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AgentOps

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For agents: AgentOps platform for testing, debugging, tracing and deploying AI agents and LLM apps; docs cover quickstart, decorators, examples and an MCP trace server.

ai agent monitoringagent tracingllm observabilityagent debuggingmcp server

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DevOps and observability · AI agents and MCP · Developer tools
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The beginning of the file, from our validated copy saved 2026-10-25T08:11:18.983Z. Cached copy · Source on agentops.ai

# AgentOps

## Docs

- [Introduction](https://docs.agentops.ai/v2/introduction.md): AgentOps is the developer favorite platform for testing, debugging, and deploying AI agents and LLM apps.
- [Quickstart](https://docs.agentops.ai/v2/quickstart.md): Get started with AgentOps in minutes with just 2 lines of code for basic monitoring, and explore powerful decorators for custom tracing.
- [Examples](https://docs.agentops.ai/v2/examples/examples.md): Examples of AgentOps with various integrations
- [MCP Docs](https://docs.agentops.ai/v2/usage/mcp-docs.md): Chat with the AgentOps documentation directly from your IDE using the Mintlify MCP Docs Server.
- [MCP Server](https://docs.agentops.ai/v2/usage/mcp-server.md): MCP server for accessing AgentOps trace and span data
- [Core Concepts](https://docs.agentops.ai/v2/concepts/core-concepts.md): Understanding the fundamental concepts of AgentOps
- [Decorators](https://docs.agentops.ai/v2/concepts/decorators.md): Use decorators to track activities in your agent system
- [Traces](https://docs.agentops.ai/v2/concepts/traces.md): Effectively manage traces in your agent workflow
- [Spans](https://docs.agentops.ai/v2/concepts/spans.md): Understanding the different types of spans in AgentOps
- [Tags](https://docs.agentops.ai/v2/concepts/tags.md): Organize and filter your sessions with customizable tags
- [AG2](https://docs.agentops.ai/v2/integrations/ag2.md): Track and analyze your AG2 agents with AgentOps
- [Agno](https://docs.agentops.ai/v2/integrations/agno.md): Track your Agno agents, teams, and workflows with AgentOps
- [Anthropic](https://docs.agentops.ai/v2/integrations/anthropic.md): Track and analyze your Anthropic API calls with AgentOps
- [AutoGen](https://docs.agentops.ai/v2/integrations/autogen.md): Integrate AgentOps with Microsoft AutoGen for multi-agent workflow tracking
- [CrewAI](https://docs.agentops.ai/v2/integrations/crewai.md): AgentOps and CrewAI teamed up to make monitoring Crew agents dead simple.
- [Haystack](https://docs.agentops.ai/v2/integrations/haystack.md): Monitor your Haystack agents with AgentOps
- [Google ADK](https://docs.agentops.ai/v2/integrations/google_adk.md): Track and analyze your Google Agent Development Kit (ADK) AI agents with AgentOps
- [Google Generative AI](https://docs.agentops.ai/v2/integrations/google_generative_ai.md): Monitor and analyze your Google Gemini API calls with AgentOps
- [LangChain](https://docs.agentops.ai/v2/integrations/langchain.md): Track your LangChain agents with AgentOps
- [LangGraph](https://docs.agentops.ai/v2/integrations/langgraph.md): Track and analyze your LangGraph workflows with AgentOps
- [LlamaIndex](https://docs.agentops.ai/v2/integrations/llamaindex.md): AgentOps works seamlessly with LlamaIndex, a framework for building context-augmented generative AI applications with LLMs.
- [LiteLLM](https://docs.agentops.ai/v2/integrations/litellm.md): Track and analyze your LiteLLM calls across multiple providers with AgentOps
- [Mem0](http
…

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