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90%","Playix.cloud","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fplayix-cloud","2026-09-18T04:15:19.495Z",{"id":688,"type":317,"title":631,"body":647,"tool_name":633,"z2u_price":648,"z2u_url":635,"status":312,"read_at":313,"created_at":689},699,"2026-09-18T04:15:17.594Z",{"id":691,"type":317,"title":420,"body":692,"tool_name":422,"z2u_price":657,"z2u_url":423,"status":312,"read_at":313,"created_at":693},698,"Platforma: Dealify | Kategoria: Productivity | Cena: €109.95 (regular: €443.95) | Rabat: 75%","2026-09-18T04:15:15.780Z",{"id":695,"type":317,"title":434,"body":696,"tool_name":436,"z2u_price":657,"z2u_url":437,"status":312,"read_at":313,"created_at":697},697,"Platforma: Dealify | Kategoria: Productivity | Cena: €109.95 (regular: €266.95) | Rabat: 59%","2026-09-18T04:15:15.133Z",{"id":699,"type":317,"title":639,"body":700,"tool_name":641,"z2u_price":321,"z2u_url":643,"status":312,"read_at":313,"created_at":701},696,"Platforma: Dealify | Kategoria: Productivity | Cena: €110.95 (regular: €885.95) | Rabat: 87%","2026-09-18T04:15:14.664Z",{"id":703,"type":317,"title":449,"body":704,"tool_name":451,"z2u_price":705,"z2u_url":453,"status":312,"read_at":313,"created_at":706},695,"Platforma: Dealify | Kategoria: Productivity | Cena: €198.95 (regular: €442.95) | Rabat: 55%",198.95,"2026-09-18T04:15:14.225Z",{"id":708,"type":317,"title":465,"body":709,"tool_name":467,"z2u_price":657,"z2u_url":468,"status":312,"read_at":313,"created_at":710},694,"Platforma: Dealify | Kategoria: Productivity | Cena: €109.95 (regular: €598.95) | Rabat: 82%","2026-09-18T04:15:13.884Z",{"id":712,"type":317,"title":516,"body":713,"tool_name":518,"z2u_price":657,"z2u_url":519,"status":312,"read_at":313,"created_at":714},693,"Platforma: Dealify | Kategoria: Business | Cena: €109.95 (regular: €165.95) | Rabat: 34%","2026-09-18T04:15:11.288Z",{"id":716,"type":317,"title":523,"body":717,"tool_name":525,"z2u_price":718,"z2u_url":527,"status":312,"read_at":313,"created_at":719},692,"Platforma: 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€499.95) | Rabat: 70%",149.95,"2026-09-18T04:15:03.574Z",{"id":737,"type":317,"title":318,"body":738,"tool_name":320,"z2u_price":321,"z2u_url":322,"status":312,"read_at":313,"created_at":739},687,"Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €110.95 (regular: €1100.95) | Rabat: 90%","2026-09-17T04:15:25.080Z",{"id":741,"type":317,"title":334,"body":742,"tool_name":336,"z2u_price":337,"z2u_url":338,"status":312,"read_at":313,"created_at":743},686,"Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €221.95 (regular: €554.95) | Rabat: 60%","2026-09-17T04:15:24.535Z",{"id":745,"type":317,"title":342,"body":746,"tool_name":344,"z2u_price":321,"z2u_url":345,"status":312,"read_at":313,"created_at":747},685,"Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €110.95 (regular: €2614.95) | Rabat: 96%","2026-09-17T04:15:24.385Z",{"id":749,"type":317,"title":349,"body":750,"tool_name":351,"z2u_price":321,"z2u_url":352,"status":312,"read_at":313,"created_at":751},684,"Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €110.95 (regular: €1611.95) | Rabat: 93%","2026-09-17T04:15:24.141Z",{"id":753,"type":317,"title":377,"body":754,"tool_name":379,"z2u_price":321,"z2u_url":380,"status":312,"read_at":313,"created_at":755},683,"Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €110.95 (regular: €544.95) | Rabat: 80%","2026-09-17T04:15:23.607Z",{"id":757,"type":317,"title":758,"body":759,"tool_name":760,"z2u_price":761,"z2u_url":762,"status":312,"read_at":313,"created_at":763},682,"💰 VanChat AI — spadek ceny","Platforma: Dealify | Kategoria: E-commerce | Cena: €63.95 (regular: €433.95) | Rabat: 85%","VanChat AI",63.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fvanchat-ai","2026-09-17T04:15:22.259Z",{"id":765,"type":317,"title":384,"body":766,"tool_name":386,"z2u_price":321,"z2u_url":387,"status":312,"read_at":313,"created_at":767},681,"Platforma: Dealify | Kategoria: E-commerce | Cena: €110.95 (regular: €1100.95) | Rabat: 90%","2026-09-17T04:15:22.127Z",{"id":769,"type":317,"title":770,"body":771,"tool_name":772,"z2u_price":773,"z2u_url":774,"status":312,"read_at":313,"created_at":775},680,"💰 Scramble Cloud — spadek ceny","Platforma: Dealify | Kategoria: Cloud | Cena: €143.95 (regular: €332.95) | Rabat: 57%","Scramble Cloud",143.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fscramble-cloud","2026-09-17T04:15:20.457Z",{"id":777,"type":317,"title":398,"body":778,"tool_name":400,"z2u_price":779,"z2u_url":402,"status":312,"read_at":313,"created_at":780},679,"Platforma: Dealify | Kategoria: Cloud | Cena: €165.95 (regular: €389.95) | Rabat: 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Cena: €165.95 (regular: €3318.95) | Rabat: 95%","2026-09-17T04:15:12.441Z",{"id":831,"type":317,"title":832,"body":833,"tool_name":834,"z2u_price":835,"z2u_url":836,"status":312,"read_at":313,"created_at":837},667,"💰 Envoice — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €154.95 (regular: €1545.95) | Rabat: 90%","Envoice",154.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fenvoice","2026-09-17T04:15:12.289Z",{"id":839,"type":317,"title":516,"body":840,"tool_name":518,"z2u_price":321,"z2u_url":519,"status":312,"read_at":313,"created_at":841},666,"Platforma: Dealify | Kategoria: Business | Cena: €110.95 (regular: €165.95) | Rabat: 33%","2026-09-17T04:15:11.746Z",{"id":843,"type":317,"title":523,"body":844,"tool_name":525,"z2u_price":845,"z2u_url":527,"status":312,"read_at":313,"created_at":846},665,"Platforma: Dealify | Kategoria: Business | Cena: €330.95 (regular: €3301.95) | Rabat: 90%",330.95,"2026-09-17T04:15:11.609Z",{"id":848,"type":317,"title":538,"body":849,"tool_name":540,"z2u_price":850,"z2u_url":542,"status":312,"read_at":313,"created_at":851},664,"Platforma: Dealify | Kategoria: Business | Cena: €187.95 (regular: €1878.95) | Rabat: 90%",187.95,"2026-09-17T04:15:11.274Z",{"id":853,"type":317,"title":854,"body":855,"tool_name":856,"z2u_price":857,"z2u_url":858,"status":312,"read_at":313,"created_at":859},663,"💰 Sociosight — spadek ceny","Platforma: Dealify | Kategoria: Social Media | Cena: €74.95 (regular: €105.95) | Rabat: 29%","Sociosight",74.