https://github.com/pipecat-ai/pipecat
GitHub - pipecat-ai/pipecat: Open Source framework for voice and multimodal conversational AI ·...
Open Source framework for voice and multimodal conversational AI - pipecat-ai/pipecat
ai open sourcegithubpipecatframeworkvoice
https://www.trafficmonitor.ai/
TrafficMonitor.ai - Open Source Holistic Roadway Monitoring
Open Source Traffic Monitor built with edge machine learning for object detection and radar for speed monitoring. Count bikes, cars, and pedestrians and...
ai open sourceholisticroadwaymonitoring
https://openclawd.ai/
OpenClaw AI - Open Source AI Assistant | Formerly Clawdbot & Moltbot
OpenClaw AI - Open-source personal intelligence system running on your hardware. Deploy on Mac mini, Windows, or Linux. Formerly named Clawdbot and Moltbot
ai open sourceopenclawassistantformerlyclawdbot
https://www.barely.ai/
barely.ai - Open-Source Marketing Platform for Indie Artists
The open-source marketing platform built specifically for musicians. Smart links, email marketing, landing pages, merch sales, and unified analytics - all...
ai open sourcemarketing platformbarelyindieartists
https://lexfridman.com/yann-lecun-3
#416 – Yann Lecun: Meta AI, Open Source, Limits of LLMs, AGI & the Future of AI | Lex Fridman...
Mar 8, 2024 - Yann LeCun is the Chief AI Scientist at Meta, professor at NYU, Turing Award winner, and one of the most influential researchers in the history of AI. Please...
ai open sourceyannmetalimitsllms
https://launchllama.co/p/19-open-source-ai-agents-automate-app-creation-sql-vs-ai
5 AI Open Source Tools Founders Use to Ship Without Waiting on Reviews
Feb 10, 2026 - We tested Kilo Code, Moltbot, Imagine, Kalendar.work, and ClaudeUsageBar—AI tools for code reviews, building, scheduling, and usage tracking to ship faster.
ai open sourcetoolsfoundersuseship
https://www.vadoo.tv/genmo-ai
Genmo AI: Open-Source AI Video Generator for High-Fidelity Motion
Discover Genmo AI, the open-source AI video generator transforming text into high-quality videos with smooth motion and realistic dynamics. Explore features...
ai open sourcevideo generatorhigh fidelitygenmomotion
https://www.evidentlyai.com//
Evidently AI - Open-source AI Evaluation and Observability
Ensure your AI is production-ready. Test LLMs and monitor performance across AI applications, RAG systems, and multi-agent workflows. Open-source.
ai open sourceevidentlyevaluationobservability
https://lexfridman.com/yann-lecun-3-transcript
Transcript for Yann Lecun: Meta AI, Open Source, Limits of LLMs, AGI & the Future of AI | Lex...
This is a transcript of Lex Fridman Podcast #416 with Yann LeCun. The timestamps in the transcript are clickable links that take you directly to that point in...
ai open sourcetranscriptyannmetalimits
https://www.janeasystems.com/
Expert Data, AI, Open Source, and IT Consultancy - Janea Systems
Expert AI, data, open source, and software consultancy providing mission-critical enterprise software solutions. We specialize in complex projects from kernel...
ai open sourceexpert dataconsultancysystems
https://osssoftware.org/categories/ai/
ai Open Source Software
ai Open Source Software Categories Updated daily. Made by @johnrushx
ai open sourcesoftware
https://www.jamaibase.com/
JamAI Base: BaaS for AI | Open Source Firebase and GPTs Alternative
JamAI Base: Open-source BaaS for LLMs and GPT workflows. Integrate AI into your database with Retrieval-Augmented Generation (RAG), AI content management, and...
ai open sourcejamaibasebaasgpts
https://happy-horse.art/happyhorse-1-0-ai
HappyHorse 1.0 AI | #1 Open Source SOTA Video Generator
HappyHorse 1.0 AI is the #1 open-source AI video generator. 15B parameter unified Transformer, 8-step denoising, text-to-video with native audio,...
