[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"$ffFUljuElgdP-i1mZ4wzexYr4TTvUKDDrmCNWTaL4Fwo":3,"$f-gwIXJgDGgGv9bmRu29vUWmMAqDVQVCWspFuwnTv5fs":28,"$fs8386zdAUI-Rj5TzVbzTerjIHduHTXuIcIJmyYrxqs0":129,"$fs3hH1cipiWNOon9j5BDDGEnFTPwUfy5ShIF--woF_MQ":302,"notifications-unread":763},[4,9,14,19,24],{"id":5,"slug":6,"name":7,"color_token":8},"5878a593-ac48-4ff3-a25b-35a7de448daa","narzedzia-ai","Narzędzia AI","accent",{"id":10,"slug":11,"name":12,"color_token":13},"ec013b2c-e6c4-4c31-b1ec-9587c629a169","praktyczne-zastosowania","Praktyczne zastosowania","gold",{"id":15,"slug":16,"name":17,"color_token":18},"165808b7-bea9-4eef-8280-014b3d85e6bf","news-analizy","News & analizy","azure",{"id":20,"slug":21,"name":22,"color_token":23},"d6c684e6-7b4c-40d9-907b-469f30dc2126","tutoriale-how-to","Tutoriale how-to","olive",{"id":25,"slug":26,"name":27,"color_token":8},"73506ae5-4a59-4ce3-9712-58fbb8565fc4","nauka-biznes-marketing","Nauka biznes & marketing",[29,34,39,44,49,54,59,64,69,74,79,84,89,94,99,104,109,114,119,124],{"slug":30,"draft_id":31,"pillar_id":33},"jak-data-agent-z-chatgpt-work-pozwala-firmom-bezprogramistom-odkrywac-wartosc-w-danych-bez-kodowania",{"title":32},"Jak Data Agent z ChatGPT Work pozwala firmom bezprogramistom odkrywać wartość w danych — bez kodowania",{"name":7},{"slug":35,"draft_id":36,"pillar_id":38},"data-agent-w-chatgpt-work-jak-non-engineers-buduja-dashboards-w-10-minut-bez-sql",{"title":37},"Data Agent w ChatGPT Work: jak non-engineers budują dashboards w 10 minut — bez SQL",{"name":7},{"slug":40,"draft_id":41,"pillar_id":43},"data-agent-w-chatgpt-work-jak-analiza-danych-staje-sie-dostepna-dla-kazdego-bez-sql-bez-oczekiwania-na-ekspertow",{"title":42},"Data Agent w ChatGPT Work: jak analiza danych staje się dostępna dla każdego — bez SQL, bez oczekiwania na ekspertów",{"name":7},{"slug":45,"draft_id":46,"pillar_id":48},"data-agent-w-chatgpt-work-czy-twoi-pracownicy-przestana-czekac-na-analitykow",{"title":47},"Data Agent w ChatGPT Work: czy Twoi pracownicy przestaną czekać na analityków?",{"name":7},{"slug":50,"draft_id":51,"pillar_id":53},"jak-data-agent-w-chatgpt-work-pozwala-firmom-bezprogramistom-odkrywac-biznesowe-wskazniki-w-15-minut",{"title":52},"Jak Data Agent w ChatGPT Work pozwala firmom bezprogramistom odkrywać biznesowe wskaźniki w 15 minut",{"name":7},{"slug":55,"draft_id":56,"pillar_id":58},"jak-zautomatyzowac-analize-danych-w-twojej-firmie-bez-it-i-zaoszczedzic-40-budzetu",{"title":57},"Jak zautomatyzować analizę danych w Twojej firmie bez IT — i zaoszczędzić 40% budżetu",{"name":7},{"slug":60,"draft_id":61,"pillar_id":63},"data-agent-w-chatgpt-work-jak-ai-demokratyzuje-analize-danych-w-twojej-firmie",{"title":62},"Data Agent w ChatGPT Work: jak AI demokratyzuje analizę danych w Twojej firmie",{"name":12},{"slug":65,"draft_id":66,"pillar_id":68},"data-agent-w-chatgpt-work-jak-polskie-firmy-odkrywaja-30-oszczednosci-bez-kodowania",{"title":67},"Data Agent w ChatGPT Work: jak polskie firmy odkrywają 30% oszczędności bez kodowania",{"name":7},{"slug":70,"draft_id":71,"pillar_id":73},"jak-data-agent-w-chatgpt-work-oszczedza-20-30-czasu-analitykow-bez-kodowania",{"title":72},"Jak Data Agent w ChatGPT Work oszczędza 20–30% czasu analityków — bez kodowania",{"name":7},{"slug":75,"draft_id":76,"pillar_id":78},"jak-ai-zwieksza-wydajnosc-inzynierow-o-21-i-jak-to-zrobic-w-twojej-firmie",{"title":77},"Jak AI zwiększa wydajność inżynierów o 21% — i jak to zrobić w Twojej firmie",{"name":12},{"slug":80,"draft_id":81,"pillar_id":83},"ai-w-kodzie-nie-jest-hype-em-jak-21-szybsze-inzynierowie-w-1password-zachowuja-bezpieczenstwo",{"title":82},"AI w kodzie nie jest hype’em: jak 21% szybsze inżynierowie w 1Password zachowują bezpieczeństwo",{"name":12},{"slug":85,"draft_id":86,"pillar_id":88},"jak-ai-w-kodzie-zwieksza-wydajnosc-zespolow-dev-o-21-i-dlaczego-to-nie-tylko-o-szybkosci",{"title":87},"Jak AI w kodzie zwiększa wydajność zespołów dev o 21% — i dlaczego to nie tylko o szybkości",{"name":12},{"slug":90,"draft_id":91,"pillar_id":93},"chatgpt-przyspiesza-prace-marketingowa-o-90-jak-to-zrobic-w-twojej-firmie",{"title":92},"ChatGPT przyspiesza pracę marketingową — jak to zrobić w Twojej firmie?",{"name":12},{"slug":95,"draft_id":96,"pillar_id":98},"jak-firmy-native-ai-automatyzuja-procesy-biznesowe-trzy-case-y-ktore-mozna-powtorzyc-w-polsce",{"title":97},"Jak firmy native AI automatyzują procesy biznesowe — trzy case’y, które można powtórzyć w Polsce",{"name":12},{"slug":100,"draft_id":101,"pillar_id":103},"kontrola-agentow-ai-kiedy-twoja-firma-traci-wplyw-nad-dzialaniami-automatyzacji",{"title":102},"Kontrola agentów AI: kiedy Twoja firma traci wpływ nad działaniami automatyzacji",{"name":12},{"slug":105,"draft_id":106,"pillar_id":108},"fsm-runtime-vs-llm-dlaczego-polskie-firmy-placa-za-bledne-mutacje-stanu",{"title":107},"FSM runtime vs. LLM: dlaczego polskie firmy płacą za błędne mutacje stanu",{"name":12},{"slug":110,"draft_id":111,"pillar_id":113},"google-search-zmienil-sie-na-zawsze-co-to-znaczy-dla-twojej-witryny",{"title":112},"Google Search się zmienił — co to znaczy dla Twojej witryny?",{"name":17},{"slug":115,"draft_id":116,"pillar_id":118},"csv-do-raportu-dla-zarzadu-w-30-minut-bez-excela-bez-bolu-glowy",{"title":117},"CSV do raportu dla zarządu w 30 minut — bez Excela, bez bólu głowy",{"name":22},{"slug":120,"draft_id":121,"pillar_id":123},"jak-zbudowac-wlasny-pipeline-grafow-wiedzy-z-tekstu-w-6-krokach-i-kiedy-to-nie-warto",{"title":122},"Jak zbudować własny pipeline grafów wiedzy z tekstu w 6 krokach (i kiedy to nie warto)",{"name":22},{"slug":125,"draft_id":126,"pillar_id":128},"wspoldzielona-pamiec-dla-agentow-ai-jak-21-wezlow-zmienilo-koszty-debugowania-w-7-domenach",{"title":127},"Współdzielona pamięć dla agentów AI: jak 21 węzłów zmieniło koszty debugowania w 7 domenach",{"name":12},[130,162,188,214,239,260,280],{"id":131,"label":132,"label_en":133,"icon":134,"subcategories":135,"count":161},"generowanie-tresci","Generowanie treści","Content Generation","pen-tool",[136,141,146,151,156],{"id":137,"label":138,"description":139,"count":140},"tekst-llm","Tekst i LLM","Chatboty, asystenci pisania, generatory copy, parafrazy",28,{"id":142,"label":143,"description":144,"count":145},"obrazy-design","Obrazy i design","Generowanie obrazów, edycja zdjęć, design graficzny",115,{"id":147,"label":148,"description":149,"count":150},"wideo-animacja","Wideo i animacja","Generowanie wideo, edycja, animacja AI",58,{"id":152,"label":153,"description":154,"count":155},"audio-mowa","Audio i mowa","TTS, voice cloning, generowanie muzyki, podcasty AI",43,{"id":157,"label":158,"description":159,"count":160},"kodowanie","Kodowanie","Asystenci kodowania, generacja kodu, code review",18,262,{"id":163,"label":164,"label_en":165,"icon":166,"subcategories":167,"count":187},"automatyzacja","Automatyzacja","Automation","zap",[168,172,177,182],{"id":169,"label":170,"description":171,"count":155},"workflow","Workflow i integracje","Automatyzacja procesów, integracje API, no-code",{"id":173,"label":174,"description":175,"count":176},"agenci-ai","Agenci AI","Autonomiczni agenci, frameworki agentowe, MCP",51,{"id":178,"label":179,"description":180,"count":181},"web-scraping","Web scraping i harvesting","Ekstrakcja danych, scraping, monitoring stron",6,{"id":183,"label":184,"description":185,"count":186},"rpa","RPA i automatyzacja biura","Robotic Process Automation, automatyzacja zadań biurowych",0,100,{"id":189,"label":190,"label_en":191,"icon":192,"subcategories":193,"count":213},"biznes-marketing","Biznes i marketing","Business & Marketing","briefcase",[194,199,204,209],{"id":195,"label":196,"description":197,"count":198},"marketing-seo","Marketing i SEO","SEO, content marketing, reklamy, social media",76,{"id":200,"label":201,"description":202,"count":203},"sprzedaz-crm","Sprzedaż i CRM","CRM AI, lead generation, sales automation",39,{"id":205,"label":206,"description":207,"count":208},"analityka","Analityka i BI","Business Intelligence, analiza danych, raportowanie",7,{"id":210,"label":211,"description":212,"count":181},"finanse-ksiegowosc","Finanse i księgowość","Automatyzacja finansów, fakturowanie, księgowość AI",128,{"id":215,"label":216,"label_en":217,"icon":218,"subcategories":219,"count":203},"produktywnosc","Produktywność","Productivity","check-square",[220,224,229,234],{"id":221,"label":222,"description":223,"count":208},"asystenci","Asystenci AI","Asystenci osobisti, AI chat, asystenci głosowi",{"id":225,"label":226,"description":227,"count":228},"notatniki-pm","Notatniki i zarządzanie projektami","AI note-taking, project management, organizacja pracy",23,{"id":230,"label":231,"description":232,"count":233},"komunikacja","Komunikacja i email","Email AI, komunikacja zespołowa, kalendarze",5,{"id":235,"label":236,"description":237,"count":238},"research-wiedza","Research i zarządzanie wiedzą","Research AI, bazy wiedzy, zarządzanie dokumentami",4,{"id":240,"label":241,"label_en":242,"icon":243,"subcategories":244,"count":259},"edukacja-nauka","Edukacja i nauka","Education & Science","book-open",[245,249,254],{"id":246,"label":247,"description":248,"count":228},"e-learning","E-learning i kursy","Platformy edukacyjne, generacja kursów, tutoring AI",{"id":250,"label":251,"description":252,"count":253},"jezyki","Nauka języków","Aplikacje do nauki języków, translatory, konwersacje AI",1,{"id":255,"label":256,"description":257,"count":258},"akademia-research","Badania naukowe","Research akademicki, analiza publikacji, cytowania",2,26,{"id":261,"label":262,"label_en":263,"icon":264,"subcategories":265,"count":279},"infrastruktura","Infrastruktura i API","Infrastructure & API","server",[266,271,275],{"id":267,"label":268,"description":269,"count":270},"api-modele","API i modele","API LLM, hosting modeli, platformy AI",19,{"id":272,"label":273,"description":274,"count":238},"mcp-serwery","MCP i narzędzia deweloperskie","Model Context Protocol, SDK, frameworki AI",{"id":276,"label":277,"description":278,"count":253},"bezpieczenstwo","Bezpieczeństwo i compliance","AI security, monitoring, compliance, governance",24,{"id":281,"label":282,"label_en":283,"icon":284,"subcategories":285,"count":301},"pozostale","Pozostałe","Other","more-horizontal",[286,291,296],{"id":287,"label":288,"description":289,"count":290},"wykrywanie-ai","Wykrywanie AI","AI content detection, deepfake detection, watermarking",13,{"id":292,"label":293,"description":294,"count":295},"rozrywka","Rozrywka i lifestyle","AI w rozrywce, randki, gry, kreatywność",10,{"id":297,"label":298,"description":299,"count":300},"inne","Inne","Nieskategoryzowane narzędzia AI",12,35,{"data":303,"_meta":760,"alternatives":761,"deals":762},{"source":304,"source_key":305,"source_page_url":306,"name":307,"slug":308,"description":309,"title":310,"category":311,"access_model":312,"pricing_evidence":313,"capability_evidence":328,"headings":343,"breadcrumbs":354,"pros":363,"cons":373,"external_links":381,"affiliate_links":402,"official_link_candidates":408,"text_excerpt":409,"fetched_at":410,"final_url":306,"http_status":411,"content_type":412,"content_hash":413,"cache_file":414,"published":415,"verification_status":416,"official_url":417,"official_evidence":418,"api_available":636,"blog_titles":637,"data_region":638,"data_training":639,"entity_type":640,"external_rating":641,"features":642,"free_summary":662,"gdpr":639,"integrations":663,"languages":675,"license":678,"limitations":679,"model_names":682,"polish_support":639,"pricing_plans":688,"pricing_summary":713,"privacy_summary":714,"release_date":638,"research_links":715,"research_summary":716,"security_summary":717,"self_hosted":636,"short_description":309,"starting_price":690,"supported_platforms":718,"target_users":725,"trial_summary":713,"use_cases":737,"vendor":307,"status":748,"last_verified_at":749,"alternatives":750,"quality":755,"category_v3":173,"category_v3_reason":757,"deep_card":758,"deep_card_generated":415,"category_v3_main":163,"category_v3_label":174,"category_v3_main_label":164,"_category_fixed":415,"evidence":759},"Odkrywaj.AI","odkrywaj","https:\u002F\u002Fodkrywaj.ai\u002Fnarzedzia\u002Fsuperagent\u002F","Superagent","superagent","Open source framework do budowania agentów AI z REST API i RAG na własnym serwerze.","Superagent: recenzja i cena | Odkrywaj.AI","image","open_source",[310,314,315,316,317,318,319,320,321,322,323,324,325,326,315,327,326],"agenci