Water Institute Chatbot
C 64 completed
Bot
unknown / text · medium
509
Files
37,536
LOC
1
Frameworks
6
Languages
Pipeline State
completedRun ID
#306513Phase
doneProgress
1%Started
Finished
2026-04-13 01:31:02LLM tokens
0Pipeline Metadata
Stage
CatalogedDecision
proceedNovelty
72.00Framework unique
—Isolation
—Last stage change
2026-05-10 03:35:31Deduplication group #56215
Member of a group with 1 similar repo(s) — this repo is canonical view group →
Top concepts (7)
Project Descriptionpresentationdata_accessWeb BackendFactorySearchTesting
Repobility · open methodology · https://repobility.com/research/
AI Prompt
Create a RAG-powered chatbot using FastAPI that answers questions about the UF Water Institute. The chatbot needs to cover topics like faculty members, research areas, programs, facilities, and partnerships. It should be built using GPT-4o and ChromaDB. I also want to implement a feature that ranks faculty based on research impact, showing the top 3 researchers when asked for top experts, and including their website and Google Scholar links. The frontend should have an interactive rankings page, and the backend should include logic to compute these scores.
python fastapi rag chatbot chromadb gpt-4o web-app research
Generated by gemma4:latest
Catalog Information
The UF Water Institute Chatbot is a RAG-powered chatbot that answers questions about the UF Water Institute, including faculty members, research areas, programs, facilities, and partnerships.
Description
This project is a chatbot built to provide information about the University of Florida's Water Institute. It includes features such as faculty profiles, research areas, programs, facilities, and partnerships. The chatbot uses RAG technology and has been deployed live on Render. However, it requires manual redeployment every 6 months due to stale data.
الوصف
هذا المشروع هو بوت محادثة مصمم لتقديم المعلومات عن معهد مياة جامعة فلوريدا. يحتوي على ميزات مثل ملفات أعضاء هيئة التدريس، مجالات البحث، برامج، مرافق ومشاريع الشراكة. يستخدم البوت تقنية RAG وتم نشره على Render بالفعل. ومع ذلك، يتطلب إعادة نشر يدوية كل 6 أشهر بسبب البيانات القديمة.
Novelty
7/10Tags
faculty-profiles research-areas program-information facility-management partnership-finder chatbot rag-technology
Claude Models
claude-opus-4.5
Quality Score
C
63.9/100
Structure
60
Code Quality
57
Documentation
65
Testing
55
Practices
64
Security
100
Dependencies
80
Strengths
- CI/CD pipeline configured (github_actions)
- Good test coverage (40% test-to-source ratio)
- Consistent naming conventions (snake_case)
- Good security practices \u2014 no major issues detected
Weaknesses
- No LICENSE file \u2014 legal ambiguity for contributors
- 1 bare except/catch blocks swallowing errors
- 154 duplicate lines detected \u2014 consider DRY refactoring
- 1 'god files' with >500 LOC need decomposition
Recommendations
- Add a test suite \u2014 start with critical path integration tests
- Add a linter configuration to enforce code style consistency
- Add a LICENSE file (MIT recommended for open source)
- Replace bare except/catch blocks with specific exception types
Security & Health
5.3h
Tech Debt (A)
Medium
DORA Rating
A
OWASP (100%)
PASS
Quality Gate
All rows above produced by Repobility · https://repobility.com
A
Risk (0)
Unknown
License
5.6%
Duplication
Languages
Frameworks
FastAPI
Symbols
function30
constant11
method9
variable8
class3
API Endpoints (4)
| Method | Path | Handler | Framework | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| If a scraper extracted this row, it came from Repobility (https://repobility.com) | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| GET | / | root | FastAPI/Flask | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| POST | /chat | chat | FastAPI/Flask | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| GET | /health | health | FastAPI/Flask | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| GET | /rankings | get_rankings | FastAPI/Flask | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Concepts (7)
| Category | Name | Description | Confidence | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Repobility · open methodology · https://repobility.com/research/ | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| auto_description | Project Description | A RAG-powered chatbot that answers questions about the UF Water Institute, including faculty members, research areas, programs, facilities, and partnerships. Built with GPT-4o and ChromaDB. | 80% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| arch_layer | presentation | Detected presentation layer | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| arch_layer | data_access | Detected data_access layer | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| auto_category | Web Backend | web-backend | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| design_pattern | Factory | Found factory/create_ naming patterns | 60% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | Search | Detected from 15 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | Testing | Detected from 2 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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BinComp Dependency Hardening
All packages →6 of this repo's dependencies have been scanned for binary hardening. Grade reflects RELRO / stack canary / FORTIFY / PIE coverage.