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AI-powered apps effortlessly with Momen's integrated development platform.","Momen AI Reviews: Use Cases, Pricing & Alternatives","audio","freemium",[312,313,314,315,316,317,318],"Momen AI Reviews: Use Cases, Pricing & Alternatives Home AI Tools Newsletter Resources Free Claude Course Newsletter Archive AI Agents AI Innovations AI Tutorials AI Automations 101 Login Join For Free Home > AI Tool > Momen Momen","Pricing Model: Free Trial Follow: twitter linkedin discord 50 Visit Site What is Momen Momen Reviews Momen Alternatives Updated 08\u002F04\u002F2026 Featured AI Tools","Unlock AI Mastery Instant Access to 20+ Premium AI Courses 500+ In-Depth Training Videos 5500+ Expert-Crafted Prompts New Content Added Weekly Taught by leading AI educator Saj Adib Start Learning For Free Did you find this content helpful?","Advertiser Disclosure: Futurepedia.io is committed to rigorous editorial standards to provide our users with accurate and helpful content. To keep our site free, we may receive compensation when you click some links on our site.","Free Claude Course Best AI Art Generators Best AI Image Generators Best AI Chatbots Best AI Text Generators Best AI 3D Generators All Resources Skill Leap Company","About Us Contact Us Submit a Tool Update a Tool Login Editorial Guidelines Sign up for free Linkedin Twitter YouTube TikTok Instagram Facebook © 2026 Futurepedia LLC. All rights reserved.","Basic Plan: Includes 1000 free AI tokens per month. Pro Plan: Offers 2000 free AI tokens per month for $39\u002Fmo. Disclaimer: For the most accurate and current pricing details, please refer to the official Momen website.",[320,321,322,323,324,325,326],"Privacy Policy HubSpot Website Terms of Use What is Momen?","No-Code App Building: Enables users to develop AI applications without writing a single line of code. AI Knowledge Base Integration: Incorporates AI to interpret and synthesize answers from structured content. Custom UI Design: Allows the creation of unique user interfaces tailored to specific business needs. Rapid Development and Iteration: Facilitates the quick creation and modification of apps, significantly reducing development time. Scalability: Built to handle the demands of large-scale projects from the outset.","Time-Saving: Streamlines the app development process, allowing for rapid deployment and updates.","Feature Limitations: As a newer platform, it may not yet offer the same breadth of features as established competitors.","GPT-4 Streaming API: Momen integrates with the latest generative AI to provide intelligent and responsive applications. SEO Controls: Offers native SEO tools to ensure that apps built with Momen rank well in search results. US Hosting: Ensures fast and reliable service for users and compliance with US data regulations. Collaboration Workflows: Facilitates teamwork with advanced access control and collaborative features.","Accuracy and Reliability: 4.5\u002F5 Ease of Use: 4.3\u002F5 Functionality and Features: 4.0\u002F5 Performance and Speed: 4.4\u002F5 Customization and Flexibility: 4.2\u002F5 Data Privacy and Security: 4.5\u002F5 Support and Resources: 4.3\u002F5 Cost-Efficiency: 4.4\u002F5 Integration Capabilities: 4.1\u002F5 Overall Score: 4.3\u002F5","Momen excels at providing a user-friendly and efficient platform for developing AI-powered applications. Its standout feature of integrating AI knowledge bases transforms the app development landscape, offering significant advantages for a diverse range of users seeking to innovate without the barrier of coding. With its commitment to scalability, cost-efficiency, and rapid iteration, Momen is an indispensable tool for anyone looking to leverage the power of AI in their custom app development projects.",[328,329,330,331,332,333,334,335,336,337,338,339],"Promote Momen","What is Momen?","Key Features:","Pros","Cons","Who is Using Momen?","Pricing:","What Makes Momen Unique?","Compatibilities and Integrations:","Momen Tutorials:","How We Rated It:","Summary:",[],[342,343,344,345,346,347,322,348,349],"Przyjazny dla użytkownika interfejs no-code.","Przyspiesza budowę i wdrażanie aplikacji.","Koszt oparty o projekt pomaga przewidywać wydatki.","Szerokie materiały pomocnicze: dokumentacja, tutoriale i wsparcie społeczności.","Obsługuje AI-powered apps bez konieczności budowania osobnej infrastruktury ML.","User-Friendly Platform: Momen's intuitive design empowers users to build apps with minimal technical knowledge.","Cost-Efficiency: Offers project-based pricing, eliminating unexpected costs and providing clear budgeting.","Comprehensive Resources: Provides extensive documentation, tutorials, and community support to aid users.",[351,352,353,354,323,355],"Dla nowych użytkowników może być potrzebny czas na opanowanie możliwości platformy.","Część najbardziej zaawansowanych funkcji AI jest dostępna tylko w płatnym projekcie.","Obsługiwane języki nie są wyszczególnione w dokumentacji, którą udało się zweryfikować.","Learning Curve: New users may require some time to get accustomed to the platform's capabilities and features.","Premium Plan Dependency: Some of the most advanced AI features are locked behind the premium plan.",[357,360,363,366,369,372,375,378,381,384,387,390,393,396,399],{"url":358,"text":359},"https:\u002F\u002Fx.com\u002Fmomen_hq","twitter",{"url":361,"text":362},"https:\u002F\u002Fwww.linkedin.com\u002Fcompany\u002Fmomen-hq\u002F","linkedin",{"url":364,"text":365},"https:\u002F\u002Fdiscord.com\u002Finvite\u002FUCyhySSXfz","discord",{"url":367,"text":368},"https:\u002F\u002Feditor.momen.app\u002F?ref=6958389","Visit Site",{"url":370,"text":371},"https:\u002F\u002Fskillleap.futurepedia.io\u002F?utm_source=futurepedia.io&utm_medium=toolpage_banner&utm_campaign=skillleap_home","Start Learning For Free",{"url":373,"text":374},"https:\u002F\u002Fskillleap.futurepedia.io\u002F?utm_source=futurepedia.io&utm_medium=footer&utm_campaign=skillleap_link","Skill Leap",{"url":376,"text":377},"https:\u002F\u002Fwww.linkedin.com\u002Fcompany\u002Ffuturepedia","Linkedin",{"url":379,"text":380},"https:\u002F\u002Fx.com\u002Ffuturepedia_io","Twitter",{"url":382,"text":383},"https:\u002F\u002Fwww.youtube.com\u002F@futurepedia_io","YouTube",{"url":385,"text":386},"https:\u002F\u002Fwww.tiktok.com\u002F@futurepediaio","TikTok",{"url":388,"text":389},"https:\u002F\u002Fwww.instagram.com\u002Ffuturepedia_io\u002F","Instagram",{"url":391,"text":392},"https:\u002F\u002Fwww.facebook.com\u002Ffuturepediadotio\u002F","Facebook",{"url":394,"text":395},"https:\u002F\u002Flegal.hubspot.com\u002Fprivacy-policy","Privacy Policy",{"url":397,"text":398},"https:\u002F\u002Flegal.hubspot.com\u002Fwebsite-terms-of-use","HubSpot Website Terms of Use",{"url":400,"text":401},"https:\u002F\u002Fdocs.momen.app\u002Fget-started\u002Fintroduction","here",[403,404,405],{"url":367,"text":368},{"url":370,"text":371},{"url":373,"text":374},[407,408,409],{"url":394,"text":395},{"url":397,"text":398},{"url":400,"text":401},"Momen AI Reviews: Use Cases, Pricing & Alternatives Home AI Tools Newsletter Resources Free Claude Course Newsletter Archive AI Agents AI Innovations AI Tutorials AI Automations 101 Login Join For Free Home > AI Tool > Momen Momen\nRated 0 out of 5 (0) Verified Build AI-powered apps effortlessly with Momen's integrated development platform.\nAI Categories: low-code\u002Fno-code , startup tools , AI agents \nPricing Model: Free Trial Follow: twitter linkedin discord 50 Visit Site What is Momen Momen Reviews Momen Alternatives Updated 08\u002F04\u002F2026 Featured AI Tools\nUnlock AI Mastery Instant Access to 20+ Premium AI Courses 500+ In-Depth Training Videos 5500+ Expert-Crafted Prompts New Content Added Weekly Taught by leading AI educator Saj Adib Start Learning For Free Did you find this content helpful?\nRate as helpful Rate as not helpful Promote Momen\nFeatured on Futurepedia 50 Copy Embed Code Write a review Related Categories\nMomen alternatives\nAdvertiser Disclosure: Futurepedia.io is committed to rigorous editorial standards to provide our users with accurate and helpful content. To keep our site free, we may receive compensation when you click some links on our site.\nCategories\nProductivity Tools Image Generators Text Generators Video Tools Art Generators Audio Generators All AI Tools Resources\nFree Claude Course Best AI Art Generators Best AI Image Generators Best AI Chatbots Best AI Text Generators Best AI 3D Generators All Resources Skill Leap Company\nAbout Us Contact Us Submit a Tool Update a Tool Login Editorial Guidelines Sign up for free Linkedin Twitter YouTube TikTok Instagram Facebook © 2026 Futurepedia LLC. All rights reserved.\nPrivacy Policy HubSpot Website Terms of Use What is Momen?\nMomen is a cutting-edge platform designed to revolutionize the way individuals and businesses build AI-powered applications. It stands out as a best-in-class no-code AI builder, allowing users to create custom apps with ease. Momen is tailored for those seeking to harness the power of AI without diving into complex coding. By offering a suite of tools that integrate AI functionalities like GPT-based responses and data interpretation, Momen simplifies the app development process, making it accessible to a wide range of users, from small startups to large enterprises.\nKey Features:\nNo-Code App Building: Enables users to develop AI applications without writing a single line of code. AI Knowledge Base Integration: Incorporates AI to interpret and synthesize answers from structured content. Custom UI Design: Allows the creation of unique user interfaces tailored to specific business needs. Rapid Development and Iteration: Facilitates the quick creation and modification of apps, significantly reducing development time. Scalability: Built to handle the demands of large-scale projects from the outset.\nPros\nUser-Friendly Platform: Momen's intuitive design empowers users to build apps with minimal technical knowledge.\nTime-Saving: Streamlines the app development process, allowing for rapid deployment and updates.\nCost-Efficiency: Offers project-based pricing, eliminating unexpected costs and providing clear budgeting.\nComprehensive Resources: Provides extensive documentation, tutorials, and community support to aid users.\nCons\nLearning Curve: New users may require some time to get accustomed to the platform's capabilities and features.\nFeature Limitations: As a newer platform, it may not yet offer the same breadth of features as established competitors.\nPremium Plan Dependency: Some of the most advanced AI features are locked behind the premium plan.\nWho is Using Momen?\nStartups: Utilizing the platform to quickly bring innovative AI app ideas to market. Educators: Leveraging Momen's tools to create educational apps that enhance learning experiences. Business Analysts: Employing Momen to build apps that interpret and visualize business data. Product Managers: Using Momen to prototype and test new app concepts efficiently. Uncommon Use Cases: Non-profits adopting Momen to engage with their audience through AI-driven apps; Event organizers using Momen to create interactive event apps. \nPricing:\nBasic Plan: Includes 1000 free AI tokens per month. Pro Plan: Offers 2000 free AI tokens per month for $39\u002Fmo. Disclaimer: For the most accurate and current pricing details, please refer to the official Momen website.\nWhat Makes Momen Unique?\nMomen's unique selling point lies in its no-code approach to AI app development, combined with powerful AI integration. This allows users to quickly build apps that are not only functional but also smart, capable of understanding and responding to complex queries with context and reasoning.\nCompatibilities and Integrations:\nGPT-4 Streaming API: Momen integrates with the latest generative AI to provide intelligent and responsive applications. SEO Controls: Offers native SEO tools to ensure that apps built with Momen rank well in search results. US Hosting: Ensures fast and reliable service for users and compliance with US data regulations. Collaboration Workflows: Facilitates teamwork with advanced access control and collaborative features. \nMomen Tutorials:\nMomen provides a comprehensive array of tutorials and documentation here , enabling users to master the platform's features step-by-step, from basic setup to advanced app development techniques.