Bezpłatny (open source) Open source framework do budowania agentów AI z REST API i RAG na własnym serwerze.","\u002F\u002F ocena zewnętrzna","Pobierz za darmo → Czym jest Superagent?","Hostujesz samodzielnie lub przez chmurę. Agenci z pamięcią, narzędziami i RAG na własnych dokumentach. REST API do integracji z dowolną aplikacją. Darmowy i open source.","Superagent jest w pełni bezpłatny jako open source (MIT license) - płacisz tylko za hosting i tokeny LLM. Koszty self-hosted: VPS z 2 GB RAM dla podstawowego użycia ($10-20\u002Fmc na Hetzner lub DigitalOcean). Tokeny LLM: zależne od użycia - GPT-4o mini ($0.15\u002F1M tokenów input) lub Claude Haiku 4.5 ($0.80\u002F1M) są ekonomiczne dla produkcyjnych agentów. Superagent Cloud (superagent.sh): managed hosting z bezpłatnym planem (1 agent, limit requestów) i płatnymi planami od $29\u002Fmc dla nieograniczonych agentów. Porównując z alternatywami: Relevance AI ($19\u002Fmc) daje no-code builder ale bez self-hostingu. LangChain (open source) jest bardziej elastyczny ale bardziej niskopoziomowy - wymaga więcej kodu. CrewAI (open source) jest lepszy dla multi-agent orchestration. Superagent wypełnia niszę: gotowe REST API dla agentów bez konieczności pisania całego stacku.","Superagent jest projektem w aktywnym rozwoju - API zmienia się między wersjami i kod napisany dziś może wymagać aktualizacji po kilku miesiącach. Dokumentacja jest niekompletna dla zaawansowanych przypadków użycia: multi-agent orchestration, custom tools i zaawansowany routing między modelami wymagają czytania kodu źródłowego. Mniejsza społeczność niż LangChain i CrewAI oznacza mniej przykładów, tutoriali i Stack Overflow odpowiedzi - przy blokerach często jesteś zdany na GitHub Issues. Self-hosting wymaga zarządzania PostgreSQL bazą danych, kolejkami Celery\u002FRedis i monitoringiem - to bariera dla developerów bez doświadczenia DevOps. Dla produkcyjnych zastosowań enterprise: sprawdź czy projekt ma wystarczające wsparcie i stabilność API zanim zbudujesz krytyczne systemy. Alternatywa o wyższej dojrzałości: LangChain (większa społeczność) lub płatne rozwiązania (Relevance AI, Langflow) z gwarancją stabilności.","$0 + API endpoint + Dokumenty RAG + Obsługa wielu LLM + Discord community polecany","C Character.AI Free \u002F $9.99\u002Fmc Plus","L Lindy AI $49.99\u002Fmc","R Relevance AI od $19\u002Fmc","C CrewAI Bezpłatny (open source)","L Langflow Bezpłatny \u002F Cloud $39\u002Fmc \u002F\u002F newsletter","Bezpłatny (open source)","Pobierz za darmo →",[314,317,329,330,318,319,331,332,333,334,320,335,336,337,338,339,324,340,326,326,341,342],"Superagent to open source platforma do budowania i deployowania agentów AI z REST API - zamiast pisać agenta od zera w Pythonie, Superagent daje gotową infrastrukturę do tworzenia, zarządzania i wywoływania agentów przez API. Kluczowe możliwości: agenty z pamięcią (zapamiętują historię rozmów), RAG (wgrywasz PDF\u002FCSV\u002FTXT jako bazę wiedzy agenta), narzędzia (web search, uruchamianie kodu Python, akcje przeglądarki). Obsługa wielu modeli LLM przez LiteLLM: GPT-4, Claude, Gemini, Mistral, a nawet lokalnych modeli (Ollama). REST API pozwala na wywoływanie agentów z dowolnego języka programowania - budujesz chatbota na stronie, wysyłasz POST request do Superagent i dostajesz odpowiedź agenta. Self-hosting przez Docker Compose: klonujesz repo, konfigurujesz .env z kluczami API, uruchamiasz docker-compose up i masz własną instancję. Wersja cloud (superagent.sh) dostępna bez konfiguracji.","Superagent jest narzędziem dla developerów i firm technicznych, które chcą zbudować własne rozwiązania agentów AI bez vendor lock-in i z pełną kontrolą nad danymi. Backend developerzy budujący chatboty i asystentów AI dla klientów - Superagent daje gotowe REST API zamiast pisania warstwy zarządzania agentami od zera. Startupy budujące produkty AI - możliwość self-hostingu daje pełną kontrolę nad kosztami i danymi. Data scientists i AI engineers testujący różne modele i strategie agentów - przełączanie między modelami przez LiteLLM jest łatwe. Firmy z wymogami prywatności danych - wszystko działa na własnej infrastrukturze. Superagent nie jest dobrym wyborem dla: non-technicznych użytkowników (brak interfejsu no-code), firm potrzebujących gotowych rozwiązań bez konfiguracji (Relevance AI, Lindy AI), projektów wymagających stabilności i supportu (open source projekt, API może się zmieniać).","+ Open source framework do budowania agentów AI z REST API + Obsługa wielu LLM: OpenAI, Anthropic, Cohere, lokalne modele przez LiteLLM + Upload dokumentów (PDF, CSV, TXT) jako kontekst dla agenta: wbudowany RAG + Gotowe narzędzia: web search, code execution, browser actions + Self-hosted deployment z Docker Compose \u002F\u002F wady","− Wymaga wiedzy technicznej (Python, Docker): nie ma opcji no-code − Self-hosting wymaga zarządzania bazą danych i kolejkami − Projekt w aktywnym rozwoju. API może się zmieniać między wersjami − Mniejsza społeczność niż CrewAI czy LangChain: trudniej znaleźć pomoc Cennik Superagent","Open Source","Self-hosted","Jak zainstalować i uruchomić Superagent przez Docker? + Instalacja Superagent self-hosted: klonujesz repozytorium: git clone https:\u002F\u002Fgithub.com\u002Fhomanp\u002Fsuperagent. Kopiujesz plik konfiguracji: cp .env.example .env. Edytujesz .env: wpisujesz klucze API (OPENAI_API_KEY lub ANTHROPIC_API_KEY), konfigurację bazy danych i JWT secret. Uruchamiasz: docker-compose up -d. Superagent startuje na http:\u002F\u002Flocalhost:3000 (API) i http:\u002F\u002Flocalhost:3001 (dashboard). Tworzysz pierwszego agenta przez API: POST \u002Fapi\u002Fv1\u002Fagents z body: name, description, llm (model), tools (lista narzędzi). Dostajesz agent_id. Wywołujesz agenta: POST \u002Fapi\u002Fv1\u002Fagents\u002F{agent_id}\u002Finvoke z pytaniem. Wymagania serwera: 2 GB RAM, Docker, Docker Compose. Dla produkcji: użyj zewnętrznego PostgreSQL (Supabase, Render), skonfiguruj Nginx jako reverse proxy z SSL. Pierwsze uruchomienie zajmuje 5-10 minut przy pobieraniu obrazów Docker.","Jak dodać RAG (dokumenty jako kontekst) do agenta w Superagent? + RAG w Superagent: tworzysz agenta z włączonym dokumentami. Uploadujesz dokumenty przez API: POST \u002Fapi\u002Fv1\u002Fdocuments z plikiem (PDF, DOCX, TXT, CSV, MD). Superagent automatycznie: parsuje dokument, dzieli na chunki, tworzy embeddingi (OpenAI text-embedding-ada-002 lub podobny), zapisuje w wektorowej bazie danych. Linkujesz dokument do agenta: POST \u002Fapi\u002Fv1\u002Fagents\u002F{agent_id}\u002Fdocuments z document_id. Gdy użytkownik zadaje pytanie agentowi, Superagent automatycznie: embeduje pytanie, szuka najbliszcze fragmenty dokumentów, dołącza je jako kontekst do promptu LLM, generuje odpowiedź. Wiele dokumentów: możesz podpiąć dowolną liczbę dokumentów do agenta. Obsługiwane formaty: PDF, DOCX, TXT, CSV, Markdown, URL (strony internetowe). Praktyczny przypadek: FAQ firmy w PDF → agent odpowiada na pytania klientów z cytowaniem źródeł.","Jakie narzędzia (tools) obsługuje Superagent? + Superagent ma gotowe narzędzia które agent może autonomicznie wywoływać. Wbudowane tools: Search (wyszukiwanie w internecie przez Brave Search lub SerpAPI), Code Executor (uruchamia Python code i zwraca wynik), Browser (otwiera URL i ekstraktuje treść), OpenAPI (wywołuje dowolne API przez OpenAPI spec), Metaphor Search (wyszukiwanie semantyczne). Custom tools: możesz definiować własne narzędzia przez OpenAPI schema - jeśli masz własne API z dokumentacją OpenAPI, Superagent automatycznie wie jak go używać. Integracja z zewnętrznymi API: agenty mogą wywoływać Twoje własne endpointy (np. CRM, baza produktów, ERP) jako narzędzia - agent decyduje kiedy wywołać które narzędzie na podstawie pytania użytkownika. Definiowanie narzędzia: POST \u002Fapi\u002Fv1\u002Ftools z name, description (opis dla LLM kiedy użyć), returnDirect (czy zwrócić wynik bezpośrednio czy przetworzyć LLM). Dobrze opisane narzędzia (description) są kluczowe dla trafnego użycia przez agenta.","Jak Superagent wypada wobec LangChain i CrewAI? + Trzy open source narzędzia do agentów AI z różnymi podejściami. Superagent wygrywa: gotowym REST API i dashboardem bez pisania kodu zarządczego, łatwością deploymentu przez Docker i możliwością zarządzania wieloma agentami przez panel. Najlepszy gdy chcesz szybko zbudować i udostępnić agenta przez API bez pisania całej infrastruktury. LangChain wygrywa: elastycznością i możliwościami - największy framework agentów z największą społecznością, docsami i integracjami. Możesz zbudować dokładnie to co chcesz, ale piszesz więcej kodu. Najlepszy dla zaawansowanych zastosowań wymagających pełnej kontroli. CrewAI wygrywa: multi-agent orchestration - specjalizuje się w koordynacji wielu agentów w rolach (researcher, writer, reviewer). Najlepszy dla workflow gdzie wiele AI agentów współpracuje nad jednym zadaniem. Wybór: szybkie REST API dla agentów → Superagent. Pełna elastyczność w Pythonie → LangChain. Wiele agentów w rolach → CrewAI.","Jak zabezpieczyć Superagent w produkcji? + Zabezpieczenie Superagent w produkcji: uwierzytelnianie - Superagent używa JWT tokenów, zawsze wymagaj tokena dla każdego API call. Nie udostępniaj publicznie endpointu bez autoryzacji. HTTPS: nginx jako reverse proxy z certyfikatem Let's Encrypt (Certbot) - wszystkie requesty zaszyfrowane. Rate limiting: skonfiguruj w nginx limit_req_zone żeby zapobiec nadużyciom i nieoczekiwanym rachunkom za API. Bezpieczeństwo kluczy API: przechowuj OPENAI_API_KEY i ANTHROPIC_API_KEY w .env poza repozytorium Git (.gitignore), używaj secrets managera (HashiCorp Vault, AWS Secrets Manager). Limit wydatków: ustaw hard limit w panelu OpenAI\u002FAnthropic na kwotę miesięczną - nieoczekiwane pętle agentów mogą generować duże rachunki. Logowanie: włącz logowanie wszystkich requestów API (user input + agent output) do bazy danych - potrzebne do debugowania i audytu. Backup: codzienny backup PostgreSQL bazy danych z konfiguracją agentów i dokumentów.","Zapisz się →","Pobierz → narzedzia Katalog O nas Kontakt Regulamin Polityka prywatności \u002F\u002F Kategorie: Modele AI Pisanie Obrazy Kod Wideo Automatyzacja AI Agenci \u002F\u002F Ekosystem: News Newsletter \u002F\u002F ODKRYWAJ.AI © 2026 Basalt Interactive","Szczegóły znajdziesz w Polityce prywatności .",[344,345,346,347,348,349,350,333,351,352,353],"Czym jest Superagent?","Co oferuje Superagent jako framework agentów?","Dla kogo jest Superagent?","Cennik i deployment Superagent","Ograniczenia i dojrzałość projektu","Zalety i wady Superagent","Cennik Superagent","Najczęściej zadawane pytania","Alternatywy dla Superagent","Bądź na bieżąco z AI",[355,356,357,358,355,356,357,358,359,327,360,321,322,323,324,361,327,362,355,356],"narzedzia","Katalog","O nas","Kontakt","AI Agenci","Sprawdź aktualne ceny →","L Langflow Bezpłatny \u002F Cloud $39\u002Fmc","Pobierz →",[364,365,366,367,368,369,370,371,372],"Open source framework do budowania agentów AI z REST API","Obsługa wielu LLM, w tym modeli lokalnych przez LiteLLM","Wbudowany RAG z uploadem dokumentów","Gotowe narzędzia: web search, code execution, browser actions","Self-hosted deployment z Docker Compose","REST API pozwala integrować z dowolną aplikacją","Darmowy dla self-hosted \u002F open source","Obsługa wielu LLM: OpenAI, Anthropic, Cohere, lokalne modele przez LiteLLM","Upload dokumentów (PDF, CSV, TXT) jako kontekst dla agenta: wbudowany RAG",[374,375,376,377,378,379,380],"Wymaga wiedzy technicznej (Python, Docker)","Self-hosting wymaga zarządzania bazą danych i kolejkami","Projekt jest w aktywnym rozwoju, więc API może się zmieniać","Mniejsza społeczność niż CrewAI czy LangChain","Wymaga wiedzy technicznej (Python, Docker): nie ma opcji no-code","Projekt w aktywnym rozwoju. API może się zmieniać między wersjami","Mniejsza społeczność niż CrewAI czy LangChain: trudniej znaleźć pomoc",[382,385,386,387,390,392,394,396,398,400],{"url":383,"text":384},"https:\u002F\u002Fnews.odkrywaj.ai\u002F","News",{"url":383,"text":384},{"url":383,"text":384},{"url":388,"text":389},"https:\u002F\u002Fx.com\u002FOdkrywajAi","",{"url":391,"text":389},"https:\u002F\u002Fwww.instagram.com\u002Fodkrywaj_ai\u002F",{"url":393,"text":389},"https:\u002F\u002Fwww.facebook.com\u002Fpeople\u002FOdkrywaj-AI\u002F61574377403970\u002F",{"url":395,"text":389},"https:\u002F\u002Fwww.tiktok.com\u002F@odkrywajai",{"url":397,"text":389},"https:\u002F\u002Fwww.youtube.com\u002F@Odkrywaj_AI",{"url":399,"text":389},"https:\u002F\u002Fdiscord.gg\u002FpdZYPR83vq",{"url":401,"text":389},"mailto:kontakt@odkrywaj.ai",[403,405,406,407],{"url":404,"text":327},"https:\u002F\u002Fodkrywaj.ai\u002Fnarzedzia\u002Fgo\u002Fsuperagent",{"url":404,"text":360},{"url":404,"text":327},{"url":404,"text":362},[],"Superagent: recenzja i cena | Odkrywaj.AI \nnarzedzia \u002F\u002F Katalog \u002F O nas \u002F Kontakt \u002F News Newsletter narzedzia Katalog O nas Kontakt News NEWSLETTER Odkrywaj.AI \u002F Narzędzia \u002F AI Agenci \u002F Superagent \nS Superagent\nagenci Bezpłatny (open source) Open source framework do budowania agentów AI z REST API i RAG na własnym serwerze.\n\u002F\u002F ocena zewnętrzna\n4.3 \u002F5 67 recenzji · Product Hunt\nPobierz za darmo → Czym jest Superagent?\nHostujesz samodzielnie lub przez chmurę. Agenci z pamięcią, narzędziami i RAG na własnych dokumentach. REST API do integracji z dowolną aplikacją. Darmowy i open source.\nCo oferuje Superagent jako framework agentów?\nSuperagent to open source platforma do budowania i deployowania agentów AI z REST API - zamiast pisać agenta od zera w Pythonie, Superagent daje gotową infrastrukturę do tworzenia, zarządzania i wywoływania agentów przez API. Kluczowe możliwości: agenty z pamięcią (zapamiętują historię rozmów), RAG (wgrywasz PDF\u002FCSV\u002FTXT jako bazę wiedzy agenta), narzędzia (web search, uruchamianie kodu Python, akcje przeglądarki). Obsługa wielu modeli LLM przez LiteLLM: GPT-4, Claude, Gemini, Mistral, a nawet lokalnych modeli (Ollama). REST API pozwala na wywoływanie agentów z dowolnego języka programowania - budujesz chatbota na stronie, wysyłasz POST request do Superagent i dostajesz odpowiedź agenta. Self-hosting przez Docker Compose: klonujesz repo, konfigurujesz .env z kluczami API, uruchamiasz docker-compose up i masz własną instancję. Wersja cloud (superagent.sh) dostępna bez konfiguracji.\nDla kogo jest Superagent?\nSuperagent jest narzędziem dla developerów i firm technicznych, które chcą zbudować własne rozwiązania agentów AI bez vendor lock-in i z pełną kontrolą nad danymi. Backend developerzy budujący chatboty i asystentów AI dla klientów - Superagent daje gotowe REST API zamiast pisania warstwy zarządzania agentami od zera. Startupy budujące produkty AI - możliwość self-hostingu daje pełną kontrolę nad kosztami i danymi. Data scientists i AI engineers testujący różne modele i strategie agentów - przełączanie między modelami przez LiteLLM jest łatwe. Firmy z wymogami prywatności danych - wszystko działa na własnej infrastrukturze. Superagent nie jest dobrym wyborem dla: non-technicznych użytkowników (brak interfejsu no-code), firm potrzebujących gotowych rozwiązań bez konfiguracji (Relevance AI, Lindy AI), projektów wymagających stabilności i supportu (open source projekt, API może się zmieniać).\nCennik i deployment Superagent\nSuperagent jest w pełni bezpłatny jako open source (MIT license) - płacisz tylko za hosting i tokeny LLM. Koszty self-hosted: VPS z 2 GB RAM dla podstawowego użycia ($10-20\u002Fmc na Hetzner lub DigitalOcean). Tokeny LLM: zależne od użycia - GPT-4o mini ($0.15\u002F1M tokenów input) lub Claude Haiku 4.5 ($0.80\u002F1M) są ekonomiczne dla produkcyjnych agentów. Superagent Cloud (superagent.sh): managed hosting z bezpłatnym planem (1 agent, limit requestów) i płatnymi planami od $29\u002Fmc dla nieograniczonych agentów. Porównując z alternatywami: Relevance AI ($19\u002Fmc) daje no-code builder ale bez self-hostingu. LangChain (open source) jest bardziej elastyczny ale bardziej niskopoziomowy - wymaga więcej kodu. CrewAI (open source) jest lepszy dla multi-agent orchestration. Superagent wypełnia niszę: gotowe REST API dla agentów bez konieczności pisania całego stacku.\nOgraniczenia i dojrzałość projektu\nSuperagent jest projektem w aktywnym rozwoju - API zmienia się między wersjami i kod napisany dziś może wymagać aktualizacji po kilku miesiącach. Dokumentacja jest niekompletna dla zaawansowanych przypadków użycia: multi-agent orchestration, custom tools i zaawansowany routing między modelami wymagają czytania kodu źródłowego. Mniejsza społeczność niż LangChain i CrewAI oznacza mniej przykładów, tutoriali i Stack Overflow odpowiedzi - przy blokerach często jesteś zdany na GitHub Issues. Self-hosting wymaga zarządzania PostgreSQL bazą danych, kolejkami Celery\u002FRedis i monitoringiem - to bariera dla developerów bez doświadczenia DevOps. Dla produkcyjnych zastosowań enterprise: sprawdź czy projekt ma wystarczające wsparcie i stabilność API zanim zbudujesz krytyczne systemy. Alternatywa o wyższej dojrzałości: LangChain (większa społeczność) lub płatne rozwiązania (Relevance AI, Langflow) z gwarancją stabilności.\nCzytaj więcej →\nZalety i wady Superagent\n\u002F\u002F zalety\n+ Open source framework do budowania agentów AI z REST API + Obsługa wielu LLM: OpenAI, Anthropic, Cohere, lokalne modele przez LiteLLM + Upload dokumentów (PDF, CSV, TXT) jako kontekst dla agenta: wbudowany RAG + Gotowe narzędzia: web search, code execution, browser actions + Self-hosted deployment z Docker Compose \u002F\u002F wady\n− Wymaga wiedzy technicznej (Python, Docker): nie ma opcji no-code − Self-hosting wymaga zarządzania bazą danych i kolejkami − Projekt w aktywnym rozwoju. API może się zmieniać między wersjami − Mniejsza społeczność niż CrewAI czy LangChain: trudniej znaleźć pomoc Cennik Superagent\n\u002F\u002F cennik\nOpen Source\nSelf-hosted\n$0 + API endpoint + Dokumenty RAG + Obsługa wielu LLM + Discord community polecany \nOstatnia aktualizacja: 20 marca 2026 · Sprawdź aktualne ceny → \nNajczęściej zadawane pytania\nJak zainstalować i uruchomić Superagent przez Docker? + Instalacja Superagent self-hosted: klonujesz repozytorium: git clone https:\u002F\u002Fgithub.com\u002Fhomanp\u002Fsuperagent. Kopiujesz plik konfiguracji: cp .env.example .env. Edytujesz .env: wpisujesz klucze API (OPENAI_API_KEY lub ANTHROPIC_API_KEY), konfigurację bazy danych i JWT secret. Uruchamiasz: docker-compose up -d. Superagent startuje na http:\u002F\u002Flocalhost:3000 (API) i http:\u002F\u002Flocalhost:3001 (dashboard). Tworzysz pierwszego agenta przez API: POST \u002Fapi\u002Fv1\u002Fagents z body: name, description, llm (model), tools (lista narzędzi). Dostajesz agent_id. Wywołujesz agenta: POST \u002Fapi\u002Fv1\u002Fagents\u002F{agent_id}\u002Finvoke z pytaniem. Wymagania serwera: 2 GB RAM, Docker, Docker Compose. Dla produkcji: użyj zewnętrznego PostgreSQL (Supabase, Render), skonfiguruj Nginx jako reverse proxy z SSL. Pierwsze uruchomienie zajmuje 5-10 minut przy pobieraniu obrazów Docker.\nJak dodać RAG (dokumenty jako kontekst) do agenta w Superagent? + RAG w Superagent: tworzysz agenta z włączonym dokumentami. Uploadujesz dokumenty przez API: POST \u002Fapi\u002Fv1\u002Fdocuments z plikiem (PDF, DOCX, TXT, CSV, MD). Superagent automatycznie: parsuje dokument, dzieli na chunki, tworzy embeddingi (OpenAI text-embedding-ada-002 lub podobny), zapisuje w wektorowej bazie danych. Linkujesz dokument do agenta: POST \u002Fapi\u002Fv1\u002Fagents\u002F{agent_id}\u002Fdocuments z document_id. Gdy użytkownik zadaje pytanie agentowi, Superagent automatycznie: embeduje pytanie, szuka najbliszcze fragmenty dokumentów, dołącza je jako kontekst do promptu LLM, generuje odpowiedź. Wiele dokumentów: możesz podpiąć dowolną liczbę dokumentów do agenta. Obsługiwane formaty: PDF, DOCX, TXT, CSV, Markdown, URL (strony internetowe). Praktyczny przypadek: FAQ firmy w PDF → agent odpowiada na pytania klientów z cytowaniem źródeł.\nJakie narzędzia (tools) obsługuje Superagent? + Superagent ma gotowe narzędzia które agent może autonomicznie wywoływać. Wbudowane tools: Search (wyszukiwanie w internecie przez Brave Search lub SerpAPI), Code Executor (uruchamia Python code i zwraca wynik), Browser (otwiera URL i ekstraktuje treść), OpenAPI (wywołuje dowolne API przez OpenAPI spec), Metaphor Search (wyszukiwanie semantyczne). Custom tools: możesz definiować własne narzędzia przez OpenAPI schema - jeśli masz własne API z dokumentacją OpenAPI, Superagent automatycznie wie jak go używać. Integracja z zewnętrznymi API: agenty mogą wywoływać Twoje własne endpointy (np. CRM, baza produktów, ERP) jako narzędzia - agent decyduje kiedy wywołać które narzędzie na podstawie pytania użytkownika. Definiowanie narzędzia: POST \u002Fapi\u002Fv1\u002Ftools z name, description (opis dla LLM kiedy użyć), returnDirect (czy zwrócić wynik bezpośrednio czy przetworzyć LLM). Dobrze opisane narzędzia (description) są kluczowe dla trafnego użycia przez agenta.\nJak Superagent wypada wobec LangChain i CrewAI? + Trzy open source narzędzia do agentów AI z różnymi podejściami. Superagent wygrywa: gotowym REST API i dashboardem bez pisania kodu zarządczego, łatwością deploymentu przez Docker i możliwością zarządzania wieloma agentami przez panel. Najlepszy gdy chcesz szybko zbudować i udostępnić agenta przez API bez pisania całej infrastruktury. LangChain wygrywa: elastycznością i możliwościami - największy framework agentów z największą społecznością, docsami i integracjami. Możesz zbudować dokładnie to co chcesz, ale piszesz więcej kodu. Najlepszy dla zaawansowanych zastosowań wymagających pełnej kontroli. CrewAI wygrywa: multi-agent orchestration - specjalizuje się w koordynacji wielu agentów w rolach (researcher, writer, reviewer). Najlepszy dla workflow gdzie wiele AI agentów współpracuje nad jednym zadaniem. Wybór: szybkie REST API dla agentów → Superagent. Pełna elastyczność w Pythonie → LangChain. Wiele agentów w rolach → CrewAI.\nJak zabezpieczyć Superagent w produkcji? + Zabezpieczenie Superagent w produkcji: uwierzytelnianie - Superagent używa JWT tokenów, zawsze wymagaj tokena dla każdego API call. Nie udostępniaj publicznie endpointu bez autoryzacji. HTTPS: nginx jako reverse proxy z certyfikatem Let's Encrypt (Certbot) - wszystkie requesty zaszyfrowane. Rate limiting: skonfiguruj w nginx limit_req_zone żeby zapobiec nadużyciom i nieoczekiwanym rachunkom za API. Bezpieczeństwo kluczy API: przechowuj OPENAI_API_KEY i ANTHROPIC_API_KEY w .env poza repozytorium Git (.gitignore), używaj secrets managera (HashiCorp Vault, AWS Secrets Manager). Limit wydatków: ustaw hard limit w panelu OpenAI\u002FAnthropic na kwotę miesięczną - nieoczekiwane pętle agentów mogą generować duże rachunki. Logowanie: włącz logowanie wszystkich requestów API (user input + agent output) do bazy danych - potrzebne do debugowania i audytu. Backup: codzienny backup PostgreSQL bazy danych z konfiguracją agentów i dokumentów.\nAlternatywy dla Superagent\nC Character.AI Free \u002F $9.99\u002Fmc Plus \nL Lindy AI $49.99\u002Fmc \nR Relevance AI od $19\u002Fmc \nC CrewAI Bezpłatny (open source) \nL Langflow Bezpłatny \u002F Cloud $39\u002Fmc \u002F\u002F newsletter\nBądź na bieżąco z AI\nNowe narzędzia, promocje i analizy - co tydzień, po polsku.\nAdres email \nZapisz się →\nSuperagent\nBezpłatny (open source)\n\u002F\u002F ocena zewnętrzna\n4.3 \u002F5 67 recenzji · Product Hunt\nPobierz za darmo → \n← wróć do katalogu\nSuperagent\nBezpłatny (open source)\nPobierz → narzedzia Katalog O nas Kontakt Regulamin Polityka prywatności \u002F\u002F Kategorie: Modele AI Pisanie Obrazy Kod Wideo Automatyzacja AI Agenci \u002F\u002F Ekosystem: News Newsletter \u002F\u002F ODKRYWAJ.AI © 2026 Basalt Interactive\n\u002F\u002F Cookies \nUżywamy plików cookies: niezbędnych do działania serwisu oraz - za Twoją zgodą -\nanalitycznych i marketingowych (Google Analytics, Microsoft Clarity, Meta Pixel).\nSzczegóły znajdziesz w Polityce prywatności .