A searchable index of all problem statements in this repository.
| # | Problem | File | Build Time | Tags |
|---|---|---|---|---|
| 01 | Maternal Health Risk Stratification | global-south-impact/maternal-health-risk-stratification.md | 6-8mo | health, maternal, ML, offline |
| 02 | Public Procurement Fraud Detection | global-south-impact/public-procurement-fraud-detection.md | 5-7mo | governance, anti-corruption, GNN |
| 03 | Informal Waste Sector Platform | global-south-impact/informal-waste-sector-platform.md | 6-8mo | environment, waste, CV, ML |
| 04 | Post-Harvest Loss Intelligence | global-south-impact/post-harvest-loss-intelligence.md | 7-9mo | agriculture, IoT, ML |
| 05 | Harmful Algal Bloom Early Warning | global-south-impact/harmful-algal-bloom-early-warning.md | 8-10mo | water, remote-sensing, climate |
| 06 | Scientific Reproducibility Engine | global-south-impact/scientific-reproducibility-engine.md | 8-12mo | science, LLM, meta-research |
| 07 | Offline Crop Disease Diagnostics | global-south-impact/offline-crop-disease-diagnostics.md | 5-7mo | agriculture, CV, TFLite, offline |
| 08 | Groundwater Depletion Forecasting | global-south-impact/groundwater-depletion-forecasting.md | 12-18mo | water, climate, ML, satellite |
| 09 | School Resource Allocation Optimizer | global-south-impact/school-resource-allocation-optimizer.md | 5-7mo | education, optimization, ML |
| 10 | Climate-Resilient Housing Design | global-south-impact/climate-resilient-housing-design.md | 10-14mo | housing, climate, generative |
| 11 | Urban Heat Vulnerability Mapping | global-south-impact/urban-heat-vulnerability-mapping.md | 10-14w | climate, urban, geospatial, heat |
| 12 | Ocean Plastic River Watch | global-south-impact/ocean-plastic-river-watch.md | 8-10w | environment, marine, satellite, plastic |
| # | Problem | File | Build Time | Tags |
|---|---|---|---|---|
| 01 | CivicFeed — Public Comment Intelligence | us-civic-tech/civicfeed-public-comment-intelligence.md | 6-8w | civic-tech, government, LLM |
| 02 | Workers Compass — Claim Navigator | us-civic-tech/workers-compass-claim-navigator.md | 8-10w | workers-comp, legal, LLM |
| 03 | FOIAbot — Public Records Assistant | us-civic-tech/foiabot-public-records-assistant.md | 6w | transparency, government, LLM |
| 04 | DecodeMyBill — Medical Bill Intelligence | us-civic-tech/decodemybill-medical-bill-intelligence.md | 10-12w | health, billing, OCR, LLM |
| 05 | ProSe Navigator — Family Court Assistant | us-civic-tech/prose-navigator-family-court-assistant.md | 8-12w | legal, access-to-justice, LLM |
| 06 | PredatoryGuard — Financial Analyzer | us-civic-tech/predatoryguard-financial-analyzer.md | 6-8w | fintech, consumer-protection, LLM |
| 07 | UtilityCoach — Energy Assistance Navigator | us-civic-tech/utilitycoach-energy-assistance-navigator.md | 6w | energy, social-services, LLM |
| 08 | HousingKey — Housing Program Navigator | us-civic-tech/housingkey-housing-program-navigator.md | 10-12w | housing, social-services, LLM |
| 09 | InformedYou — Consent Simplifier | us-civic-tech/informedyou-consent-simplifier.md | 6w | health, clinical-trials, LLM |
| 10 | SchoolEquityWatch — Funding Transparency | us-civic-tech/school-funding-transparency-analyzer.md | 12-16w | education, equity, data |
| # | Problem | File | Build Time | Tags |
|---|---|---|---|---|