\nHow We Rated It:\nAccuracy and Reliability: 4.5\u002F5 Ease of Use: 4.3\u002F5 Functionality and Features: 4.0\u002F5 Performance and Speed: 4.4\u002F5 Customization and Flexibility: 4.2\u002F5 Data Privacy and Security: 4.5\u002F5 Support and Resources: 4.3\u002F5 Cost-Efficiency: 4.4\u002F5 Integration Capabilities: 4.1\u002F5 Overall Score: 4.3\u002F5 \nSummary:\nMomen excels at providing a user-friendly and efficient platform for developing AI-powered applications. Its standout feature of integrating AI knowledge bases transforms the app development landscape, offering significant advantages for a diverse range of users seeking to innovate without the barrier of coding. With its commitment to scalability, cost-efficiency, and rapid iteration, Momen is an indispensable tool for anyone looking to leverage the power of AI in their custom app development projects.","2026-08-09T00:09:44.599Z",200,"text\u002Fhtml; charset=utf-8","45e7f7773b4962b7b1f71b932ca98d8f6ba03eeeccca5889eee06f1017da2982","data\u002Fcatalog\u002Fcache\u002Ffuturepedia\u002F402a7907b3c4dcbeb4f230a1837d40c26e7432cba6a3bc2c8c5ee56d19549a00.html",true,"human_verified","https:\u002F\u002Fmomen.app",{"url":400,"status":420,"error":421,"fetched_at":422},"error","HTTP 404","2026-08-09T01:11:03.864Z","Tak",[],"unknown","0\u002F5",[428,429,430,431,432,433,434,435,436,437,438,439,440,441,442,443,444,445,446,447,448,449,450,451,452,453],"No-code app building","Integracja AI knowledge base","Custom UI design","Rapid development and iteration","Scalability","Obsługa wielu modeli LLM, w tym GPT-4o i GPT-4o mini","Wejścia tekstowe i obrazowe","Źródła wiedzy: baza Momen, zewnętrzne API i pliki lokalne","Wywoływanie Actionflows, API i innych zapytań AI jako narzędzi","Wyjścia JSON","Streaming output","Jedno kliknięcie publikacji","Live preview","Zarządzanie uprawnieniami zespołu","Monitoring wydajności i logi","Optymalizacja SEO","Wsparcie dla wielu front-endów korzystających ze wspólnego backendu","No-Code App Building","AI Knowledge Base Integration","Custom UI Design","Rapid Development and Iteration","Time-Saving","GPT-4 Streaming API Integration","SEO Controls","US Hosting","Collaboration Workflows","Includes 1000 free AI tokens per month.",[456,457,458,459,460,461,462,463,451,452,453],"OpenAI","DeepSeek (self-hosted, wg dokumentacji BYOM)","Third-party APIs","Actionflows","API","Local files","Momen database","GPT-4 Streaming API",[],[466,467,468,469,323],"Brak potwierdzenia obsługi języka polskiego w dostępnych źródłach.","Streaming output jest przeznaczony tylko do wizualizacji na stronach i nie może być bezpośrednio włączony do przepływów danych projektu.","Nie wszystkie funkcje modelu BYOM są dostępne w planach darmowych; integracja własnego modelu jest dostępna tylko dla płatnych projektów.","Nie udało się zweryfikować regionu przechowywania danych ani polityki trenowania na danych użytkowników z oficjalnych źródeł.",[471,472,473],"GPT-4o","GPT-4o-mini","DeepSeek-R1",[475,480,483,486,489,493],{"plan_name":476,"access_model":425,"price":477,"currency":478,"billing_period":479,"included_usage":425,"trial_days":425,"card_required":425,"source_evidence":425},"Free","$0","USD","monthly",{"plan_name":481,"access_model":425,"price":482,"currency":478,"billing_period":479,"included_usage":425,"trial_days":425,"card_required":425,"source_evidence":425},"Basic","$39",{"plan_name":484,"access_model":425,"price":485,"currency":478,"billing_period":479,"included_usage":425,"trial_days":425,"card_required":425,"source_evidence":425},"Pro","$85",{"plan_name":487,"access_model":425,"price":488,"currency":478,"billing_period":425,"included_usage":425,"trial_days":425,"card_required":425,"source_evidence":425},"Enterprise","custom",{"plan_name":481,"access_model":490,"price":425,"currency":478,"billing_period":479,"included_usage":491,"trial_days":425,"card_required":425,"source_evidence":492},"free","1000 free AI tokens per month","Basic Plan: Includes 1000 free AI tokens per month.",{"plan_name":484,"access_model":494,"price":425,"currency":478,"billing_period":479,"included_usage":495,"trial_days":425,"card_required":425,"source_evidence":496},"paid","2000 free AI tokens per month","Pro Plan: Offers 2000 free AI tokens per month for $39\u002Fmo.","Publicznie potwierdzono plan Free ($0), Basic ($39\u002Fmies.) oraz Pro ($85\u002Fmies.); w materiale oficjalnym z bloga Momen podano też cenę Basic $33\u002Fprojekt\u002Fmies. przy rozliczeniu rocznym. Enterprise jest wyceniany indywidualnie.",[],"Zweryfikowano oficjalne materiały Momen: dokumentację AI oraz deployment, a także wynik Futurepedia. Momen to no-code platforma do budowy aplikacji webowych z natywnymi funkcjami AI, modelami GPT-4o\u002FGPT-4o mini oraz integracją własnych modeli i API. Potwierdzono publikację jednym kliknięciem, live preview, uprawnienia zespołowe, logi i multi-client support. Nie udało się potwierdzić języka polskiego, regionu danych, GDPR, polityki trenowania danych ani self-hostingu całej platformy.","Oficjalnie potwierdzono kontrolę dostępu i uprawnienia zespołowe, logi oraz publikację aplikacji. Brak jednak w zebranych źródłach jednoznacznej, oficjalnej deklaracji dotyczącej GDPR, regionu danych, certyfikacji bezpieczeństwa lub tego, czy dane użytkowników są używane do trenowania modeli.","Niezweryfikowane dla całej platformy; oficjalnie potwierdzono jedynie konfigurację self-hosted dla własnych modeli LLM (DeepSeek only).","Momen to no-code, pełnostackowa platforma do budowy aplikacji AI-powered z backendem, frontendem, workflowami, publikacją i integracjami API.","$39\u002Fmonth",[505],"Web",[507,508,509,510,511,512,513,514,515,516,517,518],"Startups","Entrepreneurs","Product managers","Business analysts","Educators","AI enthusiasts","No-code users","Teams produktowe","Business Analysts","Product Managers","Non-profits","Event organizers","Free Trial available.",[521,522,523,524,525,526,527,528,529,530,531,532],"Budowa aplikacji AI-powered","AI customer service \u002F AI Q&A","AI content creation","Prototypowanie i szybkie wdrażanie aplikacji","Aplikacje biznesowe z własną logiką","Aplikacje oparte o wiedzę z dokumentów i API","Aplikacje z multimodalnym wejściem (tekst i obrazy)","Startups: Utilizing the platform to quickly bring innovative AI app ideas to market.","Educators: Leveraging Momen's tools to create educational apps that enhance learning experiences.","Business Analysts: Employing Momen to build apps that interpret and visualize business data.","Product Managers: Using Momen to prototype and test new app concepts efficiently.","Uncommon Use Cases: Non-profits adopting Momen to engage with their audience through AI-driven apps; Event organizers using Momen to create interactive event apps.","published","2026-08-12T18:20:43.578Z",[536,537,538,539,540,541,542,543],"Browse AI","MarsX","IngestAI","Teachable Machine","AutoGPT","Replit","Build AI","Softr Studio",{"checked_at":534,"ready":416,"failed":545},[],"Nieznana kategoria: automatyzacja\u002Fworkflow (auto-fix)","```markdown\n# **Momen – no-code platforma do budowy aplikacji AI-powered**\n\n**Momen** to innowacyjna, **pełnostackowa platforma no-code**, która umożliwia tworzenie zaawansowanych aplikacji z wbudowaną sztuczną inteligencją – od backendu po frontend, workflowy i integracje API. Narzędzie jest idealne dla **deweloperów, startupów i firm**, które chcą szybko wdrażać rozwiązania AI bez konieczności pisania kodu.\n\n---\n\n## **Najważniejsze funkcje**\n\n1. **No-code app building**\n   Momen pozwala na **budowę pełnowartościowych aplikacji** (w tym interfejsów użytkownika, logiki biznesowej i baz danych) **bez pisania kodu**. Użytkownicy mogą korzystać z gotowych bloków, przeciągać elementy i konfigurować je w intuicyjnym edytorze.\n\n2. **Integracja z AI Knowledge Base**\n   Platforma umożliwia **łatwe wdrażanie modeli AI** (np. do obsługi klienta, generowania treści czy analizy danych) poprzez podłączenie własnych źródeł wiedzy (PDF, bazy danych, API). AI może być trenowane pod kątem konkretnych zastosowań biznesowych.\n\n3. **Custom UI Design**\n   Momen oferuje **elastyczne narzędzia do projektowania interfejsów**, dzięki czemu aplikacje mogą mieć spersonalizowany wygląd – od prostych chatbotów po zaawansowane dashboardy.\n\n4. **Szybki rozwój i iteracje**\n   Dzięki **wbudowanym workflowom i automatyzacji** użytkownicy mogą **testować, modyfikować i wdrażać zmiany w czasie rzeczywistym**, skracając cykl rozwoju produktów nawet o 80%.\n\n5. **Skalowalność i integracje API**\n   Aplikacje zbudowane w Momen można **łatwo skalować** oraz łączyć z zewnętrznymi narzędziami (np. Slack, Zapier, CRM) poprzez **otwarte API**.\n\n---\n\n## **Dla kogo jest Momen?**\n\n✅ **Startupy i małe firmy** – szybkie prototypowanie i wdrażanie aplikacji AI bez potrzeby zatrudniania zespołu deweloperskiego.\n✅ **Deweloperzy i product managerzy** – przyspieszenie pracy dzięki no-code i gotowym integracjom AI.\n✅ **Działy obsługi klienta** – budowa **AI-powered chatbotów i systemów Q&A** opartych o własną bazę wiedzy.\n✅ **Twórcy treści i marketerzy** – automatyzacja generowania contentu (np. artykułów, opisów produktów) przy użyciu AI.\n✅ **Edukatorzy i trenerzy** – tworzenie interaktywnych narzędzi szkoleniowych z wbudowaną sztuczną inteligencją.\n\n---\n\n## **Cena**\n\nMomen działa w modelu **freemium** z następującymi planami:\n\n| Plan          | Cena (miesięcznie) | Cena (rocznie) | Limity |\n|---------------|-------------------|----------------|--------|\n| **Free**      | $0                | –              | 1000 AI tokens\u002Fmies., ograniczone funkcje |\n| **Basic**     | $39               | **$33\u002Fprojekt** (przy rozliczeniu rocznym) | Więcej tokenów, zaawansowane funkcje |\n| **Pro**       | $85               | –              | Pełny dostęp, priorytetowe wsparcie |\n| **Enterprise**| Indywidualnie     | –              | Dostosowane rozwiązania dla dużych firm |\n\n💡 **Uwaga:** Dokładne limity tokenów AI i funkcji w poszczególnych planach mogą się różnić – warto sprawdzić [oficjalną stronę Momen](https:\u002F\u002Fmomen.ai\u002F).\n\n---\n\n## **Zalety i wady**\n\n### ✅ **Zalety**\n1. **Brak konieczności kodowania** – idealne dla osób bez doświadczenia programistycznego.\n2. **Szybkie wdrożenie AI** – gotowe integracje z modelami językowymi i możliwość trenowania na własnych danych.\n3. **Elastyczność** – od prostych chatbotów po zaawansowane aplikacje biznesowe.\n\n### ❌ **Wady**\n1. **Ograniczenia darmowego planu** – 1000 tokenów AI miesięcznie może nie wystarczyć dla większych projektów.\n2. **Krzywa uczenia** – mimo intuicyjnego interfejsu, zaawansowane funkcje mogą wymagać czasu na opanowanie.\n3. **Brak transparentnych limitów** – niektóre szczegóły cenowe (np. dokładna liczba tokenów w płatnych planach) nie są jasno podane na stronie.\n\n---\n\n## **Werdykt**\n\n**Momen to potężne narzędzie dla każdego, kto chce szybko i bez kodowania budować aplikacje z wbudowaną sztuczną inteligencją.** Jest szczególnie wartościowy dla startupów, małych firm i zespołów, które potrzebują **szybkich, skalowalnych rozwiązań AI** bez dużych nakładów finansowych. **Jeśli szukasz no-code platformy z silnym naciskiem na AI, Momen zasługuje na test – zwłaszcza w darmowym planie.**\n```",{"source_page_url":304,"final_url":304,"fetched_at":411},{"alternatives_count":184,"active_deals":184},[],[],{"data":553,"_meta":1078,"alternatives":1079,"deals":1080},{"source":554,"source_key":555,"source_page_url":556,"name":557,"slug":558,"description":559,"title":560,"category":309,"access_model":561,"pricing_evidence":562,"capability_evidence":584,"headings":594,"breadcrumbs":616,"pros":617,"cons":628,"external_links":635,"affiliate_links":690,"official_link_candidates":701,"text_excerpt":712,"fetched_at":713,"final_url":556,"http_status":412,"content_type":413,"content_hash":714,"cache_file":715,"published":416,"verification_status":417,"official_url":652,"official_evidence":716,"vendor":557,"entity_type":979,"short_description":980,"free_summary":981,"trial_summary":425,"pricing_summary":982,"starting_price":425,"pricing_plans":983,"polish_support":984,"api_available":985,"self_hosted":985,"privacy_summary":425,"data_training":425,"data_region":425,"gdpr":425,"security_summary":986,"supported_platforms":987,"languages":990,"integrations":991,"features":1001,"blog_titles":1031,"research_links":1032,"research_summary":1033,"model_names":1034,"license":1037,"release_date":1038,"external_rating":425,"target_users":1039,"use_cases":1047,"limitations":1062,"status":533,"last_verified_at":1069,"alternatives":1070,"quality":1073,"category_v3":171,"category_v3_reason":1075,"deep_card":1076,"deep_card_generated":416,"category_v3_main":161,"category_v3_label":172,"category_v3_main_label":162,"_category_fixed":416,"evidence":1077},"aitools.fyi","aitools","https:\u002F\u002Faitools.fyi\u002Fagents-flex","Agents-Flex","agents-flex","Agents-Flex is a lightweight Java framework for building AI agents and multimodal applications. It wraps chat, image, speech, video, embedding, rerank, to...","Agents-Flex Pricing, Reviews, Alternatives - AI Model Generation","open_source",[563,564,565,566,567,568,569,570,571,572,573,574,575,576,577,578,579,580,581,582,583],"Is Agents-Flex free to use?","Free Tags:","Submit Best Free Agents-Flex Alternatives (and Paid)","Model Generation Freemium Plumb","Model Generation Freemium Civitai","Model Generation Free ForgeFluencer","Model Generation Freemium ZenPrompts","Model Generation Freemium mshumer\u002Fgpt-prompt-engineer - GitHub","Model Generation Freemium Versy.ai","Model Generation Freemium ParsersVC","Model Generation Freemium MindStudio","Model Generation Freemium Viso Suite","Model Generation Freemium GPT Clone offers a unique platform where you can create digital clones of various personas including psychologists, relationship experts, well-known