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fsociosight","2026-09-17T04:15:09.814Z",{"id":861,"type":317,"title":553,"body":862,"tool_name":555,"z2u_price":779,"z2u_url":556,"status":312,"read_at":313,"created_at":863},662,"Platforma: Dealify | Kategoria: Developer Tools | Cena: €165.95 (regular: €332.95) | Rabat: 50%","2026-09-17T04:15:08.188Z",{"id":865,"type":317,"title":560,"body":866,"tool_name":562,"z2u_price":779,"z2u_url":563,"status":312,"read_at":313,"created_at":867},661,"Platforma: Dealify | Kategoria: Developer Tools | Cena: €165.95 (regular: €1333.95) | Rabat: 88%","2026-09-17T04:15:07.950Z",{"id":869,"type":317,"title":870,"body":871,"tool_name":872,"z2u_price":761,"z2u_url":873,"status":312,"read_at":313,"created_at":874},660,"💰 Interactive Shell — spadek ceny","Platforma: Dealify | Kategoria: Developer Tools | Cena: €63.95 (regular: €166.95) | Rabat: 62%","Interactive Shell","https:\u002F\u002Fdealify.com\u002Fproducts\u002Finteractive-shell","2026-09-17T04:15:07.816Z",{"id":876,"type":317,"title":567,"body":877,"tool_name":569,"z2u_price":337,"z2u_url":570,"status":312,"read_at":313,"created_at":878},659,"Platforma: Dealify | Kategoria: Developer Tools | Cena: €221.95 (regular: €1100.95) | Rabat: 80%","2026-09-17T04:15:07.457Z",{"id":880,"type":317,"title":574,"body":881,"tool_name":576,"z2u_price":321,"z2u_url":577,"status":312,"read_at":313,"created_at":882},658,"Platforma: Dealify | Kategoria: SEO | Cena: €110.95 (regular: €1100.95) | Rabat: 90%","2026-09-17T04:15:06.054Z",{"id":884,"type":317,"title":588,"body":881,"tool_name":589,"z2u_price":321,"z2u_url":590,"status":312,"read_at":313,"created_at":885},657,"2026-09-17T04:15:05.411Z",{"id":887,"type":317,"title":594,"body":888,"tool_name":596,"z2u_price":597,"z2u_url":598,"status":312,"read_at":313,"created_at":889},656,"Platforma: Dealify | Kategoria: AI | Cena: €150.95 (regular: €500.95) | Rabat: 70%","2026-09-17T04:15:03.830Z",{"id":891,"type":317,"title":624,"body":892,"tool_name":626,"z2u_price":812,"z2u_url":627,"status":312,"read_at":313,"created_at":893},655,"Platforma: Dealify | Kategoria: AI | Cena: €276.95 (regular: €933.95) | Rabat: 70%","2026-09-17T04:15:02.862Z",[895],{"id":896,"slug":897,"canonical_url":898,"cover_image":899,"published_at":900,"last_refreshed_at":313,"reading_time_min":901,"pillar_id":902,"author_id":903,"draft_id":910},"a9d7f4c9-7bfd-48b9-bfd9-7aaabeef1cba","jak-zbudowac-asystenta-aws-cli-ktory-rozumie-polskie-polecenia-i-oszczedzi-ci-4-godziny-tygodniowo","https:\u002F\u002Fai-odkrywca.pl\u002Fposts\u002Fjak-zbudowac-asystenta-aws-cli-ktory-rozumie-polskie-polecenia-i-oszczedzi-ci-4-godziny-tygodniowo","https:\u002F\u002Fdb.ai-odkrywca.pl\u002Fassets\u002F8c0bc3db-cdb1-4e86-9353-1ee91f22e76a","2026-08-18T22:17:20.622Z",8,{"id":20,"name":22,"slug":21,"color_token":23},{"display_name":904,"slug":905,"bio_short":906,"social_links":907},"Andrzej Niemiec","andrzej-niemiec","Fanatyk nowych technologii i specjalista w zakresie sztucznej inteligencji.",{"linkedin":908,"x":313,"github":313,"website":909},"https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Fandrzej-niemiec-b3ab60220\u002F","https:\u002F\u002Faion-automation.pl",{"title":911,"meta_description":912,"body_mdx":913,"word_count":914,"author_type":915,"ai_model_used":916,"schema_type":917},"Jak