ai open sourcehappyhorsesotavideogenerator
https://www.pod256.org/episodepage/104-ai-open-source-bitcoin-mining-and-battling-surveillance
104. AI, Open-Source Bitcoin Mining, and Battling Surveillance
In this live episode of POD256 (Ep. 104), eco is joined by Scott and Tyler—freshly minted 256 Foundation board members—for a fast-paced tour through…
ai open sourcebitcoin miningbattlingsurveillance
https://letsmkvideo.com/m/ltx-2
LTX-2 AI: Open Source Video Generation with Synchronized Audio | LTX Video
Discover LTX-2 AI, the revolutionary open source DiT-based video generation model. Generate up to 50 FPS videos at native 4K resolution with synchronized...
ai open sourcevideo generationltxsynchronizedaudio
https://seedance-2.us/models/flux
Flux AI - Open-Source Image Synthesis with ControlNet | Seedance AI
Create professional images with Flux AI on Seedance AI. Open-source model with ControlNet support, style consistency, and 4K resolution output. Try free.
ai open sourceimage synthesisfluxcontrolnetseedance
https://www.arcee.ai/open-source-catalog
Arcee AI | Open Source Catalog
Discover Arcee’s full library of open-source projects, from foundation models to training tools, all available to download, adapt, and deploy.
ai open sourcearceecatalog
https://openalternative.co/flowise-ai
Flowise AI: Open Source Alternative to n8n, Make and Power Apps
Open source platform for building AI agents, chatbots, and multi-agent systems using a drag-and-drop interface, with support for 100+ LLMs and RAG.
ai open sourceflowisealternativemakepower
https://evolink.ai/kimi-k2-thinking
Kimi K2 Thinking API | Moonshot AI Open-Source Reasoning Model (256K Context) | EvoLink
Use the Kimi K2 Thinking API via EvoLink to run Moonshot AI's open-source reasoning model with 256K context, native tool calling, and structured JSON outputs...
ai open sourcethinking apikimimoonshotreasoning
https://github.com/genkit-ai/genkit
GitHub - genkit-ai/genkit: Open-source framework for building AI-powered apps in JavaScript, Go,...
Open-source framework for building AI-powered apps in JavaScript, Go, and Python, built and used in production by Google - genkit-ai/genkit
ai open sourcepowered appsgithubgenkitframework
https://community.openconversational.ai/c/speech-and-generative-ai/45
Speech and Generative AI - Open Source Conversational AI Community
The Open Source Conversational AI Development Community Forum for the Neon AI platform and applications. Supporting the Mycroft AI legacy, Mark II users, the...
ai open sourcespeechgenerativeconversationalcommunity
https://axolotl.ai/
Axolotl AI - Open Source Fine Tuning
Axolotl is an Open Source tool to make fine-tuning AI models friendly, fast and fun - without sacrificing functionality or scale.
ai open sourceaxolotlfinetuning
https://molmo.org/
Molmo AI: Open-Source Multimodal AI Model | Free & Powerful
Discover Molmo AI, the state-of-the-art open-source multimodal AI model. Powerful, free, and easy to use. Learn how Molmo compares to other AI models.
ai open sourcemodel freemolmomultimodalpowerful
https://openalternative.co/comp
Comp AI: Open Source Alternative to Vanta, Scrut and Drata
AI-driven compliance platform that automates evidence collection, policy generation, and continuous monitoring across 580+ integrations for SOC 2, ISO 27001,...
ai open sourcecompalternativevantascrut
https://intervo.ai/blog
Intervo.ai | Open-Source AI Voice Assistants with Smart workflows for Dynamic Calls & Chat...
Intervo.ai is an open-source AI voice assistant platform that automates customer calls and chat interactions with intelligent workflows, customizable widgets,...
ai open sourcevoice assistantssmartworkflowsdynamic
https://www.agent-zero.ai/
Agent Zero AI: Open Source Agentic Framework & Computer Assistant
Easily build your own AI agents that work on their own operating system, create tools intelligently, learn, self-correct, and execute workflows with complete...
ai open sourceagent zeroagenticframeworkcomputer
https://molmo.org/de
Molmo AI: Open-Source Multimodal AI Model | Kostenlos & Leistungsstark
Entdecke Molmo AI, das hochmoderne Open-Source-Multimodale-AI-Modell. Leistungsstark, kostenlos und einfach zu bedienen. Erfahren Sie, wie Molmo im Vergleich...
ai open sourcemolmomultimodalmodelkostenlos
https://molmo.org/nl
Molmo AI: Open-Source Multimodale AI Model | Gratis & Krachtig
Ontdek Molmo AI, het geavanceerde, open-source multimodale AI-model. Krachtig, gratis en eenvoudig te gebruiken. Leer hoe Molmo zich verhoudt tot andere...
ai open sourcemolmomultimodalemodelgratis
https://github.com/edgee-ai/edgee
GitHub - edgee-ai/edgee: Open-source AI gateway written in Rust, with token compression for Claude...