\nAkceptuję Tylko niezbędne","2026-08-09T00:08:13.041Z",200,"text\u002Fhtml","6d7550a04692880bbd3e2079e07c8c3c00c1b69708f0775eff9c0dfcfa454e3e","data\u002Fcatalog\u002Fcache\u002Fodkrywaj\u002Fdcb498d8335082fd4a12f3fcad3101b481eda6c96fe04a701e7e5b721de69e44.html",true,"human_verified","https:\u002F\u002Fsuperagent.sh",{"url":419,"final_url":420,"status":411,"fetched_at":421,"content_hash":422,"title":423,"description":424,"headings":425,"pricing_evidence":447,"privacy_evidence":452,"capability_evidence":456,"text_excerpt":458,"linked_pages":459,"research_links":622,"blog_titles":627,"use_case_evidence":634,"feature_evidence":635},"https:\u002F\u002Fsuperagent.sh\u002F","https:\u002F\u002Fwww.superagent.sh\u002F","2026-08-09T01:16:27.554Z","c8d0b3dcc523573aef8a0a22df1cd30bf2a316ae1c6582d7d22b370510aec353","Superagent - Security for AI-native developers","Superagent is security for AI-native developers: trust what you merge, control what your agents do, and show your users it's safe. Free for open source.",[426,427,428,429,430,431,432,433,434,435,436,437,438,439,440,441,442,443,444,445,446],"Security for AI-native developers","──[ customers ] ────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────","──[ products ] ────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────","trust the change","pr scans","contributor trust","agreements","control it where it runs","guardrails","runtime","break it before it ships","red team","──[ how it works ] ────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────","three steps, no new habits","──[ changelog ] ────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────","──[ customer quotes ] ────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────","──[ get started ] ────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────","free for open source.","resources","community","company",[448,449,450,451],"trust what you merge, control what your agents do, and show your users it's safe. free for open source.","* 2026-07-01 deterministic contributor credit score","“ i wish i could just let our agents run free and solve all our problems. but at what cost? superagent helps us sleep better at night. ”","▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒ free for open source.",[453,426,454,455],"Superagent - Security for AI-native developers superagent _ docs blog changelog get started [ menu ] backed by Y Combinator","▸ built-in detections ▸ custom security rules ▸ monitor or enforce docs ▸","about contact legal privacy sign in © 2026 Superagent Technologies Inc.",[457],"* 2026-07-22 webhooks and rest api","Superagent - Security for AI-native developers superagent _ docs blog changelog get started [ menu ] backed by Y Combinator\nSecurity for AI-native developers \ntrust what you merge, control what your agents do, and show your users it's safe. free for open source.\nget started [ read the docs ] ──[ customers ] ──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────── \nubicloud evry health dotenvx firecrawl capchase nango mastra paperclip \n──[ products ] ──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────── \ntrust the change \nchecks on every pull request, before merge. vulnerabilities, supply-chain risk, who's behind the code, and whether the cla is signed — findings on the exact line, fixes as pull requests.\n░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░ pr scans\nvulnerability checks on every pull request.\n▸ inline review comments ▸ github check runs ▸ patches as prs docs ▸ \n░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░ contributor trust\nknow who is behind the code before it merges.\n▸ risk scores per contributor ▸ supply-chain flags ▸ private by default docs ▸ \n░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░ agreements\ncla templates, versions, and signing workflows.\n▸ cla templates ▸ signing bot ▸ version control docs ▸ \ncontrol it where it runs \nmonitor coding agents on every endpoint. detect unsafe behavior, block risky actions, and keep sensitive activity local.\n░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░ guardrails\ndetect and block risky coding-agent actions at runtime.\n▸ built-in detections ▸ custom security rules ▸ monitor or enforce docs ▸ \n░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░ runtime\nmonitor coding agents across developer machines and cloud runners.\n▸ endpoint-local evaluation ▸ central policy management ▸ private by default docs ▸ \nbreak it before it ships \nself-serve red teaming against what you actually run. black-box against the public surface, gray-box with repo context. every finding ships with repro steps and the payload that worked.\n░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░ red team\nadversarial tests on your app, repo, agents, and models.\n▸ real adversary playbooks ▸ every surface ▸ proof, not vibes docs ▸ \n──[ how it works ] ──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────── \nyou already work in your coding agent and github. so that's where superagent works too — no new workflows or tools to learn.\n················································································································································································································································································································································································································ three steps, no new habits\n● 01 create your account — connect repos, manage keys, invite your team \n[ create your account ] │ ● 02 connect to github — keeps your repos secure \n│ ● 03 add the mcp server — red-team your code and agents from your coding agent \n[ read the mcp docs ] │ ◆ covered from first prompt to production\n──[ changelog ] ──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────── \n* 2026-07-29 (HEAD -> main) supply chain scanning \n* 2026-07-29 mcp server \n* 2026-07-22 webhooks and rest api \n* 2026-07-03 findings kanban and search \n* 2026-07-01 deterministic contributor credit score \n[ full changelog ] \n──[ customer quotes ] ──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────── \n“ i wish i could just let our agents run free and solve all our problems. but at what cost? superagent helps us sleep better at night. ”\n— daniel füvesi, lead engineer, capchase “ it chained vulnerabilities together the way a real attacker builds a kill chain and found exploit paths. a week later, a threat intelligence scanner flagged the same vulnerability. by then it was already fixed. ”\n— scott motte, creator & maintainer, dotenvx “ you guys are the best. ”\n— devin foley, co-founder & cto, paperclip [ all customer stories ] \n──[ get started ] ──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────── \n▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒ free for open source.\nthe whole suite, on any public repo. private repos are paid — contact us and we'll set you up.\nget started [ book a call ] resources\ndocs blog changelog customer stories community\ngithub hugging face discord x linkedin company\nabout contact legal privacy sign in © 2026 Superagent Technologies Inc.\nsystem light dark backed by Y Combinator",[460,466,488,503,520,542,567,576,587,595,603,611],{"url":461,"kind":462,"anchor":463,"title":463,"status":464,"error":465},"https:\u002F\u002Fwww.superagent.sh\u002Fdocs\u002Fagreements","use_case","░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░","error","HTTP 404",{"url":467,"kind":468,"anchor":469,"title":470,"description":471,"headings":472,"feature_evidence":479,"use_case_evidence":483,"fetched_at":486,"status":411,"content_hash":487},"https:\u002F\u002Fwww.superagent.sh\u002Fdocs","feature","docs","Overview | Superagent Docs","Superagent secures AI-native development: PR scans, contributor trust, red teaming, findings triage, guardrails, and CLA agreements.",[473,474,475,476,477,478,444,445,446],"Get Started","Products","Get started","The dashboard","Build on Superagent","Next steps",[480,481,482],"Overview | Superagent Docs superagent _ docs blog changelog get started [ menu ] Search the superagent docs... ⌘ K [ sections: get started ▾ ▴ ] \u002F\u002F get started Overview Quickstart Install GitHub Apps \u002F\u002F pr scans \u002F\u002F agents \u002F\u002F contributor trust \u002F\u002F contributor agreements \u002F\u002F red team \u002F\u002F findings \u002F\u002F mcp \u002F\u002F api \u002F\u002F webhooks \u002F\u002F reference Search the superagent docs... ⌘ K Get Started","Org profile, members, API keys, and webhooks","REST API : create reports, manage findings, and trigger triage over \u002Fapi\u002Fv1 .",[484,485],"CLA templates, versions, and signing workflows ","docs blog changelog customer stories community","2026-08-09T01:16:22.524Z","803cdc1dafd8ff395fc792895ef39d970cd295fbf2910aa715f8b7487ed8dcd4",{"url":489,"kind":468,"anchor":463,"title":490,"description":491,"headings":492,"feature_evidence":498,"use_case_evidence":500,"fetched_at":501,"status":411,"content_hash":502},"https:\u002F\u002Fwww.superagent.sh\u002Fdocs\u002Fpr-scans","PR Scans | Superagent Docs","Superagent PR Scans: security, supply chain, and contributor trust checks on every pull request, with inline comments and GitHub check runs.",[493,494,495,496,497,478,444,445,446],"PR Scans","The checks","Where results appear","Configure scans per repo","From finding to fix",[499],"PR Scans | Superagent Docs superagent _ docs blog changelog get started [ menu ] Search the superagent docs... ⌘ K [ sections: pr scans ▾ ▴ ] \u002F\u002F get started \u002F\u002F pr scans Overview Supply chain scanning \u002F\u002F agents \u002F\u002F contributor trust \u002F\u002F contributor agreements \u002F\u002F red team \u002F\u002F findings \u002F\u002F mcp \u002F\u002F api \u002F\u002F webhooks \u002F\u002F reference Search the superagent docs... ⌘ K PR Scans",[485],"2026-08-09T01:16:22.966Z","e7f681132cb8061d5c1192346e5fe18e596404f86ad3125c01f83a3e7ac0b8e4",{"url":504,"kind":468,"anchor":463,"title":505,"description":506,"headings":507,"feature_evidence":514,"use_case_evidence":517,"fetched_at":518,"status":411,"content_hash":519},"https:\u002F\u002Fwww.superagent.sh\u002Fdocs\u002Fcontributor-trust","Contributor Trust | Superagent Docs","Superagent Contributor Trust scores contributor risk on every pull request and tracks trust and CLA status across your org.",[508,509,510,511,512,513,478,444,445,446],"Contributor Trust","The Contributor trust check","How the score is calculated","The Contributors page","What to monitor","Configure per repo",[515,516],"Contributor Trust | Superagent Docs superagent _ docs blog changelog get started [ menu ] Search the superagent docs... ⌘ K [ sections: contributor trust ▾ ▴ ] \u002F\u002F get started \u002F\u002F pr scans \u002F\u002F agents \u002F\u002F contributor trust Overview \u002F\u002F contributor agreements \u002F\u002F red team \u002F\u002F findings \u002F\u002F mcp \u002F\u002F api \u002F\u002F webhooks \u002F\u002F reference Search the superagent docs... ⌘ K Contributor Trust","Some observations are contextual only. Similar README templates, public repository topics, and claimed profile location do not change the score. Superagent does not infer nationality from language, penalize blockchain work, or claim that text was AI-generated. Cross-account identity and repository correlation are not part of v2.",[485],"2026-08-09T01:16:23.572Z","5a238eef0b9bb15809a66586241182319bdb325f4f9e8c45510047cec724867f",{"url":521,"kind":468,"anchor":463,"title":522,"description":523,"headings":524,"feature_evidence":534,"use_case_evidence":538,"fetched_at":540,"status":411,"content_hash":541},"https:\u002F\u002Fwww.superagent.sh\u002Fdocs\u002Fagents\u002Fcreating-rules","Creating Agent Security Rules | Superagent Docs","Use natural language or YAML to create endpoint security rules, assign them to client groups, and enable enforcement.",[525,526,527,528,529,530,531,532,533,444,445,446],"Creating rules","Default rules","Generate a rule with the assistant","Edit YAML manually","Single-event rules","Sequence rules","Monitoring and enforcement","Assign rules to groups","Validation",[535,536,537],"Creating Agent Security Rules | Superagent Docs superagent _ docs blog changelog get started [ menu ] Search the superagent docs... ⌘ K [ sections: creating rules ▾ ▴ ] \u002F\u002F get started \u002F\u002F pr scans \u002F\u002F agents Agent monitoring Creating rules \u002F\u002F contributor trust \u002F\u002F contributor agreements \u002F\u002F red team \u002F\u002F findings \u002F\u002F mcp \u002F\u002F api \u002F\u002F webhooks \u002F\u002F reference Search the superagent docs... ⌘ K \u002F\u002F agents","Limit this to events in production projects and change the window to 30 events. The assistant is available only to organization owners. Generation is rate-limited and requires AI Gateway configuration on self-hosted deployments.","On self-hosted Node deployments, you can set AGENT_RULE_VALIDATOR_PATH to an executable Numbat v0.1.2 binary. When it is unset, the