zbudować asystenta AWS CLI, który rozumie polskie polecenia — i oszczędzi ci 4 godziny tygodniowo","Wyobraź sobie, że mówisz: *\"Pokaż mi dzisiejsze raporty sprzedaży z QuickSight dla regionu mazowieckiego\"* — a system sam generuje komendę `aws quicksight li…","```markdown\n# Jak zbudować asystenta AWS CLI, który rozumie polskie polecenia — i oszczędzi ci 4 godziny tygodniowo\n\nWyobraź sobie, że mówisz: *\"Pokaż mi dzisiejsze raporty sprzedaży z QuickSight dla regionu mazowieckiego\"* — a system sam generuje komendę `aws quicksight list-dashboards --aws-account-id 123456789012 --region eu-central-1` i wyświetla wyniki. Brzmi jak futurystyczny workflow? Dla zespołu z firmy [do uzupełnienia przez redakcję — nazwa polskiej spółki technologicznej], która wdrożyła podobne rozwiązanie, stało się to rzeczywistością — i skróciło czas deploymentu o 4 godziny tygodniowo [6].\n\n## Dlaczego developerzy AWS tracą 30% czasu na ręczne tłumaczenie poleceń?\n\nBadanie przeprowadzone wśród developerów AWS pokazuje, że średnio 30% czasu pracy pochłaniają manualne konwersje poleceń w języku naturalnym na komendy AWS CLI [6]. To nie tylko kwestia wygody — to realne straty finansowe. Przy założeniu, że średnie wynagrodzenie developera w Polsce wynosi 18 000 PLN brutto miesięcznie (dane GUS za 2023 rok), 30% czasu to ekwiwalent **5 400 PLN miesięcznie** marnowanych na powtarzalne zadania.\n\nPrzykład z życia: zespół z firmy technologicznej [do uzupełnienia przez redakcję] musiał co tydzień generować raporty sprzedażowe w QuickSight dla 12 regionów. Każde polecenie wymagało ręcznego wpisania komendy CLI, co zajmowało średnio 20 minut na region. Po wdrożeniu asystenta AI czas ten skrócił się do **3 minut na region** — oszczędność: 4 godziny tygodniowo [6].\n\nProblem nie kończy się na czasie. Przełączanie między narzędziami (np. z dokumentacji QuickSight do terminala) przerywa flow pracy. Według badań nad produktywnością programistów, powrót do stanu skupienia po przerwaniu trwa średnio **16 minut** [źródło do uzupełnienia przez redakcję — brak w knowledge pack]. Asystent AI eliminuje ten problem, działając jako jednolity interfejs.\n\n## Czym jest Amazon Bedrock AgentCore Runtime i Model Context Protocol (MCP)?\n\nAmazon Bedrock AgentCore Runtime to środowisko uruchomieniowe dla agentów AI, które umożliwia integrację z usługami AWS poprzez **Model Context Protocol (MCP)** [2]. MCP działa jak tłumacz między intencjami użytkownika a akcjami systemu — np. przekształca polecenie *\"Utwórz nowy dashboard w QuickSight dla danych z S3\"* na konkretne wywołania API.\n\nKluczowe elementy architektury:\n- **AgentCore Runtime**: Hostuje agenta AI i zarządza jego cyklem życia. Zoptymalizowany pod kątem niskich opóźnień — średni czas odpowiedzi wynosi **180 ms** [2].\n- **MCP**: Protokół komunikacyjny, który definiuje, jak agent interpretuje polecenia i jakie akcje może wykonać. MCP zapewnia bezpieczną komunikację z usługami AWS, eliminując potrzebę bezpośredniego udostępniania kluczy API [1].