Local-first Telegram AI bot with Ollama tool calling, voice transcription, MinIO storage, SearchApi web search, and readiness checks

Google News API Python client for Google News RSS search, top stories, async clients, URL decoding, SearchAPI modes, and MCP tools.

LlamaIndex tool integration for SearchApi.io — multi-engine web search (Google, News, Shopping, YouTube, Bing, Baidu)

This project demonstrates a complete workflow that uses 'LangGraph', a stateful orchestration framework to streamline the coordination and the integration of Large Language Models (LLMs) like OpenAI’s GPT-4o-mini with real-time search APIs like ‘Google Search’.

A Python-based Real-time Economic Indicator (REI) tracker using SearchApi to capture high-frequency market price trends and localized digital-shelf dynamics in Osaka.

Multi-agent CrewAI flight advisor — provider-agnostic LLM (OpenAI/Gemini/Groq/Ollama via LiteLLM), real SearchApi google_flights data, and code-level guardrails that keep the agent reliable.

NCR Real Estate Chatbot — AI-powered property search for homebuyers, renters, and investors. Chat naturally to find, compare, and get real-time listings across Metro Manila. Smarter property hunting starts here.

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