# MINI CHALLENGE: Fix the Broken Map – Rebuilding America's Homeless Resources Data
Outdated shelter data leaves thousands sleeping rough while beds sit empty. Can you fix the broken information system?
Nov 19 to Nov 19, 2026
10 solutions built by 21 people across 6 challenges between Jun 2024 and Jun 2026. Teams worked with Neo4j, Natural Language Processing and Retrieval Augmented Generation. 1 challenge is open or coming up.
Join on your own or with a team. Free to take part.
Outdated shelter data leaves thousands sleeping rough while beds sit empty. Can you fix the broken information system?
Nov 19 to Nov 19, 2026
10 solutions. Winners first, then the most complete projects.

KnowHax: HelioKNOW
Interface for exploring heliophysics data through networks, tables, and timelines
Jun 2024
Knowledge Graphs · OpenAlex API · Retrieval Augmented Generation
CollabNext
Plain-language chatbot to discover underrepresented researchers in OpenAlex knowledge graph
1 builder · Sep 2025

Secure SaaS Supply Chains
Tool that analyzes software dependencies and vulnerabilities using real-time knowledge graph data
5 builders · Apr 2025

DREAM-KG Homelessness Support
Knowledge graphs and user interface connecting homeless individuals with real-time support resources
1 builder · Apr 2026
Knowledge Graphs · Ontology Mapping · Data Quality Management
NSF Gaps-to-Graphs (FABRIC)
Prioritization and consistency framework for mapping entities across knowledge graph resources
4 builders · May 2026
Knowledge Graphs · AI · Python
DREAM-KG Homelessness Support
Documents 18 queries for the DREAM-KG homelessness support knowledge graph and identifies data gaps
4 builders · Apr 2026
Knowledge Graphs
NSF Gaps-to-Graphs
Co-piloting data enhancement solutions to help Proto-OKN projects transition AI research to industry
2 builders · Jan 2026
Knowledge Graphs · Retrieval Augmented Generation · Natural Language Processing
CollabNext
Reduces hallucinations in generative LLMs by summarizing insights from Knowledge Graphs.
1 builder · Jun 2024
Knowledge Graphs
Secure SaaS Supply Chains
Software library security tool covering over 1000 libraries and 7000 versions for Purdue University
4 builders · Jun 2024
Knowledge Graphs · AI Agents
KnowHax: HelioKNOW
An interface that lets researchers explore Heliophysics data in an intuitive way
Jun 2024
People who shipped solutions here. Their profiles show the skills behind the work.
Skills and technologies
Impact
10 solutions so far, from 6 challenges: NSF Gaps-to-Graphs (FABRIC), Secure SaaS Supply Chains, DREAM-KG Homelessness Support and KnowHax: HelioKNOW and more. 3 include a video demo.
21 people contributed, working in teams, including L. K., C. N. and M. M.. Each builder's profile shows the skills they used and the solutions they shipped.
The most common are Neo4j, Natural Language Processing, Retrieval Augmented Generation, Cypher and UX Design.
Yes: # MINI CHALLENGE: Fix the Broken Map – Rebuilding America's Homeless Resources Data. You can join on your own or with a team.
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