{"adoption": {"forks": 456, "observed_at": "2026-08-28T04:08:23.273529+00:00", "stars": 3832}, "canonical_url": "https://ross.abutalabs.com/products/realtimevoicechat", "card": {"archived": false, "artifact_type": "application", "description": "Have a natural, spoken conversation with AI!", "domain": ["artificial-intelligence", "large-language-models", "speech-processing", "chatbots", "web-development"], "enriched": true, "function": ["speech-recognition", "tts", "llm-inference", "websocket", "chatbot", "audio-processing"], "health_score": 39, "homepage": null, "language": "Python", "license": null, "license_family": "other", "maturity": "maintenance", "member_repos": ["KoljaB/RealtimeVoiceChat"], "name": "KoljaB/RealtimeVoiceChat", "platform": ["python", "cross-platform"], "pushed_at": "2025-07-11T08:43:04+00:00", "repo": "KoljaB/RealtimeVoiceChat", "stars": 3832, "tags": ["voice-assistant", "realtime", "stt", "tts", "ollama", "fastapi", "voice-chat", "low-latency", "docker", "web-server", "linux"], "topics": [], "urls": [], "use_cases": ["talk to an AI with my voice in real time", "build a voice assistant with speech-to-text and text-to-speech", "run a local voice chatbot with Ollama", "low-latency spoken conversation with an LLM", "voice interface for chatting with AI models", "self-hosted real-time voice chat server"], "what_it_is": "A Python client-server application enabling natural spoken conversations with LLMs, streaming browser audio via WebSockets through RealtimeSTT, a pluggable LLM backend (Ollama/OpenAI), and RealtimeTTS back to the browser. It focuses on low latency with interruption handling and dynamic turn detection.", "when_to_avoid": ["you need actively maintained software with guaranteed support - the author has stepped back to community-driven maintenance", "you need a production-grade, licensed product - there is currently no license file", "you only need text-based chat without audio"], "when_to_choose": ["you want a ready-made, self-hostable voice chat pipeline with STT, LLM, and TTS wired together", "you need interruption handling and adaptive turn-taking in spoken conversations", "you prefer pluggable backends like Ollama or OpenAI and multiple TTS engines"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/realtimevoicechat", "repo": "KoljaB/RealtimeVoiceChat", "role": "main", "score": 33}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:08:23.273529+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:26:18.507001+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fc08f61d1ad7f9c1090c28a2d690722aaf4c9c68daab401a2669d3ab2bc29979", "fetched_at": "2026-08-28T04:08:23.273529+00:00", "kind": "readme", "missing": false, "url": "https://github.com/KoljaB/RealtimeVoiceChat"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:08:23.273529+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:26:18.507001+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fc08f61d1ad7f9c1090c28a2d690722aaf4c9c68daab401a2669d3ab2bc29979", "fetched_at": "2026-08-28T04:08:23.273529+00:00", "kind": "readme", "missing": false, "url": "https://github.com/KoljaB/RealtimeVoiceChat"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:26:18.507001+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fc08f61d1ad7f9c1090c28a2d690722aaf4c9c68daab401a2669d3ab2bc29979", "fetched_at": "2026-08-28T04:08:23.273529+00:00", "kind": "readme", "missing": false, "url": "https://github.com/KoljaB/RealtimeVoiceChat"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:08:23.273529+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:08:23.273529+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:08:23.273529+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:26:18.507001+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fc08f61d1ad7f9c1090c28a2d690722aaf4c9c68daab401a2669d3ab2bc29979", "fetched_at": "2026-08-28T04:08:23.273529+00:00", "kind": "readme", "missing": false, "url": "https://github.com/KoljaB/RealtimeVoiceChat"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:08:23.273529+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:08:23.273529+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:26:18.507001+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fc08f61d1ad7f9c1090c28a2d690722aaf4c9c68daab401a2669d3ab2bc29979", "fetched_at": "2026-08-28T04:08:23.273529+00:00", "kind": "readme", "missing": false, "url": "https://github.com/KoljaB/RealtimeVoiceChat"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:08:23.273529+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:08:23.273529+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:08:23.273529+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:26:18.507001+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fc08f61d1ad7f9c1090c28a2d690722aaf4c9c68daab401a2669d3ab2bc29979", "fetched_at": "2026-08-28T04:08:23.273529+00:00", "kind": "readme", "missing": false, "url": "https://github.com/KoljaB/RealtimeVoiceChat"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:08:23.273529+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:08:23.273529+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:26:18.507001+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fc08f61d1ad7f9c1090c28a2d690722aaf4c9c68daab401a2669d3ab2bc29979", "fetched_at": "2026-08-28T04:08:23.273529+00:00", "kind": "readme", "missing": false, "url": "https://github.com/KoljaB/RealtimeVoiceChat"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:26:18.507001+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fc08f61d1ad7f9c1090c28a2d690722aaf4c9c68daab401a2669d3ab2bc29979", "fetched_at": "2026-08-28T04:08:23.273529+00:00", "kind": "readme", "missing": false, "url": "https://github.com/KoljaB/RealtimeVoiceChat"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:26:18.507001+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fc08f61d1ad7f9c1090c28a2d690722aaf4c9c68daab401a2669d3ab2bc29979", "fetched_at": "2026-08-28T04:08:23.273529+00:00", "kind": "readme", "missing": false, "url": "https://github.com/KoljaB/RealtimeVoiceChat"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:26:18.507001+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fc08f61d1ad7f9c1090c28a2d690722aaf4c9c68daab401a2669d3ab2bc29979", "fetched_at": "2026-08-28T04:08:23.273529+00:00", "kind": "readme", "missing": false, "url": "https://github.com/KoljaB/RealtimeVoiceChat"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 31, "longevity": 35, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases", "no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 501, "days_push": 418, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 33, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}