What kind of data can be accessed through LusoStats AI?

Users can query real-time macroeconomic, demographic, and social data pertaining to Portugal. This information is transparently extracted directly from the official public API of the Portuguese National Institute of Statistics (INE).

How does LusoStats AI ensure data accuracy and prevent AI 'hallucinations'?

It performs all calculations and statistical aggregations natively using structured Python code (pandas/numpy) for absolute precision. Furthermore, it ensures full traceability by citing exact INE indicator IDs, extraction dates, and official sources for every generated response.

Is LusoStats AI officially affiliated with the Portuguese INE or government?

No, LusoStats AI is an independent, open-source infrastructure. It has no official affiliation, sponsorship, or connection with the Portuguese National Institute of Statistics (INE) or the Portuguese State, strictly utilizing their public API.

LusoStats AI: Deterministic Portuguese INE Data for LLMs

LusoStats AI serves as an advanced technological bridge, connecting Large Language Models (LLMs) with official statistical databases from the Portuguese National Institute of Statistics (INE). Built upon the Model Context Protocol (MCP) standard, this system empowers political decision-makers, public managers, and corporate executives to query complex macroeconomic, demographic, and social data from Portugal using natural language. It is engineered to deliver information with absolute rigor, effectively eliminating the risk of 'hallucinations' often associated with traditional AI by ensuring full traceability, deterministic calculations via native Python code (pandas/numpy), and robust privacy and security measures during its read-only data operations.

Características Principales

01Performs deterministic calculations and statistical aggregations natively using structured Python code (pandas/numpy) for absolute mathematical precision.

020 GitHub stars

03Extracts data in real-time and transparently via the official public API of the Portuguese National Institute of Statistics (INE).

04Ensures full traceability by citing exact INE indicator IDs, extraction dates, and official sources for all generated responses.

05Operates as a read-only query layer with built-in mechanisms for rate-limiting and caching (Redis/SQLite) to ensure resilience and security.

06Developed using the Model Context Protocol (MCP) standard for standardized RPC calls and robust LLM integration.

Casos de Uso

01Providing corporate executives with reliable, hallucination-free insights from official Portuguese statistics for strategic planning.

02Assisting public managers in accessing and analyzing official statistical data for policy formulation and evaluation.

03Enabling political decision-makers to consult macroeconomic, demographic, and social data using natural language.