{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_waspgpt","slug":"waspgpt","name":"WaspGPT","type":"product","url":"https://www.waspgpt.io","page_url":"https://unfragile.ai/waspgpt","categories":["data-analysis"],"tags":[],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_waspgpt__cap_0","uri":"capability://search.retrieval.multi.source.cryptocurrency.news.aggregation.and.normalization","name":"multi-source cryptocurrency news aggregation and normalization","description":"Ingests and normalizes cryptocurrency news from fragmented sources (Twitter, CoinTelegraph, traditional finance feeds, on-chain data providers) into a unified feed with consistent metadata (timestamp, source credibility score, asset tags). Uses content deduplication and source-weighting algorithms to surface unique stories and filter noise, presenting aggregated results through a single interface rather than requiring manual cross-platform monitoring.","intents":["I want to monitor crypto market sentiment across all major news sources without switching between 5+ different platforms","I need to quickly identify which news stories are being covered by multiple sources to gauge significance","I want to filter crypto news by specific assets, sectors, or news categories without manual curation"],"best_for":["Retail crypto traders and hobbyists seeking time-efficient market monitoring","Crypto newcomers building foundational market awareness without enterprise tool costs"],"limitations":["Data freshness and update latency unknown — critical for time-sensitive trading decisions","Source credibility weighting algorithm not transparent — may amplify low-quality or biased sources","No documented SLA for news coverage completeness across sources","Deduplication heuristics may miss nuanced story variations with different implications"],"requires":["Active internet connection for real-time feed updates","User account registration (freemium tier available)","No explicit API rate limits documented"],"input_types":["user-defined asset filters (ticker symbols, blockchain addresses)","time range filters","source preference settings"],"output_types":["structured news feed (title, source, timestamp, asset tags, summary)","aggregated sentiment indicators","source attribution metadata"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_waspgpt__cap_1","uri":"capability://text.generation.language.ai.powered.cryptocurrency.market.analysis.and.interpretation","name":"ai-powered cryptocurrency market analysis and interpretation","description":"Applies large language model inference over aggregated news, price data, and on-chain metrics to generate interpretive analysis, market context, and trading implications. The system likely uses prompt engineering or fine-tuning to synthesize multi-modal crypto data (news sentiment, transaction volume, whale movements) into human-readable narratives explaining market drivers and potential outcomes, rather than serving raw data alone.","intents":["I want AI to explain what a major news event means for a specific cryptocurrency's price trajectory","I need context on whether current market sentiment is bullish or bearish for my portfolio allocation","I want to understand on-chain activity patterns and what they signal about institutional vs retail behavior"],"best_for":["Crypto traders seeking interpretive context beyond raw news and price feeds","Investors wanting AI-assisted decision support without hiring crypto analysts"],"limitations":["Analysis quality and accuracy not independently validated — no published backtests or performance metrics","LLM hallucination risk in financial analysis context — may generate plausible-sounding but incorrect market interpretations","No transparency on training data recency — analysis may be based on stale market conditions","Freemium tier likely gates advanced analysis features, limiting utility for serious traders","No documented approach to handling conflicting signals across data sources"],"requires":["User account with freemium or paid tier access","Sufficient context window to load relevant news and metrics","No explicit API documentation for programmatic analysis access"],"input_types":["cryptocurrency ticker or blockchain address","time window for analysis","optional custom analysis prompts"],"output_types":["natural language market analysis (2-5 paragraphs)","sentiment classification (bullish/bearish/neutral)","key driver identification","risk/opportunity callouts"],"categories":["text-generation-language","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_waspgpt__cap_2","uri":"capability://data.processing.analysis.cryptocurrency.asset.specific.intelligence.filtering.and.tagging","name":"cryptocurrency asset-specific intelligence filtering and tagging","description":"Implements a tagging and filtering system that maps news, analyses, and market data to specific cryptocurrencies, blockchain addresses, or DeFi protocols. Uses entity recognition (likely NER or