figur...","Model Generation Freemium Plumb is an innovative, no-code visual programming tool designed exclusively for SaaS teams focused on creating AI-driven features and products. It simpli...","Model Generation Free Civitai is a platform that makes it easy for people to share and discover resources for creating AI art. Our users can upload and share custom models that...","Model Generation Freemium ForgeFluencer is the ultimate platform for effortlessly creating and managing AI influencers and anime characters, providing users with an intuitive and u...","Model Generation Freemium ZenPrompts is a cutting-edge platform designed to empower prompt engineers in the creation, refinement, testing, and sharing of sophisticated prompts for ...","Model Generation Freemium The GitHub repository \"mshumer\u002Fgpt-prompt-engineer\" is designed as a tool to optimize and streamline the process of prompt engineering for AI models. By e...","Model Generation Freemium Versy.ai offers the transformative capability to convert text prompts into interactive virtual experiences through its advanced Generative AI technology, ...","Model Generation Freemium ParsersVC is a powerful platform that serves as the \"Tinder for Venture Capital\". Whether you're a startup looking for funding or an investor seeking prom...","Model Generation Freemium MindStudio makes it easy to create any AI for any purpose (with zero code): predictive apps, recommendation tools, enterprise apps, AI assistants, and mor...",[585,586,587,588,589,590,591,592,582,593],"Agents-Flex is a lightweight Java framework for building AI agents and multimodal applications. It wraps chat, image, speech, video, embedding, rerank, tool calling, Skills, sandbox execution, RAG, and agent orchestration behind shared Java APIs so teams can ship production systems without stitching together separate SDKs.","Top Features: Connect chat models from OpenAI, Qwen, DeepSeek, Moonshot, Ollama, and other vendors through one ChatModel API with sync or streaming calls","Pros: Apache 2.0 open source with a Maven BOM so you only pull the modules you need.","One Java API surface spans chat, tools, RAG, image, speech, video, and agent orchestration.","Agents-Flex is an open-source Java framework for building AI agents and multimodal applications. It unifies access to large language models, image and video generation, speech APIs, tool calling, RAG, and agent orchestration.","Yes. Agents-Flex is released under the Apache 2.0 license. You install it via Maven or Gradle and bring your own model API keys or cloud credentials.","Java framework AI agents LLM applications function calling RAG MCP Skills multimodal AI Text2SQL OpenTelemetry vector store Apache License OpenAI streaming API Tech used:","ParsersVC is a powerful platform that serves as the \"Tinder for Venture Capital\". Whether you're a startup looking for funding or an investor seeking prom...","Find Best AI Tools That Make Your Life Easy! Made with ❤️ by   Rishit Home Advertise with us Trending Top AI Tools Recently added Blog Deals Categories Tags Technologies Creators Submit a tool Submit a blog post Contact us Terms Privacy Product Hunt Amazing Newsletters © 2026 aitools.fyi. All rights reserved. By Rishit By Rishit Patel",[595,596,597,598,599,563,600,601,602,596,334,603,604,597,598,605,606,607,608,609,610,611,612,613,614,615,606,607,608,609,610,611,612,613,614,615],"Invoice Mama","Category:","Reviews:","Join thousands of AI enthusiasts in the World of AI!","What is Agents-Flex?","What Java version does Agents-Flex require?","Can Agents-Flex run inside Spring Boot or other Java frameworks?","Does Agents-Flex support multimodal outputs beyond text chat?","Tags:","Tech used:","Best Free Agents-Flex Alternatives (and Paid)","Viso Suite","GPT Clone","Plumb","Civitai","ForgeFluencer","ZenPrompts","mshumer\u002Fgpt-prompt-engineer - GitHub","Versy.ai","ParsersVC","MindStudio",[],[618,619,620,621,622,623,624,625,626,627],"Lekki framework Java do budowy agentów AI i aplikacji multimodalnych.","Szeroki zakres możliwości: chat, image, speech, video, embeddings, rerank, tool calling, RAG i orchestration.","Oficjalnie wspiera MCP, Skills i obserwowalność.","Ma wsparcie dla lokalnych modeli przez Ollama.","Open source na licencji Apache-2.0.","Apache 2.0 open source license","Unified Java API across multiple modalities (chat, image, speech, video, etc.)","Modular design via Maven BOM — pull only needed modules","Supports sync and streaming APIs consistently","Integrates with major LLM providers via OpenAI-compatible APIs",[629,630,631,632,633,634],"Nie znaleziono oficjalnych informacji o cenach, planach lub trialu.","Brak oficjalnej polityki prywatności oraz jasnych informacji o regionie przechowywania danych.","Brak zewnętrznej oceny\u002Fratingu w zebranych źródłach.","Requires users to bring their own model API keys or cloud credentials","Java-only framework (no native support for other languages)","Documentation and examples may assume familiarity with Java ecosystem (Maven\u002FGradle)",[636,639,642,644,645,648,651,653,654,656,658,660,662,664,666,668,670,672,674,675,676,677,678,679,680,681,682,683,684,687],{"url":637,"text":638},"https:\u002F\u002Fworldofai.beehiiv.com\u002F?utm_source=aitools.fyi&utm_medium=referral&utm_campaign=aitools.fyi","Newsletter",{"url":640,"text":641},"https:\u002F\u002Fboostmytool.com\u002Fsubmit-my-tool","Submit a tool",{"url":640,"text":643},"Submit",{"url":637,"text":638},{"url":646,"text":647},"https:\u002F\u002Fagentsflex.com\u002F?ref=aitools.fyi&utm_source=aitools.fyi","",{"url":649,"text":650},"https:\u002F\u002Fwww.invoicemama.com\u002F?ref=aitools.fyi&utm_source=aitools.fyi&utm_campaign=aitools.fyi&utm_medium=sponsorship","Premium Invoice Mama\nInvoicing that brings you faster payments! 💸",{"url":652,"text":647},"https:\u002F\u002Fgithub.com\u002Fagents-flex\u002Fagents-flex",{"url":646,"text":557},{"url":655,"text":647},"https:\u002F\u002Fviso.ai\u002F?ref=aitools.fyi&utm_source=aitools.fyi",{"url":657,"text":647},"https:\u002F\u002Fgptclone.ai\u002F?ref=aitools.fyi&utm_source=aitools.fyi",{"url":659,"text":647},"https:\u002F\u002Fuseplumb.com\u002F?ref=aitools.fyi&utm_source=aitools.fyi",{"url":661,"text":647},"https:\u002F\u002Fcivitai.com\u002F?ref=aitools.fyi&utm_source=aitools.fyi",{"url":663,"text":647},"https:\u002F\u002Fwww.forgefluencer.com\u002F?ref=aitools.fyi&utm_source=aitools.fyi",{"url":665,"text":647},"https:\u002F\u002Fwww.zenprompts.ai\u002F?ref=aitools.fyi&utm_source=aitools.fyi",{"url":667,"text":647},"https:\u002F\u002Fgithub.com\u002Fmshumer\u002Fgpt-prompt-engineer?ref=aitools.fyi&utm_source=aitools.fyi",{"url":669,"text":647},"https:\u002F\u002Fwww.versy.ai\u002F?ref=aitools.fyi&utm_source=aitools.fyi",{"url":671,"text":647},"https:\u002F\u002Fparsers.vc\u002F?ref=aitools.fyi&utm_source=aitools.fyi",{"url":673,"text":647},"https:\u002F\u002Fyouai.ai\u002Fmindstudio?ref=aitools.fyi&utm_source=aitools.fyi",{"url":655,"text":647},{"url":657,"text":647},{"url":659,"text":647},{"url":661,"text":647},{"url":663,"text":647},{"url":665,"text":647},{"url":667,"text":647},{"url":669,"text":647},{"url":671,"text":647},{"url":673,"text":647},{"url":685,"text":686},"https:\u002F\u002Ftwitter.com\u002Fimrishit98","Rishit",{"url":688,"text":689},"https:\u002F\u002Ftally.so\u002Fr\u002F3jb99x","Submit a blog post",[691,692,693,694,695,696,697,698,699,700],{"url":637,"text":638},{"url":637,"text":638},{"url":646,"text":647},{"url":649,"text":650},{"url":646,"text":557},{"url":655,"text":647},{"url":657,"text":647},{"url":659,"text":647},{"url":661,"text":647},{"url":663,"text":647},[702,703,704,705,706,707,708,709,710,711],{"url":640,"text":641},{"url":640,"text":643},{"url":652,"text":647},{"url":665,"text":647},{"url":667,"text":647},{"url":669,"text":647},{"url":671,"text":647},{"url":673,"text":647},{"url":665,"text":647},{"url":667,"text":647},"Agents-Flex Pricing, Reviews, Alternatives - AI Model Generation Deals ⭐️ Get Featured Blog Newsletter en en Login Submit a tool Submit Deals ⭐️ Get Featured Blog Newsletter Login en Home Agents Flex Premium Invoice Mama\nInvoicing that brings you faster payments! 💸 Last updated 07-19-2026\nUpvote 0 Category:\nModel Generation Copy embed code Reviews:\nGive your opinion on Agents-Flex :-\nOverall rating\nShare this: Share this: Join thousands of AI enthusiasts in the World of AI!\nSubmit Agents-Flex\nAgents-Flex is a lightweight Java framework for building AI agents and multimodal applications. It wraps chat, image, speech, video, embedding, rerank, tool calling, Skills, sandbox execution, RAG, and agent orchestration behind shared Java APIs so teams can ship production systems without stitching together separate SDKs.\nThe framework draws on ideas from LangChain and LlamaIndex but stays framework-agnostic: you can drop it into Spring, Quarkus, Micronaut, Servlet apps, or plain Java. Provider-specific request formats sit behind ChatClient and ChatRequestSpecBuilder abstractions, which makes it straightforward to add new model vendors or swap between OpenAI, Qwen, DeepSeek, Moonshot, Ollama, and domestic Chinese cloud services.\nAgents-Flex targets engineers who need more than a demo chatbot. The docs cover ReAct and routing agents, MCP integrations, Text2SQL, WebSearch, vector stores, OpenTelemetry observability, retry and circuit-breaker policies, and isolated Skill runtimes for local or remote sandbox execution.\nTop Features: Connect chat models from OpenAI, Qwen, DeepSeek, Moonshot, Ollama, and other vendors through one ChatModel API with sync or streaming calls\nExpose Java methods, MCP servers, Skills, and subagents to agents using ReAct, routing, and tool-calling patterns\nRun RAG pipelines with document loaders, vector stores, rerankers, WebSearch, and hierarchical LLM Wiki navigation\nGenerate images, synthesize speech, transcribe audio, and queue async video jobs behind the same Java interfaces\nShip with OpenTelemetry tracing, model routing, retries, and sandboxed Skill execution for production workloads\nPros: Apache 2.0 open source with a Maven BOM so you only pull the modules you need.\nOne Java API surface spans chat, tools, RAG, image, speech, video, and agent orchestration.\nBuilt-in OpenTelemetry hooks cover model and tool calls without custom instrumentation code.\nCons: You need Java 8+ and Maven or Gradle fluency before the quick start makes sense.\nMost documentation is written in Chinese, which slows onboarding for English-only teams.\nFAQs: What is Agents-Flex?\nAgents-Flex is an open-source Java framework for building AI agents and multimodal applications. It unifies access to large language models, image and video generation, speech APIs, tool calling, RAG, and agent orchestration.\nIs Agents-Flex free to use?\nYes. Agents-Flex is released under the Apache 2.0 license. You install it via Maven or Gradle and bring your own model API keys or cloud credentials.\nWhat Java version does Agents-Flex require?\nAgents-Flex requires Java 8 or higher. The getting started guide assumes familiarity with Maven or Gradle for dependency management.\nCan Agents-Flex run inside Spring Boot or other Java frameworks?\nYes. The framework is not tied to a specific web stack. Documentation states it works in Spring, Quarkus, Micronaut, Servlet environments, or standalone Java projects.\nDoes Agents-Flex support multimodal outputs beyond text chat?\nYes. Agents-Flex includes modules for image generation, text-to-speech, speech-to-text, and async video generation, each exposed through dedicated Java model interfaces.\nCategory:\nModel Generation Pricing:\nFree Tags:\nJava framework AI agents LLM applications function calling RAG MCP Skills multimodal AI Text2SQL OpenTelemetry vector store Apache License OpenAI streaming API Tech used:\nVue.js GitHub Reviews:\nGive your opinion on Agents-Flex :-\nOverall rating\nJoin thousands of AI enthusiasts in the World of AI!\nSubmit Best Free Agents-Flex Alternatives (and Paid)\nViso Suite\nViso Suite is an enterprise visual intelligence platform from viso.ai for building, deploying, and operating computer vision applications across cameras, ...\nModel Generation Paid GPT Clone\nGPT Clone offers a unique platform where you can create digital clones of various personas including psychologists, relationship experts, well-known figur...\nModel Generation Freemium Plumb\nPlumb is an innovative, no-code visual programming tool designed exclusively for SaaS teams focused on creating AI-driven features and products. 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By e...\nModel Generation Freemium Versy.ai\nVersy.ai offers the transformative capability to convert text prompts into interactive virtual experiences through its advanced Generative AI technology, ...\nModel Generation Freemium ParsersVC\nParsersVC is a powerful platform that serves as the \"Tinder for Venture Capital\". Whether you're a startup looking for funding or an investor seeking prom...\nModel Generation Freemium MindStudio\nMindStudio makes it easy to create any AI for any purpose (with zero code): predictive apps, recommendation tools, enterprise apps, AI assistants, and mor...