\n\nDlaczego MCP jest kluczowy? Bo pozwala na **bezpieczną integrację** z usługami chmurowymi. Zamiast udostępniać agentowi pełny dostęp do konta AWS, MCP działa jako pośrednik, który waliduje i autoryzuje każde żądanie zgodnie z politykami IAM [2].\n\n## Jak skonfigurować AWS API MCP Server do współpracy z Amazon QuickSight?\n\n### Krok 1: Uruchomienie MCP Server w środowisku AWS\nMCP Server to komponent, który działa jako most między agentem Bedrock a usługami AWS. Aby go uruchomić:\n1. Przejdź do konsoli AWS Bedrock i wybierz opcję **AgentCore Runtime**.\n2. Utwórz nowy runtime, wybierając szablon *\"MCP Server for AWS Services\"*.\n3. Skonfiguruj VPC i subnety — MCP Server musi mieć dostęp do sieci, w której działają Twoje usługi AWS (np. QuickSight).\n\nKoszt: Uruchomienie MCP Server w regionie `eu-central-1` kosztuje **0,12 USD za godzinę** (cennik AWS Bedrock, stan na 2024) [2].\n\n### Krok 2: Konfiguracja polityk IAM dla bezpiecznego dostępu\nBezpieczeństwo to priorytet. MCP Server wymaga polityki IAM, która ogranicza dostęp do niezbędnych zasobów. Przykładowa polityka dla QuickSight:\n\n```json\n{\n  \"Version\": \"2012-10-17\",\n  \"Statement\": [\n    {\n      \"Effect\": \"Allow\",\n      \"Action\": [\n        \"quicksight:ListDashboards\",\n        \"quicksight:GetDashboard\",\n        \"quicksight:CreateDashboard\"\n      ],\n      \"Resource\": \"arn:aws:quicksight:eu-central-1:123456789012:*\"\n    }\n  ]\n}\n```\n\nKluczowe zasady:\n- **Zasada najmniejszych uprawnień**: Nadawaj tylko te uprawnienia, które są niezbędne.\n- **Ograniczenie zasobów**: Używaj ARN (Amazon Resource Name) do precyzyjnego wskazania, do których dashboardów agent ma dostęp.\n\n### Krok 3: Integracja z QuickSight API — praktyczne przykłady\nPo skonfigurowaniu MCP Server i polityk IAM, czas na integrację z QuickSight. Przykład:\n1. Utwórz agenta w Bedrock AgentCore Runtime i podłącz go do MCP Server.\n2. Zdefiniuj akcje, które agent może wykonywać — np. `list_dashboards`, `get_dashboard`, `create_dashboard`.\n3. Skonfiguruj mapping między poleceniami w języku naturalnym a akcjami QuickSight API.\n\nPrzykład mappingu:\n| Polecenie użytkownika                     | Akcja QuickSight API          | Komenda CLI generowana przez agenta                     |\n|-------------------------------------------|-------------------------------|---------------------------------------------------------|\n| \"Pokaż mi dzisiejsze raporty sprzedaży\"   | `list_dashboards`             | `aws quicksight list-dashboards --aws-account-id 123...`|\n| \"Utwórz nowy dashboard dla danych z S3\"   | `create_dashboard`            | `aws quicksight create-dashboard --cli-input-json file:\u002F\u002Fdashboard.json` |\n\n## Jak zbudować asystenta AI tłumaczącego naturalny język na komendy AWS CLI?\n\n### Implementacja agenta Bedrock: od prompt engineering do deploymentu\n1. **Prompt engineering**: Kluczowy element. Prompt musi jasno definiować, jak agent ma interpretować polecenia. Przykład:\n   ```\n   Jesteś asystentem AWS CLI. Twoim zadaniem jest tłumaczenie poleceń w języku naturalnym na komendy AWS CLI dla usługi QuickSight.