Open-source AI gateway written in Rust, with token compression for Claude Code, Codex... and any other LLM client. - edgee-ai/edgee
ai open sourcegithubgatewaywrittenrust
https://www.toolmage.com/en/tool/kilo/
Kilo AI: Open-Source Coding Agent for VS Code & JetBrains | 500+ Models - ToolMage
ai open sourcecoding agentvs codekilojetbrains
https://www.opensourceforu.com/2026/03/bringing-clarity-to-the-chaos-in-ai/
Bringing Clarity To The Chaos In AI - Open Source For You
Mar 9, 2026 - AI feels powerful, yet most teams struggle because they cannot define what intelligence they really need. But there are ways to address this challenge.
ai open sourcebringing claritychaos
https://nsddd.top/
Xinwei Xiong (cubxxw) - AI, Open Source & Nomad Blog
Apr 20, 2026 - Tech blog by Xinwei Xiong — AI Builder, open source contributor and digital nomad sharing Kubernetes, Go, AI projects and travel.
ai open sourcexiongnomadblog
https://burmese.ai/
Burmese.AI - Open-Source Language Infrastructure
Open-source AI for 50 million Burmese speakers. Language models, datasets, and tools built by the community.
ai open sourceburmeselanguageinfrastructure
https://botland.com.pl/seria-core/28623-stackchan-interaktywny-robot-biurkowy-ai-open-source-do-nauki-programowania-i-automatyki-m5stack-k151.html
StackChan - interaktywny robot biurkowy AI open-source do nauki programowania i automatyki -...
StackChan - interaktywny robot biurkowy AI open-source do nauki programowania i automatyki - M5Stack K151 z kategorii: Seria Core do kupienia w sklepie dla...
ai open sourcenauki programowaniainteraktywnyrobotbiurkowy
https://code.visualstudio.com/
Visual Studio Code - The open source AI code editor | Your home for multi-agent development
Visual Studio Code redefines AI-powered coding with GitHub Copilot for building and debugging modern web and cloud applications. Visual Studio Code is free and...
visual studio codeopen source aimulti agenteditordevelopment
https://opencode.ai/
OpenCode | The open source AI coding agent
OpenCode - The open source coding agent.
open source aiopencodecodingagent
https://github.com/google-gemini/gemini-cli
GitHub - google-gemini/gemini-cli: An open-source AI agent that brings the power of Gemini directly...
An open-source AI agent that brings the power of Gemini directly into your terminal. - google-gemini/gemini-cli
open source aigithub googlegemini cliagentbrings
https://www.anaconda.com/
Advance AI with Open Source | Anaconda
May 28, 2026 - Anaconda is the birthplace of Python data science. We are a movement of data scientists, data-driven enterprises, and open source communities.
advance aiopen sourceanaconda
https://genkit.dev/
Genkit - Open-source AI framework by Google in JavaScript, Go and Python
Open-source framework for building AI-powered apps with unified APIs for Google Gemini, GPT, Claude, and more. Built-in developer tools, structured outputs,...
open source aigenkitframeworkgooglejavascript
https://github.com/dtyq/magic
GitHub - dtyq/magic: Magicrew. The first open-source all-in-one AI productivity platform...
Magicrew. The first open-source all-in-one AI productivity platform (Generalist AI Agent + Workflow Engine + IM + Online collaborative office system) -...
first open sourceone aigithubmagicproductivity
https://github.com/mudler/LocalAI
GitHub - mudler/LocalAI: LocalAI is the open-source AI engine. Run any model - LLMs, vision, voice,...
LocalAI is the open-source AI engine. Run any model - LLMs, vision, voice, image, video - on any hardware. No GPU required. - mudler/LocalAI
open source aigithubmudlerlocalaiengine
https://github.com/onlook-dev/onlook
GitHub - onlook-dev/onlook: The Cursor for Designers • An Open-Source AI-First Design tool •...
