CIVIC TECH

Kaohsiung Civic MCP

Government data infrastructure

Government data tools, source tracing and reliability auditing.

01

Problem

Make source quality visible alongside data access.

02

Architecture

Official sources → adapter → normalization → quality gate → MCP tools.

03

Verification

Current service status is DEGRADED; it was not reverified during the build of this website.

Evidence & Sources

Only reviewed public details are shown.

Source markers describe cited material; this site has not rechecked every external system.

↗ / RELATED READING
01
CIVIC TECH / SYSTEMS / 2026

Government Data Must Be More Than Accessible

Kaohsiung Civic MCP

Designed traceable access to municipal laws, budgets, news and council materials while preserving data-quality and reliability limits.

MY ROLE:Product design, data-reliability audit and refactoring planEVIDENCE IN CASE
02
POLICY / DATA / 2026

Government Document Discrepancy Research

Government data quality research

A method for comparing budgets, targets, reported progress, dates, and versions across official documents, separating substantive discrepancies from changes in definitions or updates. The public description focuses on method and makes no unsupported claims about policy outcomes.

← Back to index

SEARCH HONG

Search published work, research, tools and experience.