regex-based pattern matching) to identify asset mentions in unstructured text, then allows users to subscribe to intelligence feeds filtered by asset, sector (DeFi, Layer-2, staking), or risk category. Enables personalized dashboards showing only relevant information for a user's portfolio.","intents":["I want to see only news and analysis relevant to the 10 cryptocurrencies I hold","I need to monitor all DeFi protocol updates without seeing unrelated altcoin news","I want alerts when major news breaks for assets in my watchlist"],"best_for":["Portfolio managers tracking specific asset baskets","Traders focused on particular crypto sectors or themes"],"limitations":["Entity recognition accuracy unknown — may miss asset mentions with non-standard naming or abbreviations","No documented support for cross-chain asset tracking (e.g., bridged tokens with different addresses)","Filtering logic not transparent — unclear how ambiguous mentions (e.g., 'Ethereum' vs 'ETH') are resolved","No bulk portfolio import from exchanges — requires manual asset list entry"],"requires":["User account with watchlist/portfolio creation capability","Manual entry of asset tickers or blockchain addresses","No API for programmatic watchlist management documented"],"input_types":["cryptocurrency tickers (BTC, ETH, etc.)","blockchain addresses","sector/category tags","risk classification preferences"],"output_types":["filtered news feed by asset","sector-specific analysis summaries","alert notifications for watchlist assets","portfolio-aligned intelligence dashboard"],"categories":["data-processing-analysis","memory-knowledge"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_waspgpt__cap_3","uri":"capability://data.processing.analysis.real.time.market.sentiment.aggregation.and.scoring","name":"real-time market sentiment aggregation and scoring","description":"Collects sentiment signals from multiple sources (social media mentions, news tone, on-chain transaction patterns, exchange funding rates) and synthesizes them into composite sentiment scores (bullish/bearish/neutral) for specific assets or the broader market. Likely uses sentiment analysis models (fine-tuned transformers or rule-based scoring) applied to news headlines, Twitter/X posts, and community discussions, then aggregates scores with time-decay weighting to reflect current market psychology.","intents":["I want to know if the broader crypto market sentiment is currently bullish or bearish","I need to identify when sentiment is shifting for a specific asset before price moves","I want to see which assets are generating the most positive or negative social discussion"],"best_for":["Sentiment-driven traders using contrarian or momentum strategies","Retail investors wanting quick market psychology snapshots"],"limitations":["Sentiment model accuracy not disclosed — may be biased toward English-language sources and miss non-English communities","No documented handling of sarcasm, irony, or context-dependent sentiment in crypto communities","Social media sentiment easily manipulated by coordinated campaigns or bot activity — no documented bot filtering","Time-decay weighting algorithm unknown — unclear how recent sentiment is weighted vs historical trends","No distinction between retail vs institutional sentiment sources"],"requires":["Real-time access to social media APIs (Twitter, Discord, Telegram) — rate limits may apply","On-chain data provider integration (likely Glassnode, Nansen, or similar)","User account to access sentiment dashboards"],"input_types":["cryptocurrency ticker or asset address","time window (1h, 24h, 7d, etc.)","optional source filter (social, news, on-chain)"],"output_types":["composite sentiment score (numeric -1 to +1 or categorical)","source-specific sentiment breakdown","sentiment trend visualization","top positive/negative mentions or discussions"],"categories":["data-processing-analysis","search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_waspgpt__cap_4","uri":"capability://tool.use.integration.freemium.tiered.access.with.premium.feature.gating","name":"freemium tiered access with premium feature gating","description":"Implements a freemium business model where basic news aggregation and sentiment feeds are available to free users, while advanced features (detailed on-chain analysis, historical backtesting, premium analyst reports, API access) are gated behind paid subscription tiers. The architecture likely uses role-based access control (RBAC) to enforce feature limits, rate-limiting on API endpoints, and feature flags to toggle premium capabilities per user tier.","intents":["I want to explore crypto intelligence tools without upfront cost commitment","I need to upgrade to premium features as my trading sophistication increases","I want programmatic API access to integrate crypto intelligence into my trading bot"],"best_for":["Crypto newcomers and casual traders with limited budgets","Developers prototyping crypto trading