openarg": { "command": "npx", "args": ["-y", "mcp-remote", "https://mcp.openarg.org/mcp", "--header", "Authorization:${OPENARG_AUTH}"], "env": { "OPENARG_AUTH": "Bearer oarg_sk_YOUR_KEY" } } } }
VS Code (.vscode/mcp.json). The key is asked once and stored encrypted.
{
"inputs": [{ "type": "promptString", "id": "openarg-key", "description": "OpenArg key", "password": true }], "servers": { "openarg": { "type": "http", "url": "https://mcp.openarg.org/mcp", "headers": { "Authorization": "Bearer ${input:openarg-key}" } } } }
Your own agent. Put the key in OPENARG_API_KEY and tell your assistant:
Add the OpenArg MCP server following https://mcp.openarg.org/llms.txt. My key is in OPENARG_API_KEY. Test the connection with listar_fuentes.
All tools are read-only. Tool names and outputs are in Spanish; ask in any language.
| Tool | Mode | What it does |
|---|---|---|
buscar_datasets | data | Search the catalog: title, portal, official link and queryable tables |
describir_tabla | data | Columns and types, row count, period covered, 5-row sample |
obtener_datos | data | Rows as CSV (up to 500): pick columns, date range and equality filters. No SQL |
listar_fuentes | data | Portals covered and dataset count per portal |
consultar_datos_publicos | answers | A natural-language question answered by OpenArg, with sources and warnings |
Data mode. Your assistant does the reasoning over the rows. It is fast (about 1 s) and allows 200 requests per month.
Answers mode. OpenArg picks the tables, cross-references them and checks the numbers against the source. It allows 10 questions per month.
| Per key | |
|---|---|
| Data mode | 200 requests/month, 30/min, up to 500 rows per request |
| Answers mode | 10 questions/month, 2/min |
| Founders | 2,000 requests and 100 questions per month |
Quotas reset on the 1st of each month at 00:00 UTC. Once the monthly quota runs out, the server uses the key's credits if it has any; otherwise it answers HTTP 402 with the reset date. Founders are people who support OpenArg through colossuslab.org/support. If you need more for journalism, research or an NGO and can't contribute, write to devops@colossuslab.org. The full table is at mcp.openarg.org/limites.html. OpenArg reflects what each agency publishes. The answers mode uses a language model and can be wrong, so check the linked source before publishing a figure.
This is the code of the server behind mcp.openarg.org:
mcp_publico/core.py: pure logic, standard library only.mcp_publico/server.py: MCP SDK and HTTP routes.mcp_publico/site/: the website.The server is stateless and makes no decisions about quotas or authentication. It forwards the user's key to the OpenArg API, which validates it, applies the quota and answers. Running it yourself only makes sense next to an OpenArg backend (BACKEND_URL). To just *use* the data, connect to the hosted endpoint above.
It is developed in colossus-lab/openarg_backend (mcp_publico/) and mirrored here.
OpenArg MCP conecta tu asistente de IA a más de 33.000 datasets públicos oficiales de Argentina, de 38 portales: el INDEC (censos, EPH, pobreza, PIB, IPC), el BCRA, ministerios, provincias, municipios y el Congreso. Cada dato viene con su fuente oficial.
https://mcp.openarg.org/mcp con el header Authorization: Bearer oarg_sk_…. Hay guías para cada cliente en mcp.openarg.org/empezar.html.Hay dos modos. El modo datos permite 200 pedidos por mes: tu asistente busca y lee las tablas. El modo respuestas permite 10 preguntas por mes: OpenArg arma la respuesta y verifica los números.
MIT. Un proyecto de Colossus Lab · devops@colossuslab.org