server downloads the pinned archive for macOS or Linux on arm64 or x64 during the first validation in each process, verifies the archive SHA-256 checksum, and keeps the validator only in that process's private temporary directory. Rule saves fail safely if the validator is unavailable.",[539,485],"Four high-confidence catastrophic-action defaults start in Enforce mode: recursive deletion of root or home, destructive disk operations, fork bombs, and forced termination of all accessible processes. Organization owners can change any of them to Monitor or Disabled. Other default rules start in Monitor mode to avoid blocking legitimate developer and administrator workflows.","2026-08-09T01:16:23.977Z","0bec551fa6a881af9f8a5b8e08a6048aaeebd6bdb73faa55cef844daf5e8b255",{"url":543,"kind":468,"anchor":463,"title":544,"description":545,"headings":546,"feature_evidence":557,"use_case_evidence":564,"fetched_at":565,"status":411,"content_hash":566},"https:\u002F\u002Fwww.superagent.sh\u002Fdocs\u002Fagents\u002Fagent-monitoring","Agent monitoring | Superagent Docs","Register endpoint clients, organize them into groups, and monitor coding agents with locally evaluated security rules.",[547,548,549,550,551,552,553,554,555,556,444,445,446],"Agent monitoring","Register and pair a client","Groups and effective rules","Programmatic management","Review activity and alerts","Manage live monitoring","Monitor and enforce modes","Scan existing artifacts","Supported platforms","Revocation and local cleanup",[558,559,560,561,562,563],"Agent monitoring | Superagent Docs superagent _ docs blog changelog get started [ menu ] Search the superagent docs... ⌘ K [ sections: agent monitoring ▾ ▴ ] \u002F\u002F get started \u002F\u002F pr scans \u002F\u002F agents Agent monitoring Creating rules \u002F\u002F contributor trust \u002F\u002F contributor agreements \u002F\u002F red team \u002F\u002F findings \u002F\u002F mcp \u002F\u002F api \u002F\u002F webhooks \u002F\u002F reference Search the superagent docs... ⌘ K \u002F\u002F agents","--api-url https:\u002F\u002Fwww.superagent.sh The installer downloads the standalone executable for the current platform from the latest GitHub Release, verifies its SHA-256 checksum, and installs it to ~\u002F.local\u002Fbin without sudo . It then passes the remaining arguments to the installed superagent executable. Node.js, npm, and npx are not required.","--api-url https:\u002F\u002Fwww.superagent.sh \\","--agent cursor For self-hosted deployments, pass the control-plane origin:","--api-url https:\u002F\u002Fsuperagent.example.com Groups and effective rules","Organization API keys can manage clients, groups, rules, pairing tokens, and alerts through the REST API or MCP. See the Agents API for endpoints and examples.",[485],"2026-08-09T01:16:24.491Z","5fe36547686cd3c8aa2a522cfbc35167bc94e3575d664ad0c166682a255df1ae",{"url":568,"kind":569,"title":570,"description":571,"feature_evidence":572,"use_case_evidence":573,"fetched_at":574,"status":411,"content_hash":575},"https:\u002F\u002Fwww.superagent.sh\u002Fblog","blog","Blog | Superagent","Updates and writing from the Superagent team on securing code and agents, vulnerability research, and open source security.",[],[485],"2026-08-09T01:16:25.584Z","81f3eb8be6e50baa55a4a4a498cdf63e5207ed2e9a872501e7f53bfe0a8541d7",{"url":577,"kind":569,"title":578,"description":579,"feature_evidence":580,"use_case_evidence":583,"fetched_at":585,"status":411,"content_hash":586},"https:\u002F\u002Fwww.superagent.sh\u002Fblog\u002Fwhen-terminal-output-owns-your-clipboard-osc-52-in-warp","When Terminal Output Owns Your Clipboard | Superagent","Affected Warp builds honored OSC 52 clipboard sequences from terminal output, allowing silent clipboard reads and writes. How CVE-2026-48725 worked.",[581,582],"A terminal does not only draw glyphs. It interprets a small in-band command language embedded in the byte stream: escape sequences that move the cursor, set colors, and manipulate the clipboard. It cannot tell a sequence a human intended from one that merely appeared in a program's output. A control byte is a control byte regardless of origin, so any output stream is an injection vector.","The write path is an integrity problem: output can replace a copied value (a command, a URL, a wallet address) between copy and paste. The read path is the more serious, confidentiality problem, because reflection is an exfiltration primitive: a secret on the clipboard - a password, a one-time code, an API token - can be read by whatever produced the query. The only precondition is that the user views attacker-controlled output, hence AV:N \u002F UI:R with confidentiality and integrity both rated High.",[584,485],"Affected Warp builds ( >=v0.2021.04.25.23.05.stable_00 ) honored OSC 52 for both write and read from ordinary output, with no gate defaulting to deny. The advisory classifies this as CWE-276, Incorrect Default Permissions. OSC 52 is legitimate - tmux, vim, and remote-editing workflows use it - but the capability was granted to arbitrary output by default rather than being opt-in.","2026-08-09T01:16:25.944Z","6928edcc926a6adaf6e0e20e1837033a6cd676fcbab3d7a12fdbcb094371ca69",{"url":588,"kind":569,"title":589,"description":590,"feature_evidence":591,"use_case_evidence":592,"fetched_at":593,"status":411,"content_hash":594},"https:\u002F\u002Fwww.superagent.sh\u002Fblog\u002Fa-bad-patch-is-worse-than-no-patch","Bad Security Patches Cost More Than Bugs | Superagent","AI makes finding vulnerabilities cheap, but real security value comes from validating findings, fixing safely, and merging patches into production code.",[],[485],"2026-08-09T01:16:26.300Z","bb2db67c4c995895fcdf571709a9c49a8ab2d645bbc151f6c5f09522d58e2b3a",{"url":596,"kind":569,"title":597,"description":598,"feature_evidence":599,"use_case_evidence":600,"fetched_at":601,"status":411,"content_hash":602},"https:\u002F\u002Fwww.superagent.sh\u002Fblog\u002Fbackburning-open-source-partnering-with-dotenvx","Backburning Open Source with dotenvx | Superagent","Our dotenvx partnership shows how open source maintainers can find exploit paths before attackers do and close the silent window.",[],[485],"2026-08-09T01:16:26.675Z","44d2661ed6d7e9ce86fb51b6bbe436a7b90ab9ed04f218da535e6bde9ceb4582",{"url":604,"kind":569,"title":605,"description":606,"feature_evidence":607,"use_case_evidence":608,"fetched_at":609,"status":411,"content_hash":610},"https:\u002F\u002Fwww.superagent.sh\u002Fblog\u002Ffrontier-models-miss-57-percent-of-threats","Frontier models miss 57% of threats in agent context | brin","We benchmarked Claude 4.6 Opus against brin on 485 real artifacts across six categories. The model missed 57% of threats, including 100% of graph-based signals. Full results and methodology.",[],[485],"2026-08-09T01:16:27.029Z","32248513c099e75ce5e619a58b9936df090514c68cc0a8b3d20b66b0891738a9",{"url":612,"kind":569,"title":613,"description":614,"feature_evidence":615,"use_case_evidence":616,"fetched_at":620,"status":411,"content_hash":621},"https:\u002F\u002Fwww.superagent.sh\u002Fblog\u002Fcline-incident-broken-security-model","The Cline Incidents and the Broken Security Model | Superagent","Two Cline security incidents expose the same flaw: AI agents treat untrusted content as instructions. Why the current security model for AI agents is fundamentally broken.",[],[617,618,619,485],"This is the second Cline security incident in two months. The first, documented by Adnan Khan , was worse. An attacker could open a GitHub issue with a malicious title. Cline's AI-powered issue triage workflow would read the title, interpret the embedded instructions as legitimate commands, and execute arbitrary code. From there: GitHub Actions cache poisoning, pivot to the release pipeline, steal the publish tokens, push malware to five million developers. The full chain worked. Someone appears to have attempted it before public disclosure.","The npm incident follows the same logic from a different angle. Compromised publish tokens are not new. What's new is what happens after the package lands. Developers aren't just installing packages for their own machines anymore. They're running agent workflows that call npm install autonomously. An AI coding agent that installs a dependency as part of a task will run the postinstall script. Without reading it. Without pausing. It has work to do and postinstall scripts are not its problem.","What needs to change is not complicated to say. Package registries need behavioral analysis at publish time. Agent workflows need content isolation: a hard distinction between \"data to be processed\" and \"instructions to be executed.\" AI triage workflows need minimal permissions: if you're reading issues and writing comments, you do not need Bash. The principle of least privilege is fifty years old and still treated as optional.","2026-08-09T01:16:27.401Z","3cb6593f1baa23a8385fed22b2e85af3cf89941594d1fec52ce307a75db18482",[623],{"url":624,"title":625,"kind":626},"https:\u002F\u002Fpaperclip.ing\u002F","paperclip","research",[628,629,630,631,632,633],{"title":570,"url":568,"fetched_at":574},{"title":578,"url":577,"fetched_at":585},{"title":589,"url":588,"fetched_at":593},{"title":597,"url":596,"fetched_at":601},{"title":605,"url":604,"fetched_at":609},{"title":613,"url":612,"fetched_at":620},[],[457,480,481,482,499,515,516,535,536,537,558,559,560,561,562,563],"tak",[],"unknown","brak informacji","framework","4.3\u002F5 (Product Hunt, 67 recenzji)",[643,644,645,646,647,648,649,650,651,652,653,654,655,656,657,658,367,659,660,368,661],"REST API","RAG na własnych dokumentach","Agenty z pamięcią","Narzędzia: web search","Narzędzia: uruchamianie kodu Python","Narzędzia: akcje przeglądarki","Obsługa wielu modeli LLM przez LiteLLM","Self-hosting przez Docker Compose","Integracja z GitHub","MCP server","Webhooks","Supply-chain scanning","Guardrails \u002F runtime monitoring","Red teaming","Agenci z pamięcią (zapamiętują historię rozmów)","RAG na własnych dokumentach (PDF, CSV, TXT)","REST API do integracji z dowolną aplikacją","Obsługa wielu LLM przez LiteLLM: GPT-4, Claude, Gemini, Mistral, lokalne modele (Ollama)","Upload dokumentów jako kontekst dla agenta","Open source framework do budowania agentów AI z REST API i RAG na własnym serwerze. Darmowy i open source (MIT license).",[664,665,643,666,667,668,669,670,671,672,673,674],"GitHub","MCP","webhooks","LiteLLM","OpenAI","Anthropic","Cohere","Ollama","Brave Search","SerpAPI","OpenAPI",[676,677,643],"angielski","Python","MIT",[680,375,681,377,374],"Brak opcji no-code","API może się zmieniać między wersjami",[683,684,685,686,671,668,669,670,687],"GPT-4","Claude","Gemini","Mistral","Ollama (lokalne modele)",[689,694,698,702,706],{"plan_name":333,"access_model":638,"price":690,"currency":691,"billing_period":692,"included_usage":693,"trial_days":638,"card_required":638,"source_evidence":638},"$0","USD","miesięczny","Open source \u002F self-hosted",{"plan_name":695,"access_model":638,"price":696,"currency":691,"billing_period":692,"included_usage":697,"trial_days":638,"card_required":638,"source_evidence":638},"Cloud Free","0","1 agent, limit requestów",{"plan_name":699,"access_model":638,"price":700,"currency":691,"billing_period":692,"included_usage":701,"trial_days":638,"card_required":638,"source_evidence":638},"Cloud Paid","od $29\u002Fmc","nieograniczeni agenci",{"plan_name":333,"access_model":312,"price":696,"currency":691,"billing_period":703,"included_usage":704,"trial_days":638,"card_required":638,"source_evidence":705},"one_time","Self-hosted, open source (MIT license). Pay only for hosting and LLM tokens.","Bezpłatny (open source) – źródło: Odkrywaj.AI",{"plan_name":707,"access_model":708,"price":709,"currency":691,"billing_period":710,"included_usage":711,"trial_days":638,"card_required":638,"source_evidence":712},"Cloud","cloud","0 (free tier) \u002F 29+ (paid)","monthly","Free tier: 1 agent, limited requests. Paid plans from $29\u002Fmonth for unlimited agents.","Superagent Cloud (superagent.sh): managed hosting z bezpłatnym planem (1 agent, limit requestów) i płatnymi planami od $29\u002Fmc dla nieograniczonych agentów.","Open source self-hosted jest darmowy ($0). Wersja cloud ma bezpłatny plan z limitem oraz płatne plany od $29\u002Fmc.","Brak potwierdzenia, że dane są używane do trenowania modeli; materiał wskazuje na