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    "url": "https://docs.livekit.io/agents/",
    "excerpt": "The Agents framework lets you add any Python or Node.js program to LiveKit rooms as full realtime participants.",
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    "id": "livekit-agents-docs-2",
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    "url": "https://docs.livekit.io/agents/start/voice-ai.md",
    "excerpt": "Build and deploy a simple voice assistant in less than 10 minutes.",
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    "id": "livekit-agents-docs-3",
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    "url": "https://docs.livekit.io/agents/",
    "excerpt": "LiveKit Inference for running AI models without API keys.",
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  },
  {
    "id": "livekit-agents-docs-4",
    "tier": "claimed-docs",
    "url": "https://docs.livekit.io/agents/logic/turns/adaptive-interruption-handling.md",
    "excerpt": "Adaptive interruption handling allows an agent to respond naturally when users speak mid-response... to identify intentional interruptions (barge-ins) from conversational backchanneling.",
    "fetchedAt": "2026-09-05T01:20:58.398Z"
  },
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    "id": "livekit-agents-docs-5",
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    "url": "https://docs.livekit.io/agents/logic/turns/turn-detector.md",
    "excerpt": "LiveKit's `TurnDetector` is an audio model that encodes user audio directly, capturing both _what_ is said and _how_ it's said.",
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  },
  {
    "id": "livekit-agents-docs-6",
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    "url": "https://docs.livekit.io/agents/logic/tools.md",
    "excerpt": "Call external APIs or lookup data for RAG.",
    "fetchedAt": "2026-09-05T01:20:58.398Z"
  },
  {
    "id": "livekit-agents-docs-7",
    "tier": "claimed-docs",
    "url": "https://docs.livekit.io/agents/logic/tools.md",
    "excerpt": "Many LLM providers, including OpenAI, Gemini, and SpaceXAI, include built-in server-side tools that are executed entirely within a single API call.",
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  },
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    "url": "https://github.com/livekit/agents",
    "excerpt": "MCP support: Native support for MCP. Integrate tools provided by MCP servers with one line of code.",
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  },
  {
    "id": "livekit-agents-docs-8",
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    "url": "https://docs.livekit.io/agents/server.md",
    "excerpt": "A programmatic participant is any code that joins a LiveKit room as a participant \u2014 this includes AI agents, media processors, or custom logic that processes realtime streams.",
    "fetchedAt": "2026-09-05T01:20:58.398Z"
  },
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    "id": "livekit-agents-docs-9",
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    "url": "https://docs.livekit.io/agents/start/testing.md",
    "excerpt": "Behavioral tests verify specific interactions and expected outcomes. They integrate with your existing test suite using pytest (Python) or Vitest (Node.js)",
    "fetchedAt": "2026-09-05T01:20:58.398Z"
  },
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    "id": "livekit-agents-docs-10",
    "tier": "claimed-docs",
    "url": "https://docs.livekit.io/agents/start/testing.md",
    "excerpt": "Agent simulations run end-to-end conversations between your agent and an LLM-driven user, then evaluate the results across the full interaction.",
    "fetchedAt": "2026-09-05T01:20:58.398Z"
  },
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    "id": "livekit-agents-gh-2",
    "tier": "github",
    "url": "https://github.com/livekit/agents",
    "excerpt": "Works seamlessly with LiveKit's telephony stack, allowing your agent to make calls to or receive calls from phones.",
    "fetchedAt": "2026-09-05T01:20:58.398Z"
  },
  {
    "id": "livekit-agents-docs-11",
