Cookbooks

Build powerful AI apps following our practical guides

Cookbooks
Chat Hexagon pattern

Claude Sonnet 4.6 API Gmail Outlook Newsletter Agent Multi-agent Example

NewsletterAgent is an end-to-end automated workflow that transforms a single topic into a polished newsletter. It researches relevant content using Tavily, filters and ranks articles for quality and relevance, generates engaging newsletter copy, formats everything into a responsive HTML email template, and securely sends or saves drafts via Gmail or Microsoft Outlook using OAuth through Composio.

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Chat Hexagon pattern

GLM-5 API Content Writer Agent Example

ToneCraft AI is a fully agentic text rewriting assistant. It doesn't just call an LLM once — it runs a 6-node LangGraph pipeline that analyzes your text, recommends the best tones, rewrites with full context awareness, scores the quality, self-corrects if needed, and produces a detailed explanation of every change made.

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Chat Hexagon pattern

MiniMax M2.5 API Long Context Agent Example

Recall AI: long-context chat with personas, multi-format file uploads, model-initiated DuckDuckGo search, follow-up question chips, conversation summaries, auto-titled SQLite sessions, and streaming via MiniMax M2.5 on Qubrid.

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OCR Hexagon pattern

Hunyuan OCR API Multilingual Translation Agent Example

Extracts text from images and translates it across multiple languages using an agentic pipeline.

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Code Hexagon pattern

Mistral 7B Instruct v0.3 API Resume Optimizer Agentic App Example

Optimizes resumes using intelligent agents to improve structure, keywords, and job alignment.

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Chat Hexagon pattern

GPT OSS 120B Reasoning Chatbot

Custom LangChain ChatQubrid for openai/gpt-oss-120b with streaming and visible thinking tokens: basic Python loop, Rich terminal UI with markdown, or Streamlit sidebar controls for temperature and max tokens.

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Code Hexagon pattern

Kimi K2 Thinking API Think Trace AI Example

ThinkTrace AI makes the invisible visible. Most AI apps hide the thinking and hand you a final answer. ThinkTrace surfaces the entire reasoning chain — every assumption, every intermediate step, every self-correction — using Kimi K2 Thinking's native reasoning_content field, routed through Qubrid AI infrastructure.

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Code Hexagon pattern

Kimi K2.5 API Landing Page Creator Example

SnapCode AI turns UI screenshots, wireframes, or mockups into HTML and Tailwind via Kimi K2.5 Vision on Qubrid, with live responsive iframe preview, syntax-highlighted code, and SQLite-backed generation history with custom session names.

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Vision Hexagon pattern

Qwen3 VL 30B A3B Instruct API Medical Prescription Chatbot Example

Production Streamlit assistant using Qwen3-VL-30B-A3B-Instruct and LangChain: multi-step vision reasoning for handwritten prescriptions, confidence-gated structured extraction, ambiguity clarification, smart daily schedules, and PDF export with safety disclaimers.

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Vision Hexagon pattern

Qwen3 VL 30B A3B Instruct API Nutri Vision App Example

Analyzes food images to provide nutritional insights using multimodal AI.

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Vision Hexagon pattern

Qwen3 VL 30B A3B Instruct API Smart Inspection Chatbot Example

AI-powered assistant for industrial inspection and quality control using visual data.

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Vision Hexagon pattern

Qwen3 VL 30B A3B Instruct API Vision Chatbot Example

General-purpose chatbot capable of understanding and responding to visual inputs.

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Code Hexagon pattern

GPT OSS 120B API Confidence Aware RAG Example

Implements retrieval-augmented generation with confidence estimation.

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Code Hexagon pattern

GPT OSS 120B API Email Agent with HITL Example

Demonstrates an email agent workflow with human-in-the-loop validation.

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Code Hexagon pattern

GPT OSS 120B API Langgraph Conditional Workflows Example

Explores conditional workflows using LangGraph for agent orchestration.

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Code Hexagon pattern

GPT OSS 120B API Langgraph YouTube Agent Example

Builds an agent for interacting with and analyzing YouTube content.

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Code Hexagon pattern

GPT OSS 20B API Tool Using Agent Example

Demonstrates how agents can dynamically use external tools.

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