| 01 | Kisaan Marg — Mandi Price Intelligence | india-impact/kisaan-marg-mandi-price-intelligence.md | 10-12w | agriculture, LLM, WhatsApp, India |
| 02 | Vyavastha — MSME Compliance Copilot | india-impact/vyavastha-msme-compliance-copilot.md | 12-16w | msme, compliance, regtech, DPI |
| 03 | JalGuru — Water Quality Intelligence | india-impact/jalguru-water-quality-intelligence.md | 8-10w | water, health, geospatial, ML |
| 04 | Nyaya Sahayak — Court Case Navigator | india-impact/nyaya-sahayak-court-case-navigator.md | 8-12w | legal, courts, LLM, WhatsApp |
| 05 | Sarthak — Government Scheme Agent | india-impact/sarthak-government-scheme-agent.md | 8-10w | governance, welfare, LLM, DigiLocker |
| 06 | Air Quality Intelligence & Early Warning | india-impact/air-quality-intelligence-early-warning.md | 10-14w | environment, health, satellite, ML |
| 07 | Women Safety Route Intelligence | india-impact/women-safety-route-intelligence.md | 8-12w | public-safety, urban, routing, India |
| 08 | Public Transit Optimisation for Indian Cities | india-impact/public-transit-optimization.md | 12-16w | transportation, urban, transit, India |
| # | Problem | File | Build Time | Tags |
|---|---|---|---|---|
| 01 | Village Grain Bank Manager | rapid-prototype/village-grain-bank-manager.md | 2-3w | agriculture, WhatsApp, CRUD |
| 02 | Medicine Stock Visibility | rapid-prototype/medicine-stock-visibility.md | 2-4w | health, supply-chain, SMS |
| 03 | Infrastructure Defect Reporter | rapid-prototype/infrastructure-defect-reporter.md | 3-4w | civic-tech, maps, workflow |
| 04 | Procurement Data Quality Monitor | rapid-prototype/procurement-data-quality-monitor.md | 3-4w | governance, data-engineering |
| 05 | Informal Worker Skills Passport | rapid-prototype/informal-worker-skills-passport.md | 4-6w | labor, identity, mobile |
| 06 | School Resource Transparency Map | rapid-prototype/school-resource-transparency-map.md | 4-6w | education, maps, offline |
| 07 | Annapurna — PDS Tracker | rapid-prototype/annapurna-pds-tracker.md | 4-6w | food-security, PDS, WhatsApp, India |
| 08 | RathLink — Waste Worker Platform | rapid-prototype/rathlink-waste-worker-platform.md | 4-6w | waste, circular-economy, QR, India |
| 09 | BhuLekh — Land Records App | rapid-prototype/bhulekh-land-records-app.md | 3-4w | land, governance, APIs, India |
| 10 | Setu — Government Form Assistant | rapid-prototype/setu-government-form-assistant.md | 3-4w | governance, forms, DigiLocker, India |
| 11 | JalSathi — Water Testing Network | rapid-prototype/jalsathi-water-testing-network.md | 4-6w | water, health, SMS, India |
| 12 | Emergency Alert Mesh Network | rapid-prototype/emergency-alert-mesh-network.md | 4-6w | disaster, IoT, hardware, India |
| 13 | Blood Availability & Donor Network | rapid-prototype/blood-availability-donor-network.md | 4-6w | health, blood, WhatsApp, India |
| 14 | Farm-Gate Price Discovery Board | rapid-prototype/farm-gate-price-discovery-board.md | 3-4w | agriculture, SMS, India |
| # | Problem | File | Build Time | Tags |
|---|---|---|---|---|
| 01 | Algorithmic Bias Auditing & AI Governance | frontier-platforms/algorithmic-bias-auditing-platform.md | 2-3mo | AI-governance, compliance, regulation |
| 02 | Youth Mental Health Crisis Triage | frontier-platforms/youth-mental-health-crisis-triage.md | 3-4mo | mental-health, youth, education, NLP |