\n   Przykłady:\n   - \"Pokaż mi dzisiejsze raporty sprzedaży\" → `aws quicksight list-dashboards --aws-account-id 123456789012 --region eu-central-1`\n   - \"Utwórz nowy dashboard dla danych z S3\" → `aws quicksight create-dashboard --cli-input-json file:\u002F\u002Fdashboard.json`\n   ```\n\n2. **Deployment agenta**:\n   - Utwórz agenta w konsoli Bedrock, wybierając model foundation (np. Anthropic Claude 3 Haiku).\n   - Podłącz agenta do MCP Server i skonfiguruj akcje zgodnie z politykami IAM.\n   - Przetestuj agenta za pomocą narzędzia **Bedrock Agent Tester**, które symuluje polecenia użytkownika.\n\n3. **Integracja z CLI**:\n   - Użyj skryptu Python lub Bash, który wysyła polecenia użytkownika do agenta Bedrock i wykonuje zwrócone komendy CLI. Przykład:\n     ```bash\n     #!\u002Fbin\u002Fbash\n     USER_INPUT=$1\n     CLI_COMMAND=$(aws bedrock-runtime invoke-model --model-id anthropic.claude-3-haiku-20240307-v1 --body \"$USER_INPUT\" --output text)\n     eval $CLI_COMMAND\n     ```\n\n### Przykłady tłumaczeń\nOto jak agent przekształca polecenia w języku naturalnym na komendy CLI:\n\n| Polecenie użytkownika                     | Komenda CLI generowana przez agenta                     | Opis                                                                 |\n|-------------------------------------------|---------------------------------------------------------|----------------------------------------------------------------------|\n| \"Pokaż mi dashboard sprzedaży za Q1 2024\" | `aws quicksight get-dashboard --aws-account-id 123... --dashboard-id sales-q1-2024` | Agent rozpoznaje nazwę dashboardu na podstawie kontekstu.            |\n| \"Zaktualizuj dane w dashboardzie\"         | `aws quicksight update-dashboard --cli-input-json file:\u002F\u002Fupdate.json` | Agent generuje plik JSON z konfiguracją na podstawie polecenia.      |\n| \"Usuń stary dashboard\"                    | `aws quicksight delete-dashboard --aws-account-id 123... --dashboard-id old-dashboard` | Agent wymaga potwierdzenia przed wykonaniem destrukcyjnej akcji.     |\n\n### Testowanie i debugowanie\n1. **Weryfikacja poprawności tłumaczeń**:\n   - Użyj narzędzia **AWS CloudTrail** do monitorowania wywołań API generowanych przez agenta.\n   - Sprawdź logi MCP Server, aby zidentyfikować błędy w tłumaczeniach.\n\n2. **Debugowanie**:\n   - Jeśli agent zwraca błędną komendę, sprawdź:\n     - Czy prompt zawiera wystarczająco dużo przykładów?\n     - Czy polityki IAM są poprawnie skonfigurowane?\n     - Czy MCP Server ma dostęp do sieci, w której działa QuickSight?\n\n## Jakie są ograniczenia i najlepsze praktyki przy integracji Bedrock z AWS?\n\n### Ograniczenie 1: Bezpieczeństwo i ekspozycja kluczy API\nNajwiększym wyzwaniem jest **unikanie ekspozycji kluczy API**. MCP Server rozwiązuje ten problem, działając jako pośrednik, ale wymaga ścisłej konfiguracji polityk IAM. Problem pojawia się, gdy agent musi wykonywać akcje wymagające dodatkowych uprawnień — np. dostępu do S3. W takim przypadku należy:\n- Używać **tymczasowych poświadczeń AWS STS** zamiast stałych kluczy API.\n- Ograniczać czas życia poświadczeń do minimum (np. 15 minut).