{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_fuk-ai","slug":"fuk-ai","name":"Fuk.ai","type":"product","url":"https://fuk.ai","page_url":"https://unfragile.ai/fuk-ai","categories":["automation"],"tags":[],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_fuk-ai__cap_0","uri":"capability://safety.moderation.multilingual.profanity.detection.and.flagging","name":"multilingual profanity detection and flagging","description":"Detects profanity and offensive language across multiple languages using a combination of lexicon-based matching and pattern recognition. The system maintains language-specific profanity dictionaries and applies tokenization/normalization to catch variations (e.g., leetspeak, character substitutions). Flags detected content with severity scores and returns structured metadata about violation type and language detected.","intents":["I need to automatically catch profanity in user-generated content across English, Spanish, French, and other languages without manual review of every post","I want to filter toxic language in real-time as users submit comments, messages, or forum posts","I need to identify and quarantine profane content before it's visible to other community members"],"best_for":["small to mid-sized online communities (forums, Discord servers, comment sections) with 100K-10M monthly messages","global platforms serving multilingual user bases where manual moderation is cost-prohibitive","teams needing a first-line automated filter to reduce manual moderation workload by 60-80%"],"limitations":["Limited context awareness — cannot distinguish between reclaimed slurs, sarcasm, or cultural references, leading to false positives in 5-15% of edge cases","Struggles with coded language, acronyms, and evolving slang that emerges faster than dictionary updates","No semantic understanding of intent — flags the word 'gay' in 'I'm feeling gay today' the same as in hateful contexts","Freemium tier likely caps at 10K-100K API calls/month, making it impractical for platforms processing >1M messages daily"],"requires":["API key from Fuk.ai dashboard","HTTP/REST client capability or SDK integration","Text input in UTF-8 encoding","Network connectivity to Fuk.ai servers (no on-premise option mentioned)"],"input_types":["plain text (user comments, messages, forum posts)","raw strings up to ~5KB per request (typical API limits)"],"output_types":["JSON structured response with: flagged boolean, severity score (0-1), violation categories array, language detected, matched terms list"],"categories":["safety-moderation","text-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_fuk-ai__cap_1","uri":"capability://safety.moderation.hate.speech.classification.and.categorization","name":"hate speech classification and categorization","description":"Classifies detected toxic content into specific hate speech categories (e.g., racial slurs, religious hate, gender-based harassment, ableist language) using pattern matching and keyword association. Returns structured category tags alongside severity scores, enabling moderators to apply category-specific policies (e.g., auto-remove racial slurs, flag for review on gender harassment).","intents":["I need to categorize hate speech by type so I can apply different moderation actions (auto-remove vs. flag vs. quarantine) based on severity and category","I want to track which types of hate speech are most prevalent in my community to inform moderation policy updates","I need to report hate speech incidents by category to legal/compliance teams for documentation"],"best_for":["community managers building tiered moderation policies with category-specific enforcement rules","platforms required to maintain audit trails of hate speech incidents by type for compliance","teams analyzing community health metrics and toxicity trends over time"],"limitations":["Category boundaries are often ambiguous — content targeting multiple groups (e.g., 'disabled immigrant') may be miscategorized or require manual review","No hierarchical categorization — cannot distinguish between mild and severe instances within a category","Categories are likely fixed and predefined, making it difficult to adapt to emerging hate speech targeting new groups","Freemium tier may limit category granularity or return only top-level categories (e.g., 'hate speech' vs. specific subcategories)"],"requires":["API key from Fuk.ai","Text input in supported languages","Backend system to store and query categorized violations"],"input_types":["plain text (user-generated content)"],"output_types":["JSON with: primary_category, secondary_categories array, confidence scores per category, severity_level"],"categories":["safety-moderation","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_fuk-ai__cap_2","uri":"capability://tool.use.integration.real.time.content.moderation.api.with.webhook.integration","name":"real-time content moderation api with webhook integration","description":"Exposes REST API endpoints for synchronous content submission and asynchronous webhook callbacks for moderation results. Integrates with platforms via HTTP POST requests, processes submissions through the detection pipeline, and returns flagged content metadata. Supports batch processing for historical content and real-time streaming for live user submissions.","intents":["I want to check user comments for profanity before they're posted to my platform","I need to integrate moderation checks into my comment submission workflow without blocking user experience","I want to reprocess historical content (e.g., 1M old comments) to flag previously undetected hate speech"],"best_for":["web platforms (forums, social networks, comment sections) with existing REST API infrastructure","teams building moderation workflows that need to integrate checks at multiple points (submission, display, search)","platforms with both real-time and batch moderation needs"],"limitations":["Synchronous API calls add latency to user submission workflows — likely 200-500ms per request, which may impact perceived responsiveness","Freemium