{"adoption": {"forks": 3607, "observed_at": "2026-08-28T04:11:02.419821+00:00", "stars": 13176}, "canonical_url": "https://ross.abutalabs.com/products/livekit-agents", "card": {"archived": false, "artifact_type": "framework", "description": "A framework for building realtime voice AI agents 🤖🎙️📹 ", "domain": ["large-language-models", "speech-processing", "developer-tools"], "enriched": true, "function": ["agent-framework", "speech-recognition", "tts", "llm-inference", "websocket", "rpc", "testing", "chatbot"], "health_score": 100, "homepage": "https://docs.livekit.io/agents", "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["livekit/agents"], "name": "livekit/agents", "platform": ["python", "cross-platform", "self-hosted", "cloud"], "pushed_at": "2026-08-26T23:31:13+00:00", "repo": "livekit/agents", "stars": 13176, "tags": ["voice-ai", "webrtc", "realtime-agents", "telephony", "stt", "turn-detection", "mcp", "multimodal", "ai-agents", "real-time", "voice", "nodejs", "docker"], "topics": ["ai", "real-time", "voice", "video", "agents", "openai"], "urls": [], "use_cases": ["build a realtime voice assistant", "create an AI phone call agent", "build a customer service voice bot", "stream speech-to-text and text-to-speech in an agent pipeline", "add a voice interface to an LLM chatbot", "build a multimodal agent that can see and hear", "run voice agents on my own servers"], "what_it_is": "LiveKit Agents is an open-source framework for building realtime, multimodal voice AI agents that run as programmable participants in LiveKit WebRTC rooms. It provides pluggable STT/LLM/TTS pipelines, turn detection, job scheduling, telephony integration, MCP tool support, and a built-in test framework.", "when_to_avoid": ["you only need text-based chatbots without realtime audio or video", "you want a fully managed, no-code solution rather than writing Python or Node.js code", "your project doesn't use or can't deploy LiveKit's WebRTC infrastructure"], "when_to_choose": ["you need low-latency, realtime voice or video AI agents over WebRTC", "you want to mix and match STT, LLM, and TTS providers in one pipeline", "you need telephony (SIP) integration for inbound/outbound calls", "you want an open-source, self-hostable voice agent stack with job scheduling and testing built in"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/livekit-agents", "repo": "livekit/agents", "role": "main", "score": 90}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:11:02.419821+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:13:28.063127+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d7854f2a8d43a4c698b6576462616659a20dcd8b1f8a969d9e9ebd9e1a131280", "fetched_at": "2026-08-28T04:11:02.419821+00:00", "kind": "readme", "missing": false, "url": "https://github.com/livekit/agents"}, {"content_hash": "7ae40a5266e163cc93ad8404e296838951f9af7c1925bc7a3050635f42042128", "fetched_at": "2026-08-29T08:08:50.267115+00:00", "kind": "homepage", "missing": false, "url": "https://docs.livekit.io/agents"}, {"content_hash": "89d2d6238042073932447993626e4a28b03e1e2908a30babc4bd81425a5a4961", "fetched_at": "2026-08-29T08:08:50.269959+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/"}, {"content_hash": "f1f9f41ab4789ce4a04e9b077786f792e9bda6218fb8480be6df3249d6f2d2a6", "fetched_at": "2026-08-29T08:08:50.271868+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/agents/start/voice-ai"}, {"content_hash": "24d61b9479f1e408db7dff82a4b01f751fdfe2c29ef575dad16f78ad4351e2d7", "fetched_at": "2026-08-29T08:08:50.273956+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/agents/integrations/cerebras"}, {"content_hash": "5c0fbb0e93aa82236ab21df4d70471ee23552dcfa1ffd573c0d378a27d3301b5", "fetched_at": "2026-08-29T08:08:50.275949+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/reference/python/livekit/agents/index.html"}, {"content_hash": "7ae40a5266e163cc93ad8404e296838951f9af7c1925bc7a3050635f42042128", "fetched_at": "2026-08-29T08:08:50.283328+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/agents/build"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:11:02.419821+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:13:28.063127+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d7854f2a8d43a4c698b6576462616659a20dcd8b1f8a969d9e9ebd9e1a131280", "fetched_at": "2026-08-28T04:11:02.419821+00:00", "kind": "readme", "missing": false, "url": "https://github.com/livekit/agents"}, {"content_hash": "7ae40a5266e163cc93ad8404e296838951f9af7c1925bc7a3050635f42042128", "fetched_at": "2026-08-29T08:08:50.267115+00:00", "kind": "homepage", "missing": false, "url": "https://docs.livekit.io/agents"}, {"content_hash": "89d2d6238042073932447993626e4a28b03e1e2908a30babc4bd81425a5a4961", "fetched_at": "2026-08-29T08:08:50.269959+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/"}, {"content_hash": "f1f9f41ab4789ce4a04e9b077786f792e9bda6218fb8480be6df3249d6f2d2a6", "fetched_at": "2026-08-29T08:08:50.271868+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/agents/start/voice-ai"}, {"content_hash": "24d61b9479f1e408db7dff82a4b01f751fdfe2c29ef575dad16f78ad4351e2d7", "fetched_at": "2026-08-29T08:08:50.273956+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/agents/integrations/cerebras"}, {"content_hash": "5c0fbb0e93aa82236ab21df4d70471ee23552dcfa1ffd573c0d378a27d3301b5", "fetched_at": "2026-08-29T08:08:50.275949+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/reference/python/livekit/agents/index.html"}, {"content_hash": "7ae40a5266e163cc93ad8404e296838951f9af7c1925bc7a3050635f42042128", "fetched_at": "2026-08-29T08:08:50.283328+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/agents/build"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:13:28.063127+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d7854f2a8d43a4c698b6576462616659a20dcd8b1f8a969d9e9ebd9e1a131280", "fetched_at": "2026-08-28T04:11:02.419821+00:00", "kind": "readme", "missing": false, "url": "https://github.com/livekit/agents"}, {"content_hash": "7ae40a5266e163cc93ad8404e296838951f9af7c1925bc7a3050635f42042128", "fetched_at": "2026-08-29T08:08:50.267115+00:00", "kind": "homepage", "missing": false, "url": "https://docs.livekit.io/agents"}, {"content_hash": "89d2d6238042073932447993626e4a28b03e1e2908a30babc4bd81425a5a4961", "fetched_at": "2026-08-29T08:08:50.269959+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/"}, {"content_hash": "f1f9f41ab4789ce4a04e9b077786f792e9bda6218fb8480be6df3249d6f2d2a6", "fetched_at": "2026-08-29T08:08:50.271868+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/agents/start/voice-ai"}, {"content_hash": "24d61b9479f1e408db7dff82a4b01f751fdfe2c29ef575dad16f78ad4351e2d7", "fetched_at": "2026-08-29T08:08:50.273956+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/agents/integrations/cerebras"}, {"content_hash": "5c0fbb0e93aa82236ab21df4d70471ee23552dcfa1ffd573c0d378a27d3301b5", "fetched_at": "2026-08-29T08:08:50.275949+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/reference/python/livekit/agents/index.html"}, {"content_hash": "7ae40a5266e163cc93ad8404e296838951f9af7c1925bc7a3050635f42042128", "fetched_at": "2026-08-29T08:08:50.283328+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/agents/build"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:11:02.419821+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:11:02.419821+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:11:02.419821+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:13:28.063127+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d7854f2a8d43a4c698b6576462616659a20dcd8b1f8a969d9e9ebd9e1a131280", "fetched_at": "2026-08-28T04:11:02.419