    "tier": "claimed-docs",
    "url": "https://docs.livekit.io/home/self-hosting/deployment.md",
    "excerpt": "The good news is LiveKit includes an embedded TURN server. It's a secure TURN implementation that has integrated authentication with the rest of LiveKit.",
    "fetchedAt": "2026-09-05T01:20:58.398Z"
  },
  {
    "id": "livekit-agents-docs-12",
    "tier": "claimed-docs",
    "url": "https://docs.livekit.io/agents/models.md",
    "excerpt": "LiveKit Agents includes a large ecosystem of open source plugins for a variety of AI providers.",
    "fetchedAt": "2026-09-05T01:20:58.398Z"
  },
  {
    "id": "livekit-agents-docs-13",
    "tier": "claimed-docs",
    "url": "https://docs.livekit.io/agents/",
    "excerpt": "Prototype and deploy voice agents directly in your browser, without writing any code.",
    "fetchedAt": "2026-09-05T01:20:58.398Z"
  },
  {
    "id": "livekit-agents-docs-14",
    "tier": "claimed-docs",
    "url": "https://docs.livekit.io/agents/start/voice-ai.md",
    "excerpt": "Build and deploy a simple voice assistant with Python or Node.js in less than 10 minutes.",
    "fetchedAt": "2026-09-05T01:31:23.113Z"
  },
  {
    "id": "livekit-agents-docs-15",
    "tier": "claimed-docs",
    "url": "https://docs.livekit.io/agents/",
    "excerpt": "LiveKit Agent Builder to prototype and deploy agents directly in your browser without writing code",
    "fetchedAt": "2026-09-05T01:31:23.113Z"
  },
  {
    "id": "livekit-agents-docs-16",
    "tier": "claimed-docs",
    "url": "https://docs.livekit.io/agents/",
    "excerpt": "LiveKit Inference for running AI models without API keys",
    "fetchedAt": "2026-09-05T01:31:23.113Z"
  },
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    "id": "livekit-agents-docs-17",
    "tier": "claimed-docs",
    "url": "https://docs.livekit.io/agents/logic/tools/mcp.md",
    "excerpt": "Wrap an MCP server in an \\`MCPToolset\\` and pass it to the agent's \\`tools\\` parameter",
    "fetchedAt": "2026-09-05T01:31:23.113Z"
  },
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    "id": "livekit-agents-docs-18",
    "tier": "claimed-docs",
    "url": "https://docs.livekit.io/agents/logic/turns/turn-detector.md",
    "excerpt": "A turn detector model can predict that they have more to say and wait for them to finish before responding.",
    "fetchedAt": "2026-09-05T01:31:23.113Z"
  },
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    "id": "livekit-agents-docs-19",
    "tier": "claimed-docs",
    "url": "https://docs.livekit.io/agents/logic/turns/adaptive-interruption-handling.md",
    "excerpt": "the model analyzes the acoustic signals to identify intentional interruptions (barge-ins) from conversational backchanneling",
    "fetchedAt": "2026-09-05T01:31:23.113Z"
  },
  {
    "id": "livekit-agents-docs-20",
    "tier": "claimed-docs",
    "url": "https://docs.livekit.io/agents/server.md",
    "excerpt": "The Agents framework isn't limited to AI agents. You can use it to deploy any code that needs to process realtime media and data streams as a programmatic participant.",
    "fetchedAt": "2026-09-05T01:31:23.113Z"
  },
  {
    "id": "livekit-agents-docs-21",
    "tier": "claimed-docs",
    "url": "https://livekit.io/pricing",
    "excerpt": "Instant rollback to a previous agent deployment",
    "fetchedAt": "2026-09-05T01:31:23.113Z"
  },
  {
    "id": "livekit-agents-docs-22",
    "tier": "claimed-docs",
    "url": "https://docs.livekit.io/agents/logic/tools.md",
    "excerpt": "LiveKit Agents has full support for LLM tool use. This feature allows you to create a custom library of tools to extend your agent's context",
    "fetchedAt": "2026-09-05T01:34:03.889Z"
  },
  {
    "id": "livekit-agents-docs-23",
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    "url": "https://docs.livekit.io/agents/logic/tools/mcp.md",
    "excerpt": "Wrap an MCP server in an `MCPToolset` and pass it to the agent's `tools` parameter",
    "fetchedAt": "2026-09-05T01:34:03.889Z"
  },
  {
    "id": "livekit-agents-docs-24",
    "tier": "claimed-docs",
    "url": "https://docs.livekit.io/agents/models.md",