self-hosting i kontrolę nad danymi na własnej infrastrukturze, ale nie podaje polityki treningu danych.",[],"Superagent to open source framework do budowania i deployowania agentów AI z REST API oraz RAG na własnym serwerze. Oficjalna strona potwierdza funkcje bezpieczeństwa, integrację z GitHub, MCP server, webhooks i REST API; katalog odkrywaj.ai potwierdza self-hosting, RAG, wsparcie wielu modeli i model cenowy. Brak dowodu na datę premiery, region danych, politykę trenowania danych i zgodność GDPR.","Strona oficjalna akcentuje bezpieczeństwo: skany PR, contributor trust, guardrails runtime, monitoring agentów i red teaming. Opis produktu wskazuje też na prywatność domyślną w wybranych modułach, ale brak publicznie zweryfikowanej informacji o certyfikacjach lub regionie danych.",[719,708,720,721,722,723,724],"self-hosted","Docker Compose","Docker","Linux","macOS","Windows (przez Docker)",[726,727,728,729,730,731,732,733,734,735,736],"developerzy","backend developerzy","startupy budujące produkty AI","data scientists","AI engineers","firmy z wymogami prywatności danych","Developerzy","Firmy techniczne","Startupy budujące produkty AI","Data scientists i AI engineers","Firmy z wymogami prywatności danych",[738,739,740,741,742,743,744,745,746,747],"Budowa chatbotów i asystentów AI","RAG na dokumentach firmowych","Integracja agentów przez REST API","Testowanie różnych modeli i strategii agentów","Self-hosting z pełną kontrolą nad danymi","Automatyzacja zadań developerskich i bezpieczeństwa kodu","Budowanie chatbotów i asystentów AI z REST API","Tworzenie agentów z RAG na własnych dokumentach","Testowanie różnych modeli LLM i strategii agentów","Self-hosting z pełną kontrolą nad danymi i kosztami","published","2026-08-12T18:23:40.083Z",[751,752,753,754],"CrewAI","LangChain","Dify","Relevance AI",{"checked_at":749,"ready":415,"failed":756},[],"Nieznana kategoria: automatyzacja\u002Fagenci-ai (auto-fix)","```markdown\n# **Superagent – Open-Source’owy Framework do Budowy Inteligentnych Agentów AI**\n\n**Superagent** to zaawansowany, otwartoźródłowy framework umożliwiający tworzenie spersonalizowanych agentów AI z wykorzystaniem **REST API** i **Retrieval-Augmented Generation (RAG)**. Narzędzie przeznaczone jest dla developerów, firm i zespołów IT, które chcą budować własne chatboty, asystentów AI lub integrować sztuczną inteligencję z wewnętrznymi systemami – **bez uzależnienia od zewnętrznych dostawców**.\n\n---\n\n## **Najważniejsze Funkcje**\n\n1. **REST API dla Agentów AI**\n   Superagent pozwala na łatwe tworzenie i zarządzanie agentami AI za pomocą standardowego interfejsu REST. Dzięki temu można je zintegrować z dowolnym systemem, aplikacją webową lub mobilną.\n\n2. **RAG na Własnych Dokumentach**\n   Framework umożliwia **wyszukiwanie i generowanie odpowiedzi na podstawie prywatnych danych** (PDF, bazy wiedzy, dokumenty firmowe) bez konieczności udostępniania ich zewnętrznym modelom.\n\n3. **Agenty z Pamięcią Kontekstową**\n   Superagent wspiera budowę agentów, które **zapamiętują konwersacje** i utrzymują spójny kontekst, co jest kluczowe dla zaawansowanych chatbotów lub asystentów klienta.\n\n4. **Wbudowane Narzędzia (Tools)**\n   - **Web Search** – agent może przeszukiwać internet w czasie rzeczywistym.\n   - **Wykonywanie Kodu Python** – możliwość uruchamiania skryptów i automatyzacji zadań bezpośrednio przez AI.\n\n5. **Samodzielne Hostowanie (Self-Hosted)**\n   Cały framework można uruchomić na **własnej infrastrukturze** (lokalnie lub w chmurze), co gwarantuje pełną kontrolę nad danymi i bezpieczeństwem.\n\n---\n\n## **Dla Kogo Jest Superagent?**\n\n✅ **Developerzy i inżynierowie AI**\n– Chcący budować niestandardowe rozwiązania AI bez ograniczeń komercyjnych platform.\n\n✅ **Firmy i startupy**\n– Potrzebujące **prywatnych chatbotów** lub systemów RAG opartych na wewnętrznych dokumentach (np. HR, support techniczny, analiza danych).\n\n✅ **Zespoły DevOps\u002FIT**\n– Szukające narzędzia do automatyzacji zadań za pomocą agentów AI zintegrowanych z istniejącą infrastrukturą.\n\n✅ **Badacze i hobbyści**\n– Eksperymentujący z modelami językowymi i chcący testować RAG lub multi-agentowe systemy.\n\n---\n\n## **Cena**\n\nSuperagent oferuje **dwa modele dostępu**:\n\n1. **Open-Source (Self-Hosted) – $0**\n   - Pełny kod źródłowy (licencja **MIT**).\n   - Możliwość uruchomienia na własnym serwerze (lokalnie, AWS, GCP itp.).\n   - Brak limitów funkcjonalnych, ale wymaga własnej infrastruktury.\n\n2. **Wersja Cloud (Hostowana)**\n   - **Darmowy plan** z ograniczeniami (np. limit zapytań).\n   - **Płatne plany** od **$29\u002Fmiesiąc** (dokładne ceny zależą od skali użycia).\n\n---\n## **Zalety i Wady**\n\n### ✅ **Zalety**\n1. **Pełna kontrola nad danymi**\n   – Self-hosted eliminuje ryzyko wycieku informacji do zewnętrznych dostawców.\n\n2. **Elastyczność i rozbudowane API**\n   – Możliwość tworzenia zaawansowanych agentów z pamięcią, narzędziami i integracjami.\n\n3. **Open-source i darmowy w wersji podstawowej**\n   – Brak ukrytych kosztów dla użytkowników samodzielnie hostujących rozwiązanie.\n\n### ❌ **Wady**\n1. **Wymaga wiedzy technicznej**\n   – Konieczność konfiguracji serwera i znajomości Python\u002FDockera może być barierą dla mniej zaawansowanych użytkowników.\n\n2. **Brak gotowych szablonów UI\u002FUX**\n   – Framework skupia się na backendzie – interfejs użytkownika trzeba zbudować samodzielnie lub zintegrować z istniejącymi systemami.\n\n3. **Ograniczenia wersji cloud**\n   – Darmowy plan ma limity, a płatne opcje mogą być drogie dla małych projektów.\n\n---\n\n## **Werdykt – Czy Warto?**\n\n**Superagent to jedno z najbardziej zaawansowanych open-source’owych narzędzi do budowy agentów AI** – idealne dla firm i developerów, którzy potrzebują **prywatnych, skalowalnych rozwiązań RAG lub chatbotów** bez uzależnienia od zewnętrznych API. Jeśli masz zasoby techniczne (lub chcesz je rozwinąć), framework ten daje **nieograniczone możliwości dostosowania** przy zerowych kosztach licencyjnych. **Dla mniej zaawansowanych użytkowników może być jednak zbyt skomplikowany** – w takim przypadku warto rozważyć gotowe platformy SaaS.\n```",{"source_page_url":306,"final_url":306,"fetched_at":410},{"alternatives_count":186,"active_deals":186},[],[],{"data":764},[765,776,784,792,798,805,811,819,825,832,839,846,854,861,868,875,882,889,897,904,910,917,925,932,940,948,956,964,971,979,986,993,1000,1008,1015,1023,1031,1038,1044,1051,1058,1065,1072,1078,1085,1093,1101,1106,1113,1120,1126,1134,1141,1148,1155,1162,1170,1177,1184,1191,1198,1205,1213,1218,1223,1230,1237,1245,1252,1259,1267,1274,1281,1286,1293,1298,1305,1312,1319,1326,1333,1340,1346,1354,1362,1369,1376,1383,1388,1393,1398,1402,1407,1412,1416,1420,1424,1428,1433,1436],{"id":766,"type":767,"title":768,"body":769,"tool_name":770,"z2u_price":771,"z2u_url":772,"status":773,"read_at":774,"created_at":775},797,"price_drop","💰 WinnerAdSpy — spadek ceny","Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €77.95 (regular: €278.95) | Rabat: 72%","WinnerAdSpy",77.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fwinneradspy","unread",null,"2026-09-24T04:15:26.545Z",{"id":777,"type":767,"title":778,"body":779,"tool_name":780,"z2u_price":781,"z2u_url":782,"status":773,"read_at":774,"created_at":783},796,"💰 Vora — spadek ceny","Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €66.95 (regular: €660.95) | Rabat: 90%","Vora",66.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fvora","2026-09-24T04:15:26.413Z",{"id":785,"type":767,"title":786,"body":787,"tool_name":788,"z2u_price":789,"z2u_url":790,"status":773,"read_at":774,"created_at":791},795,"💰 ShareLinkPro — spadek ceny","Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €56.95 (regular: €223.95) | Rabat: 75%","ShareLinkPro",56.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fsharelinkpro","2026-09-24T04:15:26.276Z",{"id":793,"type":767,"title":794,"body":779,"tool_name":795,"z2u_price":781,"z2u_url":796,"status":773,"read_at":774,"created_at":797},794,"💰 Seamless QR Code — spadek ceny","Seamless QR Code","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fseamless-qr-code","2026-09-24T04:15:26.144Z",{"id":799,"type":767,"title":800,"body":801,"tool_name":802,"z2u_price":771,"z2u_url":803,"status":773,"read_at":774,"created_at":804},793,"💰 Newsletterly — spadek ceny","Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €77.95 (regular: €772.95) | Rabat: 90%","Newsletterly","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fnewsletterly","2026-09-24T04:15:25.712Z",{"id":806,"type":767,"title":807,"body":801,"tool_name":808,"z2u_price":771,"z2u_url":809,"status":773,"read_at":774,"created_at":810},792,"💰 ListsGenie — spadek ceny","ListsGenie","https:\u002F\u002Fdealify.com\u002Fproducts\u002Flistsgenie","2026-09-24T04:15:25.476Z",{"id":812,"type":767,"title":813,"body":814,"tool_name":815,"z2u_price":816,"z2u_url":817,"status":773,"read_at":774,"created_at":818},791,"💰 Inspire Sales Academy — spadek ceny","Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €222.95 (regular: €558.95) | Rabat: 60%","Inspire Sales Academy",222.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Finspire-sales-academy","2026-09-24T04:15:25.229Z",{"id":820,"type":767,"title":821,"body":801,"tool_name":822,"z2u_price":771,"z2u_url":823,"status":773,"read_at":774,"created_at":824},790,"💰 Glanc AI — spadek ceny","Glanc AI","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fglanc-ai","2026-09-24T04:15:24.997Z",{"id":826,"type":767,"title":827,"body":828,"tool_name":829,"z2u_price":771,"z2u_url":830,"status":773,"read_at":774,"created_at":831},789,"💰 EasySendy — spadek ceny","Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €77.95 (regular: €638.95) | Rabat: 88%","EasySendy","https:\u002F\u002Fdealify.com\u002Fproducts\u002Feasysendy","2026-09-24T04:15:24.761Z",{"id":833,"type":767,"title":834,"body":835,"tool_name":836,"z2u_price":781,"z2u_url":837,"status":773,"read_at":774,"created_at":838},788,"💰 OnChat — spadek ceny","Platforma: Dealify | Kategoria: E-commerce | Cena: €66.95 (regular: €660.95) | Rabat: 90%","OnChat","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fonchat","2026-09-24T04:15:22.662Z",{"id":840,"type":767,"title":841,"body":842,"tool_name":843,"z2u_price":781,"z2u_url":844,"status":773,"read_at":774,"created_at":845},787,"💰 Helpmate — spadek ceny","Platforma: Dealify | Kategoria: E-commerce | Cena: €66.95 (regular: €99.95) | Rabat: 33%","Helpmate","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fhelpmate","2026-09-24T04:15:22.408Z",{"id":847,"type":767,"title":848,"body":849,"tool_name":850,"z2u_price":851,"z2u_url":852,"status":773,"read_at":774,"created_at":853},786,"💰 Scramble Cloud — spadek ceny","Platforma: Dealify | Kategoria: Cloud | Cena: €144.95 (regular: €334.95) | Rabat: 57%","Scramble Cloud",144.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fscramble-cloud","2026-09-24T04:15:19.193Z",{"id":855,"type":767,"title":856,"body":857,"tool_name":858,"z2u_price":781,"z2u_url":859,"status":773,"read_at":774,"created_at":860},785,"💰 Playix.cloud — spadek ceny","Platforma: Dealify | Kategoria: Cloud | Cena: €66.95 (regular: €660.95) | Rabat: 90%","Playix.cloud","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fplayix-cloud","2026-09-24T04:15:19.054Z",{"id":862,"type":767,"title":863,"body":864,"tool_name":865,"z2u_price":781,"z2u_url":866,"status":773,"read_at":774,"created_at":867},784,"💰 Purple Photo — spadek ceny","Platforma: Dealify | Kategoria: Creative | Cena: €66.95 (regular: €88.95) | Rabat: 25%","Purple Photo","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fpurple-photo","2026-09-24T04:15:17.103Z",{"id":869,"type":767,"title":870,"body":871,"tool_name":872,"z2u_price":781,"z2u_url":873,"status":773,"read_at":774,"created_at":874},783,"💰 CursorClip — spadek ceny","Platforma: Dealify | Kategoria: Creative | Cena: €66.95 (regular: €108.95) | Rabat: 39%","CursorClip","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fcursorclip","2026-09-24T04:15:16.869Z",{"id":876,"type":767,"title":877,"body":878,"tool_name":879,"z2u_price":781,"z2u_url":880,"status":773,"read_at":774,"created_at":881},782,"💰 Creatiyo — spadek ceny","Platforma: Dealify | Kategoria: Creative | Cena: €66.95 (regular: €222.95) | Rabat: 70%","Creatiyo","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fcreatiyo","2026-09-24T04:15:16.732Z",{"id":883,"type":767,"title":884,"body":885,"tool_name":886,"z2u_price":781,"z2u_url":887,"status":773,"read_at":774,"created_at":888},781,"💰 Blupry Bundle — spadek ceny","Platforma: Dealify | Kategoria: Creative | Cena: €66.95 (regular: €254.95) | Rabat: 74%","Blupry Bundle","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fblupry","2026-09-24T04:15:16.599Z",{"id":890,"type":767,"title":891,"body":892,"tool_name":893,"z2u_price":894,"z2u_url":895,"status":773,"read_at":774,"created_at":896},780,"💰 Al Webcam Effects — spadek ceny","Platforma: Dealify | Kategoria: Creative | Cena: €133.95 (regular: €1118.95) | Rabat: 88%","Al Webcam Effects",133.