| 03 | Clinical Trial Matching & Patient Equity | frontier-platforms/clinical-trial-matching-equity.md | 3-4mo | clinical-trials, health-equity, LLM |
| 04 | Homelessness Prevention Early Warning | frontier-platforms/homelessness-prevention-early-warning.md | 4-5mo | housing, social-services, ML |
| 05 | AMR Surveillance & Prescribing Support | frontier-platforms/amr-surveillance-prescribing-support.md | 4-6mo | AMR, global-health, infectious-disease, WHO |
| 06 | Dementia Caregiver Decision Support | frontier-platforms/dementia-caregiver-decision-support.md | 3-4mo | dementia, aging, caregiving, RAG |
| 07 | Food Waste Surplus Redistribution | frontier-platforms/food-waste-surplus-redistribution.md | 3-4mo | food-waste, climate, supply-chain, OR |
| 08 | Wildfire Risk & Community Preparedness | frontier-platforms/wildfire-risk-preparedness.md | 3-5mo | wildfire, climate, geospatial, ML |
| 09 | Perinatal Mental Health Platform | frontier-platforms/perinatal-mental-health-platform.md | 2-3mo | maternal-health, mental-health, womens-health |
| 10 | SMB Cybersecurity Compliance | frontier-platforms/smb-cybersecurity-compliance.md | 2-3mo | cybersecurity, compliance, SMB, GRC |
| 11 | Misinformation Resilience (Indian Languages) | frontier-platforms/misinformation-resilience-indian-languages.md | 3-4mo | misinformation, NLP, Indian-languages, multimodal |
| 12 | Personalized Learning Path Generator | frontier-platforms/personalized-learning-path-generator.md | 3-4mo | education, LLM, offline, India |
| Build Time | Problem Set |
|---|---|
| 2-3 weeks | Village Grain Bank, Medicine Stock Visibility |
| 3-4 weeks | Infrastructure Defect Reporter, Procurement Data Quality Monitor, BhuLekh, Setu, Farm-Gate Price Discovery Board |
| 4-6 weeks | Informal Worker Skills Passport, School Resource Transparency Map, Annapurna, RathLink, JalSathi, Emergency Alert Mesh Network, Blood Availability & Donor Network |
| 6-8 weeks | CivicFeed, FOIAbot, PredatoryGuard, UtilityCoach, InformedYou |
| 8-10 weeks | JalGuru, Sarthak, Ocean Plastic River Watch |
| 8-12 weeks | Workers Compass, DecodeMyBill, ProSe Navigator, HousingKey, Kisaan Marg, Nyaya Sahayak, Women Safety Route Intelligence |
| 10-12 weeks | Kisaan Marg |
| 10-14 weeks | Air Quality Intelligence & Early Warning, Urban Heat Vulnerability Mapping |
| 12-16 weeks | SchoolEquityWatch, Climate-Resilient Housing, Vyavastha, Public Transit Optimisation |
| 2-3 months | Algorithmic Bias Auditing, Perinatal Mental Health, SMB Cybersecurity Compliance |
| 3-4 months | Youth Mental Health Triage, Clinical Trial Matching, Dementia Caregiver, Food Waste, Misinformation Resilience, Personalized Learning Path Generator |
| 3-5 months | Wildfire Risk & Preparedness |
| 4-5 months | Homelessness Prevention Early Warning |
| 4-6 months | AMR Surveillance & Prescribing Support |
| 5-7 months | Procurement Fraud, Offline Crop Disease, School Resource Optimizer |
| 6-8 months | Maternal Health, Informal Waste, Post-Harvest Loss |
| 8-10 months | Harmful Algal Bloom |
| 8-12 months | Scientific Reproducibility Engine |
| 12-18 months | Groundwater Depletion Forecasting |
| Skill | Problems |
|---|---|
| Computer Vision | Informal Waste (#03), Crop Disease (#07), Reproducibility (#06 - figures) |
| NLP / LLMs | |
| Graph ML | |
| Geospatial / Remote Sensing | |
| Mobile Development | |
| IoT / Hardware | |
| Data Engineering | |
| WhatsApp/Twilio | |
| React Native / Offline | |