821+00:00", "kind": "readme", "missing": false, "url": "https://github.com/livekit/agents"}, {"content_hash": "7ae40a5266e163cc93ad8404e296838951f9af7c1925bc7a3050635f42042128", "fetched_at": "2026-08-29T08:08:50.267115+00:00", "kind": "homepage", "missing": false, "url": "https://docs.livekit.io/agents"}, {"content_hash": "89d2d6238042073932447993626e4a28b03e1e2908a30babc4bd81425a5a4961", "fetched_at": "2026-08-29T08:08:50.269959+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/"}, {"content_hash": "f1f9f41ab4789ce4a04e9b077786f792e9bda6218fb8480be6df3249d6f2d2a6", "fetched_at": "2026-08-29T08:08:50.271868+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/agents/start/voice-ai"}, {"content_hash": "24d61b9479f1e408db7dff82a4b01f751fdfe2c29ef575dad16f78ad4351e2d7", "fetched_at": "2026-08-29T08:08:50.273956+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/agents/integrations/cerebras"}, {"content_hash": "5c0fbb0e93aa82236ab21df4d70471ee23552dcfa1ffd573c0d378a27d3301b5", "fetched_at": "2026-08-29T08:08:50.275949+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/reference/python/livekit/agents/index.html"}, {"content_hash": "7ae40a5266e163cc93ad8404e296838951f9af7c1925bc7a3050635f42042128", "fetched_at": "2026-08-29T08:08:50.283328+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/agents/build"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:11:02.419821+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:11:02.419821+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:13:28.063127+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d7854f2a8d43a4c698b6576462616659a20dcd8b1f8a969d9e9ebd9e1a131280", "fetched_at": "2026-08-28T04:11:02.419821+00:00", "kind": "readme", "missing": false, "url": "https://github.com/livekit/agents"}, {"content_hash": "7ae40a5266e163cc93ad8404e296838951f9af7c1925bc7a3050635f42042128", "fetched_at": "2026-08-29T08:08:50.267115+00:00", "kind": "homepage", "missing": false, "url": "https://docs.livekit.io/agents"}, {"content_hash": "89d2d6238042073932447993626e4a28b03e1e2908a30babc4bd81425a5a4961", "fetched_at": "2026-08-29T08:08:50.269959+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/"}, {"content_hash": "f1f9f41ab4789ce4a04e9b077786f792e9bda6218fb8480be6df3249d6f2d2a6", "fetched_at": "2026-08-29T08:08:50.271868+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/agents/start/voice-ai"}, {"content_hash": "24d61b9479f1e408db7dff82a4b01f751fdfe2c29ef575dad16f78ad4351e2d7", "fetched_at": "2026-08-29T08:08:50.273956+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/agents/integrations/cerebras"}, {"content_hash": "5c0fbb0e93aa82236ab21df4d70471ee23552dcfa1ffd573c0d378a27d3301b5", "fetched_at": "2026-08-29T08:08:50.275949+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/reference/python/livekit/agents/index.html"}, {"content_hash": "7ae40a5266e163cc93ad8404e296838951f9af7c1925bc7a3050635f42042128", "fetched_at": "2026-08-29T08:08:50.283328+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/agents/build"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:11:02.419821+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:11:02.419821+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:11:02.419821+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:13:28.063127+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d7854f2a8d43a4c698b6576462616659a20dcd8b1f8a969d9e9ebd9e1a131280", "fetched_at": "2026-08-28T04:11:02.419821+00:00", "kind": "readme", "missing": false, "url": "https://github.com/livekit/agents"}, {"content_hash": "7ae40a5266e163cc93ad8404e296838951f9af7c1925bc7a3050635f42042128", "fetched_at": "2026-08-29T08:08:50.267115+00:00", "kind": "homepage", "missing": false, "url": "https://docs.livekit.io/agents"}, {"content_hash": "89d2d6238042073932447993626e4a28b03e1e2908a30babc4