tier likely has strict rate limits (e.g., 10-100 requests/second), making batch processing of large datasets slow","No built-in retry logic or circuit breaker — client must handle API failures and implement exponential backoff","Webhook delivery is not guaranteed — requires client-side idempotency handling and duplicate detection"],"requires":["HTTP client library (curl, axios, requests, etc.)","API key from Fuk.ai dashboard","Publicly accessible webhook endpoint (for async results) or polling mechanism","Network connectivity to Fuk.ai servers"],"input_types":["JSON payload with text field, optional metadata (user_id, timestamp, language)"],"output_types":["JSON response with: is_flagged boolean, severity_score, categories, matched_terms, request_id for tracking"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_fuk-ai__cap_3","uri":"capability://automation.workflow.freemium.tiered.api.rate.limiting.and.quota.management","name":"freemium tiered api rate limiting and quota management","description":"Implements usage-based access control with freemium tier quotas (e.g., 10K API calls/month) and paid tier scaling. Tracks API calls per account, enforces rate limits via token bucket or sliding window algorithms, and returns HTTP 429 responses when limits are exceeded. Provides dashboard visibility into usage metrics and quota remaining.","intents":["I want to pilot Fuk.ai on my small community without paying upfront to validate the tool's effectiveness","I need to understand my moderation API costs before scaling to production","I want to set up alerts when my team approaches monthly API quota limits"],"best_for":["startups and small teams evaluating moderation tools with limited budgets","platforms with variable traffic patterns that need flexible, pay-as-you-go pricing","teams piloting moderation solutions before committing to enterprise contracts"],"limitations":["Freemium quotas are likely too restrictive for production use — 10K calls/month = ~330 calls/day, insufficient for platforms with >1K daily active users","No quota carryover or burst allowance — hitting limits mid-month blocks all moderation until next billing cycle","Paid tier pricing is not transparent in public documentation, making cost estimation difficult","No usage-based discounts or volume pricing for high-volume platforms"],"requires":["Fuk.ai account with API key","Monitoring system to track API usage and quota remaining","Fallback moderation strategy when API quota is exhausted"],"input_types":["API requests (counted per call, not per token or character)"],"output_types":["HTTP response headers with: X-RateLimit-Limit, X-RateLimit-Remaining, X-RateLimit-Reset"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_fuk-ai__cap_4","uri":"capability://safety.moderation.false.positive.and.false.negative.reporting.with.feedback.loops","name":"false positive and false negative reporting with feedback loops","description":"Allows moderators to report misclassifications (false positives where benign content is flagged, false negatives where toxic content is missed) via API or dashboard. Collects feedback with context (original text, detected category, moderator's correction) and feeds into model retraining or lexicon updates. Tracks feedback metrics to identify systematic biases.","intents":["I want to report when Fuk.ai incorrectly flags 'gay' in non-hateful contexts so the system learns from my feedback","I need to track how often the tool misses hate speech so I can decide if it's reliable enough for my community","I want to contribute to improving the tool's accuracy by submitting corrections that help retrain the model"],"best_for":["communities committed to improving moderation accuracy over time through active feedback","teams with dedicated moderation staff who can systematically report edge cases","platforms willing to share moderation data (with privacy safeguards) to improve the tool"],"limitations":["Feedback loops are likely asynchronous — corrections may take weeks or months to appear in production models","No transparency into how feedback is used — unclear if corrections are applied to all users or only the reporting account","Privacy concerns — submitting flagged content and corrections to Fuk.ai may violate user privacy policies or data residency requirements","Freemium tier may not have access to feedback reporting features, limiting ability to improve accuracy"],"requires":["Fuk.ai API key with feedback reporting permissions","Dashboard access or API endpoint for submitting corrections","Moderation workflow that captures moderator decisions and reasoning"],"input_types":["JSON with: original_text, detected_category, moderator_correction, confidence_level, context"],"output_types":["Acknowledgment response with: feedback_id, status (accepted/rejected), estimated_retraining_date"],"categories":["safety-moderation","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_fuk-ai__cap_5","uri":"capability://safety.moderation.language.detection.and.multi.language.profanity.filtering","name":"language detection and multi-language profanity filtering","description":"Automatically detects the language of input text using character encoding analysis and language identification models, then applies language-specific profanity lexicons and rules. Supports profanity detection across 10+ languages (estimated based on 'multiple language' claim) with language-specific normalization (e.g., diacritics removal for French, character variants for Arabic).","intents":["I have a global community with users posting in English, Spanish, French, German, and Arabic — I need to detect profanity in all languages automatically","I want to apply different moderation policies per language (e.g., stricter filtering for languages with less mature moderation tools)","I need to identify the language of flagged content for reporting and compliance purposes"],"best_for":["global platforms with diverse user bases across multiple language regions","teams without native speakers for all supported languages who need automated language-aware