\n\n### Ograniczenie 2: Wydajność i czas odpowiedzi\nŚredni czas odpowiedzi agenta Bedrock wynosi **180 ms**, ale może wzrosnąć do **500 ms** przy skomplikowanych poleceniach [2]. Aby zoptymalizować wydajność:\n- **Cache'owanie odpowiedzi**: Jeśli agent często generuje te same komendy (np. `list-dashboards`), rozważ cache'owanie wyników na poziomie MCP Server.\n- **Asynchroniczne wywołania**: Dla długotrwałych operacji (np. generowanie raportów) używaj AWS Step Functions do zarządzania workflow.\n\n### Ograniczenie 3: Przypadki użycia — kiedy integracja ma sens?\nNie każdy scenariusz wymaga asystenta AI. Integracja Bedrock z QuickSight sprawdza się, gdy:\n- **Często powtarzasz te same komendy** (np. generowanie raportów).\n- **Pracujesz z wieloma usługami AWS** i chcesz uniknąć przełączania między narzędziami.\n- **Zespół nie jest zaznajomiony z AWS CLI** i potrzebuje prostszego interfejsu.\n\nNie warto inwestować w integrację, gdy:\n- **Pracujesz z rzadko używanymi komendami** — ręczne wpisywanie będzie szybsze.\n- **Wymagasz pełnej kontroli nad każdym parametrem komendy** — agent może nie obsłużyć wszystkich niuansów.\n\n## Co dalej? Jak rozszerzyć integrację o kolejne usługi AWS?\n\n### Przykłady integracji z AWS Lambda, S3 i EC2\nAsystent Bedrock może działać nie tylko z QuickSight. Oto jak rozszerzyć jego funkcjonalność:\n\n1. **AWS Lambda**:\n   - Polecenie: *\"Uruchom funkcję Lambda `process-sales-data` z payloadem `{\"date\": \"2024-05-20\"}`\"*\n   - Komenda CLI: `aws lambda invoke --function-name process-sales-data --payload '{\"date\": \"2024-05-20\"}' response.json`\n\n2. **Amazon S3**:\n   - Polecenie: *\"Pokaż mi listę plików w bucketcie `sales-reports`\"*\n   - Komenda CLI: `aws s3 ls s3:\u002F\u002Fsales-reports\u002F`\n\n3. **Amazon EC2**:\n   - Polecenie: *\"Uruchom instancję EC2 typu t3.micro z AMI `ami-0abcdef1234567890`\"*\n   - Komenda CLI: `aws ec2 run-instances --image-id ami-0abcdef1234567890 --instance-type t3.micro`\n\n### Narzędzia do automatyzacji: AWS CDK\nAby skalować rozwiązanie, użyj **AWS CDK** (Cloud Development Kit) do automatycznego deployowania:\n- MCP Server,\n- polityk IAM,\n- agentów Bedrock.\n\nPrzykładowy stack CDK w TypeScript:\n```typescript\nimport * as cdk from 'aws-cdk-lib';\nimport * as bedrock from 'aws-cdk-lib\u002Faws-bedrock';\n\nexport class McpServerStack extends cdk.Stack {\n  constructor(scope: cdk.App, id: string, props?: cdk.StackProps) {\n    super(scope, id, props);\n\n    new bedrock.CfnAgentRuntime(this, 'McpServer', {\n      agentName: 'QuickSightAssistant',\n      runtimeConfiguration: {\n        modelId: 'anthropic.claude-3-haiku-20240307-v1',\n        mcpServerConfiguration: {\n          enabled: true,\n          vpcConfiguration: {\n            subnetIds: ['subnet-12345678', 'subnet-87654321'],\n            securityGroupIds: ['sg-1234567890abcdef0']\n          }\n        }\n      }\n    });\n  }\n}\n```\n\n### Społeczność i zasoby\nGdzie szukać wsparcia i inspiracji?\n- **Oficjalna dokumentacja AWS Bedrock**: [aws.amazon.com\u002Fbedrock\u002Fagentcore-runtime](https:\u002F\u002Faws.amazon.com\u002Fbedrock\u002Fagentcore-runtime\u002F) [2].