The Cursor for Designers • An Open-Source AI-First Design tool • Visually build, style, and edit your React App with AI - onlook-dev/onlook
open source aifirst designgithubonlookdev
https://github.com/onyx-dot-app/onyx
GitHub - onyx-dot-app/onyx: Open Source AI Platform - AI Chat with advanced features that works...
Open Source AI Platform - AI Chat with advanced features that works with every LLM - onyx-dot-app/onyx
open source aidot appplatform chatadvanced featuresgithub
https://github.com/innocommerce/innoshop
GitHub - innocommerce/innoshop: InnoShop is an AI-powered open source e-commerce system built on...
InnoShop is an AI-powered open source e-commerce system built on Laravel 12, designed for global commerce. It supports multiple AI models for intelligent...
ai poweredopen sourcesystem builtgithubinnoshop
https://github.com/giselles-ai/giselle
GitHub - giselles-ai/giselle: Giselle: AI App Builder. Open Source. · GitHub
Giselle: AI App Builder. Open Source. Contribute to giselles-ai/giselle development by creating an account on GitHub.
builder open sourcegithubaigiselleapp
https://github.com/airbytehq/airbyte
GitHub - airbytehq/airbyte: Open-source data movement for ELT pipelines and AI agents — from APIs,...
open source dataai agentsgithubairbytemovement
https://www.trychroma.com/
Chroma - open-source search infrastructure for AI
Open-source search infrastructure for AI
open sourcesearch infrastructurechromaai
https://www.iharmony.ai/
End-to-End Open-Source AI Test Automation Platform | iHarmony
Jun 23, 2022 - Innominds end-to-end open source ai test automation platform will accelerate release cycles, maximize test coverage and save maintenance costs.
open source aitest automationendplatform
https://razzfazz.ai/
razzfazz.ai - Lokal. Open Source. Unabhängig. Sicher.
Wie ermöglichen Unternehmen konstengünstig lokale DSGVO und EU AI Act konforme AI in ihrem Unternehmen zu implementieren.
open sourceailokalsicher
https://unopim.com/
Open Source PIM Software | AI native Agentic PIM & DAM
Open Source PIM Software - Free and open source Product Information Management system for small and medium businesses.
ai native agenticopen sourcepim softwaredam
https://github.com/deepset-ai/haystack
GitHub - deepset-ai/haystack: Open-source AI orchestration framework for building...
Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with...
deepset ai haystackopen source orchestrationgithubframeworkbuilding
https://github.com/safedep/pmg
GitHub - safedep/pmg: PMG protects developers, AI agents from malicious open source packages using...
PMG protects developers, AI agents from malicious open source packages using proxy, sandbox and SafeDep's threat intelligence feed. - safedep/pmg
developers aiopen sourcegithubsafedeppmg
https://aiven.io/
Aiven - Your AI-ready Open Source Data Platform
Aiven is an AI-ready open source data platform that combines open-source services to rapidly stream, store and serve data across major cloud providers — simply...
open source dataai readyaivenplatform
https://github.com/ToolJet/ToolJet
GitHub - ToolJet/ToolJet: ToolJet is the open-source foundation of ToolJet AI - the enterprise app...
ToolJet is the open-source foundation of ToolJet AI - the enterprise app generation platform for building internal tools, dashboard, business applications,...
open source foundationai enterprisegithubtooljetapp
https://metr.org/blog/2025-07-10-early-2025-ai-experienced-os-dev-study/
Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity - METR
open source developermeasuringimpactearlyai
https://kilo.ai/
Kilo: The Open Source AI Coding Agent for VS Code, JetBrains, and your CLI
Build, ship, and iterate faster with Kilo, the most popular open source AI coding agent. Secure, local-first, 500+ models. Start faster today.
open source aicoding agentvs codekilojetbrains
https://aieclipse.org/
AI at the Eclipse Foundation: Open Source Innovation in AI
May 1, 2026 - Discover cutting-edge AI at the Eclipse Foundation: open source projects driving intelligent tools, scalable frameworks, and next-gen multi-agent systems that...
foundation open sourceaieclipseinnovation
https://github.com/amicalhq/amical
GitHub - amicalhq/amical: 🎙️ AI Dictation App - Open Source and Local-first ⚡ Type 3x faster, no...
