ChainStream is an open-source C++ library that provides real-time streaming inference and submodel chaining for large language models. It supports ONNX, MNN, and TFLite backends and allows developers to integrate low-latency on-device LLM capabilities into mobile and desktop applications with minimal effort.
AI Platforms & Frameworks
AI Memory Systems
Decision Support
Predictive Analytics
#Real-time AI
#Language model integration
#low latency streaming
#on-device inference
#cross-platform SDK
#customizable AI pipeline
#Token-Streaming
#near-instant responses
#Mobile AI solutions
#Desktop AI Applications
#privacy-focused technology
#ML framework
#developer-friendly API
#submodel execution
#efficient processing
#AI assistant features
#data privacy
#Seamless Integration
#multi-backend support
#AI-driven translation
...
Promote this Tool
Update this Tool
ChainStream
ChainStream is an open-source C++ library that provides real-time streaming inference and submodel chaining for large language models. It supports ONNX, MNN, and TFLite backends and allows developers to integrate low-latency on-device LLM capabilities into mobile and desktop applications with minimal effort.
AI Platforms & Frameworks
AI Memory Systems
Decision Support
Predictive Analytics
#Real-time AI
#Language model integration
#low latency streaming
#on-device inference
#cross-platform SDK
#customizable AI pipeline
#Token-Streaming
#near-instant responses
#Mobile AI solutions
#Desktop AI Applications
#privacy-focused technology
#ML framework
#developer-friendly API
#submodel execution
#efficient processing
#AI assistant features
#data privacy
#Seamless Integration
#multi-backend support
#AI-driven translation
...
Featured
What is ChainStream?
ChainStream is a cross-platform mobile and desktop inference framework that streams partial outputs from large language models in real time. It breaks LLM inference into submodel chains, enabling incremental token delivery and reducing perceived latency. Developers can integrate ChainStream into their apps using a simple C++ API, select preferred backends like ONNX Runtime or TFLite, and customize pipeline stages. It runs on Android, iOS, Windows, Linux, and macOS, allowing for truly on-device AI-driven chat, translation, and assistant features without server dependencies.
Who will use ChainStream?
- Mobile app developers
- Desktop software engineers
- AI researchers
- Edge computing solution providers
- Product teams building on-device chatbots
How to use the ChainStream?
- Step1: Clone the ChainStream repository from GitHub.
- Step2: Build the library for your target platform (Android, iOS, Windows, macOS, or Linux).
- Step3: Include ChainStream headers and link against the compiled library in your project.
- Step4: Configure your model backend (ONNX, MNN, or TFLite) via the ChainStream API.
- Step5: Implement the streaming inference loop to receive tokens incrementally.
- Step6: Deploy the app to devices and test real-time LLM interactions.
Platform
- mac
- windows
- linux
- ios
- android
ChainStream's Core Features & Benefits
The Core Features
- Real-time token streaming inference
- Submodel chain execution
- Cross-platform C++ SDK
- Multi-backend support (ONNX, MNN, TFLite)
- Low-latency on-device LLM
The Benefits
- Reduced response latency via streaming
- Eliminates server-side dependencies
- Seamless integration into mobile and desktop apps
- Customizable inference pipelines
- Enhanced privacy with on-device execution
ChainStream's Main Use Cases & Applications
- On-device conversational AI chatbots
- Real-time translation applications
- Voice assistant streaming responses
- Edge AI deployments without cloud
- Interactive document summarization tools
ChainStream's Pros & Cons
The Pros
Supports continuous context sensing and sharing for enhanced agent interaction
Open-source with active community engagement and contributor participation
Provides comprehensive documentation for multiple user roles
Developed by a reputable AI research institute
Demonstrated in academic and industry workshops and conferences
The Cons
Project is still a work in progress with evolving documentation
May require advanced knowledge to fully utilize framework capabilities
No direct pricing or commercial product details available yet
FAQs of ChainStream
ChainStream Company Information
Analytic of ChainStream
Visit Over Time
Monthly Visits
1.8k
Avg Visit Duration
00:00:00
Page Per Visit
1.04
Bounce Rate
39.00%
May 2025 - Jul 2025 All Traffic
Geography
Top 1 Regions
Nigeria
100%
May 2025 - Jul 2025 Worldwide Desktop Only
Traffic Sources
Search
41.98%
Direct
35.06%
Referrals
15.57%
Social
5.01%
Paid Referrals
1.14%
Mail
0.61%
May 2025 - Jul 2025 Desktop Only
ChainStream Reviews
5/5
ChainStream's Main Competitors and alternatives?
- LangChain Mobile
- vLLM
- FastChat
- Meta LLaMA C++
- OpenAI iOS SDK
You may also like:
1.5M
14.58% AI design agent automates workflow creating images, videos, 3D models up to 10x faster.
1.2K
54.15% AI-driven chatbot for top OnlyFans creators.
325.8K
27.42% Aixbt is a tokenized AI Agent optimizing revenue across applications.
937
theGist AI Workspace unifies work apps with AI for improved productivity.
44.0K
11.03% Generate brand visuals and copy using AI to boost e-commerce sales.
1.4K
55.44% GPTConsole is an AI agent designed for streamlined conversation and task automation.
--
GenSphere is an AI agent that automates data analysis and provides insights for informed decision-making.
6.8K
63.82% Nullify automates the entire AppSec program for security teams using AI-driven solutions.
77.6K
18.77% Flowith is a canvas-based agentic workspace which offers free 🍌Nano Banana Pro and other effective models...