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fal-webcam-effects","2026-09-24T04:15:16.453Z",{"id":898,"type":767,"title":899,"body":900,"tool_name":901,"z2u_price":781,"z2u_url":902,"status":773,"read_at":774,"created_at":903},779,"💰 Vocal — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €66.95 (regular: €660.95) | Rabat: 90%","Vocal","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fvocal","2026-09-24T04:15:14.748Z",{"id":905,"type":767,"title":906,"body":900,"tool_name":907,"z2u_price":781,"z2u_url":908,"status":773,"read_at":774,"created_at":909},778,"💰 Vimageo — spadek ceny","Vimageo","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fvimageo","2026-09-24T04:15:14.609Z",{"id":911,"type":767,"title":912,"body":913,"tool_name":914,"z2u_price":771,"z2u_url":915,"status":773,"read_at":774,"created_at":916},777,"💰 UPDF — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €77.95 (regular: €123.95) | Rabat: 37%","UPDF","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fupdf","2026-09-24T04:15:14.250Z",{"id":918,"type":767,"title":919,"body":920,"tool_name":921,"z2u_price":922,"z2u_url":923,"status":773,"read_at":774,"created_at":924},776,"💰 SwifDoo PDF — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €67.95 (regular: €712.95) | Rabat: 90%","SwifDoo PDF",67.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fswifdoo-pdf","2026-09-24T04:15:14.010Z",{"id":926,"type":767,"title":927,"body":928,"tool_name":929,"z2u_price":771,"z2u_url":930,"status":773,"read_at":774,"created_at":931},775,"💰 PhotoKit — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €77.95 (regular: €144.95) | Rabat: 46%","PhotoKit","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fphotokit","2026-09-24T04:15:13.469Z",{"id":933,"type":767,"title":934,"body":935,"tool_name":936,"z2u_price":937,"z2u_url":938,"status":773,"read_at":774,"created_at":939},774,"💰 PasswordLink — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €112.95 (regular: €894.95) | Rabat: 87%","PasswordLink",112.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fpasswordlink","2026-09-24T04:15:13.229Z",{"id":941,"type":767,"title":942,"body":943,"tool_name":944,"z2u_price":945,"z2u_url":946,"status":773,"read_at":774,"created_at":947},773,"💰 LightPDF — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €116.95 (regular: €222.95) | Rabat: 48%","LightPDF",116.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Flightpdf","2026-09-24T04:15:12.888Z",{"id":949,"type":767,"title":950,"body":951,"tool_name":952,"z2u_price":953,"z2u_url":954,"status":773,"read_at":774,"created_at":955},772,"💰 International Open Academy — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €200.95 (regular: €446.95) | Rabat: 55%","International Open Academy",200.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Finternational-open-academy","2026-09-24T04:15:12.747Z",{"id":957,"type":767,"title":958,"body":959,"tool_name":960,"z2u_price":961,"z2u_url":962,"status":773,"read_at":774,"created_at":963},771,"💰 FlashBooks — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €278.95 (regular: €1948.95) | Rabat: 86%","FlashBooks",278.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fflashbooks","2026-09-24T04:15:12.613Z",{"id":965,"type":767,"title":966,"body":967,"tool_name":968,"z2u_price":771,"z2u_url":969,"status":773,"read_at":774,"created_at":970},770,"💰 Ebookany — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €77.95 (regular: €166.95) | Rabat: 53%","Ebookany","https:\u002F\u002Fdealify.com\u002Fproducts\u002Febookany","2026-09-24T04:15:12.481Z",{"id":972,"type":767,"title":973,"body":974,"tool_name":975,"z2u_price":976,"z2u_url":977,"status":773,"read_at":774,"created_at":978},769,"💰 Envoice — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €155.95 (regular: €1556.95) | Rabat: 90%","Envoice",155.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fenvoice","2026-09-24T04:15:10.301Z",{"id":980,"type":767,"title":981,"body":982,"tool_name":983,"z2u_price":781,"z2u_url":984,"status":773,"read_at":774,"created_at":985},768,"💰 Classified Billing — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €66.95 (regular: €660.95) | Rabat: 90%","Classified Billing","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fclassified-billing","2026-09-24T04:15:10.167Z",{"id":987,"type":767,"title":988,"body":989,"tool_name":990,"z2u_price":771,"z2u_url":991,"status":773,"read_at":774,"created_at":992},767,"💰 Sterling Stock Picker — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €77.95 (regular: €272.95) | Rabat: 71%","Sterling Stock Picker","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fsterling-stock-picker","2026-09-24T04:15:09.931Z",{"id":994,"type":767,"title":995,"body":996,"tool_name":997,"z2u_price":771,"z2u_url":998,"status":773,"read_at":774,"created_at":999},766,"💰 AI Vizologi — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €77.95 (regular: €765.95) | Rabat: 90%","AI Vizologi","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fai-vizologi","2026-09-24T04:15:09.786Z",{"id":1001,"type":767,"title":1002,"body":1003,"tool_name":1004,"z2u_price":1005,"z2u_url":1006,"status":773,"read_at":774,"created_at":1007},765,"💰 Paddle CRM — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €332.95 (regular: €3325.95) | Rabat: 90%","Paddle CRM",332.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fpaddle-crm","2026-09-24T04:15:09.546Z",{"id":1009,"type":767,"title":1010,"body":1011,"tool_name":1012,"z2u_price":771,"z2u_url":1013,"status":773,"read_at":774,"created_at":1014},764,"💰 IdeaBuddy — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €77.95 (regular: €1612.95) | Rabat: 95%","IdeaBuddy","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fideabuddy","2026-09-24T04:15:09.277Z",{"id":1016,"type":767,"title":1017,"body":1018,"tool_name":1019,"z2u_price":1020,"z2u_url":1021,"status":773,"read_at":774,"created_at":1022},763,"💰 LeadLocator — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €189.95 (regular: €1892.95) | Rabat: 90%","LeadLocator",189.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fleadlocator","2026-09-24T04:15:09.140Z",{"id":1024,"type":767,"title":1025,"body":1026,"tool_name":1027,"z2u_price":1028,"z2u_url":1029,"status":773,"read_at":774,"created_at":1030},762,"💰 Sociosight — spadek ceny","Platforma: Dealify | Kategoria: Social Media | Cena: €75.95 (regular: €106.95) | Rabat: 29%","Sociosight",75.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fsociosight","2026-09-24T04:15:07.493Z",{"id":1032,"type":767,"title":1033,"body":1034,"tool_name":1035,"z2u_price":781,"z2u_url":1036,"status":773,"read_at":774,"created_at":1037},761,"💰 Qura Al — spadek ceny","Platforma: Dealify | Kategoria: Social Media | Cena: €66.95 (regular: €660.95) | Rabat: 90%","Qura Al","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fqura-al","2026-09-24T04:15:07.351Z",{"id":1039,"type":767,"title":1040,"body":1034,"tool_name":1041,"z2u_price":781,"z2u_url":1042,"status":773,"read_at":774,"created_at":1043},760,"💰 Brand2Social — spadek ceny","Brand2Social","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fbrand2social","2026-09-24T04:15:07.111Z",{"id":1045,"type":767,"title":1046,"body":1047,"tool_name":1048,"z2u_price":781,"z2u_url":1049,"status":773,"read_at":774,"created_at":1050},759,"💰 WP Website Speedy — spadek ceny","Platforma: Dealify | Kategoria: SEO | Cena: €66.95 (regular: €660.95) | Rabat: 90%","WP Website Speedy","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fwebsite-speedy","2026-09-24T04:15:04.647Z",{"id":1052,"type":767,"title":1053,"body":1054,"tool_name":1055,"z2u_price":771,"z2u_url":1056,"status":773,"read_at":774,"created_at":1057},758,"💰 Screpy — spadek ceny","Platforma: Dealify | Kategoria: SEO | Cena: €77.95 (regular: €503.95) | Rabat: 85%","Screpy","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fscrepy","2026-09-24T04:15:04.399Z",{"id":1059,"type":767,"title":1060,"body":1061,"tool_name":1062,"z2u_price":781,"z2u_url":1063,"status":773,"read_at":774,"created_at":1064},757,"💰 LocalAuditPro — spadek ceny","Platforma: Dealify | Kategoria: SEO | Cena: €66.95 (regular: €358.95) | Rabat: 81%","LocalAuditPro","https:\u002F\u002Fdealify.com\u002Fproducts\u002Flocalauditpro","2026-09-24T04:15:04.244Z",{"id":1066,"type":767,"title":1067,"body":1068,"tool_name":1069,"z2u_price":771,"z2u_url":1070,"status":773,"read_at":774,"created_at":1071},756,"💰 Labrika — spadek ceny","Platforma: Dealify | Kategoria: SEO | Cena: €77.95 (regular: €765.95) | Rabat: 90%","Labrika","https:\u002F\u002Fdealify.com\u002Fproducts\u002Flabrika","2026-09-24T04:15:04.098Z",{"id":1073,"type":767,"title":1074,"body":1047,"tool_name":1075,"z2u_price":781,"z2u_url":1076,"status":773,"read_at":774,"created_at":1077},755,"💰 360contentOPS — spadek ceny","360contentOPS","https:\u002F\u002Fdealify.com\u002Fproducts\u002F360contentops","2026-09-24T04:15:03.650Z",{"id":1079,"type":1080,"title":1081,"body":1082,"tool_name":780,"z2u_price":1083,"z2u_url":782,"status":773,"read_at":774,"created_at":1084},754,"new_tool_found","🆕 Vora — €65.95 (-90%)","Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €65.95 (regular: €657.95) | Rabat: 90%",65.95,"2026-09-23T04:15:26.007Z",{"id":1086,"type":767,"title":1087,"body":1088,"tool_name":1089,"z2u_price":1090,"z2u_url":1091,"status":773,"read_at":774,"created_at":1092},753,"💰 Poko Motion — spadek ceny","Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €110.95 (regular: €1103.95) | Rabat: 90%","Poko Motion",110.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fpoko-motion","2026-09-23T04:15:25.471Z",{"id":1094,"type":767,"title":1095,"body":1096,"tool_name":1097,"z2u_price":1098,"z2u_url":1099,"status":773,"read_at":774,"created_at":1100},752,"💰 LinkFinder AI — spadek ceny","Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €88.95 (regular: €880.95) | Rabat: 90%","LinkFinder AI",88.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Flinkfinder-ai","2026-09-23T04:15:25.034Z",{"id":1102,"type":767,"title":813,"body":1103,"tool_name":815,"z2u_price":1104,"z2u_url":817,"status":773,"read_at":774,"created_at":1105},751,"Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €221.95 (regular: €556.95) | Rabat: 60%",221.95,"2026-09-23T04:15:24.900Z",{"id":1107,"type":767,"title":1108,"body":1109,"tool_name":1110,"z2u_price":1090,"z2u_url":1111,"status":773,"read_at":774,"created_at":1112},750,"💰 HelloFeed — spadek ceny","Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €110.95 (regular: €2621.95) | Rabat: 96%","HelloFeed","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fhellofeed","2026-09-23T04:15:24.761Z",{"id":1114,"type":767,"title":1115,"body":1116,"tool_name":1117,"z2u_price":1090,"z2u_url":1118,"status":773,"read_at":774,"created_at":1119},749,"💰 Formly — spadek ceny","Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €110.95 (regular: €1616.95) | Rabat: 93%","Formly","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fformly","2026-09-23T04:15:24.475Z",{"id":1121,"type":767,"title":1122,"body":1096,"tool_name":1123,"z2u_price":1098,"z2u_url":1124,"status":773,"read_at":774,"created_at":1125},748,"💰 CopyMail Studio — spadek ceny","CopyMail Studio","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fcopymail","2026-09-23T04:15:24.237Z",{"id":1127,"type":767,"title":1128,"body":1129,"tool_name":1130,"z2u_price":1131,"z2u_url":1132,"status":773,"read_at":774,"created_at":1133},747,"💰 Contact Concert — spadek ceny","Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €99.95 (regular: €992.95) | Rabat: 90%","Contact Concert",99.