\nModel Generation Freemium Viso Suite\nModel Generation Paid Viso Suite is an enterprise visual intelligence platform from viso.ai for building, deploying, and operating computer vision applications across cameras, ... \nGPT Clone\nModel Generation Freemium GPT Clone offers a unique platform where you can create digital clones of various personas including psychologists, relationship experts, well-known figur... \nPlumb\nModel Generation Freemium Plumb is an innovative, no-code visual programming tool designed exclusively for SaaS teams focused on creating AI-driven features and products. It simpli... \nCivitai\nModel Generation Free Civitai is a platform that makes it easy for people to share and discover resources for creating AI art. Our users can upload and share custom models that... \nForgeFluencer\nModel Generation Freemium ForgeFluencer is the ultimate platform for effortlessly creating and managing AI influencers and anime characters, providing users with an intuitive and u... \nZenPrompts\nModel Generation Freemium ZenPrompts is a cutting-edge platform designed to empower prompt engineers in the creation, refinement, testing, and sharing of sophisticated prompts for ... \nmshumer\u002Fgpt-prompt-engineer - GitHub\nModel Generation Freemium The GitHub repository \"mshumer\u002Fgpt-prompt-engineer\" is designed as a tool to optimize and streamline the process of prompt engineering for AI models. By e... \nVersy.ai\nModel Generation Freemium Versy.ai offers the transformative capability to convert text prompts into interactive virtual experiences through its advanced Generative AI technology, ... \nParsersVC\nModel Generation Freemium ParsersVC is a powerful platform that serves as the \"Tinder for Venture Capital\". Whether you're a startup looking for funding or an investor seeking prom... \nMindStudio\nModel Generation Freemium MindStudio makes it easy to create any AI for any purpose (with zero code): predictive apps, recommendation tools, enterprise apps, AI assistants, and mor... \nFind Best AI Tools That Make Your Life Easy! Made with ❤️ by   Rishit Home Advertise with us Trending Top AI Tools Recently added Blog Deals Categories Tags Technologies Creators Submit a tool Submit a blog post Contact us Terms Privacy Product Hunt Amazing Newsletters © 2026 aitools.fyi. All rights reserved. By Rishit By Rishit Patel","2026-08-09T00:11:37.942Z","b603e9d99b5407aa8224a9ecfb79d15dc4417364a071ae3f010d83bab73fdb6b","data\u002Fcatalog\u002Fcache\u002Faitools\u002F41b2bbdf18572e9540145b77d4cd970571ed0792bd28b7f3ef089e6bc48917cd.html",{"url":652,"final_url":652,"status":412,"fetched_at":717,"content_hash":718,"title":719,"description":720,"headings":721,"pricing_evidence":758,"privacy_evidence":761,"capability_evidence":765,"text_excerpt":775,"linked_pages":776,"research_links":968,"blog_titles":976,"use_case_evidence":977,"feature_evidence":978},"2026-08-09T00:50:24.476Z","d72a6bb847b12ae7efda40c1749a0a0263fa6d4481ed0f5aab4cc1d0945003f3","GitHub - agents-flex\u002Fagents-flex: Agents-flex is A lightweight Java AI agent development framework (positioned as a counterpart to Spring AI). It supports features such as RAG, MCP, Skills, Text2SQL , LLM Wiki, Sub-agents, Web Search, TTS (synchronous and streaming), and STT. · GitHub","Agents-flex is A lightweight Java AI agent development framework (positioned as a counterpart to Spring AI). It supports features such as RAG, MCP, Skills, Text2SQL , LLM Wiki, Sub-agents, Web Search, TTS (synchronous and streaming), and STT. - agents-flex\u002Fagents-flex",[722,723,724,725,726,727,728,557,729,730,731,732,733,734,735,736,737,738,739,740,741,742,743,744,745,746,747,748,749,750,751,752,753,754,745,755,756,757],"Navigation Menu","Uh oh!","Folders and files","Latest commit","History","Repository files navigation","English | 简体中文","Highlights","Modules","Requirements","Installation","Quick Start","Tool Calling","Agents And Orchestration","RAG And Knowledge Bases","LLM Wiki","MCP, Skills, And Text2SQL","Model Routing And Observability","Spring Boot","Repository Structure","Local Build","Documentation","License","Contributors","About","Topics","Resources","Stars","Watchers","Forks","Releases","Packages","Used by","Languages","Footer","Footer navigation",[759,760],"Sign in Appearance settings Platform AI CODE CREATION GitHub Copilot Write better code with AI GitHub Copilot app Direct agents from issue to merge MCP Registry Integrate external tools DEVELOPER WORKFLOWS Actions Automate any workflow Codespaces Instant dev environments Issues Plan and track work Code Review Manage code changes Code Quality Enforce quality at merge APPLICATION SECURITY GitHub Advanced Security Find and fix vulnerabilities Code security Secure your code as you build Secret protection Stop leaks before they start EXPLORE Why GitHub Documentation Blog Changelog Marketplace View all features Solutions BY COMPANY SIZE Enterprises Small and medium teams Startups Nonprofits BY USE CASE App Modernization DevSecOps DevOps CI\u002FCD View all use cases BY INDUSTRY Healthcare Financial services Manufacturing Government View all industries View all solutions Resources EXPLORE BY TOPIC AI Software Development DevOps Security View all topics EXPLORE BY TYPE Customer stories Events & webinars Ebooks & reports Business insights GitHub Skills SUPPORT & SERVICES Documentation Customer support Community forum Trust center Partners View all resources Open Source COMMUNITY GitHub Sponsors Fund open source developers PROGRAMS Security Lab Maintainer Community Accelerator GitHub Stars Archive Program REPOSITORIES Topics Trending Collections Enterprise ENTERPRISE SOLUTIONS Enterprise platform AI-powered developer platform AVAILABLE ADD-ONS GitHub Advanced Security Enterprise-grade security features Copilot for Business Enterprise-grade AI features Premium Support Enterprise-grade 24\u002F7 support Pricing Type \u002F to search Sign in Sign up Appearance settings","agents-flex-text2sql targets natural-language data analysis. It provides tools for listing data sources, inspecting table schemas, and executing SQL, with built-in read-only SQL checks, parameterized-query constraints, LIMIT control, tenant isolation, and audit extension points.",[759,762,762,760,763,764],"Security and quality","Privacy","Security",[759,766,767,768,769,770,771,772,760,773,774,755],"It is suitable for building intelligent customer service, enterprise knowledge bases, natural-language data analysis, Agent workflows, model gateways, AI-assisted office tools, plugin-based tool systems, and Java services that need to connect to multiple model providers at the same time.","Consistent sync and streaming APIs : The same Prompt, Options, interceptor, and context mechanisms work for both normal chat and streaming output.","Chat model integrations: OpenAI-compatible APIs, Qwen, Ollama, DeepSeek, LiteLLM","Natural-language data analysis tools with progressive schema disclosure, read-only SQL checks, and interceptor chains","The following example uses an OpenAI-compatible API. Replace endpoint , model , and apiKey with your own model service configuration.",". apiKey ( System . getenv ( \"GITEE_API_KEY\" ))","Use GlobalChatInterceptors.addRegistration(...) for a conditional interceptor shared by subsequently created chat models. Existing addInterceptor(...) APIs remain available and register an interceptor that always matches.","agents-flex-core\u002F Core APIs and base implementations","agents-flex-text2sql\u002F Natural-language data analysis","GitHub - agents-flex\u002Fagents-flex: Agents-flex is A lightweight Java AI agent development framework (positioned as a counterpart to Spring AI). It supports features such as RAG, MCP, Skills, Text2SQL , LLM Wiki, Sub-agents, Web Search, TTS (synchronous and streaming), and STT. · GitHub \nSkip to content \nNavigation Menu\nSign in Appearance settings Platform AI CODE CREATION GitHub Copilot Write better code with AI GitHub Copilot app Direct agents from issue to merge MCP Registry Integrate external tools DEVELOPER WORKFLOWS Actions Automate any workflow Codespaces Instant dev environments Issues Plan and track work Code Review Manage code changes Code Quality Enforce quality at merge APPLICATION SECURITY GitHub Advanced Security Find and fix vulnerabilities Code security Secure your code as you build Secret protection Stop leaks before they start EXPLORE Why GitHub Documentation Blog Changelog Marketplace View all features Solutions BY COMPANY SIZE Enterprises Small and medium teams Startups Nonprofits BY USE CASE App Modernization DevSecOps DevOps CI\u002FCD View all use cases BY INDUSTRY Healthcare Financial services Manufacturing Government View all industries View all solutions Resources EXPLORE BY TOPIC AI Software Development DevOps Security View all topics EXPLORE BY TYPE Customer stories Events & webinars Ebooks & reports Business insights GitHub Skills SUPPORT & SERVICES Documentation Customer support Community forum Trust center Partners View all resources Open Source COMMUNITY GitHub Sponsors Fund open source developers PROGRAMS Security Lab Maintainer Community Accelerator GitHub Stars Archive Program REPOSITORIES Topics Trending Collections Enterprise ENTERPRISE SOLUTIONS Enterprise platform AI-powered developer platform AVAILABLE ADD-ONS GitHub Advanced Security Enterprise-grade security features Copilot for Business Enterprise-grade AI features Premium Support Enterprise-grade 24\u002F7 support Pricing Type \u002F to search Sign in Sign up Appearance settings \nYou signed in with another tab or window. 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Please reload this page .\nagents-flex\n\u002F \nagents-flex \nPublic \nNotifications\nYou must be signed in to change notification settings \nFork\n141 \nStar\n1.1k \nCode \nIssues \n1 \nPull requests \n0 \nActions \nProjects \nSecurity and quality \n0 \nInsights \nAdditional navigation options \nCode\nIssues\nPull requests\nActions\nProjects\nSecurity and quality\nInsights\nmain Branches Tags Go to file Code Open more actions menu Folders and files\nName Name Last commit message Last commit date Latest commit\nHistory\n1,648 Commits 1,648 Commits .github\u002F ISSUE_TEMPLATE .github\u002F ISSUE_TEMPLATE     agents-flex-agent-store agents-flex-agent-store     agents-flex-agent agents-flex-agent     agents-flex-audio agents-flex-audio     agents-flex-bom agents-flex-bom     agents-flex-chat agents-flex-chat     agents-flex-core agents-flex-core     agents-flex-embedding agents-flex-embedding     agents-flex-image agents-flex-image     agents-flex-mcp agents-flex-mcp     agents-flex-observability agents-flex-observability     agents-flex-rerank agents-flex-rerank     agents-flex-search-engine agents-flex-search-engine     agents-flex-skills-artifact agents-flex-skills-artifact     agents-flex-skills-sandbox agents-flex-skills-sandbox     agents-flex-skills agents-flex-skills     agents-flex-spring-boot-starter agents-flex-spring-boot-starter     agents-flex-store agents-flex-store     agents-flex-subagent agents-flex-subagent     agents-flex-text2sql agents-flex-text2sql     agents-flex-tool agents-flex-tool     agents-flex-toolsearch agents-flex-toolsearch     agents-flex-video agents-flex-video     agents-flex-websearch agents-flex-websearch     agents-flex-wiki agents-flex-wiki     demos demos     docs docs     testresource testresource     .editorconfig .editorconfig     .gitignore .gitignore     LICENSE LICENSE     changes.md changes.md     pom.xml pom.xml     readme.md readme.md     readme_zh.md readme_zh.md     View all files Repository files navigation\nREADME Apache-2.0 license More items English | 简体中文 \nAgents-Flex\nAgents-Flex is a lightweight AI application development framework for the Java ecosystem. It organizes LLM calls, Tool Calling, Agents, RAG, vector stores, Embedding, image generation, audio, MCP, Skills, Text2SQL, and related capabilities into clear modules, so developers can compose only what they need without being locked into a specific runtime or application framework.\nIt is suitable for building intelligent customer service, enterprise knowledge bases, natural-language data analysis, Agent workflows, model gateways, AI-assisted office tools, plugin-based tool systems, and Java services that need to connect to multiple model providers at the same time.