A modern channel for a modernizing country.
MCP.SV is a personal project — an attempt to make the whole state of El Salvador visible from one place, from any AI client.
El Salvador has moved forward.
In technology, in legislation, in the institutional infrastructure that lets people transact with their government. The country has built — quietly, steadily — the kind of administrative surface most observers stopped paying attention to a decade ago.
But that surface is still fragmented: twenty-four institutions publish on their own websites, in their own formats, under their own conventions. A small business needing to understand customs (CAUCA), an immigration lawyer researching Sala Constitucional jurisprudence, a diaspora citizen looking up residency procedures, a researcher writing about Bitcoin policy — each has to navigate a different portal.
MCP.SV unifies that surface. 279 documents across legal, fiscal, government, health, education, economy, diaspora, environment, tourism, bitcoin, and history — searchable as one corpus, addressable from any MCP-compatible AI client. One channel, modern shape, full coverage.
José Manuel Ojeda.
Born in Suchitoto, El Salvador. A digital nomad — working remotely with Xari.io from wherever the connection is good.
A DevExpress MVP and a Microsoft MVP for AI and software development — which mostly tells me I've been at this stack for a while.
MCP.SV is a personal project. It's where my professional habit (.NET, Postgres, embeddings, MCP servers) and my origin — a country I've watched go through a decade of real structural change — happen to meet. The codebase is the boring infrastructure of a knowledge server; the corpus is what makes it worth showing.
Anyone with a Salvadoran question.
Lawyers researching jurisprudencia. Small business owners trying to make sense of DTE invoicing rules or customs codes. Diaspora citizens looking up dual nationality or migration procedures. Investigative journalists writing about policy. AI agents whose users ask Salvadoran-specific questions. Same source data, same access surface, no matter who's asking.
Access is free during the beta. The MCP endpoint requires a one-click signup that emails you a personal access token; the public REST API stays open for browsing and search. Both are read-only — MCP.SV ingests, it never lets clients write back.
Quiet for now. Built to grow.
Today: 279 documents · 19,134 chunks · 24 institutions · 11 categories — and the pipeline that keeps it fresh runs nightly from a Mac Studio. No commercial roadmap, no funding round, no team. Just the corpus, the MCP surface, and an open invitation to use it.
And the ambition is to keep going — to process as much of El Salvador as we can fit into a vector index. Not only laws and decrees, but art, culture, history, music, the archaeological record, the stories of the diaspora, the work of independent newsrooms. Anything that helps build the full picture of a country that is more than its administrative surface.
MCP.SV is, materially, my personal donation to that goal. The compute that runs OCR. The AI models that summarize and embed. The Postgres + pgvector hosting. The MCP runtime, the email infrastructure, the domain — every cost comes out of my own pocket. There is no sponsor, no funding round, no team. Just the conviction that public knowledge should be free, machine-readable, and a click away from any AI client.
If you use it, or if you'd like to see your own country covered in the same way, get in touch.
Contact: joche.ojeda@bitframeworks.com