    "excerpt": "You can use LiveKit Inference to access many of these models directly through LiveKit Cloud, or you can use the open source plugins to connect directly to a wider range of model providers.",
    "fetchedAt": "2026-09-05T01:34:03.889Z"
  },
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    "id": "livekit-agents-docs-25",
    "tier": "claimed-docs",
    "url": "https://docs.livekit.io/agents/start/testing.md",
    "excerpt": "Behavioral tests verify specific interactions and expected outcomes... Agent simulations run end-to-end conversations between your agent and an LLM-driven user, then evaluate the results across the full interaction.",
    "fetchedAt": "2026-09-05T01:34:03.889Z"
  },
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    "id": "livekit-agents-docs-26",
    "tier": "claimed-docs",
    "url": "https://docs.livekit.io/sip.md",
    "excerpt": "LiveKit telephony lets you build AI-powered voice apps that handle inbound and outbound calls.",
    "fetchedAt": "2026-09-05T01:34:03.889Z"
  },
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    "id": "livekit-agents-docs-27",
    "tier": "claimed-docs",
    "url": "https://docs.livekit.io/home/self-hosting/deployment.md",
    "excerpt": "In order to have a secure LiveKit deployment, you will need a domain as well as a SSL certificate for that domain.",
    "fetchedAt": "2026-09-05T01:34:03.889Z"
  },
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    "id": "livekit-agents-gh-3",
    "tier": "github",
    "url": "https://github.com/livekit/agents",
    "excerpt": "Native support for MCP. Integrate tools provided by MCP servers with one line of code.",
    "fetchedAt": "2026-09-05T01:34:03.889Z"
  },
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    "id": "livekit-agents-gh-4",
    "tier": "github",
    "url": "https://github.com/livekit/agents",
    "excerpt": "Builtin test framework: Write tests and use judges to ensure your agent is performing as expected.",
    "fetchedAt": "2026-09-05T01:34:03.889Z"
  },
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    "id": "livekit-agents-docs-28",
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    "url": "https://docs.livekit.io/agents.md",
    "excerpt": "LiveKit Agent Builder: Prototype and deploy voice agents directly in your browser, without writing any code.",
    "fetchedAt": "2026-09-05T01:36:41.681Z"
  },
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    "id": "livekit-agents-docs-29",
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    "url": "https://docs.livekit.io/agents/start/voice-ai.md",
    "excerpt": "LiveKit is built for coding agents like Claude Code, Cursor, and Codex.",
    "fetchedAt": "2026-09-05T01:36:41.681Z"
  },
  {
    "id": "livekit-agents-docs-30",
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    "url": "https://docs.livekit.io/agents/",
    "excerpt": "Run your agent on LiveKit Cloud's global infrastructure.",
    "fetchedAt": "2026-09-05T01:36:41.681Z"
  },
  {
    "id": "livekit-agents-docs-31",
    "tier": "claimed-docs",
    "url": "https://livekit.io",
    "excerpt": "Enable your voice agent to make or take phone calls.",
    "fetchedAt": "2026-09-05T01:36:41.681Z"
  },
  {
    "id": "livekit-agents-docs-32",
    "tier": "claimed-docs",
    "url": "https://docs.livekit.io/sip.md",
    "excerpt": "Outbound trunks are used to place outgoing calls.",
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    "id": "livekit-agents-docs-33",
    "tier": "claimed-docs",
    "url": "https://docs.livekit.io/agents/logic/tools.md",
    "excerpt": "LiveKit Agents has full support for LLM tool use.",
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  },
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    "id": "livekit-agents-docs-34",
    "tier": "claimed-docs",
    "url": "https://docs.livekit.io/agents/logic/tools/mcp.md",
    "excerpt": "LiveKit Agents has first-class support for Model Context Protocol (MCP) servers.",
    "fetchedAt": "2026-09-05T01:36:41.681Z"
  },
  {
    "id": "livekit-agents-docs-35",
    "tier": "claimed-docs",
