AI Agent Generator

def get_ai_components(): """Zwraca wszystkie komponenty AI i LLM dostępne dla agentów""" return [ # === MODELE JĘZYKOWE (LLM) === { "component_id": "pollinations_llm", "name": "Pollinations AI (Bezpłatny)", "type": "ai_processing", "category": "text_generation", "description": "Bezpłatny model AI kompatybilny z OpenAI - idealny do testowania", "capabilities": ["text_generation", "conversation", "analysis", "reasoning"], "input_schema": { "type": "object", "properties": { "prompt": {"type": "string", "description": "Prompt dla modelu"}, "system_prompt": {"type": "string", "description": "Systemowy prompt"}, "temperature": {"type": "number", "minimum": 0, "maximum": 2, "default": 0.7}, "max_tokens": {"type": "integer", "minimum": 1, "maximum": 4096, "default": 1000} }, "required": ["prompt"] }, "output_schema": { "type": "object", "properties": { "generated_text": {"type": "string"}, "model_used": {"type": "string"}, "response_time": {"type": "number"} } }, "default_config": { "api_endpoint": "https://text.pollinations.ai/openai", "model": "openai", "temperature": 0.7, "max_tokens": 1000, "system_prompt": "Jesteś pomocnym asystentem AI." } }, { "component_id": "openai_gpt4", "name": "OpenAI GPT-4", "type": "ai_processing", "category": "text_generation", "description": "Najnowszy model GPT-4 OpenAI", "capabilities": ["text_generation", "conversation", "code_generation", "analysis"] }, { "component_id": "anthropic_claude", "name": "Anthropic Claude", "type": "ai_processing", "category": "text_generation", "description": "Model Claude - doskonały w analizie i reasoning", "capabilities": ["analysis", "reasoning", "safety", "long_context"] }, { "component_id": "google_gemini", "name": "Google Gemini", "type": "ai_processing", "category": "multimodal_ai", "description": "Model multimodalny Google", "capabilities": ["text_generation", "image_analysis", "multimodal_processing"] }, { "component_id": "mistral_ai", "name": "Mistral AI", "type": "ai_processing", "category": "text_generation", "description": "Europejski model Mistral", "capabilities": ["text_generation", "multilingual", "code_generation"] }, # === PRZETWARZANIE OBRAZÓW === { "component_id": "vision_analyzer", "name": "Analizator Obrazów", "type": "ai_processing", "category": "vision_analysis", "description": "Kompleksowa analiza obrazów", "capabilities": ["image_description", "ocr", "object_detection", "face_recognition"] }, { "component_id": "image_generator", "name": "Generator Obrazów", "type": "ai_processing", "category": "image_generation", "description": "Generuje obrazy z opisów tekstowych", "capabilities": ["text_to_image", "image_editing", "style_transfer"] }, # === AUDIO I MOWA === { "component_id": "speech_to_text", "name": "Mowa na Tekst", "type": "ai_processing", "category": "audio_processing", "description": "Transkrypcja audio na tekst", "capabilities": ["transcription", "language_detection", "speaker_identification"] }, { "component_id": "text_to_speech", "name": "Tekst na Mowę", "type": "ai_processing", "category": "audio_generation", "description": "Synteza naturalnej mowy", "capabilities": ["speech_synthesis", "voice_cloning", "emotion_control"] }, # === ANALIZA TEKSTU === { "component_id": "sentiment_analyzer", "name": "Analizator Sentymentu", "type": "ai_processing", "category": "text_analysis", "description": "Wykrywa emocje i sentiment w tekście", "capabilities": ["sentiment_analysis", "emotion_detection", "polarity_scoring"] }, { "component_id": "entity_extractor", "name": "Ekstraktor Encji", "type": "ai_processing", "category": "text_analysis", "description": "Wyodrębnia osoby, miejsca, organizacje z tekstu", "capabilities": ["named_entity_recognition", "entity_linking", "relationship_extraction"] }, { "component_id": "keyword_extractor", "name": "Ekstraktor Słów Kluczowych", "type": "ai_processing", "category": "text_analysis", "description": "Identyfikuje najważniejsze słowa kluczowe i frazy", "capabilities": ["keyword_extraction", "phrase_detection", "importance_scoring"] }, { "component_id": "text_classifier", "name": "Klasyfikator Tekstu", "type": "ai_processing", "category": "classification", "description": "Klasyfikuje teksty do predefiniowanych kategorii", "capabilities": ["text_classification", "topic_modeling", "spam_detection"] }, # === KONWERSACJA I DIALOG === { "component_id": "intent_classifier", "name": "Klasyfikator Intencji", "type": "ai_processing", "category": "conversation", "description": "Rozpoznaje intencje użytkownika", "capabilities": ["intent_recognition", "confidence_scoring", "multi_intent_detection"] }, { "component_id": "conversation_manager", "name": "Menedżer Konwersacji", "type": "ai_processing", "category": "conversation", "description": "Zarządza kontekstem i przepływem rozmowy", "capabilities": ["context_management", "turn_taking", "conversation_flow"] }, { "component_id": "response_personalizer", "name": "Personalizator Odpowiedzi", "type": "ai_processing", "category": "personalization", "description": "Dostosowuje odpowiedzi do preferencji użytkownika", "capabilities": ["user_profiling", "response_adaptation", "style_matching"] }, # === CONTENT I KREATYWNOŚĆ === { "component_id": "content_generator", "name": "Generator Treści", "type": "ai_processing", "category": "content_creation", "description": "Tworzy różne rodzaje treści marketingowych", "capabilities": ["blog_writing", "social_media", "product_descriptions", "copywriting"] }, { "component_id": "seo_optimizer", "name": "Optymalizator SEO", "type": "ai_processing", "category": "seo", "description": "Optymalizuje treści pod kątem SEO", "capabilities": ["keyword_optimization", "meta_tags", "readability_improvement"] }, { "component_id": "social_media_manager", "name": "Menedżer Social Media", "type": "ai_processing", "category": "social_media", "description": "Zarządza treściami w social mediach", "capabilities": ["post_scheduling", "hashtag_optimization", "engagement_analysis"] }, # === ANALIZA DANYCH === { "component_id": "data_analyst", "name": "Analityk Danych", "type": "ai_processing", "category": "data_analysis", "description": "Analizuje dane i wykrywa wzorce", "capabilities": ["statistical_analysis", "trend_detection", "anomaly_detection"] }, { "component_id": "predictive_analyzer", "name": "Analizator Predykcyjny", "type": "ai_processing", "category": "prediction", "description": "Przewiduje trendy i przyszłe wartości", "capabilities": ["forecasting", "trend_prediction", "risk_modeling"] }, # === BEZPIECZEŃSTWO === { "component_id": "security_scanner", "name": "Skaner Bezpieczeństwa", "type": "ai_processing", "category": "security", "description": "Skanuje pod kątem zagrożeń bezpieczeństwa", "capabilities": ["vulnerability_detection", "threat_analysis", "compliance_checking"] }, { "component_id": "fraud_detector", "name": "Detektor Oszustw", "type": "ai_processing", "category": "fraud_detection", "description": "Wykrywa podejrzane aktywności i oszustwa", "capabilities": ["anomaly_detection", "pattern_recognition", "risk_scoring"] } ]