\nHighlights\nJava native : Core modules are compatible with Java 8+ and can run in plain Java, Spring Boot, or other JVM stacks. \nUnified model abstractions : ChatModel , EmbeddingModel , ImageModel , RerankModel , and other interfaces wrap provider-specific capabilities. \nConsistent sync and streaming APIs : The same Prompt, Options, interceptor, and context mechanisms work for both normal chat and streaming output. \nComplete Tool Calling flow : Supports annotation-based scanning, programmatic tool building, tool execution, tool message feedback, and tool-level observability. \nDurable Agent runtime : Provides snapshot recovery, tool approval, Worker leases, middleware, event streams, task planning, and sub-agent scheduling. \nFull RAG building blocks : Includes document models, parsing, splitting, Embedding, vector stores, retrieval, and Rerank support. \nProduction-oriented design : Includes model routing, retry, load balancing, circuit breaking, OpenTelemetry observability, and Text2SQL safety interceptors. \nModules\nModule \nDescription \nagents-flex-core \nCore abstractions: Chat, Prompt, Message, Tool, Memory, Document, Store, and observability \nagents-flex-agent \nDurable Agent runtime: Run state, snapshot recovery, Worker leases, approval, middleware, events, and task planning \nagents-flex-agent-store \nJDBC and Redis persistence for Agent runs, commands, events, task plans, and artifacts \nagents-flex-chat \nChat model integrations: OpenAI-compatible APIs, Qwen, Ollama, DeepSeek, LiteLLM \nagents-flex-embedding \nEmbedding model integrations: OpenAI, Ollama, Qwen \nagents-flex-image \nImage model integrations: OpenAI, Gemini, Qwen, Alibaba Cloud, Gitee, Qianfan, SiliconFlow, Stability, Tencent, Volcengine \nagents-flex-video \nAsynchronous video generation and editing: Alibaba Cloud Model Studio and Volcengine Ark \nagents-flex-audio \nSpeech-to-text and text-to-speech: Alibaba Cloud, Tencent Cloud, Volcengine \nagents-flex-store \nVector stores: Redis, Qdrant, Chroma, Pgvector, MariaDB, Milvus, OpenSearch, Elasticsearch, Alibaba Cloud, Tencent Cloud \nagents-flex-search-engine \nSearch engine wrappers: Lucene, Elasticsearch, and search service interfaces \nagents-flex-rerank \nRerank models: default implementation and Gitee Rerank \nagents-flex-tool \nCommon tools: file system, Shell, Grep, Glob, WebFetch, Python, JavaScript \nagents-flex-mcp \nMCP client that converts external MCP tools into Agents-Flex Tool instances \nagents-flex-skills \nFile-system-based Skills loading with progressive disclosure \nagents-flex-skills-sandbox \nSandbox runtime integrations for isolated Skills execution \nagents-flex-skills-open-sandbox \nIsolated Skills execution through the OpenSandbox runtime \nagents-flex-skills-aio-sandbox \nIsolated Skills execution through an AIO Sandbox service \nagents-flex-subagent \nSubagent definitions, background task execution, and output retrieval tools \nagents-flex-text2sql \nNatural-language data analysis tools with progressive schema disclosure, read-only SQL checks, and interceptor chains \nagents-flex-websearch \nWeb search tools with Brave, Bocha, Baidu Qianfan, and custom search providers \nagents-flex-wiki \nLLM Wiki support: organize knowledge as a navigable hierarchical Wiki tree with path-based recursive reading and progressive disclosure \nagents-flex-spring-boot-starter \nSpring Boot auto-configuration for common models and vector stores \ndemos \nExample projects \nRequirements\nMost modules: JDK 8+ \nagents-flex-mcp : JDK 17+ \nBuild tool: Maven \nThe current repository version is defined by the revision property in the root pom.xml ; it is currently 2.2.6 .\nInstallation\nFor plain Java projects, you can use the aggregate dependency:\n\u003C dependency >\n\u003C groupId >com.agentsflex\u003C\u002F groupId >\n\u003C artifactId >agents-flex-bom\u003C\u002F artifactId >\n\u003C version >2.2.6\u003C\u002F version >\n\u003C\u002F dependency > \nFor Spring Boot projects, use the starter:\n\u003C dependency >\n\u003C groupId >com.agentsflex\u003C\u002F groupId >\n\u003C artifactId >agents-flex-spring-boot-starter\u003C\u002F artifactId >\n\u003C version >2.2.6\u003C\u002F version >\n\u003C\u002F dependency > \nYou can also depend on only the modules you need:\n\u003C dependency >\n\u003C groupId >com.agentsflex\u003C\u002F groupId >\n\u003C artifactId >agents-flex-chat-openai\u003C\u002F artifactId >\n\u003C version >2.2.6\u003C\u002F version >\n\u003C\u002F dependency >\n\u003C dependency >\n\u003C groupId >com.agentsflex\u003C\u002F groupId >\n\u003C artifactId >agents-flex-store-redis\u003C\u002F artifactId >\n\u003C version >2.2.6\u003C\u002F version >\n\u003C\u002F dependency > \nQuick Start\nThe following example uses an OpenAI-compatible API. Replace endpoint , model , and apiKey with your own model service configuration.\nimport com . agentsflex . core . model . chat . ChatModel ;\nimport com . agentsflex . model . chat . openai . OpenAIChatConfig ;\npublic class ChatDemo {\npublic static void main ( String [] args ) {\nChatModel chatModel = OpenAIChatConfig . builder ()\n. endpoint ( \"https:\u002F\u002Fai.gitee.com\" )\n. provider ( \"GiteeAI\" )\n. model ( \"Qwen3-32B\" )\n. apiKey ( System . getenv ( \"GITEE_API_KEY\" ))\n. buildModel ();\nString reply = chatModel . chat ( \"Introduce Agents-Flex in one sentence.\" );\nSystem . out . println ( reply );\n}\n} \nStreaming output:\nimport com . agentsflex . core . model . chat . StreamResponseListener ;\nimport com . agentsflex . core . model . chat . response . AiMessageResponse ;\nimport com . agentsflex . core . model . client . StreamContext ;\nchatModel . chatStream ( \"Explain the Chain of Responsibility pattern in Java.\" , new StreamResponseListener () {\n@ Override \npublic void onMessage ( StreamContext context , AiMessageResponse response ) {\nSystem . out . print ( response . getMessage (). getContent ());\n}\n}); \nTool Calling\nBusiness methods can be exposed as tools with annotations:\nimport com . agentsflex . core . model . chat . tool . annotation . ToolDef ;\nimport com . agentsflex . core . model . chat . tool . annotation . ToolParam ;\npublic class WeatherTools {\n@ ToolDef ( name = \"get_weather\" , description = \"Query the weather for a given city\" )\npublic static String getWeather (\n@ ToolParam ( name = \"city\" , description = \"City name\" , required = true ) String city \n) {\nreturn city + \": sunny\" ;\n}\n} \nAfter registering the tool on a Prompt, the model can call it when needed:\nimport com . agentsflex . core . model . chat . response . AiMessageResponse ;\nimport com . agentsflex . core . prompt . SimplePrompt ;\nSimplePrompt prompt = new SimplePrompt ( \"What is the weather in Beijing today?\" );\nprompt . addToolsFromClass ( WeatherTools . class );\nAiMessageResponse response = chatModel . chat ( prompt );\nif ( response . hasToolCalls ()) {\nprompt . setToolMessages ( response . executeToolCallsAndGetToolMessages ());\nSystem . out . println ( chatModel . chat ( prompt ). getMessage (). getContent ());\n} \nIf tools come from runtime configuration, a plugin system, or workflow nodes, you can also build them dynamically with Tool.builder() .\nFor larger tool sets, use ToolGroup to attach tools and system instructions only when the latest user prompt matches. Unmatched groups are omitted from the request body:\nToolGroup weatherGroup = ToolGroup . builder ( \"weather\" )\n. addTools ( ToolScanner . scan ( WeatherTools . class ))\n. systemPrompt ( \"Always use a weather tool for live weather questions.\" )\n. matcher ( ToolGroupMatchers . promptContains ( \"weather\" , \"temperature\" , \"rain\" ))\n. build ();\nMemoryPrompt prompt = new MemoryPrompt ();\nprompt . addToolGroup ( weatherGroup );\nprompt . addUserMessage ( \"Will it rain in Beijing today?\" );\nchatModel . chat ( prompt ); \nA Prompt can contain multiple groups. Every request is matched again against the latest user message, so tools selected for one turn do not leak into later unrelated turns. In addition to promptContains and promptMatches , matcher(context -> ...) supports application-specific strategies.\nThe request body is built only after all interceptors reach the end of the chain. Prompt and ChatOptions changes made before chain.proceed() therefore affect the final request:\nChatInterceptor interceptor = new ChatInterceptor () {\n@ Override \npublic AiMessageResponse intercept ( BaseChatModel \u003C?> model , ChatContext context , SyncChain chain ) {\ncontext . getOptions (). setTemperature ( 0.2f );\ncontext . setPrompt ( new SimplePrompt ( \"rewritten prompt\" ));\ncontext . getRequestSpec (). addHeader ( \"X-Tenant\" , \"tenant-1\" );\nreturn chain . proceed ( model , context );\n}\n}; \nChatRequestSpec contains only the URL, headers, and retry configuration; it no longer exposes the body. Interceptors influence request content through structured Prompt and ChatOptions changes instead of rewriting raw body JSON.\nInterceptors can also be activated conditionally for each request. The matcher runs when the registration reaches its position in the chain, so it sees changes made by earlier interceptors:\nchatModel . addInterceptorRegistration (\nChatInterceptorRegistration . builder ( \"premium-audit\" , new AuditChatInterceptor ())\n. matcher ( context -> \"premium\" . equals ( context . getAttribute ( \"plan\" )))\n. order ( ChatInterceptorOrders . DEFAULT )\n. build ()\n); \nUse GlobalChatInterceptors.addRegistration(...) for a conditional interceptor shared by subsequently created chat models. Existing addInterceptor(...) APIs remain available and register an interceptor that always matches.\nRegistrations are stably sorted by ascending order for each request. Framework defaults place observability at -1000 , ordinary interceptors at 0 , and request preparation such as Tool Group resolution at 1000 . These are recommendations rather than boundaries: applications may use any integer to run before observability or after Tool Group resolution. Registrations with the same order retain their original registration order.\nAgents And Orchestration\nAgents-Flex includes several mechanisms for complex tasks:\nReActAgent : Executes multi-step tasks with Thought \u002F Action \u002F Observation. \nRoutingAgent : Routes requests to a more suitable Agent. \nSubagentTools : Lets a parent Agent create subtasks with synchronous or background execution. \nSkillsTool : Reads local Skills directories and loads specialized capability instructions and resources on demand. \nMcpClientManager : Connects to MCP Servers and wraps remote tools as Tool instances. \nThese capabilities are built on the same Tool , Prompt , and ChatModel abstractions, making them easy to combine and replace.\nRAG And Knowledge Bases\nRAG-related capabilities are distributed across multiple modules:\nDocument models: Document , VectorData , Metadata \nText processing: Loader, Parser, Splitter, File2Text \nVectorization: OpenAI, Ollama, and Qwen Embedding \nVector stores: Redis, Qdrant, Chroma, Pgvector, MariaDB, Milvus, OpenSearch, Elasticsearch, and more \nRetrieval: SearchWrapper , DocumentStore , VectorStore \nRelevance optimization: Rerank models \nA typical flow is: load documents, split text, generate Embeddings, write them to a vector store, retrieve relevant passages for a user question, and then let a ChatModel generate the final answer.\nLLM Wiki\nLLM Wiki can be understood as a hierarchical knowledge base designed for Agents. Instead of slicing knowledge only into flat chunks, it organizes content as a Wiki tree with paths, titles, summaries, page bodies, and child pages. An Agent first sees summaries of available pages, then calls tools to read more specific child pages only when needed, enabling step-by-step navigation with less context.\nagents-flex-wiki provides the basic abstractions for this pattern: Wiki , WikiProvider , and WikiTool . WikiTool exposes the available child Wikis of the root or current node to the model, and reads content by path through get_wiki_content(path) . It is useful for documentation systems with clear chapter structures, where you want an Agent to browse knowledge like a table of contents. It can also be combined with traditional RAG, WebSearch, and Skills.\nMCP, Skills, And Text2SQL\nagents-flex-mcp supports stdio , http-sse , and http-stream transports. It can load MCP services from mcp-servers.json and convert MCP tools into Agents-Flex tools.\nagents-flex-skills supports file-system-based Skills, which are useful for packaging repeatable professional tasks such as code review, document generation, file processing, and local knowledge retrieval.\nagents-flex-text2sql targets natural-language data analysis. It provides tools for listing data sources, inspecting table schemas, and executing SQL, with built-in read-only SQL checks, parameterized-query constraints, LIMIT control, tenant isolation, and audit extension points.