> ## Documentation Index
> Fetch the complete documentation index at: https://docs.thecontextcompany.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Introduction

> Understand how users interact with your AI agents and catch the failures that traditional monitoring misses

The Context Company gives you deep visibility into how your AI agents behave in production. See what users are actually experiencing, catch silent failures that don't throw errors, and get actionable context delivered to your workspace and coding agents.

### What you get

* **User behavior analysis** - see where users get frustrated, confused, or stuck. Detect pain points across every conversation without reading through them manually.
* **Silent failure detection** - catch the failures that traditional monitoring misses: bad tool calls, hallucinations, infinite loops, and responses that don't address what the user asked.
* **Custom pattern monitoring** - define your own signals (competitor mentions, compliance phrases, escalation keywords) and track them across every run automatically.
* **Context delivered to your workflow** - get alerts, recaps, and insight search results in Slack. Give your coding agent production context through MCP so it can find and fix issues directly.

### Get started

Pick your framework to start sending traces:

<CardGroup cols={2}>
  <Card title="Vercel AI SDK" icon="rocket" href="/frameworks/vercel-ai-sdk/index">
    TypeScript
  </Card>

  <Card title="Claude Agent SDK" icon="robot" href="/frameworks/claude-agent-sdk/index">
    TypeScript
  </Card>

  <Card title="Mastra" icon="gear" href="/frameworks/mastra/index">
    TypeScript
  </Card>

  <Card title="LangChain & LangGraph" icon="link" href="/frameworks/langchain-langgraph/index">
    Python
  </Card>

  <Card title="CrewAI" icon="users" href="/frameworks/crewai/index">
    Python
  </Card>

  <Card title="Agno" icon="microchip" href="/frameworks/agno/index">
    Python
  </Card>

  <Card title="Custom Instrumentation (Python)" icon="code" href="/frameworks/custom-instrumentation/python/setup">
    Python
  </Card>

  <Card title="Custom Instrumentation (TypeScript)" icon="code" href="/frameworks/custom-instrumentation/typescript/setup">
    TypeScript
  </Card>
</CardGroup>
