[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"project-70962":3},{"id":4,"name":5,"fullName":6,"owner":7,"repo":5,"description":8,"homepage":9,"htmlUrl":10,"language":11,"languages":10,"totalLinesOfCode":10,"stars":12,"forks":13,"watchers":14,"openIssues":15,"contributorsCount":16,"subscribersCount":16,"size":16,"stars1d":17,"stars7d":18,"stars30d":19,"stars90d":16,"forks30d":16,"starsTrendScore":20,"compositeScore":21,"rankGlobal":10,"rankLanguage":10,"license":22,"archived":23,"fork":23,"defaultBranch":24,"hasWiki":23,"hasPages":23,"topics":25,"createdAt":10,"pushedAt":10,"updatedAt":32,"readmeContent":33,"aiSummary":34,"trendingCount":16,"starSnapshotCount":16,"syncStatus":35,"lastSyncTime":36,"discoverSource":37},70962,"pipecat","pipecat-ai\u002Fpipecat","pipecat-ai","Open Source framework for voice and multimodal conversational AI","https:\u002F\u002Fpipecat.ai",null,"Python",12754,2182,75,80,0,78,180,686,234,120,"BSD 2-Clause \"Simplified\" License",false,"main",[26,27,28,29,30,31],"ai","chatbot-framework","chatbots","real-time","voice","voice-assistant","2026-06-12 04:00:58","\u003Ch1>\u003Cdiv align=\"center\">\n \u003Cimg alt=\"pipecat\" width=\"300px\" height=\"auto\" src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Fpipecat-ai\u002Fpipecat\u002Fmain\u002Fpipecat.png\">\n\u003C\u002Fdiv>\u003C\u002Fh1>\n\n[![PyPI](https:\u002F\u002Fimg.shields.io\u002Fpypi\u002Fv\u002Fpipecat-ai)](https:\u002F\u002Fpypi.org\u002Fproject\u002Fpipecat-ai) ![Tests](https:\u002F\u002Fgithub.com\u002Fpipecat-ai\u002Fpipecat\u002Factions\u002Fworkflows\u002Ftests.yaml\u002Fbadge.svg) [![codecov](https:\u002F\u002Fcodecov.io\u002Fgh\u002Fpipecat-ai\u002Fpipecat\u002Fgraph\u002Fbadge.svg?token=LNVUIVO4Y9)](https:\u002F\u002Fcodecov.io\u002Fgh\u002Fpipecat-ai\u002Fpipecat) [![Docs](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FDocumentation-blue)](https:\u002F\u002Fdocs.pipecat.ai) [![Discord](https:\u002F\u002Fimg.shields.io\u002Fdiscord\u002F1239284677165056021)](https:\u002F\u002Fdiscord.gg\u002Fpipecat) [![Ask DeepWiki](https:\u002F\u002Fdeepwiki.com\u002Fbadge.svg)](https:\u002F\u002Fdeepwiki.com\u002Fpipecat-ai\u002Fpipecat)\n\n# 🎙️ Pipecat: Real-Time Voice & Multimodal AI Agents\n\n**Pipecat** is an open-source Python framework for building real-time voice and multimodal conversational agents. Orchestrate audio and video, AI services, different transports, and conversation pipelines effortlessly—so you can focus on what makes your agent unique.\n\n> Want to dive right in? Run `pipecat init quickstart` or follow the [quickstart guide](https:\u002F\u002Fdocs.pipecat.ai\u002Fgetting-started\u002Fquickstart).\n\n## 🚀 What You Can Build\n\n- **Voice Assistants** – natural, streaming conversations with AI\n- **AI Companions** – coaches, meeting assistants, characters\n- **Multimodal Interfaces** – voice, video, images, and more\n- **Interactive Storytelling** – creative tools with generative media\n- **Business Agents** – customer intake, support bots, guided flows\n- **Complex Dialog Systems** – design logic with structured conversations\n\n## 🧠 Why Pipecat?\n\n- **Voice-first**: Integrates speech recognition, text-to-speech, and conversation handling\n- **Pluggable**: Supports many AI services and tools\n- **Composable Pipelines**: Build complex behavior from modular components\n- **Real-Time**: Ultra-low latency interaction with different transports (e.g. WebSockets or WebRTC)\n\n## 🌐 Pipecat Ecosystem\n\n### 🧩 Multi-agent systems\n\nNeed multiple AI agents working together? [Pipecat Subagents](https:\u002F\u002Fgithub.com\u002Fpipecat-ai\u002Fpipecat-subagents) lets you build distributed multi-agent systems where each agent runs its own pipeline and communicates through a shared message bus. Hand off conversations between specialists, dispatch background tasks, and scale agents across processes or machines.