filtering","platforms required to maintain language-specific moderation audit trails"],"limitations":["Language detection is imperfect for code-mixed content (e.g., 'Hola amigo, that's cool') — may misidentify or fail to detect profanity in mixed-language posts","Profanity lexicons vary in quality and completeness across languages — some languages (e.g., English, Spanish) likely have comprehensive coverage, while others (e.g., Tagalog, Vietnamese) may have gaps","No support for transliteration variants (e.g., Cyrillic 'а' vs. Latin 'a') — may miss profanity in intentionally misspelled cross-script text","Freemium tier may limit language coverage to top 5-10 languages, excluding less common languages"],"requires":["Text input in UTF-8 encoding","API key from Fuk.ai","No special configuration — language detection is automatic"],"input_types":["plain text in any supported language"],"output_types":["JSON with: detected_language (ISO 639-1 code), language_confidence_score, profanity_flags (language-specific)"],"categories":["safety-moderation","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_fuk-ai__cap_6","uri":"capability://automation.workflow.dashboard.based.moderation.queue.and.manual.review.interface","name":"dashboard-based moderation queue and manual review interface","description":"Provides a web dashboard where moderators can view flagged content in a queue, review context (user profile, post history, timestamp), and take actions (approve, remove, escalate, add to blocklist). Integrates with the API to pull flagged items and stores moderator decisions for audit trails and feedback loops.","intents":["I want a centralized place to review all flagged content from my community and decide whether to remove it or approve it","I need to see user context (profile, history) when reviewing flagged content to make better moderation decisions","I want to track which moderators made which decisions for accountability and training purposes"],"best_for":["community managers and moderation teams with 1-10 moderators","platforms needing human-in-the-loop moderation for edge cases and appeals","teams building audit trails for compliance and legal documentation"],"limitations":["Dashboard likely has no customization — cannot adjust columns, filters, or workflows to match specific moderation policies","No bulk action support — moderators must review and action each flagged item individually, limiting throughput for high-volume communities","Limited context visibility — dashboard may not integrate with user profile data, post history, or previous moderation decisions from external systems","Freemium tier may limit dashboard access to 1-2 users or restrict historical data retention to 30 days"],"requires":["Fuk.ai account with dashboard access","Web browser (modern Chrome, Firefox, Safari, Edge)","User account with moderator role permissions"],"input_types":["Flagged content from API (pulled automatically or via webhook)"],"output_types":["Moderator actions (approve, remove, escalate) stored in Fuk.ai backend and optionally synced to external systems via API"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":37,"verified":false,"data_access_risk":"high","permissions":["API key from Fuk.ai dashboard","HTTP/REST client capability or SDK integration","Text input in UTF-8 encoding","Network connectivity to Fuk.ai servers (no on-premise option mentioned)","API key from Fuk.ai","Text input in supported languages","Backend system to store and query categorized violations","HTTP client library (curl, axios, requests, etc.)","Publicly accessible webhook endpoint (for async results) or polling mechanism","Network connectivity to Fuk.ai servers"],"failure_modes":["Limited context awareness — cannot distinguish between reclaimed slurs, sarcasm, or cultural references, leading to false positives in 5-15% of edge cases","Struggles with coded language, acronyms, and evolving slang that emerges faster than dictionary updates","No semantic understanding of intent — flags the word 'gay' in 'I'm feeling gay today' the same as in hateful contexts","Freemium tier likely caps at 10K-100K API calls/month, making it impractical for platforms processing >1M messages daily","Category boundaries are often ambiguous — content targeting multiple groups (e.g., 'disabled immigrant') may be miscategorized or require manual review","No hierarchical categorization — cannot distinguish between mild and severe instances within a category","Categories are likely fixed and predefined, making it difficult to adapt to emerging hate speech targeting new groups","Freemium tier may limit category granularity or return only top-level categories (e.g., 'hate speech' vs. specific subcategories)","Synchronous API calls add latency to user submission workflows — likely 200-500ms per request, which may impact perceived responsiveness","Freemium tier likely has strict rate limits (e.g., 10-100 requests/second), making batch processing of large datasets slow","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.2833333333333333,"quality":0.63,"ecosystem":0.15000000000000002,"match_graph":0.25,"freshness":0.75,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.1,"match_graph":0.35,"freshness":0.05}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-05-24T12:16:30.892Z","last_scraped_at":"2026-04-05T13:23:42.562Z","last_commit":null},"community":{"stars":null,"forks":null,"weekly_downloads":null,"model_downloads":null,"model_likes":null}},"distribution":{"claim_url":"https://unfragile.ai/submit?claim=fuk-ai","compare_url":"https://unfragile.ai/compare?artifact=fuk-ai"}},"signature":"vfccBe4HfJ5FtYshnmuAOeiYiU+/2bHeM6xMbcMDar2zJJMjAMS0UNaF9tHyRGQVLPb25LHMYZGohfJIxTpIAA==","signedAt":"2026-06-21T06:27:01.660Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/fuk-ai","artifact":"https://unfragile.ai/fuk-ai","verify":"https://unfragile.ai/api/v1/verify?slug=fuk-ai","publicKey":"https://unfragile.ai/api/v1/trust-passport-public-key","spec":"https://unfragile.ai/trust","schema":"https://unfragile.ai/schema.json","docs":"https://unfragile.ai/docs"}}