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MU

MUHAMMAD USMAN

Tier 2 (Warm)Unclaimed Profile

@muhammadusmanray-ops

AI & Backend Developer | Building Agentic AI Systems Supabase • Firebase • Vercel • OpenAI • System Design Passionate about scalable architectures & intel

sylani ISLAMABAD 4 stars On GitHub since 2025

Analyzed just now

LLM Providers

1

Models Detected

1

AI Repos

2

Est. Monthly Cost

$114

AI Sophistication
33%

Basic API

Direct LLM API calls

Frameworks

Using LLM frameworks (LangChain, etc.)

Embeddings

Embedding models for semantic search

RAG

Retrieval-augmented generation with vector stores

Agents

Autonomous agent frameworks

Multi-Provider

Using 3+ LLM providers

Architecture Overview

LLM Providers

Google

Models

gemini-2.5-pro

Frameworks

LangChain
Provider Usage Across Repos
Google2 repos
ATLAS-MEDICAL-AICHURN-AI-ml-1-
Model Diversity
1 models

Google

gemini-2.5-pro(2)
Interactive Cost Calculator

Estimate costs using published model pricing and your own volume inputs.

Model

Daily API Calls

1,000
10100K

Avg Tokens per Request

1,000
10010,000

gemini-2.5-pro pricing

Input: $1.25/1M tokens  ·  Output: $10/1M tokens

These estimates use published model pricing. Actual costs depend on your call volume, prompt length, and response size.