\n\n### 📱 Client SDKs\n\nBuilding client applications? You can connect to Pipecat from any platform using our official SDKs:\n\n\u003Ca href=\"https:\u002F\u002Fdocs.pipecat.ai\u002Fclient\u002Fjs\u002Fintroduction\">JavaScript\u003C\u002Fa> | \u003Ca href=\"https:\u002F\u002Fdocs.pipecat.ai\u002Fclient\u002Freact\u002Fintroduction\">React\u003C\u002Fa> | \u003Ca href=\"https:\u002F\u002Fdocs.pipecat.ai\u002Fclient\u002Freact-native\u002Fintroduction\">React Native\u003C\u002Fa> |\n\u003Ca href=\"https:\u002F\u002Fdocs.pipecat.ai\u002Fclient\u002Fios\u002Fintroduction\">Swift\u003C\u002Fa> | \u003Ca href=\"https:\u002F\u002Fdocs.pipecat.ai\u002Fclient\u002Fandroid\u002Fintroduction\">Kotlin\u003C\u002Fa> | \u003Ca href=\"https:\u002F\u002Fdocs.pipecat.ai\u002Fclient\u002Fc++\u002Fintroduction\">C++\u003C\u002Fa> | \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fpipecat-ai\u002Fpipecat-esp32\">ESP32\u003C\u002Fa>\n\n### 🧭 Structured conversations\n\nLooking to build structured conversations? Check out [Pipecat Flows](https:\u002F\u002Fgithub.com\u002Fpipecat-ai\u002Fpipecat-flows) for managing complex conversational states and transitions.\n\n### 🪄 Beautiful UIs\n\nWant to build beautiful and engaging experiences? Checkout the [Voice UI Kit](https:\u002F\u002Fgithub.com\u002Fpipecat-ai\u002Fvoice-ui-kit), a collection of components, hooks and templates for building voice AI applications quickly.\n\n### 🛠️ Create and deploy projects\n\nCreate a new project in under a minute with the [Pipecat CLI](https:\u002F\u002Fgithub.com\u002Fpipecat-ai\u002Fpipecat-cli). Then use the CLI to monitor and deploy your agent to production.\n\n### 🔍 Debugging\n\nLooking for help debugging your pipeline and processors? Check out [Whisker](https:\u002F\u002Fgithub.com\u002Fpipecat-ai\u002Fwhisker), a real-time Pipecat debugger.\n\n### 🖥️ Terminal\n\nLove terminal applications? Check out [Tail](https:\u002F\u002Fgithub.com\u002Fpipecat-ai\u002Ftail), a terminal dashboard for Pipecat.\n\n### 🤖 Claude Code Skills\n\nUse [Pipecat Skills](https:\u002F\u002Fgithub.com\u002Fpipecat-ai\u002Fskills) with [Claude Code](https:\u002F\u002Fclaude.ai\u002Fcode) to scaffold projects, deploy to Pipecat Cloud, and more. Install the marketplace with:\n\n```\nclaude plugin marketplace add pipecat-ai\u002Fskills\n```\n\nand install any of the available plugins.\n\n### 🧩 Community Integrations\n\nBuild and share your own Pipecat service integrations! Browse existing [community integrations](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fcommunity-integrations) or check out our [guide](COMMUNITY_INTEGRATIONS.md) to create your own.\n\n### 📺️ Pipecat TV Channel\n\nCatch new features, interviews, and how-tos on our [Pipecat TV](https:\u002F\u002Fwww.youtube.com\u002Fplaylist?list=PLzU2zoMTQIHjqC3v4q2XVSR3hGSzwKFwH) channel.\n\n## 🎬 See it in action\n\n\u003Cp float=\"left\">\n \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fpipecat-ai\u002Fpipecat-examples\u002Ftree\u002Fmain\u002Fsimple-chatbot\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Fpipecat-ai\u002Fpipecat-examples\u002Fmain\u002Fsimple-chatbot\u002Fimage.png\" width=\"400\" \u002F>\u003C\u002Fa> \n \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fpipecat-ai\u002Fpipecat-examples\u002Ftree\u002Fmain\u002Fstorytelling-chatbot\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Fpipecat-ai\u002Fpipecat-examples\u002Fmain\u002Fstorytelling-chatbot\u002Fimage.png\" width=\"400\" \u002F>\u003C\u002Fa>\n \u003Cbr\u002F>\n \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fpipecat-ai\u002Fpipecat-examples\u002Ftree\u002Fmain\u002Fdaily-multi-translation\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Fpipecat-ai\u002Fpipecat-examples\u002Fmain\u002Fdaily-multi-translation\u002Fimage.png\" width=\"400\" \u002F>\u003C\u002Fa> \n \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fpipecat-ai\u002Fpipecat\u002Fblob\u002Fmain\u002Fexamples\u002Fvision\u002Fvision-moondream.py\">\u003Cimg src=\"https:\u002F\u002Fgithub.com\u002Fpipecat-ai\u002Fpipecat\u002Fblob\u002Fmain\u002Fexamples\u002Fassets\u002Fmoondream.png\" width=\"400\" \u002F>\u003C\u002Fa>\n\u003C\u002Fp>\n\n## 🧩 Available services\n\n| Category | Services |\n| ------------------- | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |\n| Speech-to-Text | [AssemblyAI](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fstt\u002Fassemblyai), [AWS](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fstt\u002Faws), [Azure](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fstt\u002Fazure), [Cartesia](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fstt\u002Fcartesia), [Deepgram](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fstt\u002Fdeepgram), [ElevenLabs](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fstt\u002Felevenlabs), [Fal