🎙️ AI Dictation App - Open Source and Local-first ⚡ Type 3x faster, no keyboard needed. 🆓 Powered by open source models, works offline, fast and accurate. -...
ai dictation appopen sourcelocal firstgithubamical
https://github.com/ClipsAI/clipsai
GitHub - ClipsAI/clipsai: Clips AI is an open-source Python library that automatically converts...
Clips AI is an open-source Python library that automatically converts long videos into clips. - ClipsAI/clipsai
open source pythongithubclipsailibrary
https://github.com/agentset-ai/agentset
GitHub - agentset-ai/agentset: The open-source RAG platform: built-in citations, deep research, 22+...
The open-source RAG platform: built-in citations, deep research, 22+ file formats, partitions, MCP server, and more. - agentset-ai/agentset
open sourcerag platformdeep researchgithubagentset
https://openclaw.im/
Openclaw - Open-Source AI Automation Framework | Build Your Own AI Assistant
Openclaw is an open-source AI automation framework for developers. Build programmable AI workflows, integrate with 50+ services, and deploy on your own...
open source aiautomation frameworkopenclawbuildassistant
https://quicktools.ai/
Get your best AI Tools | Open-source QuickTools AI Tools Directory
QuickTools AI Directory is a tool provides free AI Tools Directory. Get your favorite AI tools with QuickTools AI Directory, QuickTools AI Directory aims to...
best ai toolsopen sourcegetdirectory
https://mlflow.org/
MLflow - Open Source AI Platform for Agents, LLMs & Models
The largest open source AI engineering platform for agents, LLMs, and ML models. Debug, evaluate, monitor, and optimize your AI applications. Built for teams...
open source aimlflowplatformagentsllms
https://github.com/leon-ai/leon
GitHub - leon-ai/leon: 🧠 Leon is your open-source personal assistant. · GitHub
🧠 Leon is your open-source personal assistant. Contribute to leon-ai/leon development by creating an account on GitHub.
open source personalgithubleonaiassistant
https://github.com/minthcm/minthcm
GitHub - minthcm/minthcm: Open-source HCM system for managing HR processes with AI agents. Full...
Open-source HCM system for managing HR processes with AI agents. Full data ownership, MCP/A2A-native, no vendor lock-in. - minthcm/minthcm
open sourcemanaging hrai agentsgithubminthcm
https://www.chatwoot.com/
Chatwoot: AI-powered, open-source customer support platform. Self-host or cloud. Alternative to...
Chatwoot is an AI-powered, open-source customer support platform. Self-host on your infrastructure or use our cloud to manage conversations across live chat,...
customer support platformai poweredopen sourceself hostchatwoot
https://www.fusio-project.org/
Open Source API & AI Management Platform
Fusio is an open source API management platform designed for API builders and developers.
open source apiai managementplatform
https://www.dyad.sh/
Dyad | Flexible, local, open-source AI app builder | Dyad
Use your favorite AI models and tools to build AI apps locally. Zero lock-in.
local open sourceai appdyadflexiblebuilder
https://opendatascience.com/
Open Data Science - Your Data Science and AI News Source
open data scienceai newssource
https://hunyuanvideo-avatar.com/
HunyuanVideo-Avatar: AI Digital Human Generator | Free & Open Source
HunyuanVideo-Avatar creates lifelike digital human videos from photos and audio in 2-5 minutes. Perfect lip-sync, natural expressions, 720p quality. 100% free...
ai digital humangenerator free openhunyuanvideoavatarsource
https://codeberg.org/brib/slopfree-software-index
brib/slopfree-software-index: A list of open-source projects that reject AI-generated code -...
slopfree-software-index - A list of open-source projects that reject AI-generated code
open source projectsai generatedsoftwareindexlist
https://hhai-opensource-web-app.vercel.app/
Top Open Source Drug Discovery AI Repositories | HitchhikersAI
Comprehensive collection of top GitHub repositories and community-suggested AI tools for drug discovery, molecular modeling, and computational biology.
top open sourcedrug discoveryairepositories
https://keploy.io/
Keploy | Open Source AI-Powered API, Integration, Unit Testing Agent for Developers
Keploy is an AI-powered tool that generates test cases and mocks/stubs for unit, integration, and API testing, helping developers achieve 90% test coverage in...
open source aipowered apiunit testingkeployintegration
https://github.com/nocobase/nocobase
GitHub - nocobase/nocobase: NocoBase is an open-source AI + no-code platform for building business...