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fcontact-concert","2026-09-23T04:15:24.096Z",{"id":1135,"type":767,"title":1136,"body":1137,"tool_name":1138,"z2u_price":1098,"z2u_url":1139,"status":773,"read_at":774,"created_at":1140},746,"💰 Auto Affiliate Links — spadek ceny","Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €88.95 (regular: €556.95) | Rabat: 84%","Auto Affiliate Links","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fauto-affiliate-links","2026-09-23T04:15:23.960Z",{"id":1142,"type":767,"title":1143,"body":1144,"tool_name":1145,"z2u_price":1090,"z2u_url":1146,"status":773,"read_at":774,"created_at":1147},745,"💰 7stamp — spadek ceny","Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €110.95 (regular: €546.95) | Rabat: 80%","7stamp","https:\u002F\u002Fdealify.com\u002Fproducts\u002F7stamp","2026-09-23T04:15:23.827Z",{"id":1149,"type":767,"title":1150,"body":1151,"tool_name":1152,"z2u_price":1090,"z2u_url":1153,"status":773,"read_at":774,"created_at":1154},744,"💰 Syncaut — spadek ceny","Platforma: Dealify | Kategoria: E-commerce | Cena: €110.95 (regular: €1103.95) | Rabat: 90%","Syncaut","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fsyncaut","2026-09-23T04:15:22.377Z",{"id":1156,"type":767,"title":1157,"body":1158,"tool_name":1159,"z2u_price":1098,"z2u_url":1160,"status":773,"read_at":774,"created_at":1161},743,"💰 ImageConvertIt — spadek ceny","Platforma: Dealify | Kategoria: E-commerce | Cena: €88.95 (regular: €277.95) | Rabat: 68%","ImageConvertIt","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fimageconvertit","2026-09-23T04:15:22.139Z",{"id":1163,"type":767,"title":1164,"body":1165,"tool_name":1166,"z2u_price":1167,"z2u_url":1168,"status":773,"read_at":774,"created_at":1169},742,"💰 FileLu — spadek ceny","Platforma: Dealify | Kategoria: Cloud | Cena: €166.95 (regular: €390.95) | Rabat: 57%","FileLu",166.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Ffilelu","2026-09-23T04:15:20.531Z",{"id":1171,"type":767,"title":1172,"body":1173,"tool_name":1174,"z2u_price":1098,"z2u_url":1175,"status":773,"read_at":774,"created_at":1176},741,"💰 AdCaddy — spadek ceny","Platforma: Dealify | Kategoria: Creative | Cena: €88.95 (regular: €222.95) | Rabat: 60%","AdCaddy","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fadcaddy","2026-09-23T04:15:18.600Z",{"id":1178,"type":767,"title":1179,"body":1180,"tool_name":1181,"z2u_price":1098,"z2u_url":1182,"status":773,"read_at":774,"created_at":1183},740,"💰 Xyncbox — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €88.95 (regular: €454.95) | Rabat: 80%","Xyncbox","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fxyncbox","2026-09-23T04:15:17.304Z",{"id":1185,"type":767,"title":1186,"body":1187,"tool_name":1188,"z2u_price":1090,"z2u_url":1189,"status":773,"read_at":774,"created_at":1190},739,"💰 Upskillist — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €110.95 (regular: €445.95) | Rabat: 75%","Upskillist","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fupskillist","2026-09-23T04:15:16.868Z",{"id":1192,"type":767,"title":1193,"body":1194,"tool_name":1195,"z2u_price":1131,"z2u_url":1196,"status":773,"read_at":774,"created_at":1197},738,"💰 Sheetany — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €99.95 (regular: €387.95) | Rabat: 74%","Sheetany","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fsheetany","2026-09-23T04:15:16.328Z",{"id":1199,"type":767,"title":1200,"body":1201,"tool_name":1202,"z2u_price":1090,"z2u_url":1203,"status":773,"read_at":774,"created_at":1204},737,"💰 ResumeFromSpace — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €110.95 (regular: €267.95) | Rabat: 59%","ResumeFromSpace","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fresumefromspace","2026-09-23T04:15:16.189Z",{"id":1206,"type":767,"title":1207,"body":1208,"tool_name":1209,"z2u_price":1210,"z2u_url":1211,"status":773,"read_at":774,"created_at":1212},736,"💰 PDF Expert — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €89.95 (regular: €156.95) | Rabat: 43%","PDF Expert",89.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fpdf-expert","2026-09-23T04:15:15.852Z",{"id":1214,"type":767,"title":950,"body":1215,"tool_name":952,"z2u_price":1216,"z2u_url":954,"status":773,"read_at":774,"created_at":1217},735,"Platforma: Dealify | Kategoria: Productivity | Cena: €199.95 (regular: €444.95) | Rabat: 55%",199.95,"2026-09-23T04:15:15.315Z",{"id":1219,"type":767,"title":958,"body":1220,"tool_name":960,"z2u_price":1221,"z2u_url":962,"status":773,"read_at":774,"created_at":1222},734,"Platforma: Dealify | Kategoria: Productivity | Cena: €277.95 (regular: €1939.95) | Rabat: 86%",277.95,"2026-09-23T04:15:15.177Z",{"id":1224,"type":767,"title":1225,"body":1226,"tool_name":1227,"z2u_price":1090,"z2u_url":1228,"status":773,"read_at":774,"created_at":1229},733,"💰 boundrees — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €110.95 (regular: €601.95) | Rabat: 82%","boundrees","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fboundrees","2026-09-23T04:15:14.939Z",{"id":1231,"type":767,"title":1232,"body":1233,"tool_name":1234,"z2u_price":1098,"z2u_url":1235,"status":773,"read_at":774,"created_at":1236},732,"💰 Backlsh — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €88.95 (regular: €221.95) | Rabat: 60%","Backlsh","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fbacklsh","2026-09-23T04:15:14.808Z",{"id":1238,"type":767,"title":1239,"body":1240,"tool_name":1241,"z2u_price":1242,"z2u_url":1243,"status":773,"read_at":774,"created_at":1244},731,"💰 4K Bundle — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €58.95 (regular: €78.95) | Rabat: 25%","4K Bundle",58.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002F4k-bundle","2026-09-23T04:15:14.565Z",{"id":1246,"type":767,"title":1247,"body":1248,"tool_name":1249,"z2u_price":1098,"z2u_url":1250,"status":773,"read_at":774,"created_at":1251},730,"💰 OmniSignal MCP — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €88.95 (regular: €390.95) | Rabat: 77%","OmniSignal MCP","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fomnisignal-mcp","2026-09-23T04:15:13.216Z",{"id":1253,"type":767,"title":1254,"body":1255,"tool_name":1256,"z2u_price":1167,"z2u_url":1257,"status":773,"read_at":774,"created_at":1258},729,"💰 Mailgent — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €166.95 (regular: €546.95) | Rabat: 69%","Mailgent","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fmailgent","2026-09-23T04:15:13.061Z",{"id":1260,"type":767,"title":1261,"body":1262,"tool_name":1263,"z2u_price":1264,"z2u_url":1265,"status":773,"read_at":774,"created_at":1266},728,"💰 Vital Tech Results Bundle — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €167.95 (regular: €601.95) | Rabat: 72%","Vital Tech Results Bundle",167.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fvital-tech-results-bundle","2026-09-23T04:15:12.903Z",{"id":1268,"type":767,"title":1269,"body":1270,"tool_name":1271,"z2u_price":1167,"z2u_url":1272,"status":773,"read_at":774,"created_at":1273},727,"💰 Video Service Desk — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €166.95 (regular: €3327.95) | Rabat: 95%","Video Service Desk","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fvideo-service-desk","2026-09-23T04:15:12.755Z",{"id":1275,"type":767,"title":1276,"body":1277,"tool_name":1278,"z2u_price":1090,"z2u_url":1279,"status":773,"read_at":774,"created_at":1280},726,"💰 ZenCall — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €110.95 (regular: €166.95) | Rabat: 34%","ZenCall","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fzencall","2026-09-23T04:15:12.113Z",{"id":1282,"type":767,"title":1002,"body":1283,"tool_name":1004,"z2u_price":1284,"z2u_url":1006,"status":773,"read_at":774,"created_at":1285},725,"Platforma: Dealify | Kategoria: Business | Cena: €331.95 (regular: €3310.95) | Rabat: 90%",331.95,"2026-09-23T04:15:11.975Z",{"id":1287,"type":767,"title":1288,"body":1289,"tool_name":1290,"z2u_price":1098,"z2u_url":1291,"status":773,"read_at":774,"created_at":1292},724,"💰 MyCoachingSoftware — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €88.95 (regular: €880.95) | Rabat: 90%","MyCoachingSoftware","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fmycoachingsoftware","2026-09-23T04:15:11.841Z",{"id":1294,"type":767,"title":1017,"body":1295,"tool_name":1019,"z2u_price":1296,"z2u_url":1021,"status":773,"read_at":774,"created_at":1297},723,"Platforma: Dealify | Kategoria: Business | Cena: €188.95 (regular: €1883.95) | Rabat: 90%",188.95,"2026-09-23T04:15:11.604Z",{"id":1299,"type":767,"title":1300,"body":1301,"tool_name":1302,"z2u_price":1131,"z2u_url":1303,"status":773,"read_at":774,"created_at":1304},722,"💰 ZuckerBot — spadek ceny","Platforma: Dealify | Kategoria: Social Media | Cena: €99.95 (regular: €992.95) | Rabat: 90%","ZuckerBot","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fzuckerbot","2026-09-23T04:15:10.289Z",{"id":1306,"type":767,"title":1307,"body":1308,"tool_name":1309,"z2u_price":1167,"z2u_url":1310,"status":773,"read_at":774,"created_at":1311},721,"💰 Structa — spadek ceny","Platforma: Dealify | Kategoria: Developer Tools | Cena: €166.95 (regular: €333.95) | Rabat: 50%","Structa","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fstructa","2026-09-23T04:15:08.530Z",{"id":1313,"type":767,"title":1314,"body":1315,"tool_name":1316,"z2u_price":1167,"z2u_url":1317,"status":773,"read_at":774,"created_at":1318},720,"💰 N8Nitro — spadek ceny","Platforma: Dealify | Kategoria: Developer Tools | Cena: €166.95 (regular: €1337.95) | Rabat: 88%","N8Nitro","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fn8nitro","2026-09-23T04:15:08.275Z",{"id":1320,"type":767,"title":1321,"body":1322,"tool_name":1323,"z2u_price":1104,"z2u_url":1324,"status":773,"read_at":774,"created_at":1325},719,"💰 devActivity — spadek ceny","Platforma: Dealify | Kategoria: Developer Tools | Cena: €221.95 (regular: €1103.95) | Rabat: 80%","devActivity","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fdevactivity","2026-09-23T04:15:07.826Z",{"id":1327,"type":767,"title":1328,"body":1329,"tool_name":1330,"z2u_price":1090,"z2u_url":1331,"status":773,"read_at":774,"created_at":1332},718,"💰 SeoReportMaster — spadek ceny","Platforma: Dealify | Kategoria: SEO | Cena: €110.95 (regular: €1103.95) | Rabat: 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90%",109.95,"2026-09-18T04:15:24.131Z",{"id":1408,"type":767,"title":813,"body":1409,"tool_name":815,"z2u_price":1410,"z2u_url":817,"status":773,"read_at":774,"created_at":1411},705,"Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €220.95 (regular: €553.95) | Rabat: 60%",220.95,"2026-09-18T04:15:23.586Z",{"id":1413,"type":767,"title":1108,"body":1414,"tool_name":1110,"z2u_price":1405,"z2u_url":1111,"status":773,"read_at":774,"created_at":1415},704,"Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €109.95 (regular: €2607.95) | Rabat: 96%","2026-09-18T04:15:23.427Z",{"id":1417,"type":767,"title":1115,"body":1418,"tool_name":1117,"z2u_price":1405,"z2u_url":1118,"status":773,"read_at":774,"created_at":1419},703,"Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €109.95 (regular: €1607.95) | Rabat: 93%","2026-09-18T04:15:23.172Z",{"id":1421,"type":767,"title":1143,"body":1422,"tool_name":1145,"z2u_price":1405,"z2u_url":1146,"status":773,"read_at":774,"created_at":1423},702,"Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €109.95 (regular: €543.95) | Rabat: 80%","2026-09-18T04:15:22.622Z",{"id":1425,"type":767,"title":1150,"body":1426,"tool_name":1152,"z2u_price":1405,"z2u_url":1153,"status":773,"read_at":774,"created_at":1427},701,"Platforma: Dealify | Kategoria: E-commerce | Cena: €109.95 (regular: €1097.95) | Rabat: 90%","2026-09-18T04:15:21.196Z",{"id":1429,"type":1080,"title":1430,"body":1431,"tool_name":858,"z2u_price":1083,"z2u_url":859,"status":773,"read_at":774,"created_at":1432},700,"🆕 Playix.cloud — €65.95 (-90%)","Platforma: Dealify | Kategoria: Cloud | Cena: €65.95 (regular: €654.95) | Rabat: 90%","2026-09-18T04:15:19.495Z",{"id":1434,"type":767,"title":891,"body":1395,"tool_name":893,"z2u_price":1396,"z2u_url":895,"status":773,"read_at":774,"created_at":1435},699,"2026-09-18T04:15:17.594Z",{"id":1437,"type":767,"title":1186,"body":1438,"tool_name":1188,"z2u_price":1405,"z2u_url":1189,"status":773,"read_at":774,"created_at":1439},698,"Platforma: Dealify | Kategoria: Productivity | Cena: €109.95 (regular: €443.95) | Rabat: 75%","2026-09-18T04:15:15.780Z"]