# Karma Documentation

## Docs

- [Introduction](https://docs.mellob.in/introduction.md): Introducing The Karma Suite.
- [Usage Guidelines](https://docs.mellob.in/notes.md): Conventions and best practices when working with the Karma Go package.
- [apigen Package](https://docs.mellob.in/packages/apigen.md): Generate OpenAPI-style documentation from Go structs and definitions using Karma’s APIGen utility.
- [apir Package](https://docs.mellob.in/packages/apir.md): Reusable Go HTTP client for REST APIs with JSON support, file uploads, and custom headers.
- [config Package](https://docs.mellob.in/packages/config.md): Load and manage environment variables using Karma’s configuration utilities.
- [database Package](https://docs.mellob.in/packages/database.md): PostgreSQL ORM-style helpers with struct mapping, inserts, updates, and connection handling.
- [errors Package](https://docs.mellob.in/packages/errors.md): Centralized error loading, retrieval, and writing using Karma’s error management system.
- [Usage of Analytics](https://docs.mellob.in/packages/karma-ai/analytics-use.md): Enable analytics collection with Posthog's LLM observability for prompts, tool calls, and AI output.
- [Basic usage](https://docs.mellob.in/packages/karma-ai/basic-use.md): Build chats, stream output, and work with messages and responses using Karma AI.
- [Environment setup](https://docs.mellob.in/packages/karma-ai/env-setup.md): Configure API keys via .env for OpenAI, Anthropic, Grok (xAI), Gemini, and AWS Bedrock.
- [Getting started](https://docs.mellob.in/packages/karma-ai/getting-started.md): Install the Karma AI package and make your first request in under 2 minutes.
- [Usage with MCP](https://docs.mellob.in/packages/karma-ai/mcp-use.md): Call external tools through MCP with a single or multiple servers.
- [Karma Memory AI](https://docs.mellob.in/packages/karma-ai/memory.md): Karma Memory is a sophisticated, long-term memory system for AI agents. It bridges the gap between stateless LLM calls and persistent, context-aware interactions by storing, retrieving, and managing memories using vector databases and intelligent caching.
- [Configuring webhook](https://docs.mellob.in/packages/karmapay/configuring-webhook.md)
- [Getting started](https://docs.mellob.in/packages/karmapay/getting-started.md)
- [Introducing KarmaPay](https://docs.mellob.in/packages/karmapay/intro-karmapay.md): Centralized error loading, retrieval, and writing using Karma’s error management system.
- [Payment verification](https://docs.mellob.in/packages/karmapay/payment-verification.md)
- [mails package](https://docs.mellob.in/packages/mailer.md): Send your first email with Karma Mail in under 2 minutes.
- [Quickstart](https://docs.mellob.in/quickstart.md): Learn how to install and start using the `karma` Go package for your project.

## OpenAPI Specs

- [openapi](https://docs.mellob.in/api-reference/openapi.json)

## Optional

- [Blog](https://blogs.mellob.in)