NocoBase is an open-source AI + no-code platform for building business systems fast. Instead of generating everything from scratch, AI works on top of...
open source aicode platformgithubnocobasebuilding
https://opensource.org/ai/open-source-ai-definition
The Open Source AI Definition - 1.0 - Open Source Initiative
Jun 17, 2025 - version 1.0 Preamble Why we need Open Source Artificial Intelligence (AI) Open Source has demonstrated that massive benefits accrue to everyone after removing...
open source aidefinitioninitiative
https://nvidianews.nvidia.com/news/alpamayo-autonomous-vehicle-development
NVIDIA Announces Alpamayo Family of Open-Source AI Models and Tools to Accelerate Safe,...
NVIDIA today unveiled the NVIDIA Alpamayo family of open AI models, simulation tools and datasets designed to accelerate the next era of safe, reasoning‑based...
open source ainvidia announcesfamilymodelstools
https://www.helpnetsecurity.com/2026/05/04/pipelock-open-source-ai-agent-firewall/
Pipelock: Open-source AI agent firewall - Help Net Security
Pipelock is an open-source agent firewall that sits between AI agents and the internet to block credential leaks and prompt injection.
open source aipipelockagentfirewallhelp
https://netlifyapp.org/blog/2026-moltbot-complete-guide
Moltbot: The Ultimate Personal AI Assistant Guide for 2026 - Open-Source, Self-Hosted,...
Complete guide to Moltbot (formerly Clawdbot): Open-source personal AI assistant with proactive communication, multi-channel support (WhatsApp, Telegram,...
personal ai assistantopen source selfmoltbotultimateguide
https://www.technologyreview.it/il-boom-dei-modelli-ai-cinesi-open-source/
Il boom dei modelli AI cinesi open source | MITech Break | MTR IT
Mar 26, 2025 - Quale è la strategia della Cina e dei suoi modelli AI Open Source? Scopri il punto di vista di Paola Pisano!
open sourceilboomdeimodelli
https://prodia.com/
Prodia — AI Image & Video Generation API | Fastest Open Source Inference
AI image and video generation API from $0.001/generation. 50+ open source and closed source models including FLUX, Recraft, Wan, and Veo. 190ms latency. No...
ai image videogeneration apiopen sourceprodiafastest
https://amical.ai/changelog
Amical - Open source AI Dictation App
Type 4x faster, no keyboards needed. Fast, Accurate, Context-aware and Private.
open source aiamicaldictationapp
https://www.toolsforhumans.ai/ai-tools/silly-tavern
Silly Tavern review 2026 — open-source AI character chat
Mar 24, 2026 - Free, open-source frontend for chatting with AI characters using multiple LLM backends. No content restrictions; active community sharing character cards for...
open source aisillytavernreviewcharacter
https://sustainoss.org/events/ai-floss-sustainability-forum-2026/
AI, FLOSS, and Sustainability Virtual Forum | A Space for Open Source Sustainers
A Space for Open Source Sustainers
virtual forumopen sourceaiflossspace
https://goodailist.com/
Good AI List - Open Source AI
good ailist opensource
https://flexpilot.ai/docs/introduction
Introduction | Flexpilot IDE - Open-Source AI Native IDE
Discover the powerful features of Flexpilot IDE, your AI coding assistant in VS Code, designed to enhance your development workflow.
open source aiintroductionidenative
https://inteca.com/
Inteca – Enterprise Open-Source Platforms & AI Automation for Regulated Industries
May 13, 2026 - Inteca delivers enterprise platforms based on Keycloak, Kafka, OpenShift, and Nuxeo, enhanced with AI automation. Red Hat Partner for regulated industries.
enterprise open sourceplatforms aiautomationregulatedindustries
https://www.toolsforhumans.ai/ai-tools/stability-ai
Stability AI review 2026 — open-source image generation
Mar 24, 2026 - Open-source AI models for text-to-image generation with local deployment options and no vendor lock-in. Free tier available; self-hosting saves costs for...
open source imagestability aireviewgeneration