Research Idea
Ecosystem-Scale Measurement of Tool-Poisoning Risks in MCP Server Registries
A research project that measures, for the first time at registry scale, how much tool-poisoning risk actually exists across public...
API
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Technology:
Showing 16 ideas in api
Product
Privacy-First Offline Speech Transcription with Open Datasets
Build a local-first transcription workbench that turns speech into text entirely on-device — open Whisper-class models, measurable evaluation against the...
Product
PDF Accessibility Batch-Checker for Document Teams
A team-oriented product that batch-validates document libraries against PDF/UA and PDF/A rules using the open-source veraPDF engine — prioritized reports,...
Project Idea
Drinking-Water Quality Explorer from Open Government Data
Build a beginner-friendly explorer for the EPA/USGS Water Quality Portal — ingest real water-quality observations, organize them by site and...
Product
Smart Walking Route Planner with Air-Quality and Shade Scoring
Build a consumer route planner that compares walking routes by pollution exposure and shade — routing data, open environmental feeds,...
Product
Air Quality Prediction & Pollution Hotspot Mapper
Build a pipeline that ingests public air-quality sensor data, forecasts PM2.5/AQI with uncertainty, and maps pollution hotspots — informational environmental...
Product
Health Data Aggregator Across Wearables
Build a privacy-conscious system that aggregates health and activity data from multiple wearable sources into one unified, local-first personal data...
Startup
Investment Portfolio Tracker with Tax-Loss Alerts
Build a personal portfolio tracker that records holdings and transactions, tracks cost basis and gains, and runs a configurable tax-loss...
Product
Data Catalog & Discovery Platform
Build a self-hosted catalog that inventories datasets, tables, schemas, owners, tags, lineage, and quality signals — so data teams can...