30.8K
21.51% Langbase is an AI agent that generates and analyzes natural language content efficiently.
719
36.79% AiTerm: AI Terminal Assistant converting natural language to commands.
--
Generate intriguing facts effortlessly with our AI-powered tool.
1.2K
100.00% Revolutionary AI that sees, hears, and communicates in real time.
17.9K
41.82% Automate your job applications and find the perfect job with AI technology.
413
100.00% Intellika AI enables seamless automation of data analysis and reporting for businesses.
--
ScholarRoll helps students find and apply for scholarships easily.
37.2K
68.25% OneReach AI simplifies interactions by automating customer engagement through intelligent messaging.
594
100.00% Phoenix AI Assistant helps streamline tasks using intelligent automation and personalized support.
8.6K
37.99% Refly.AI empowers non-technical creators to automate workflows using natural language and a visual canvas.
--
Intelligent workspace to manage tasks, documents, and schedules seamlessly.
177
100.00% Artisk is an AI agent that automates your daily tasks seamlessly.
--
AI-powered platform for brainstorming and developing ideas into viable plans.
--
Get personalized fitness and nutrition guidance with DailyFitness through WhatsApp.
40.8K
30.36% A multimodal AI agent enabling multi-image inference, step-by-step reasoning, and vision-language planning with configurable LLM backends.
--
Empowering individuals to achieve wellness goals through personalized, AI-driven solutions.
1.7K
100.00% SageFlow is an AI agent that automates workflow processes and integrates seamlessly with your existing tools.
63.1K
35.70% Theoriq AI is an intelligent platform for data analysis and decision support.
22.2K
33.73% CausaLens provides AI-driven causal analysis to unlock insights from complex data.
381.3K
19.05% Clone, Design, and Create Expressive AI Voices in Seconds, with Perfect Sound Effects and Music.
3.9K
51.17% MarketMind analyzes stock market trends and provides actionable insights.
3.9K
52.76% RAW@AI is an AI agent designed for risk management analysis and decision-making.
29.1K
29.51% AI16z is an advanced AI agent specializing in automation and decision support.
28.0K
31.21% Entelligence.AI offers AI-driven business intelligence and analytics solutions.
17.6K
41.78% Auquan is an AI Agent for financial data analysis and investment insights.
3.4K
63.96% Alphatwin AI automates complex decision-making using advanced algorithms and machine learning.
382.2K
17.22% Flowise is an AI agent that simplifies building, deploying, and managing AI workflows effortlessly.
2.7K
67.01% Synergetics AI automates complex decision-making processes using advanced algorithms.
368
100.00% Conviction AI streamlines decision-making with AI-driven insights.
--
Stock-Agent is an autonomous AI agent that analyzes real-time market data, generates trading signals, and executes orders via Alpaca API.
69.6K
13.79% SharkFoto is an all-in-one AI-powered platform for creating and editing videos, images, and music efficiently.
656.0K
37.26% Kissflow simplifies workflow automation and collaboration in businesses through AI-driven insights.
5.0K
84.46% DatologyAI automates data analysis and decision-making using advanced AI algorithms.
257
57.64% OpenNARS is an open-source reasoning engine enabling real-time inference, belief revision, and learning under uncertain and resource-limited conditions.
--
TxAgent is an AI agent recommending personalized drug therapies by analyzing molecular signatures and clinical patient profiles.
--
AI Hedge Fund 5zu uses reinforcement learning to automate portfolio management and optimize trading strategies.
--
An AI-powered diagnostic assistant suggesting possible medical conditions based on patient symptoms using GPT models.
67.3K
24.64% Isomorphic Labs utilizes AI to accelerate drug discovery and design.
--
Speaq.ai enhances communication with AI-driven insights and automation for businesses.
3.2K
81.23% Sindarin is an AI Agent designed to enhance content creation and assist users with automation tasks.
87.5K
41.54% Globus Agent helps automate workflows and enhance productivity using advanced AI solutions.
1.1M
62.06% Qoder is an agentic coding platform for real software, Free to use the best model in preview.
889
81.53% Fay AI assists in various tasks like customer support, content generation, and workflow automation.
14.7M
28.61% Intel Automotive Solutions enhances vehicles with intelligent technologies.
--
Writebolt is an AI agent designed to create effective written content rapidly.
2.1K
100.00% Visional is an AI agent designed for seamless project management and collaboration.
889
100.00% ChainML is an AI agent that streamlines workflows and enhances data-driven decision-making.
342
100.00% TinyAgent enables you to build and deploy custom AI agents for automating tasks, research, and text generation.
--
Provides modular AI agents for predictive maintenance, quality inspection, and production optimization in manufacturing.
--
Fetches real-time market data, identifies stock trends, generates detailed reports, and offers personalized investment strategies using AI.
--
Offensive Graphs uses AI to automatically generate attack path graphs from network data, empowering security teams with clear visualization.
--
crewAI employs multiple specialized AI agents to gather market data, model financial risk, and generate detailed investment risk reports.
3.8M
9.01% Skywork AI is an innovative tool to enhance productivity using AI.
--
An AI-powered trading agent using deep reinforcement learning to optimize stock and crypto trading strategies in live markets.
165.5K
30.89% DataRobot empowers organizations with automated machine learning solutions for predictive analytics.
674.6K
21.24% CrewAI is an AI-powered virtual assistant that automates customer service tasks and enhances user engagement.
239
73.45% Cresh is an AI Agent that simplifies complex tasks using natural language processing.
8.8K
78.22% Crux is an AI agent that enhances productivity through intelligent task automation and decision support.