> For the complete documentation index, see [llms.txt](https://docs.graffo.io/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.graffo.io/documentation/readme.md).

# Welcome

Welcome to Graffo! Transform your unstructured data into AI-ready knowledge that powers smarter decisions and better outcomes.

Graffo is a universal search and agent integration platform that connects disparate data sources—Google Drive, Notion, Slack, databases, and more—into a unified, queryable knowledge graph. Whether you're building AI agents, implementing RAG systems, or creating intelligent workflows, Graffo gives you the context your AI needs to be accurate and reliable.

## What makes Graffo different?

**🔗 Unified Context**: Connect all your data sources into a single, queryable graph that preserves relationships and context across platforms.

**🧠 Semantic Understanding**: Go beyond keyword search with hybrid retrieval that combines vector embeddings with graph relationships for superior accuracy.

**🤖 Agent-Ready**: Purpose-built for developers integrating AI into their applications. Works seamlessly with LangChain, AutoGPT, and custom agent frameworks.

**⚡ Developer First**: Simple APIs, comprehensive SDKs, and clear documentation get you from zero to production fast.

## Who uses Graffo?

* **AI Agent Builders** creating autonomous systems that need grounded, contextual knowledge
* **Data Teams** implementing RAG at scale with reliable retrieval and verifiable answers
* **Startups** shipping knowledge products without building complex infrastructure
* **Automation Engineers** building workflows that react intelligently to real-time changes

### Jump right in

<table data-view="cards"><thead><tr><th></th><th></th><th></th><th data-hidden data-card-cover data-type="files"></th><th data-hidden></th><th data-hidden data-card-target data-type="content-ref"></th></tr></thead><tbody><tr><td><i class="fa-bolt">:bolt:</i></td><td><strong>Quickstart</strong></td><td>Get up and running in 5 minutes with your first collection</td><td></td><td></td><td><a href="/documentation/getting-started/quickstart.md">Quickstart</a></td></tr><tr><td><i class="fa-database">:database:</i></td><td><strong>Core Concepts</strong></td><td>Understand collections, sources, and the Graffo knowledge graph</td><td></td><td></td><td><a href="https://github.com/MaxGalindo150/graffo-backend/blob/main/docs/pages/docs/core-concepts/collections.md">https://github.com/MaxGalindo150/graffo-backend/blob/main/docs/pages/docs/core-concepts/collections.md</a></td></tr><tr><td><i class="fa-search">:search:</i></td><td><strong>Search &#x26; Query</strong></td><td>Learn semantic search, filters, and advanced query patterns</td><td></td><td></td><td><a href="https://github.com/MaxGalindo150/graffo-backend/blob/main/docs/pages/docs/guides/search-and-query.md">https://github.com/MaxGalindo150/graffo-backend/blob/main/docs/pages/docs/guides/search-and-query.md</a></td></tr><tr><td><i class="fa-plug">:plug:</i></td><td><strong>Integrations</strong></td><td>Connect Google Drive, Notion, Slack, and 20+ other sources</td><td></td><td></td><td><a href="https://github.com/MaxGalindo150/graffo-backend/blob/main/docs/pages/docs/integrations/overview.md">https://github.com/MaxGalindo150/graffo-backend/blob/main/docs/pages/docs/integrations/overview.md</a></td></tr><tr><td><i class="fa-robot">:robot:</i></td><td><strong>Agent Integration</strong></td><td>Build AI agents with reliable context and grounded responses</td><td></td><td></td><td><a href="https://github.com/MaxGalindo150/graffo-backend/blob/main/docs/pages/docs/guides/agent-integration.md">https://github.com/MaxGalindo150/graffo-backend/blob/main/docs/pages/docs/guides/agent-integration.md</a></td></tr><tr><td><i class="fa-code">:code:</i></td><td><strong>API Reference</strong></td><td>Complete API documentation with examples and SDKs</td><td></td><td></td><td><a href="https://github.com/MaxGalindo150/graffo-backend/blob/main/docs/pages/api-reference/README.md">https://github.com/MaxGalindo150/graffo-backend/blob/main/docs/pages/api-reference/README.md</a></td></tr></tbody></table>

***

## Ready to get started?

[**Start Building Free →**](https://app.graffo.io/register) Create your account and connect your first data source in minutes.

[**View Live Demo →**](https://app.graffo.io/demo) See Graffo in action with sample data from popular tools.

[**Join our Community →**](https://discord.gg/484HY9Ehxt) Get help from our team and connect with other developers.


---

# Agent Instructions
This documentation is published with GitBook. GitBook is the documentation platform designed so that both humans and AI agents can read, navigate, and reason over technical content effectively. Learn more at gitbook.com.

## Querying This Documentation
If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter, and the optional `goal` query parameter:

```
GET https://docs.graffo.io/documentation/readme.md?ask=<question>&goal=<endgoal>
```

`ask` is the immediate question: it should be specific, self-contained, and written in natural language.
`goal` is optional and describes the broader end goal you are ultimately trying to accomplish on behalf of the user. GitBook uses it to tailor the answer towards what is most useful for that goal.

The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.