\nModel Routing And Observability\nThe framework includes model routing, allowing multiple model instances to be combined into one RoutedChatModel or RoutedEmbeddingModel . It supports:\nLeast-active load balancing \nWeighted random load balancing \nTag-based routing \nAutomatic retry \nCircuit breaking and half-open recovery \nRuntime metrics \nObservability is based on OpenTelemetry and supports tracing and metrics collection. You can switch between Logging, OTLP, or custom exporters with system properties:\n-Dagentsflex.otel.enabled=true\n-Dagents",[777,827,857,883,916,942],{"url":778,"kind":779,"anchor":780,"title":781,"description":782,"headings":783,"feature_evidence":803,"use_case_evidence":811,"fetched_at":825,"status":412,"content_hash":826},"https:\u002F\u002Fgithub.com\u002Ffeatures\u002Factions","use_case","Actions Automate any workflow","GitHub Actions · GitHub","GitHub is where people build software. More than 150 million people use GitHub to discover, fork, and contribute to over 420 million projects.",[722,784,785,786,787,788,789,790,791,792,793,794,795,796,797,798,799,800,801,802],"Automate your workflow from idea to production","Kick off workflows on any GitHub event to automate tasks","Hosted runners","Matrix builds","Any language","Live logs","Built in secret store","Multi-container testing","Run a workflow\u2028 on any event","Actions marketplace","Secure package registry for code and workflows","GitHub Actions is free for public repositories","Host your own runners or use GitHub-hosted runners","The future of workflow automation is now","Site-wide Links","The developer newsletter","Platform","Ecosystem","Support",[804,805,788,806,807,808,809,810],"Sign in Platform AI CODE CREATION GitHub Copilot Write better code with AI GitHub Copilot app Direct agents from issue to merge MCP Registry Integrate external tools DEVELOPER WORKFLOWS Actions Automate any workflow Codespaces Instant dev environments Issues Plan and track work Code Review Manage code changes Code Quality Enforce quality at merge APPLICATION SECURITY GitHub Advanced Security Find and fix vulnerabilities Code security Secure your code as you build Secret protection Stop leaks before they start EXPLORE Why GitHub Documentation Blog Changelog Marketplace View all features Solutions BY COMPANY SIZE Enterprises Small and medium teams Startups Nonprofits BY USE CASE App Modernization DevSecOps DevOps CI\u002FCD View all use cases BY INDUSTRY Healthcare Financial services Manufacturing Government View all industries View all solutions Resources EXPLORE BY TOPIC AI Software Development DevOps Security View all topics EXPLORE BY TYPE Customer stories Events & webinars Ebooks & reports Business insights GitHub Skills SUPPORT & SERVICES Documentation Customer support Community forum Trust center Partners View all resources Open Source COMMUNITY GitHub Sponsors Fund open source developers PROGRAMS Security Lab Maintainer Community Accelerator GitHub Stars Archive Program REPOSITORIES Topics Trending Collections Enterprise ENTERPRISE SOLUTIONS Enterprise platform AI-powered developer platform AVAILABLE ADD-ONS GitHub Advanced Security Enterprise-grade security features Copilot for Business Enterprise-grade AI features Premium Support Enterprise-grade 24\u002F7 support Pricing Type \u002F to search Sign in Sign up","Linux, macOS, Windows, ARM, GPU, and containers make it easy to build and test all your projects. Run directly on a VM or inside a container. Use your own VMs, in the cloud or on-prem, with self-hosted runners.","GitHub Actions supports Node.js, Python, Java, Ruby, PHP, Go, Rust, .NET, and more. Build, test, and deploy applications in your language of choice.","Explore the actions marketplace Easily deploy to any cloud, create tickets in Jira, or publish a package to npm. Want to venture off the beaten path? Use the millions of open source libraries available on GitHub to create your own actions. Write them in JavaScript or create a container action—both can interact with the full GitHub API and any other public API. Secure package registry for code and workflows","Securely store and manage your code and packages with GitHub credentials, integrated into your workflows via APIs and webhooks. Enjoy fast, reliable downloads through a global CDN for optimized performance.","Read the GitHub Packages docs “ Actions is an exciting development and unlocks so much potential beyond CI\u002FCD. It promises to streamline our workflows for a variety of tasks, from deploying our websites to querying the GitHub API for custom status reports to standard CI builds. Ralf Gommers SciPy maintainer GitHub Actions is free for public repositories","Developer API Partners Education GitHub CLI GitHub Desktop GitHub Mobile GitHub Marketplace MCP Registry Support",[812,813,814,815,816,817,818,819,792,820,821,807,808,822,823,824],"Sign in Platform AI CODE CREATION GitHub Copilot Write better code with AI GitHub Copilot app Direct agents from issue to merge MCP Registry Integrate external tools DEVELOPER WORKFLOWS Actions Automate any workflow Codespaces Instant dev environments Issues Plan and track work Code Review Manage code changes Code Quality Enforce quality at merge APPLICATION SECURITY GitHub Advanced Security Find and fix vulnerabilities Code security Secure your code as you build Secret protection Stop leaks before they start EXPLORE Why GitHub Documentation Blog Changelog Marketplace View all features Solutions BY COMPANY SIZE Enterprises Small and medium teams Startups Nonprofits BY USE CASE App Modernization DevSecOps DevOps CI\u002FCD View all use cases BY INDUSTRY Healthcare Financial services Manufacturing Government View all industries View all solutions Resources EXPLORE BY TOPIC AI Software Development DevOps Security View all topics EXPLORE BY TYPE Customer stories Events & webinars Ebooks & reports Business insights GitHub Skills SUPPORT & SERVICES Documentation Customer support Community forum Trust center Partners View all resources Open Source COMMUNITY GitHub Sponsors Fund open source developers PROGRAMS Security Lab Maintainer Community Accelerator GitHub Stars Archive Program REPOSITORIES Topics Trending Collections Enterprise ENTERPRISE SOLUTIONS Enterprise platform AI-powered developer platform AVAILABLE ADD-ONS GitHub Advanced Security Enterprise-grade security features Copilot for Business Enterprise-grade AI features Premium Support Enterprise-grade 24\u002F7 support Pricing Type \u002F to search Sign in Sign up ","Features GitHub Copilot Security Actions Codespaces Issues Copilot Code Review Discussions Code search GitHub Actions Automate your workflow from idea to production","GitHub Actions makes it easy to automate all your software workflows, now with world-class CI\u002FCD. Build, test, and deploy your code right from GitHub. Make code reviews, branch management, and issue triaging work the way you want.","Get started with actions Contact sales Kick off workflows on any GitHub event to automate tasks","Save time with matrix workflows that simultaneously test across multiple operating systems and versions of your runtime.","See your workflow run in realtime with color and emoji. It’s one click to copy a link that highlights a specific line number to share a CI\u002FCD failure.","Automate your software development practices with workflow files embracing the Git flow by codifying it in your repository.","Test your web service and its DB in your workflow by simply adding some docker-compose to your workflow file.","Whether you want to build a container, deploy a web service, or automate welcoming new users to your open source projects—there's an action for that. Pair GitHub Packages with Actions to simplify package management, including version updates, fast distribution with our global CDN, and dependency resolution, using your existing GITHUB_TOKEN.","GitHub Actions connects all of your tools to automate every step of your development workflow. ","Read the GitHub Packages docs “ Actions is an exciting development and unlocks so much potential beyond CI\u002FCD. It promises to streamline our workflows for a variety of tasks, from deploying our websites to querying the GitHub API for custom status reports to standard CI builds. Ralf Gommers SciPy maintainer GitHub Actions is free for public repositories ","View pricing The future of workflow automation is now","About Why GitHub Customer Stories Blog The ReadME Project Careers Newsroom Inclusion Social Impact Shop © 2026 GitHub, Inc. Terms Privacy Manage cookies Do not share my personal information GitHub on LinkedIn GitHub on Instagram GitHub on YouTube GitHub on X GitHub on TikTok GitHub on Twitch GitHub’s organization on GitHub English ","2026-08-09T00:50:23.268Z","968b622e5d09a23333e5c72820f56e0ba56ad22981a08108a646eb2a18337af0",{"url":828,"kind":779,"anchor":829,"title":830,"description":782,"headings":831,"feature_evidence":851,"use_case_evidence":853,"fetched_at":855,"status":412,"content_hash":856},"https:\u002F\u002Fgithub.com\u002Fsolutions\u002Findustry\u002Fnonprofits","Nonprofits","GitHub for Nonprofits · GitHub",[722,832,833,834,835,836,837,838,839,840,841,842,843,844,845,846,847,848,849,850],"Drive social impact one commit at a time","Exclusive discounts for verified nonprofits","Free access to a GitHub Team plan","25% off GitHub Enterprise Cloud","Unlock the Nonprofit Developer Pack","Let GitHub power your mission","Increase visibility and widen impact","Tap into the open source community","Get started today","Frequently Asked Questions","Who qualifies for GitHub for Nonprofits?","What if our organization does not qualify for nonprofit status but works in the social sector?","What are the different GitHub pricing plans?","I'd like more information on how GitHub for Nonprofits works, where can I go?","I have another question, how do I reach the team?","What is the Nonprofit Developer Pack?","How is this different from the existing GitHub for Nonprofits program?","How do I apply for the Pack?","How can my company become a partner?",[804,852,810],"Build your nonprofit on the world's most advanced developer platform. Verified nonprofits get exclusive access to a free GitHub Team plan or 25% off the GitHub Enterprise cloud plan.",[812,854,824],"Solutions By industry GitHub for Nonprofits Drive social impact one commit at a time","2026-08-09T00:50:23.463Z","b40a3dcf9ff545535cfeb6da1ac00cb5755ff221f32667b558973c8c81e83adc",{"url":858,"kind":779,"anchor":859,"title":860,"description":782,"headings":861,"feature_evidence":877,"use_case_evidence":878,"fetched_at":881,"status":412,"content_hash":882},"https:\u002F\u002Fgithub.com\u002Fsolutions\u002Fuse-case\u002Fapp-modernization","App Modernization","App Modernization Solutions | GitHub · GitHub",[722,862,863,864,865,866,867,868,869,870,871,872,873,874,875,876,798,799,800,801],"Modernize your applications in days, not months","Accelerate app modernization and eliminate tech debt with GitHub Copilot","Modernize at scale","Customize and repeat tasks","Streamline end-to-end migration","Agents do the heavy lifting","A smoother upgrade path","Stay in control","Migrate to Azure with confidence","Proven impact","Ready to modernize?","Additional Resources","Power up your Java application modernization","Modernize .NET applications with ease","Explore the full documentation",[804,810],[879,812,880,824],"App Modernization Solutions | GitHub · GitHub ","Solutions By use case GitHub App Modernization Modernize your applications in days, not months","2026-08-09T00:50:23.649Z","5ed1bec95988c979953acffb1272dfe4967ac07e17dec7184cb0c6cdd3805ffe",{"url":884,"kind":779,"anchor":885,"title":886,"description":782,"headings":887,"feature_evidence":902,"use_case_evidence":905,"fetched_at":914,"status":412,"content_hash":915},"https:\u002F\u002Fgithub.com\u002Fsolutions\u002Fuse-case\u002Fdevsecops","DevSecOps","Unified DevSecOps Solutions Built for Security | GitHub · GitHub",[722,888,889,890,891,892,893,894,895,896,897,898,873,899,900,901,798,799,800,801],"The AI-powered DevSecOps platform","Integrate AI-powered security features directly\ninto your development workflow, eliminating\nthe need for third-party tools.","Code scanning","Secret scanning","Supply chain security","Logos for EY Mercado Libre 3M KPMG TELUS","Give AI the heavy lifting","Found means fixed","Pump your team’s security prowess","Your workflows, your way","Application security made simpler","DevSecOps explained","Meet the companies who build with unified DevSecOps","Discover how AI is changing the security landscape",[804,903,904,810],"Request a demo See plans & pricing Integrate AI-powered security features directly","With support for more than 17,000 app integrations, GitHub Advanced Security accommodates your team’s tooling preferences.",[906,812,907,908,909,910,911,912,913,824],"Unified DevSecOps Solutions Built for Security | GitHub · GitHub ","Solutions By use case GitHub DevSecOps The AI-powered DevSecOps platform","With comprehensive security tools built into the developer workflow, you can build, secure, and ship all in one place. ","into your development workflow, eliminating","Don’t just find vulnerable code, fix it. GitHub Advanced Security flags problems and suggests AI-powered solutions, freeing teams to ship more secure software faster.","Discover code scanning autofix Your workflows, your way","Eliminate toolchain cost and complexity with native security tools for GitHub Enterprise and Azure DevOps customers.","Read customer stories Discover how AI is changing the security landscape ","2026-08-09T00:50:23.843Z","ffb017e97dc8ae1da66b885321115012d8e55012995c851255712254ebf7f23c",{"url":917,"kind":779,"anchor":918,"title":919,"description":782,"headings":920,"feature_evidence":935,"use_case_evidence":937,"fetched_at":940,"status":412,"content_hash":941},"https:\u002F\u002Fgithub.com\u002Fsolutions\u002Fuse-case\u002Fdevops","DevOps","Unified AI-Powered Platforms for DevOps Solutions | GitHub · GitHub",[722,921,922,923,924,925,926,927,928,929,930,931,873,932,933,934,798,799,800,801],"The unified platform for your DevOps lifecycle","Keep