systems before committing to enterprise platforms"],"limitations":["Free tier utility unclear — likely limited to basic news feeds without advanced analysis","Premium pricing and feature breakdown not documented — unclear value proposition vs competitors","No documented free tier API access — may require paid tier for programmatic integration","Feature gating may create artificial limitations on free tier (e.g., delayed news updates, limited historical data)","No transparent upgrade path or trial period for premium features"],"requires":["Email account for registration","Payment method for premium tier subscription","No documented free trial period"],"input_types":["user registration and tier selection","payment information (for premium tiers)"],"output_types":["user account with tier-specific feature access","API keys (if premium tier includes API access)","subscription management dashboard"],"categories":["tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_waspgpt__cap_5","uri":"capability://memory.knowledge.unknown.data.source.integration.and.freshness.guarantees","name":"unknown data source integration and freshness guarantees","description":"WaspGPT aggregates cryptocurrency intelligence from multiple sources, but the specific data providers, update frequencies, and freshness guarantees are not documented. The system likely integrates with news APIs (CoinTelegraph, Crypto News, etc.), social media streams (Twitter/X, Discord), and possibly on-chain data providers (Glassnode, Nansen), but the architecture for source prioritization, conflict resolution, and update scheduling is opaque.","intents":["I need to understand data freshness and latency for time-sensitive trading decisions","I want to know which sources WaspGPT uses so I can assess reliability and bias","I need SLA guarantees on news delivery speed to avoid missing market-moving events"],"best_for":["Professional traders requiring transparent data sourcing and SLAs","Institutional investors conducting due diligence on tool reliability"],"limitations":["Data sources not publicly documented — impossible to assess source quality or bias","Update frequency and latency not specified — critical unknown for time-sensitive trading","No published SLA or uptime guarantees for news feeds","Unclear how source conflicts are resolved (e.g., conflicting price data or analysis)","No documented fallback strategy if primary data sources become unavailable","Potential for stale or delayed data in free tier without explicit disclosure"],"requires":["Transparency documentation from WaspGPT (not currently available)","Direct communication with support team to clarify data sourcing"],"input_types":[],"output_types":[],"categories":["memory-knowledge","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":37,"verified":false,"data_access_risk":"high","permissions":["Active internet connection for real-time feed updates","User account registration (freemium tier available)","No explicit API rate limits documented","User account with freemium or paid tier access","Sufficient context window to load relevant news and metrics","No explicit API documentation for programmatic analysis access","User account with watchlist/portfolio creation capability","Manual entry of asset tickers or blockchain addresses","No API for programmatic watchlist management documented","Real-time access to social media APIs (Twitter, Discord, Telegram) — rate limits may apply"],"failure_modes":["Data freshness and update latency unknown — critical for time-sensitive trading decisions","Source credibility weighting algorithm not transparent — may amplify low-quality or biased sources","No documented SLA for news coverage completeness across sources","Deduplication heuristics may miss nuanced story variations with different implications","Analysis quality and accuracy not independently validated — no published backtests or performance metrics","LLM hallucination risk in financial analysis context — may generate plausible-sounding but incorrect market interpretations","No transparency on training data recency — analysis may be based on stale market conditions","Freemium tier likely gates advanced analysis features, limiting utility for serious traders","No documented approach to handling conflicting signals across data sources","Entity recognition accuracy unknown — may miss asset mentions with non-standard naming or abbreviations","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":"2026-05-24T12:16:34.117Z","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=waspgpt","compare_url":"https://unfragile.ai/compare?artifact=waspgpt"}},"signature":"Ahao1bzCrYYisQf4RTyyUw0NLWqjpWRru9/nSRSm6OZufEFX8ggIvgnDBvOWlg/IL5JKnLO0+fBUMvgz/OIFAA==","signedAt":"2026-06-21T16:00:37.250Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/waspgpt","artifact":"https://unfragile.ai/waspgpt","verify":"https://unfragile.ai/api/v1/verify?slug=waspgpt","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"}}