Finance Scoop

D 59 completed
Ai Ml
web_app / yaml · small
69
Files
9,090
LOC
4
Frameworks
7
Languages

Pipeline State

completed
Run ID
#303448
Phase
done
Progress
1%
Started
Finished
2026-04-13 01:31:02
LLM tokens
0

Pipeline Metadata

Stage
Cataloged
Decision
proceed
Novelty
86.29
Framework unique
Isolation
Last stage change
2026-05-10 03:35:28
Deduplication group #59743
Member of a group with 1 similar repo(s) — this repo is canonical view group →
Top concepts (10)
Project DescriptionMiddleware/PipelineRepositoryWeb FrontendpresentationinfrastructureAuthenticationAnalyticsConfigurationNotifications
Repobility's GitHub App fixes findings like these · https://github.com/apps/repobility-bot

AI Prompt

Create an AI-powered social media monitoring tool, similar to Finance Scoop. I need it to monitor finance discussions on Reddit in real-time, allowing users to browse hot/new posts and search by keywords across multiple subreddits. The system must use AI (like Grok-3) to perform sentiment analysis on these posts and generate natural-sounding, context-aware reply drafts that promote a product. Additionally, implement a smart alert system that supports keyword monitoring and sends notifications via email or Slack. The frontend should be modern, using React, Next.js, and Tailwind CSS, and it needs to handle user authentication using Clerk and store data in Supabase.
typescript next.js react tailwindcss reddit ai sentiment-analysis supabase social-media web-app
Generated by gemma4:latest

Catalog Information

Finance Scoop is an AI-powered social media monitoring tool for finance discussions and business opportunities.

Description

Finance Scoop helps you monitor finance/trading discussions on Reddit in real-time, detect opportunities where your product would be valuable, analyze sentiment using AI to identify high-value posts, generate intelligent reply drafts that you can copy and post, and get notified via email or Slack when relevant discussions happen. It features real-time updates, no Reddit API authentication required, AI-powered analysis with sentiment analysis and smart reply generation, and customizable alerts with keyword-based monitoring.

الوصف

يُعد Finance Scoop أداة مراقبة وسائل التواصل الاجتماعي المجهزة بالذكاء الاصطناعي لمناقشات المالية والفرص التجارية. يساعدك على المراقبة في الوقت الحقيقي للمناقشات المتعلقة بالمالية على ريديت، واكتشاف الفرص حيث تكون منتجاتك قيمة، وتحليل المشاعر باستخدام الذكاء الاصطناعي لتحديد المناقشات ذات القيمة العالية، وتوليدdraftات الإجابة الذكية التي يمكن نسخها ونشرها، والتنبيه عبر البريد الإلكتروني أو Slack عندما تحدث مناقشات ذات صلة. يحتوي على تحديثات حية، لا يتطلب تسجيل الدخول إلى API ريديت، وتحليل الذكاء الاصطناعي مع تحليل المشاعر وتوليد الإجابة الذكية، والتنبيه المخصص بالتالي

Novelty

7/10

Tags

social-media-monitoring finance-discussions business-opportunities reddit-integration ai-powered-analysis sentiment-analysis smart-reply-generation

Technologies

clerk nextjs radix-ui react supabase tailwind zod

Claude Models

claude (unknown version)

Quality Score

D
59.1/100
Structure
60
Code Quality
87
Documentation
42
Testing
0
Practices
64
Security
92
Dependencies
90

Strengths

  • Code linting configured (eslint)
  • Consistent naming conventions (snake_case)
  • Low average code complexity \u2014 well-structured code
  • Good security practices \u2014 no major issues detected
  • Properly licensed project

Weaknesses

  • No tests found \u2014 high risk of regressions
  • No CI/CD configuration \u2014 manual testing and deployment
  • 640 duplicate lines detected \u2014 consider DRY refactoring

Recommendations

  • Add a test suite \u2014 start with critical path integration tests
  • Set up CI/CD (GitHub Actions recommended) to automate testing and deployment

Security & Health

7.3h
Tech Debt (B)
High
DORA Rating
A
OWASP (100%)
Citation: Repobility (2026). State of AI-Generated Code. https://repobility.com/research/
PASS
Quality Gate
A
Risk (2)
MIT
License
4.9%
Duplication
Full Security Report AI Fix Prompts SARIF SBOM

Languages

yaml
41.9%
typescript
32.2%
markdown
22.9%
json
1.4%
sql
1.3%
css
0.2%
javascript
0.1%

Frameworks

React Next.js Tailwind CSS Turbopack

Symbols

variable143
function72
interface13
constant3
type_alias3

API Endpoints (11)

Findings produced by Repobility · scan your repo at https://repobility.com/scan/
MethodPathHandlerFramework
Repobility — the code-quality scanner for AI-generated software · https://repobility.com
POST/api/ai/analyzeaxios.postExpress
POST/api/ai/draftaxios.postExpress
POST/api/ai/summarizeaxios.postExpress
POST/api/alertsaxios.postExpress
GET/api/alertsaxios.getExpress
POST/api/reddit/searchaxios.postExpress
GETauthorizationheaders.getExpress
GETlimitsearchParams.getExpress
GETlimitsearchParams.getExpress
GETlimitsearchParams.getExpress
GETsubredditsearchParams.getExpress

Concepts (10)

Analysis by Repobility (https://repobility.com) · MCP-ready
CategoryNameDescriptionConfidence
Open data scored by Repobility · https://repobility.com
auto_descriptionProject Description> AI-powered social media monitoring for finance discussions and business opportunities80%
design_patternMiddleware/PipelineFound middleware-named files80%
design_patternRepositoryFound repository-named files80%
auto_categoryWeb Frontendweb-frontend70%
arch_layerpresentationDetected presentation layer70%
arch_layerinfrastructureDetected infrastructure layer70%
business_logicAuthenticationDetected from 2 related files50%
business_logicAnalyticsDetected from 6 related files50%
business_logicConfigurationDetected from 4 related files50%
business_logicNotificationsDetected from 6 related files50%
Repobility · code-quality intelligence platform · https://repobility.com

Quality Timeline

1 quality score recorded.

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BinComp Dependency Hardening

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1 of this repo's dependencies have been scanned for binary hardening. Grade reflects RELRO / stack canary / FORTIFY / PIE coverage.
Nlangsmith0.7.31 · 0 gadgets · risk 2115.7