bd81425a5a4961", "fetched_at": "2026-08-29T08:08:50.269959+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/"}, {"content_hash": "f1f9f41ab4789ce4a04e9b077786f792e9bda6218fb8480be6df3249d6f2d2a6", "fetched_at": "2026-08-29T08:08:50.271868+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/agents/start/voice-ai"}, {"content_hash": "24d61b9479f1e408db7dff82a4b01f751fdfe2c29ef575dad16f78ad4351e2d7", "fetched_at": "2026-08-29T08:08:50.273956+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/agents/integrations/cerebras"}, {"content_hash": "5c0fbb0e93aa82236ab21df4d70471ee23552dcfa1ffd573c0d378a27d3301b5", "fetched_at": "2026-08-29T08:08:50.275949+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/reference/python/livekit/agents/index.html"}, {"content_hash": "7ae40a5266e163cc93ad8404e296838951f9af7c1925bc7a3050635f42042128", "fetched_at": "2026-08-29T08:08:50.283328+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/agents/build"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:11:02.419821+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:11:02.419821+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:13:28.063127+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d7854f2a8d43a4c698b6576462616659a20dcd8b1f8a969d9e9ebd9e1a131280", "fetched_at": "2026-08-28T04:11:02.419821+00:00", "kind": "readme", "missing": false, "url": "https://github.com/livekit/agents"}, {"content_hash": "7ae40a5266e163cc93ad8404e296838951f9af7c1925bc7a3050635f42042128", "fetched_at": "2026-08-29T08:08:50.267115+00:00", "kind": "homepage", "missing": false, "url": "https://docs.livekit.io/agents"}, {"content_hash": "89d2d6238042073932447993626e4a28b03e1e2908a30babc4bd81425a5a4961", "fetched_at": "2026-08-29T08:08:50.269959+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/"}, {"content_hash": "f1f9f41ab4789ce4a04e9b077786f792e9bda6218fb8480be6df3249d6f2d2a6", "fetched_at": "2026-08-29T08:08:50.271868+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/agents/start/voice-ai"}, {"content_hash": "24d61b9479f1e408db7dff82a4b01f751fdfe2c29ef575dad16f78ad4351e2d7", "fetched_at": "2026-08-29T08:08:50.273956+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/agents/integrations/cerebras"}, {"content_hash": "5c0fbb0e93aa82236ab21df4d70471ee23552dcfa1ffd573c0d378a27d3301b5", "fetched_at": "2026-08-29T08:08:50.275949+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/reference/python/livekit/agents/index.html"}, {"content_hash": "7ae40a5266e163cc93ad8404e296838951f9af7c1925bc7a3050635f42042128", "fetched_at": "2026-08-29T08:08:50.283328+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/agents/build"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:13:28.063127+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d7854f2a8d43a4c698b6576462616659a20dcd8b1f8a969d9e9ebd9e1a131280", "fetched_at": "2026-08-28T04:11:02.419821+00:00", "kind": "readme", "missing": false, "url": "https://github.com/livekit/agents"}, {"content_hash": "7ae40a5266e163cc93ad8404e296838951f9af7c1925bc7a3050635f42042128", "fetched_at": "2026-08-29T08:08:50.267115+00:00", "kind": "homepage", "missing": false, "url": "https://docs.livekit.io/agents"}, {"content_hash": "89d2d6238042073932447993626e4a28b03e1e2908a30babc4bd81425a5a4961", "fetched_at": "2026-08-29T08:08:50.269959+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/"}, {"content_hash": "f1f9f41ab4789ce4a04e9b077786f792e9bda6218fb8480be6df3249d6f2d2a6", "fetched_at": "2026-08-29T08:08:50.271868+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/agents/start/voice-ai"}, {"content_hash": "24d61b9479f1e408db7dff82a4b01f751fdfe2c29ef575dad16f78ad4351e2d7", "fetched_at": "2026-08-29T08:08:50.273956+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/agents/integrations/cerebras"}, {"content_hash": "5c0fbb0e93aa82236ab21df4d