Wizper](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fstt\u002Ffal), [Gladia](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fstt\u002Fgladia), [Google](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fstt\u002Fgoogle), [Gradium](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fstt\u002Fgradium), [Groq (Whisper)](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fstt\u002Fgroq), [Mistral](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fstt\u002Fmistral), [NVIDIA](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fstt\u002Fnvidia), [OpenAI (Whisper)](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fstt\u002Fopenai), [Sarvam](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fstt\u002Fsarvam), [Soniox](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fstt\u002Fsoniox), [Speechmatics](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fstt\u002Fspeechmatics), [Whisper](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fstt\u002Fwhisper), [xAI](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fstt\u002Fxai) |\n| LLMs | [Anthropic](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fllm\u002Fanthropic), [AWS](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fllm\u002Faws), [Azure](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fllm\u002Fazure), [Cerebras](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fllm\u002Fcerebras), [DeepSeek](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fllm\u002Fdeepseek), [Fireworks AI](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fllm\u002Ffireworks), [Gemini](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fllm\u002Fgemini), [Grok](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fllm\u002Fgrok), [Groq](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fllm\u002Fgroq), [Mistral](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fllm\u002Fmistral), [Nebius](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fllm\u002Fnebius), [Novita](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fllm\u002Fnovita), [NVIDIA NIM](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fllm\u002Fnvidia), [Ollama](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fllm\u002Follama), [OpenAI](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fllm\u002Fopenai), [OpenAI Responses](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fllm\u002Fopenai-responses), [OpenRouter](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fllm\u002Fopenrouter), [Perplexity](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fllm\u002Fperplexity), [Qwen](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fllm\u002Fqwen), [SambaNova](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fllm\u002Fsambanova), [Sarvam](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fllm\u002Fsarvam), [Together AI](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fllm\u002Ftogether) |\n| Text-to-Speech | [Async](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Ftts\u002Fasyncai), [AWS](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Ftts\u002Faws), [Azure](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Ftts\u002Fazure), [Camb AI](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Ftts\u002Fcamb), [Cartesia](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Ftts\u002Fcartesia), [Deepgram](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Ftts\u002Fdeepgram), [ElevenLabs](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Ftts\u002Felevenlabs), [Fish](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Ftts\u002Ffish), [Google](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Ftts\u002Fgoogle), [Gradium](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Ftts\u002Fgradium), [Groq](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Ftts\u002Fgroq), [Hume](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Ftts\u002Fhume), [Inworld](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Ftts\u002Finworld), [Kokoro](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Ftts\u002Fkokoro), [LMNT](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Ftts\u002Flmnt), [MiniMax](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Ftts\u002Fminimax), [Mistral](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Ftts\u002Fmistral), [Neuphonic](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Ftts\u002Fneuphonic), [NVIDIA](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Ftts\u002Fnvidia), [OpenAI](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Ftts\u002Fopenai), [Piper](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Ftts\u002Fpiper), [Resemble](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Ftts\u002Fresemble), [Rime](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Ftts\u002Frime), [Sarvam](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Ftts\u002Fsarvam), [Smallest](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Ftts\u002Fsmallest), [Soniox](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Ftts\u002Fsoniox), [Speechmatics](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Ftts\u002Fspeechmatics), [xAI](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Ftts\u002Fxai), [XTTS](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Ftts\u002Fxtts) |\n| Speech-to-Speech | [AWS Nova Sonic](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fs2s\u002Faws), [Gemini Multimodal Live](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fs2s\u002Fgemini), [Grok Voice Agent](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fs2s\u002Fgrok), [OpenAI Realtime](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fs2s\u002Fopenai), [Ultravox](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fs2s\u002Fultravox), |\n| Transport | [Daily (WebRTC)](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Ftransport\u002Fdaily), [FastAPI Websocket](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Ftransport\u002Ffastapi-websocket), [LiveKit (WebRTC)](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Ftransport\u002Flivekit), [SmallWebRTCTransport](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Ftransport\u002Fsmall-webrtc), [WebSocket Server](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Ftransport\u002Fwebsocket-server), [WhatsApp](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Ftransport\u002Fwhatsapp), Local |\n| Serializers | [Exotel](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fserializers\u002Fexotel), [Genesys](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fserializers\u002Fgenesys), [Plivo](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fserializers\u002Fplivo), [Twilio](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fserializers\u002Ftwilio), [Telnyx](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fserializers\u002Ftelnyx), [Vonage](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fserializers\u002Fvonage) |\n| Video | [HeyGen](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fvideo\u002Fheygen), [LemonSlice](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Ftransport\u002Flemonslice), [Tavus](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fvideo\u002Ftavus), [Simli](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fvideo\u002Fsimli) |\n| Memory | [mem0](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fmemory\u002Fmem0) |\n| Vision & Image | [fal](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fimage-generation\u002Ffal), [Google Imagen](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fimage-generation\u002Fgoogle-imagen), [Moondream](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fvision\u002Fmoondream) |\n| Audio Processing | [Silero VAD](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Futilities\u002Faudio\u002Fsilero-vad-analyzer), [Krisp Viva](https:\u002F\u002Fdocs.pipecat.ai\u002Fguides\u002Ffeatures\u002Fkrisp-viva), [Koala](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Futilities\u002Faudio\u002Fkoala-filter), [ai-coustics](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Futilities\u002Faudio\u002Faic-filter), [RNNoise](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Futilities\u002Faudio\u002Frnnoise-filter) |\n| Analytics & Metrics | [OpenTelemetry](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Futilities\u002Fopentelemetry), [Sentry](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fanalytics\u002Fsentry) |\n| Community | [Browse community integrations →](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fcommunity-integrations) |\n\n📚 [View full services documentation →](https:\u002F\u002Fdocs.pipecat.ai\u002Fapi-reference\u002Fserver\u002Fservices\u002Fsupported-services)\n\n## ⚡ Getting started\n\nYou can get started with Pipecat running on your local machine, then move your agent processes to the cloud when you're ready.\n\n1. Install uv\n\n ```bash\n curl -LsSf https:\u002F\u002Fastral.sh\u002Fuv\u002Finstall.sh | sh\n ```\n\n > **Need help?** Refer to the [uv install documentation](https:\u002F\u002Fdocs.astral.sh\u002Fuv\u002Fgetting-started\u002Finstallation\u002F).\n\n2. Install the module\n\n ```bash\n # For new projects\n uv init my-pipecat-app\n cd my-pipecat-app\n uv add pipecat-ai\n\n # Or for existing projects\n uv add pipecat-ai\n ```\n\n3. Set up your environment\n\n ```bash\n cp env.example .env\n ```\n\n4. To keep things lightweight, only the core framework is included by default. If you need support for third-party AI services, you can add the necessary dependencies with:\n\n ```bash\n uv add \"pipecat-ai[option,...]\"\n ```\n\n> **Using pip?** You can still use `pip install pipecat-ai` and `pip install \"pipecat-ai[option,...]\"` to get set up.\n\n## 🧪 Code examples\n\n- [Foundational](https:\u002F\u002Fgithub.com\u002Fpipecat-ai\u002Fpipecat\u002Ftree\u002Fmain\u002Fexamples) — small snippets that build on each other, introducing one or two concepts at a time\n- [Example apps](https:\u002F\u002Fgithub.com\u002Fpipecat-ai\u002Fpipecat-examples) — complete applications that you can use as starting points for development\n\n## 🛠️ Contributing to the framework\n\n### Prerequisites\n\n**Minimum Python Version:** 3.11\n**Recommended Python Version:** >= 3.12\n\n### Setup Steps\n\n1. Clone the repository and navigate to it:\n\n ```bash\n git clone https:\u002F\u002Fgithub.com\u002Fpipecat-ai\u002Fpipecat.git\n cd pipecat\n ```\n\n2. Install development and testing dependencies:\n\n ```bash\n uv sync --group dev --all-extras \\\n --no-extra gstreamer \\\n --no-extra local \\\n ```\n\n3. Install the git pre-commit hooks:\n\n ```bash\n uv run pre-commit install\n ```\n\n> **Note**: Some extras (local, gstreamer) require system dependencies. See documentation if you encounter build errors.\n\n### Claude Code Skills\n\nInstall development workflow skills for contributing to Pipecat with [Claude Code](https:\u002F\u002Fclaude.ai\u002Fcode):\n\n```\nclaude plugin marketplace add pipecat-ai\u002Fpipecat\nclaude plugin install pipecat-dev@pipecat-dev-skills\n```\n\n### Running tests\n\nTo run all tests, from the root directory:\n\n```bash\nuv run pytest\n```\n\nRun a specific test suite:\n\n```bash\nuv run pytest tests\u002Ftest_name.py\n```\n\n## 🤝 Contributing\n\nWe welcome contributions from the community! Whether you're fixing bugs, improving documentation, or adding new features, here's how you can help:\n\n- **Found a bug?** Open an [issue](https:\u002F\u002Fgithub.com\u002Fpipecat-ai\u002Fpipecat\u002Fissues)\n- **Have a feature idea?** Start a [discussion](https:\u002F\u002Fdiscord.gg\u002Fpipecat)\n- **Want to contribute code?** Check our [CONTRIBUTING.md](CONTRIBUTING.md) guide\n- **Documentation improvements?** [Docs](https:\u002F\u002Fgithub.com\u002Fpipecat-ai\u002Fdocs) PRs are always welcome\n\nBefore submitting a pull request, please check existing issues and PRs to avoid duplicates.\n\nWe aim to review all contributions promptly and provide constructive feedback to help get your changes merged.\n\n## 🛟 Getting help\n\n➡️ [Join our Discord](https:\u002F\u002Fdiscord.gg\u002Fpipecat)\n\n➡️ [Read the docs](https:\u002F\u002Fdocs.pipecat.ai)\n\n➡️ [Reach us on X](https:\u002F\u002Fx.com\u002Fpipecat_ai)\n","Pipecat 是一个用于构建实时语音和多模态对话代理的开源 Python 框架。其核心功能包括语音识别、文本转语音及对话处理，支持多种 AI 服务和工具，并通过可组合的管道实现复杂行为的构建。Pipecat 专注于低延迟交互，适用于 WebSockets 或 WebRTC 等不同传输方式。它非常适合开发自然流畅的语音助手、AI 伴侣、多模态界面、互动故事讲述工具以及业务自动化代理等应用场景。",2,"2026-06-11 03:35:12","high_star"]