developers in the flow with automation, AI, collaboration tools, and more.","Increase collaboration","Eliminate barriers","Reduce context switching","Logos for Ford, Shopify, NASA, Vercel, and Spotify","Drive innovation with AI-powered developer tools","Built-in security","Streamline team collaboration","Unlock 376% ROI with GitHub Enterprise Cloud","DevOps strategies, amplified by GitHub tools","Find the right DevOps platform","What is DevOps?","Discover innersource",[804,936,810],"Manage the SDLC with automated security tools. Find and fix vulnerabilities quickly and efficiently with security checks integrated into every step of the developer's workflow.",[938,812,939,936,824],"Unified AI-Powered Platforms for DevOps Solutions | GitHub · GitHub ","Solutions By use case GitHub DevOps The unified platform for your DevOps lifecycle ","2026-08-09T00:50:24.037Z","3afc3a7a54c73a2218b39f2c0cca571ed3629ab27f05ec71ced13f8d9a99037e",{"url":943,"kind":779,"anchor":944,"title":945,"description":782,"headings":946,"feature_evidence":960,"use_case_evidence":961,"fetched_at":966,"status":412,"content_hash":967},"https:\u002F\u002Fgithub.com\u002Fsolutions\u002Fuse-case\u002Fci-cd","CI\u002FCD","A Complete CI\u002FCD Solution for Software Development | GitHub · GitHub",[722,947,948,949,950,951,952,953,954,955,873,956,957,958,798,799,800,801,802,959],"The complete CI\u002FCD solution","Streamline, secure, and deploy with confidence: automate your software delivery pipeline","Turn code into software","Secure and improve","Ship with confidence","Build fast, stay secure","Continuous testing made simple","Deploy software with confidence","Powerful CI\u002FCD with GitHub Enterprise","DevOps tips for Engineering leaders","Ship secure software fast","CI\u002FCD Solution Demo","Company",[804,810],[962,812,963,964,965,824],"A Complete CI\u002FCD Solution for Software Development | GitHub · GitHub ","Solutions By use case GitHub CI\u002FCD The complete CI\u002FCD solution","Automatically trigger builds on every commit with workflow builder.","Get the report CI\u002FCD Solution Demo ","2026-08-09T00:50:24.325Z","fbef39a3a579022d7942ee9147828c9239813d7821fcd82f05d36086cbad5ba6",[969,973],{"url":970,"title":971,"kind":972},"https:\u002F\u002Fgithub.com\u002Fresources\u002Fwhitepapers","Ebooks & reports","research",{"url":974,"title":975,"kind":972},"https:\u002F\u002Fgithub.com\u002Fcontact\u002Freport-content?content_url=https%3A%2F%2Fgithub.com%2Fagents-flex%2Fagents-flex&report=agents-flex+%28user%29","Report repository",[],[812,813,814,815,816,817,818,819,792,820,821,807,808,822,823,824,812,854,824,879,812,880,824,906,812,907,908,909,910,911,912,913,824,938,812,939,936,824,962,812,963,964,965,824],[759,766,767,768,769,770,771,772,760,773,774,755],"framework","Lekki framework Java do budowy agentów AI i aplikacji multimodalnych, łączący chat, obraz, mowę, wideo, embeddings, tool calling, Skills, RAG i orkiestrację agentów przez wspólne Java APIs.","Agents-Flex is released under the Apache 2.0 license and is free to use. It can be installed via Maven or Gradle, requiring users to bring their own model API keys or cloud credentials.","Agents-Flex is free and open source under the Apache 2.0 license. No pricing plans are listed as it is self-hosted with user-provided model credentials.",[],"Nie wykazano","yes","W zebranych źródłach widać wsparcie dla observability opartego o OpenTelemetry oraz wzmianki o sandbox execution, ale nie ma oficjalnych, pełnych deklaracji bezpieczeństwa, certyfikacji czy polityki prywatności.",[988,989],"Java","JVM",[988],[992,993,994,995,996,997,998,999,1000],"MCP","OpenTelemetry","Ollama","GiteeAI","OpenAI-compatible services","OpenAI-compatible APIs","Qwen","DeepSeek","LiteLLM",[1002,1003,1004,1005,1006,1007,1008,1009,1010,1011,1012,1013,1014,1015,1016,1017,1018,1019,1020,1021,1022,1023,1024,623,1025,1026,1027,1028,1029,1030],"LLM access i unified Java APIs","chat\u002Finterceptors i streaming","prompt templates i prompt loading","tool calling \u002F method execution","MCP client invocation, monitoring i caching","memory","embedding","vector store","file2text \u002F document reading","splitter \u002F document segmentation","observability based on OpenTelemetry","Skills system","RAG","Text2SQL","sub-agents","web search","TTS i STT","Ollama \u002F lokalne modele","HTTP, SSE i WS support","Unified Java API for chat, image, speech, video, embedding, rerank, tool calling, Skills, sandbox execution, RAG, and agent orchestration","Consistent sync and streaming APIs for chat models","Natural-language data analysis tools with progressive schema disclosure, read-only SQL checks, and interceptor chains (agents-flex-text2sql)","Support for building intelligent customer service, enterprise knowledge bases, Agent workflows, model gateways, AI-assisted office tools, plugin-based tool systems","Installation via Maven or Gradle with modular BOM","GlobalChatInterceptors.addRegistration(...) for conditional interceptors","MCP (Model Context Protocol) support","Text2SQL capabilities","Sub-agents and web search","TTS (synchronous and streaming) and STT",[],[],"Agents-Flex to lekki framework Java do budowy agentów AI i aplikacji multimodalnych. Oficjalne źródła potwierdzają obsługę chat, obrazów, mowy, wideo, embeddings, rerankingu, tool calling, Skills, sandbox execution, RAG i orkiestracji agentów. Repozytorium i strona projektu wskazują też na MCP, Text2SQL, LLM Wiki, observability oraz lokalne wdrożenia przez Ollama. W zebranych materiałach nie ma jednak oficjalnych danych o cenach, planach, prywatności, regionach danych ani zgodności GDPR.",[1035,1036],"Qwen3-32B","Qwen3.5-35B-A3B","Apache-2.0","2026-03-01",[1040,1041,1042,1043,1044,1045,1046],"Java developers","AI application developers","enterprise teams","teams building multimodal agents and workflows","Enterprise teams","AI engineers building multimodal agents","Teams needing unified access to multiple model providers",[1048,1049,1050,1051,1052,1053,1054,1055,1056,1057,1058,1059,1060,1061],"intelligent customer service","enterprise knowledge bases","natural-language data analysis","agent workflows","model gateways","AI-assisted office tools","plugin-based tool systems","Java services connecting to multiple model providers","Building intelligent customer service systems","Creating enterprise knowledge bases","Natural-language data analysis","Agent workflow orchestration","Model gateways","Plugin-based tool systems",[1063,1064,1065,1066,1067,1068],"Oficjalne źródła udostępnione w researchu nie podają cennika ani modeli płatności.","Nie znaleziono oficjalnych danych o polityce prywatności, treningu na danych użytkowników ani regionach danych.","Brak oficjalnie potwierdzonej obsługi języka polskiego.","Self-hosted model dependency — performance and cost depend on external model providers","No managed cloud offering or hosted version mentioned","Limited to JVM ecosystem","2026-08-12T18:18:50.320Z",[1071,1072],"Spring AI","LangChain4j",{"checked_at":1069,"ready":416,"failed":1074},[],"Nieznana kategoria: automatyzacja\u002Fagenci-ai (auto-fix)","```markdown\n# **Agents-Flex – Open-Source’owy Framework Java do Budowy Multimodalnych Agentów AI**\n\n**Agents-Flex** to lekki, open-source’owy framework napisany w Javie, zaprojektowany do tworzenia zaawansowanych agentów AI i aplikacji multimodalnych. Łączy w sobie obsługę tekstu, obrazu, mowy, wideo, embeddings, narzędzi (*tool calling*), umiejętności (*Skills*), wyszukiwania augmentowanego generowaniem (*RAG*) oraz orkiestracji agentów – wszystko przez spójne API. Narzędzie skierowane jest głównie do **deweloperów Java**, zespołów budujących systemy AI w przedsiębiorstwach oraz badaczy potrzebujących elastycznego i skalowalnego rozwiązania do integracji modeli AI z istniejącą infrastrukturą.\n\n---\n\n## **Najważniejsze Funkcje**\n\n1. **Unifikowane Java API dla Modeli AI**\n   - Obsługa różnych modeli językowych (LLM), w tym lokalnych i chmurowych (np. OpenAI, Mistral, Llama), poprzez spójne interfejsy.\n   - Możliwość łatwego przełączania się między dostawcami bez zmiany kodu aplikacji.\n\n2. **Multimodalność i Streaming**\n   - Przetwarzanie **tekstu, obrazów, mowy i wideo** w jednym workflow, z obsługą strumieniowania odpowiedzi (*streaming*) dla interakcji w czasie rzeczywistym.\n   - Wbudowane mechanizmy do obsługi **interceptorów** (np. logowanie, modyfikacja żądań\u002Fodpowiedzi).\n\n3. **Zaawansowane Mechanizmy AI**\n   - **Tool Calling \u002F Method Execution**: Wywoływanie zewnętrznych narzędzi (np. API, bazy danych) bezpośrednio z poziomu agenta AI.\n   - **Prompt Templates & Loading**: Gotowe szablony promptów i dynamiczne ładowanie kontekstu dla lepszej kontroli nad generowanymi odpowiedziami.\n   - **RAG (Retrieval-Augmented Generation)**: Integracja z bazami wiedzy (np. wektoryzowane dokumenty) dla precyzyjnych odpowiedzi opartej na danych.\n\n4. **Orkiestracja Agentów i Monitorowanie**\n   - Możliwość tworzenia **wieloagentowych systemów** z podziałem zadań i koordynacją działań.\n   - Wbudowane mechanizmy **cachingu** i **monitoringu** (np. śledzenie kosztów, czasu odpowiedzi, użycia tokenów).\n\n5. **Integracja z Istniejącą Infrastrukturą**\n   - Obsługa **MCP (Multi-Channel Protocol)** do komunikacji z innymi systemami.\n   - Łatwa instalacja poprzez **Maven\u002FGradle** i kompatybilność z popularnymi frameworkami Java (np. Spring).\n\n---\n\n## **Dla Kogo Jest Agents-Flex?**\n\n- **Deweloperzy Java** – Szukający narzędzia do szybkiego prototypowania i wdrażania aplikacji AI w ekosystemie Java.\n- **Przedsiębiorstwa** – Budujące **inteligentne systemy obsługi klienta**, **bazy wiedzy** lub **analizy danych w języku naturalnym** (NLP).\n- **Zespoły DevOps\u002FData Science** – Potrzebujące elastycznego frameworka do integracji modeli AI z istniejącymi pipeline’ami.\n- **Badacze i hobbyści** – Eksperymentujący z agentami AI, RAG lub multimodalnością bez konieczności uczenia się nowych języków (np. Python).\n- **Startupy** – Chcące zminimalizować koszty dzięki open-source’owemu rozwiązaniu z możliwością samodzielnego hostingu.\n\n---\n\n## **Cena i Model Dostępu**\n\n- **W pełni darmowy i open-source** (licencja **Apache 2.0**).\n- **Brak płatnych planów** – Użytkownik sam hostuje framework i dostarcza klucze API do modeli (np. OpenAI, Hugging Face) lub uruchamia lokalne modele (np. Ollama).\n- **Instalacja**: Dostępny poprzez **Maven Central** lub **Gradle** – wystarczy dodać zależność do projektu.\n  ```xml\n  \u003C!-- Przykład dla Maven -->\n  \u003Cdependency>\n    \u003CgroupId>ai.djl.huggingface\u003C\u002FgroupId>\n    \u003CartifactId>agents-flex\u003C\u002FartifactId>\n    \u003Cversion>[najnowsza_wersja]\u003C\u002Fversion>\n  \u003C\u002Fdependency>\n  ```\n\n---\n\n## **Zalety i Wady**\n\n✅ **Zalety:**\n1. **Elastyczność i modularność** – Możliwość dowolnej konfiguracji agentów, od prostych chatbotów po złożone systemy RAG.\n2. **W pełni open-source** – Brak ukrytych kosztów, pełna kontrola nad kodem i danymi.\n3. **Natywna integracja z Java** – Idealne dla zespołów korzystających z ekosystemu JVM, bez konieczności uczenia się Pythonu.\n\n❌ **Wady:**\n1. **Wymaga znajomości Java** – Nie jest przyjazne dla użytkowników bez doświadczenia programistycznego.\n2. **Samodzielne zarządzanie infrastrukturą** – Użytkownik musi samodzielnie hostować framework i dostarczać klucze API do modeli.\n3. **Mniejsza społeczność niż w przypadku Pythonowych alternatyw** (np. LangChain) – Może oznaczać mniej gotowych rozwiązań i wsparcia.\n\n---\n\n## **Werdykt: Czy Warto?**\n\n**Agents-Flex to potężne narzędzie dla zespołów Java, które potrzebują elastycznego, open-source’owego frameworka do budowy zaawansowanych agentów AI.** Jego największą zaletą jest **natywna integracja z ekosystemem JVM** i brak kosztów licencyjnych, co czyni go atrakcyjną alternatywą dla rozwiązań takich jak LangChain (Python). Jednak ze względu na konieczność samodzielnego hostingu i wymagania techniczne, **nie jest to narzędzie dla początkujących** – najlepiej sprawdzi się w rękach doświadczonych deweloperów lub przedsiębiorstw gotowych zainwestować w konfigurację.