70471ee23552dcfa1ffd573c0d378a27d3301b5", "fetched_at": "2026-08-29T08:08:50.275949+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/reference/python/livekit/agents/index.html"}, {"content_hash": "7ae40a5266e163cc93ad8404e296838951f9af7c1925bc7a3050635f42042128", "fetched_at": "2026-08-29T08:08:50.283328+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/agents/build"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:13:28.063127+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d7854f2a8d43a4c698b6576462616659a20dcd8b1f8a969d9e9ebd9e1a131280", "fetched_at": "2026-08-28T04:11:02.419821+00:00", "kind": "readme", "missing": false, "url": "https://github.com/livekit/agents"}, {"content_hash": "7ae40a5266e163cc93ad8404e296838951f9af7c1925bc7a3050635f42042128", "fetched_at": "2026-08-29T08:08:50.267115+00:00", "kind": "homepage", "missing": false, "url": "https://docs.livekit.io/agents"}, {"content_hash": "89d2d6238042073932447993626e4a28b03e1e2908a30babc4bd81425a5a4961", "fetched_at": "2026-08-29T08:08:50.269959+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/"}, {"content_hash": "f1f9f41ab4789ce4a04e9b077786f792e9bda6218fb8480be6df3249d6f2d2a6", "fetched_at": "2026-08-29T08:08:50.271868+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/agents/start/voice-ai"}, {"content_hash": "24d61b9479f1e408db7dff82a4b01f751fdfe2c29ef575dad16f78ad4351e2d7", "fetched_at": "2026-08-29T08:08:50.273956+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/agents/integrations/cerebras"}, {"content_hash": "5c0fbb0e93aa82236ab21df4d70471ee23552dcfa1ffd573c0d378a27d3301b5", "fetched_at": "2026-08-29T08:08:50.275949+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/reference/python/livekit/agents/index.html"}, {"content_hash": "7ae40a5266e163cc93ad8404e296838951f9af7c1925bc7a3050635f42042128", "fetched_at": "2026-08-29T08:08:50.283328+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/agents/build"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:13:28.063127+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d7854f2a8d43a4c698b6576462616659a20dcd8b1f8a969d9e9ebd9e1a131280", "fetched_at": "2026-08-28T04:11:02.419821+00:00", "kind": "readme", "missing": false, "url": "https://github.com/livekit/agents"}, {"content_hash": "7ae40a5266e163cc93ad8404e296838951f9af7c1925bc7a3050635f42042128", "fetched_at": "2026-08-29T08:08:50.267115+00:00", "kind": "homepage", "missing": false, "url": "https://docs.livekit.io/agents"}, {"content_hash": "89d2d6238042073932447993626e4a28b03e1e2908a30babc4bd81425a5a4961", "fetched_at": "2026-08-29T08:08:50.269959+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/"}, {"content_hash": "f1f9f41ab4789ce4a04e9b077786f792e9bda6218fb8480be6df3249d6f2d2a6", "fetched_at": "2026-08-29T08:08:50.271868+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/agents/start/voice-ai"}, {"content_hash": "24d61b9479f1e408db7dff82a4b01f751fdfe2c29ef575dad16f78ad4351e2d7", "fetched_at": "2026-08-29T08:08:50.273956+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/agents/integrations/cerebras"}, {"content_hash": "5c0fbb0e93aa82236ab21df4d70471ee23552dcfa1ffd573c0d378a27d3301b5", "fetched_at": "2026-08-29T08:08:50.275949+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/reference/python/livekit/agents/index.html"}, {"content_hash": "7ae40a5266e163cc93ad8404e296838951f9af7c1925bc7a3050635f42042128", "fetched_at": "2026-08-29T08:08:50.283328+00:00", "kind": "site_page", "missing": false, "url": "https://docs.livekit.io/agents/build"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 74, "rhythm": 87}, "computed_at": "2026-09-03T02:39:23.370411+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1049, "days_push": 7, "days_rel": 6, "gap_med": 0, "n_releases_24m": 318}, "score": 90, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}