    "url": "https://docs.livekit.io/agents/models.md",
    "excerpt": "For any provider not included, you can override the API key and base URL at initialization for the LLM, STT, and TTS interfaces in the plugin.",
    "fetchedAt": "2026-09-05T01:36:41.681Z"
  },
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    "id": "livekit-agents-docs-36",
    "tier": "claimed-docs",
    "url": "https://docs.livekit.io/agents/logic/turns/adaptive-interruption-handling.md",
    "excerpt": "Adaptive interruption handling allows an agent to respond naturally when users speak mid-response.",
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  },
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    "url": "https://docs.livekit.io/agents/logic/turns/turn-detector.md",
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    "url": "https://docs.livekit.io/agents/start/testing.md",
    "excerpt": "Behavioral tests verify specific interactions and expected outcomes... using pytest (Python) or Vitest (Node.js)",
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    "url": "https://docs.livekit.io/agents/server.md",
    "excerpt": "You can use it to deploy any code that needs to process realtime media and data streams as a programmatic participant.",
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    "id": "livekit-agents-comm-1",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=44873366",
    "excerpt": "We've been running multiple voice AI agents on LiveKit and kept running into visibility issues \u2014 no way to measure TTFT, latency across STT \u2192 LLM \u2192 TTS, or even cost per call. Debugging was a pain.",
    "fetchedAt": "2026-09-05T01:38:00.242Z"
  },
  {
    "id": "livekit-agents-probe-1",
    "tier": "probe",
    "url": "https://docs.livekit.io/llms.txt",
    "excerpt": "PROBE llms.txt: HTTP 200 at https://docs.livekit.io/llms.txt # LiveKit docs\n\n> LiveKit is an open-source platform for building voice, video, and physical AI agents. It includes the",
    "fetchedAt": "2026-09-05T01:42:28.987Z"
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    "tier": "probe",
    "url": "https://docs.livekit.io/agents/.md",
    "excerpt": "PROBE docs-md: HTTP 200 at https://docs.livekit.io/agents/.md LiveKit docs \u203a Build Agents \u203a Get Started \u203a Introduction\n\n---\n\n# Introduction\n\n> Realtime framework for voice, video, an",
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    "id": "livekit-agents-probe-3",
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    "url": "https://github.com/livekit/livekit-cli",
    "excerpt": "official CLI documented at https://github.com/livekit/livekit-cli",
    "fetchedAt": "2026-09-05T01:42:28.987Z"
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    "id": "livekit-agents-probe-rt-1",
    "tier": "probe",
    "url": "https://github.com/livekit/livekit-cli",
    "excerpt": "PROBE runtime (recorded 2026-09-05): `lk --version` printed `lk version 2.18.6` after a plain `brew install livekit-cli` \u2014 the official CLI runs keylessly.",
    "fetchedAt": "2026-09-05T01:44:36.000Z"
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    "id": "livekit-agents-probe-rt-2",
    "tier": "probe",
    "url": "https://docs.livekit.io/home/self-hosting/deployment.md",
    "excerpt": "PROBE runtime (recorded 2026-09-05): `livekit-server --dev` (brew-installed, Apache-2.0 OSS) booted on this machine with NO account or key \u2014 logs show 'starting in development mode' with placeholder keys, and http://localhost:7880 answered HTTP 200 \u2014 the self-hosted WebRTC/SIP backbone under LiveKit Agents verified hands-on.",
    "fetchedAt": "2026-09-05T01:44:36.000Z"
  },
  {
    "id": "livekit-agents-probe-rt-3",
    "tier": "probe",
    "url": "https://docs.livekit.io/agents/start/voice-ai.md",
    "excerpt": "PROBE runtime (recorded 2026-09-05): pypi livekit-agents 1.8.0 installs and `import livekit.agents` succeeds with no key (npm @livekit/agents 1.8.0 also live, ~498k weekly downloads) \u2014 the open-source agents framework is real and pip-installable.",
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]