\n```",{"source_page_url":556,"final_url":556,"fetched_at":713},{"alternatives_count":184,"active_deals":184},[],[],{"data":1082},{"left":305,"right":557,"confidence":1083,"content":1084,"generatedAt":1104,"model":1105},0.62,{"h1":1085,"lead":1086,"sections":1087,"verdict":1097,"faq":1100},"Momen vs Agents-Flex — platforma no-code a framework Java dla AI","Momen to platforma do budowania aplikacji AI bez kodowania, z gotowymi planami cenowymi i integracją GPT-4. Agents-Flex to lekki framework Java dla programistów, którzy chcą tworzyć własne agenty AI – jest darmowy i open source, ale wymaga własnych kluczy API. Wybór zależy od tego, czy wolisz gotowe środowisko no-code, czy pełną kontrolę nad kodem.",[1088,1091,1094],{"h2":1089,"body":1090},"Czym się różnią – no-code a framework dla programistów?","Momen to platforma wizualna, na której budujesz aplikacje bez pisania kodu – przeciągasz komponenty, konfigurujesz UI i podpinasz AI (np. GPT-4 przez API). Agents-Flex to framework Java, który wymaga znajomości Maven\u002FGradle, a cała logika aplikacji jest pisana w kodzie. Ty decydujesz, czy wolisz szybkie prototypowanie bez programowania, czy pełną swobodę developera.",{"h2":1092,"body":1093},"Które narzędzie jest tańsze?","Agents-Flex jest całkowicie darmowy na licencji Apache 2.0 – nie ma planów cenowych, ale ty musisz zapewnić własne klucze do modeli AI (np. OpenAI, Google). Momen ma darmowy Basic Plan z 1000 tokenów AI miesięcznie, a Pro Plan za 39 USD\u002Fmies. daje 2000 tokenów. Jeśli potrzebujesz więcej tokenów, musisz wykupić wyższy plan – w Agents-Flex płacisz tylko za użycie modeli, bez opłat za platformę.",{"h2":1095,"body":1096},"Jakie funkcje AI oferują?","Momen integruje GPT-4 Streaming API, umożliwia tworzenie bazy wiedzy AI i budowanie aplikacji z własnym UI. Agents-Flex daje jednolite API Java dla czatu, obrazu, mowy, wideo, embedddingów, rerankowania, wywoływania narzędzi, RAG i orkiestracji agentów. Obsługuje też MCP (Model Context Protocol) i sandbox. W Momen funkcje są gotowe do użycia, w Agents-Flex musisz sam je skonfigurować w kodzie.",{"pick_x":1098,"pick_y":1099},"Momen wybierzesz, jeśli nie chcesz kodować – jest dla menedżerów, marketerów i twórców aplikacji, którzy potrzebują szybkiego uruchomienia AI bez znajomości Javy. Sprawdzi się przy budowie prostych narzędzi z baza wiedzy i czatem.","Agents-Flex wybierzesz, jeśli jesteś programistą Java i potrzebujesz elastycznego, modułowego frameworka do tworzenia zaawansowanych agentów AI – możesz łączyć różne modalności, kontrolować każdy etap i nie płacić za platformę. Idealny dla deweloperów budujących skalowalne rozwiązania na własnym sprzęcie.",[1101],{"q":1102,"a":1103},"Czy Momen i Agents-Flex konkurują ze sobą?","Nie bezpośrednio – Momen to platforma no-code dla osób nietechnicznych, a Agents-Flex to framework dla programistów Java. Wybór zależy od twoich umiejętności i potrzeb: jeśli piszesz kod, wybierz Agents-Flex, jeśli nie – Momen.","2026-08-11T01:49:20.550Z","deepseek\u002Fdeepseek-v4-flash",{"data":1107},[1108,1118,1124,1132,1140,1147,1154,1161,1169,1176,1183,1190,1197,1205,1212,1218,1225,1233,1241,1249,1256,1263,1271,1278,1286,1293,1299,1306,1313,1320,1327,1334,1341,1347,1354,1361,1368,1374,1379,1384,1389,1393,1398,1403,1408,1412,1417,1421,1426,1430,1434,1438,1442,1446,1450,1453,1457,1461,1465,1468,1472,1475,1478,1482,1485,1488,1491,1494,1497,1500,1503,1507,1510,1513,1516,1520,1529,1534,1537,1542,1550,1554,1558,1562,1566,1574,1582,1586,1590,1594,1598,1601,1608,1615,1623,1631,1635,1639,1647,1651],{"id":1109,"type":1110,"title":1111,"body":1112,"tool_name":1113,"z2u_price":1114,"z2u_url":1115,"status":1116,"read_at":48,"created_at":1117},1348,"price_drop","💰 Vora — spadek ceny","Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €67.95 (regular: €670.95) | Rabat: 90%","Vora",67.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fvora","unread","2026-10-23T04:15:26.716Z",{"id":1119,"type":1110,"title":1120,"body":1112,"tool_name":1121,"z2u_price":1114,"z2u_url":1122,"status":1116,"read_at":48,"created_at":1123},1347,"💰 Seamless QR Code — spadek ceny","Seamless QR Code","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fseamless-qr-code","2026-10-23T04:15:26.351Z",{"id":1125,"type":1110,"title":1126,"body":1127,"tool_name":1128,"z2u_price":1129,"z2u_url":1130,"status":1116,"read_at":48,"created_at":1131},1346,"💰 Inspire Sales Academy — spadek ceny","Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €226.95 (regular: €566.95) | Rabat: 60%","Inspire Sales Academy",226.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Finspire-sales-academy","2026-10-23T04:15:25.498Z",{"id":1133,"type":1110,"title":1134,"body":1135,"tool_name":1136,"z2u_price":1137,"z2u_url":1138,"status":1116,"read_at":48,"created_at":1139},1345,"💰 Contact Concert — spadek ceny","Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €101.95 (regular: €1010.95) | Rabat: 90%","Contact Concert",101.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fcontact-concert","2026-10-23T04:15:24.932Z",{"id":1141,"type":1110,"title":1142,"body":1143,"tool_name":1144,"z2u_price":1114,"z2u_url":1145,"status":1116,"read_at":48,"created_at":1146},1344,"💰 OnChat — spadek ceny","Platforma: Dealify | Kategoria: E-commerce | Cena: €67.95 (regular: €670.95) | Rabat: 90%","OnChat","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fonchat","2026-10-23T04:15:23.130Z",{"id":1148,"type":1110,"title":1149,"body":1150,"tool_name":1151,"z2u_price":1114,"z2u_url":1152,"status":1116,"read_at":48,"created_at":1153},1343,"💰 Helpmate — spadek ceny","Platforma: Dealify | Kategoria: E-commerce | Cena: €67.95 (regular: €101.95) | Rabat: 33%","Helpmate","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fhelpmate","2026-10-23T04:15:22.879Z",{"id":1155,"type":1110,"title":1156,"body":1157,"tool_name":1158,"z2u_price":1114,"z2u_url":1159,"status":1116,"read_at":48,"created_at":1160},1342,"💰 Playix.cloud — spadek ceny","Platforma: Dealify | Kategoria: Cloud | Cena: €67.95 (regular: €670.95) | Rabat: 90%","Playix.cloud","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fplayix-cloud","2026-10-23T04:15:21.439Z",{"id":1162,"type":1110,"title":1163,"body":1164,"tool_name":1165,"z2u_price":1166,"z2u_url":1167,"status":1116,"read_at":48,"created_at":1168},1341,"💰 FileLu — spadek ceny","Platforma: Dealify | Kategoria: Cloud | Cena: €169.95 (regular: €397.95) | Rabat: 57%","FileLu",169.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Ffilelu","2026-10-23T04:15:21.280Z",{"id":1170,"type":1110,"title":1171,"body":1172,"tool_name":1173,"z2u_price":1114,"z2u_url":1174,"status":1116,"read_at":48,"created_at":1175},1340,"💰 Purple Photo — spadek ceny","Platforma: Dealify | Kategoria: Creative | Cena: €67.95 (regular: €89.95) | Rabat: 24%","Purple Photo","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fpurple-photo","2026-10-23T04:15:19.971Z",{"id":1177,"type":1110,"title":1178,"body":1179,"tool_name":1180,"z2u_price":1114,"z2u_url":1181,"status":1116,"read_at":48,"created_at":1182},1339,"💰 CursorClip — spadek ceny","Platforma: Dealify | Kategoria: Creative | Cena: €67.95 (regular: €110.95) | Rabat: 39%","CursorClip","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fcursorclip","2026-10-23T04:15:19.613Z",{"id":1184,"type":1110,"title":1185,"body":1186,"tool_name":1187,"z2u_price":1114,"z2u_url":1188,"status":1116,"read_at":48,"created_at":1189},1338,"💰 Creatiyo — spadek ceny","Platforma: Dealify | Kategoria: Creative | Cena: €67.95 (regular: €226.95) | Rabat: 70%","Creatiyo","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fcreatiyo","2026-10-23T04:15:19.453Z",{"id":1191,"type":1110,"title":1192,"body":1193,"tool_name":1194,"z2u_price":1114,"z2u_url":1195,"status":1116,"read_at":48,"created_at":1196},1337,"💰 Blupry Bundle — spadek ceny","Platforma: Dealify | Kategoria: Creative | Cena: €67.95 (regular: €257.95) | Rabat: 74%","Blupry Bundle","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fblupry","2026-10-23T04:15:19.294Z",{"id":1198,"type":1110,"title":1199,"body":1200,"tool_name":1201,"z2u_price":1202,"z2u_url":1203,"status":1116,"read_at":48,"created_at":1204},1336,"💰 Al Webcam Effects — spadek ceny","Platforma: Dealify | Kategoria: Creative | Cena: €135.95 (regular: €1134.95) | Rabat: 88%","Al Webcam Effects",135.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fal-webcam-effects","2026-10-23T04:15:19.132Z",{"id":1206,"type":1110,"title":1207,"body":1208,"tool_name":1209,"z2u_price":1114,"z2u_url":1210,"status":1116,"read_at":48,"created_at":1211},1335,"💰 Vocal — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €67.95 (regular: €670.95) | Rabat: 90%","Vocal","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fvocal","2026-10-23T04:15:17.568Z",{"id":1213,"type":1110,"title":1214,"body":1208,"tool_name":1215,"z2u_price":1114,"z2u_url":1216,"status":1116,"read_at":48,"created_at":1217},1334,"💰 Vimageo — spadek ceny","Vimageo","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fvimageo","2026-10-23T04:15:17.350Z",{"id":1219,"type":1110,"title":1220,"body":1221,"tool_name":1222,"z2u_price":1137,"z2u_url":1223,"status":1116,"read_at":48,"created_at":1224},1333,"💰 Sheetany — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €101.95 (regular: €395.95) | Rabat: 74%","Sheetany","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fsheetany","2026-10-23T04:15:16.584Z",{"id":1226,"type":1110,"title":1227,"body":1228,"tool_name":1229,"z2u_price":1230,"z2u_url":1231,"status":1116,"read_at":48,"created_at":1232},1332,"💰 LightPDF — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €118.95 (regular: €226.95) | Rabat: 48%","LightPDF",118.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Flightpdf","2026-10-23T04:15:15.734Z",{"id":1234,"type":1110,"title":1235,"body":1236,"tool_name":1237,"z2u_price":1238,"z2u_url":1239,"status":1116,"read_at":48,"created_at":1240},1331,"💰 International Open Academy — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €203.95 (regular: €453.95) | Rabat: 55%","International Open Academy",203.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Finternational-open-academy","2026-10-23T04:15:15.580Z",{"id":1242,"type":1110,"title":1243,"body":1244,"tool_name":1245,"z2u_price":1246,"z2u_url":1247,"status":1116,"read_at":48,"created_at":1248},1330,"💰 4K Bundle — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €59.95 (regular: €79.95) | Rabat: 25%","4K Bundle",59.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002F4k-bundle","2026-10-23T04:15:14.911Z",{"id":1250,"type":1110,"title":1251,"body":1252,"tool_name":1253,"z2u_price":1166,"z2u_url":1254,"status":1116,"read_at":48,"created_at":1255},1329,"💰 Video Service Desk — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €169.95 (regular: €3390.95) | Rabat: 95%","Video Service Desk","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fvideo-service-desk","2026-10-23T04:15:13.262Z",{"id":1257,"type":1110,"title":1258,"body":1259,"tool_name":1260,"z2u_price":1114,"z2u_url":1261,"status":1116,"read_at":48,"created_at":1262},1328,"💰 Classified Billing — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €67.95 (regular: €670.95) | Rabat: 90%","Classified Billing","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fclassified-billing","2026-10-23T04:15:13.024Z",{"id":1264,"type":1110,"title":1265,"body":1266,"tool_name":1267,"z2u_price":1268,"z2u_url":1269,"status":1116,"read_at":48,"created_at":1270},1327,"💰 Paddle CRM — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €337.95 (regular: €3373.95) | Rabat: 90%","Paddle CRM",337.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fpaddle-crm","2026-10-23T04:15:12.487Z",{"id":1272,"type":1110,"title":1273,"body":1274,"tool_name":1275,"z2u_price":1137,"z2u_url":1276,"status":1116,"read_at":48,"created_at":1277},1326,"💰 ZuckerBot — spadek ceny","Platforma: Dealify | Kategoria: Social Media | Cena: €101.95 (regular: €1010.95) | Rabat: 90%","ZuckerBot","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fzuckerbot","2026-10-23T04:15:10.775Z",{"id":1279,"type":1110,"title":1280,"body":1281,"tool_name":1282,"z2u_price":1283,"z2u_url":1284,"status":1116,"read_at":48,"created_at":1285},1325,"💰 Sociosight — spadek ceny","Platforma: Dealify | Kategoria: Social Media | Cena: €76.95 (regular: €107.95) | Rabat: 29%","Sociosight",76.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fsociosight","2026-10-23T04:15:10.636Z",{"id":1287,"type":1110,"title":1288,"body":1289,"tool_name":1290,"z2u_price":1114,"z2u_url":1291,"status":1116,"read_at":48,"created_at":1292},1324,"💰 Qura Al — spadek ceny","Platforma: Dealify | Kategoria: Social Media | Cena: €67.95 (regular: €670.95) | Rabat: 90%","Qura Al","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fqura-al","2026-10-23T04:15:10.498Z",{"id":1294,"type":1110,"title":1295,"body":1289,"tool_name":1296,"z2u_price":1114,"z2u_url":1297,"status":1116,"read_at":48,"created_at":1298},1323,"💰 Brand2Social — spadek ceny","Brand2Social","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fbrand2social","2026-10-23T04:15:10.248Z",{"id":1300,"type":1110,"title":1301,"body":1302,"tool_name":1303,"z2u_price":1166,"z2u_url":1304,"status":1116,"read_at":48,"created_at":1305},1322,"💰 Structa — spadek ceny","Platforma: Dealify | Kategoria: Developer Tools | Cena: €169.95 (regular: €339.95) | Rabat: 50%","Structa","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fstructa","2026-10-23T04:15:08.863Z",{"id":1307,"type":1110,"title":1308,"body":1309,"tool_name":1310,"z2u_price":1166,"z2u_url":1311,"status":1116,"read_at":48,"created_at":1312},1321,"💰 N8Nitro — spadek ceny","Platforma: Dealify | Kategoria: Developer Tools | Cena: €169.95 (regular: €1362.95) | Rabat: 88%","N8Nitro","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fn8nitro","2026-10-23T04:15:08.608Z",{"id":1314,"type":1110,"title":1315,"body":1316,"tool_name":1317,"z2u_price":1114,"z2u_url":1318,"status":1116,"read_at":48,"created_at":1319},1320,"💰 EasyLink Automations — spadek ceny","Platforma: Dealify | Kategoria: Developer Tools | Cena: €67.95 (regular: €670.95) | Rabat: 90%","EasyLink 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