Expert Cybersecurity Risk API Development with FastAPI

Expert Cybersecurity Risk API Development with FastAPIExpert Cybersecurity Risk API Development with FastAPI

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Ghufran Barcha

• Feb 11

Cybersecurity Risk Analysis API - FastAPI, DeepSeek

Developed a Python-based FastAPI application to automate OT cybersecurity risk assessment. The API processes asset data (Excel) and vulnerability scans (PDF), enriching CVE information via the NVD API. It employs a hybrid approach: initial rule-based severity assignment followed by LLM refinement using Langchain with the Deepseek model via Groq. This provides nuanced risk levels and detailed justifications based on OT context (criticality, safety, isolation). The system outputs structured JSON results, streamlining vulnerability management in industrial environments.
Technologies: Python, FastAPI, Pandas, Pymupdf, Langchain, Groq API (Deepseek), NVD API.

Backend Development

FastAPI

pandas

LangChain AI Engineer AI Agent Designer

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The network for creativity

Join 1.25M professional creatives like you

Connect with clients, get discovered, and run your business 100% commission-free

Creatives on Contra have earned over $150M and we are just getting started

The network for creativity

Join 1.25M professional creatives like you

Connect with clients, get discovered, and run your business 100% commission-free

Creatives on Contra have earned over $150M and we are just getting started

Back to feedPost

Ghufran Barcha

• Feb 11

Cybersecurity Risk Analysis API - FastAPI, DeepSeek

Developed a Python-based FastAPI application to automate OT cybersecurity risk assessment. The API processes asset data (Excel) and vulnerability scans (PDF), enriching CVE information via the NVD API. It employs a hybrid approach: initial rule-based severity assignment followed by LLM refinement using Langchain with the Deepseek model via Groq. This provides nuanced risk levels and detailed justifications based on OT context (criticality, safety, isolation). The system outputs structured JSON results, streamlining vulnerability management in industrial environments.
Technologies: Python, FastAPI, Pandas, Pymupdf, Langchain, Groq API (Deepseek), NVD API.

Backend Development

FastAPI

pandas

LangChain AI Engineer AI Agent Designer

Blake Young

• Feb 20

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Watch the 30-second walkthrough below.

#ProfitWithBubble #Bubble #NoCode #AI #MedSchool #BuildInPublic

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AI Art Low-Code/No-Code Development Medical Writing

Monica Yoon

• Feb 20

Really cool concept! Could've used this in school myself 😅

YOGESH KSHIRSAGAR

• Feb 20

Teams lose knowledge across chats, notes, and docs — Neuraone turns that scattered information into an AI-powered workspace.

LIVE URL: https://neuraone-62263.bubbleapps.io/

Instead of losing notes, chats, and documents across tools, Neuraone lets you store memories once and reuse them through AI to generate answers and decisions faster.

What it includes: • Personal + Team Workspaces • Memory Vault for notes, PDFs, etc. • AI chat powered by workspace knowledge • Notes → Memory workflow • Credit system + monetization-ready structure

Built with a SaaS pricing structure (Free, Pro).Built for agencies, businesses, and students who want a smarter way to organize knowledge and collaborate with AI.

Previously part of #BubbleBuildsRevenue, now evolving into a production-ready AI workspace with payments, credits, and team collaboration.

• Feb 20

I have been working on some AI avatars

Akinkunmi Ayo

pro

• Feb 20

Love seeing this 👏 AI avatars are such a fun space curious to see the style and personality you’re exploring!

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The network for creativity

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Connect with clients, get discovered, and run your business 100% commission-free

Creatives on Contra have earned over $150M and we are just getting started

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AI Art Low-Code/No-Code Development Medical Writing

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Really cool concept! Could've used this in school myself 😅

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Teams lose knowledge across chats, notes, and docs — Neuraone turns that scattered information into an AI-powered workspace.

LIVE URL: https://neuraone-62263.bubbleapps.io/

Instead of losing notes, chats, and documents across tools, Neuraone lets you store memories once and reuse them through AI to generate answers and decisions faster.

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