| API Integration | |
| Government DPI APIs | |
| Operations Research / VRP | |
| Clinical / Health Standards | |
| Cybersecurity / GRC | |
| ML (Fairness / Audit) | |
| Time Series / Risk Prediction | |
| Routing / Spatial Optimization | |
| Indian Language NLP |
| Domain | Problems |
|---|---|
| Public Health | Maternal Health, Medicine Stock, InformedYou, DecodeMyBill, JalGuru, AMR Surveillance & Prescribing, Youth MH Crisis Triage, Perinatal Mental Health, Blood Availability & Donor Network |
| Agriculture | Post-Harvest Loss, Crop Disease, Village Grain Bank, Kisaan Marg, Farm-Gate Price Discovery Board |
| Governance & Welfare | Procurement Fraud, CivicFeed, FOIAbot, Procurement Data Quality, Sarthak, Annapurna, Setu, BhuLekh |
| Housing & Urban | Climate Housing, HousingKey, Infrastructure Defect, Homelessness Prevention Early Warning, Urban Heat Vulnerability Mapping |
| Environment & Water | Informal Waste, Algal Bloom, Groundwater, JalGuru, JalSathi, RathLink, Ocean Plastic River Watch |
| Education | School Resource Optimizer, SchoolEquityWatch, School Resource Map, Youth MH Triage, Personalized Learning Path Generator |
| Legal & Justice | Workers Compass, ProSe Navigator, Nyaya Sahayak |
| Science | Scientific Reproducibility Engine |
| Labor | Informal Worker Passport |
| Energy | UtilityCoach |
| Finance | PredatoryGuard |
| Business & MSME | Vyavastha, SMB Cybersecurity Compliance |
| Land | BhuLekh |
| AI Governance | Algorithmic Bias Auditing |
| Mental Health | Youth MH Crisis Triage, Perinatal Mental Health, Dementia Caregiver Support |
| Clinical Research | Clinical Trial Matching & Patient Equity |
| Aging & Dementia | Dementia Caregiver Decision Support |
| Climate & Disaster | Wildfire Risk & Community Preparedness, Emergency Alert Mesh Network, Urban Heat Vulnerability Mapping |
| Food Security | Food Waste Surplus Redistribution |
| Cybersecurity | SMB Cybersecurity Compliance |
| Environment & Air | Air Quality Intelligence & Early Warning |
| Public Safety | Women Safety Route Intelligence |
| Transportation | Public Transit Optimisation |
| Misinformation | Misinformation Resilience (Indian Languages) |
| Region | Problems |
|---|---|
| Global South / General | Maternal Health, Procurement Fraud, Informal Waste, Post-Harvest Loss, Harmful Algal Bloom, Scientific Reproducibility, Crop Disease, Groundwater, School Optimizer, Climate Housing, Village Grain Bank, Medicine Stock, Infrastructure Defect, Procurement Data Quality, Worker Passport, School Resource Map, AMR Surveillance, Food Waste Redistribution, Urban Heat Vulnerability Mapping, Ocean Plastic River Watch |
| United States | CivicFeed, Workers Compass, FOIAbot, DecodeMyBill, ProSe Navigator, PredatoryGuard, UtilityCoach, HousingKey, InformedYou, SchoolEquityWatch, Youth MH Crisis Triage, Clinical Trial Matching, Homelessness Prevention, Dementia Caregiver, Wildfire Risk, Perinatal Mental Health, SMB Cybersecurity Compliance |
| India | Kisaan Marg, Vyavastha, JalGuru, Nyaya Sahayak, Sarthak, Annapurna, RathLink, BhuLekh, Setu, JalSathi, Air Quality Intelligence, Women Safety Route Intelligence, Public Transit Optimisation, Emergency Alert Mesh Network, Blood Availability & Donor Network, Farm-Gate Price Discovery Board, Misinformation Resilience, Personalized Learning Path Generator |
| Global Policy / Tech Governance | Algorithmic Bias Auditing |