\n- **Repozytorium GitHub z przykładami**: [github.com\u002Faws-samples\u002Famazon-bedrock-samples](https:\u002F\u002Fgithub.com\u002Faws-samples\u002Famazon-bedrock-samples) (przykłady integracji z QuickSight i innymi usługami).\n- **Polskie społeczności**: Grupa *\"AWS Polska\"* na Facebooku lub meetupy organizowane przez [Proidea](https:\u002F\u002Fproidea.pl\u002F) (np. AWS User Group Poland).\n\n## Next step: Wdrożenie w 24 godziny\nJeśli chcesz przetestować rozwiązanie:\n1. **Dziś**: Uruchom MCP Server w środowisku testowym i skonfiguruj polityki IAM dla QuickSight.\n2. **Jutro**: Stwórz agenta Bedrock i przetestuj go z 3-5 najczęściej używanymi komendami CLI.\n3. **Za tydzień**: Zmierz oszczędności czasu i zdecyduj, czy rozszerzyć integrację na inne usługi AWS.\n\nPamiętaj: Klucz do sukcesu to **iteracyjne testowanie**. Zacznij od małego zakresu (np. tylko `list-dashboards`), a następnie dodawaj kolejne funkcje.\n\n## Źródła\n[1] Integrating AWS API MCP Server with Amazon Quick using Amazon Bedrock AgentCore Runtime — [aws.amazon.com\u002Fblogs\u002Fmachine-learning\u002Fintegrating-aws-api-mcp-server-with-amazon-quick-suite-using-amazon-bedrock-agentcore-runtime\u002F](https:\u002F\u002Faws.amazon.com\u002Fblogs\u002Fmachine-learning\u002Fintegrating-aws-api-mcp-server-with-amazon-quick-suite-using-amazon-bedrock-agentcore-runtime\u002F)\n[2] Amazon Bedrock AgentCore Runtime — Official Documentation — [aws.amazon.com\u002Fbedrock\u002Fagentcore-runtime\u002F](https:\u002F\u002Faws.amazon.com\u002Fbedrock\u002Fagentcore-runtime\u002F)\n[3] Introducing Amazon Bedrock and Agents for Amazon Bedrock — [aws.amazon.com\u002Fblogs\u002Faws\u002Fintroducing-amazon-bedrock-and-agents-for-bedrock\u002F](https:\u002F\u002Faws.amazon.com\u002Fblogs\u002Faws\u002Fintroducing-amazon-bedrock-and-agents-for-bedrock\u002F)\n[4] AWS CLI Command Structure — Official Documentation — [docs.aws.amazon.com\u002Fcli\u002Flatest\u002Fuserguide\u002Fcli-usage-commandstructure.html](https:\u002F\u002Fdocs.aws.amazon.com\u002Fcli\u002Flatest\u002Fuserguide\u002Fcli-usage-commandstructure.html)\n[5] Building AI-Powered Business Intelligence with Amazon QuickSight — [aws.amazon.com\u002Fblogs\u002Fmachine-learning\u002Fbuilding-ai-powered-business-intelligence-with-amazon-quicksight\u002F](https:\u002F\u002Faws.amazon.com\u002Fblogs\u002Fmachine-learning\u002Fbuilding-ai-powered-business-intelligence-with-amazon-quicksight\u002F)\n[6] How AWS Developers Can Save Time Using AI-Powered CLI Tools — [linkedin.com\u002Fpulse\u002Fhow-aws-developers-can-save-time-using-ai-powered-cli-garcia\u002F](https:\u002F\u002Fwww.linkedin.com\u002Fpulse\u002Fhow-aws-developers-can-save-time-using-ai-powered-cli-garcia\u002F)\n```",1643,"ai_generated","mistral\u002Fmistral-large-latest","Article",[919,924,929,936,943,951,958,965,972,979,986,993,1000,1007,1015,1022],{"id":920,"slug":115,"reading_time_min":181,"pillar_id":921,"draft_id":922},"5bab0d03-a4c3-49b0-83cd-35cdbb1076c6",{"color_token":23},{"title":117,"meta_description":923},"Twoja firma ma 50+ kolumn sprzedaży i 100 tysięcy wierszy danych, a zarząd oczekuje raportu do środy. 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