{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"awesome-agents-inc","slug":"agents-inc","name":"AGENTS.inc","type":"agent","url":"https://www.agents.inc/","page_url":"https://unfragile.ai/agents-inc","categories":["ai-agents"],"tags":[],"pricing":{"model":"unknown","free":false,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"awesome-agents-inc__cap_0","uri":"capability://search.retrieval.real.time.global.news.monitoring.with.sentiment.analysis","name":"real-time global news monitoring with sentiment analysis","description":"Continuously ingests global news feeds and social media streams, applies NLP-based sentiment classification and topic extraction to identify competitive threats, regulatory changes, and market trends. Surfaces results through interactive real-time dashboards with geographic and keyword filtering. Implementation approach unknown but likely uses news API aggregators (Reuters, Bloomberg, etc.) feeding into a streaming analysis pipeline with sentiment scoring and trend detection.","intents":["Monitor competitor announcements and market movements in real-time across all geographies","Track regulatory or policy changes that could impact business strategy","Identify emerging market trends and shifts in industry sentiment before competitors","Set up alerts for specific keywords, companies, or geographic regions relevant to business"],"best_for":["Corporate strategy teams tracking competitive intelligence","Regulatory compliance officers monitoring policy changes","Investment firms conducting market surveillance","Government agencies tracking geopolitical developments"],"limitations":["Sentiment analysis accuracy unknown — no documentation of model performance, potential bias in non-English sources","Real-time mechanism not documented — actual latency between news publication and dashboard update unknown","Data freshness depends on underlying news API coverage — may miss niche or regional sources","No documented filtering for misinformation or unreliable sources"],"requires":["Active subscription to AGENTS.inc platform","Web browser for dashboard access (no API documented)","Ability to define search parameters and geographic filters"],"input_types":["news feeds (RSS, API)","social media streams","keyword/topic specifications","geographic filters","temporal filters"],"output_types":["interactive dashboards","trend analysis reports","sentiment scores","alert notifications"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-agents-inc__cap_1","uri":"capability://search.retrieval.company.discovery.and.opportunity.scoring.with.multi.criteria.filtering","name":"company discovery and opportunity scoring with multi-criteria filtering","description":"Searches across company databases using structured criteria (industry, geography, company size, revenue range, employee count) and returns ranked lists of target companies with opportunity scores. Likely uses a combination of company data APIs (D&B, PitchBook, Crunchbase) with scoring logic that weights criteria relevance. Claims '100x cheaper than manual searches' but no technical validation provided. Outputs structured company lists with scoring metadata suitable for M&A, partnership, or supplier discovery workflows.","intents":["Identify acquisition targets matching specific industry, geography, and size criteria","Find potential partners or suppliers in a given market segment","Discover customer prospects matching ideal customer profile","Conduct market sizing by identifying all companies in a specific segment"],"best_for":["M&A teams conducting target identification at scale","Business development teams searching for partners or suppliers","Sales teams building prospect lists for specific verticals","Market research teams conducting competitive landscape analysis"],"limitations":["Data source coverage unknown — unclear which company databases are indexed or how current data is","Scoring algorithm not documented — cannot assess how 'opportunity' is calculated or whether it matches business logic","No API access documented — outputs appear dashboard/report-only, limiting integration with CRM or deal tracking systems","Customization depth unclear — 'user configurable' is vague about whether scoring weights can be adjusted","No pricing transparency — '100x cheaper' claim is relative, not absolute"],"requires":["Active subscription to AGENTS.inc platform","Ability to specify search criteria (industry, geography, size)","Web browser for dashboard access or report generation"],"input_types":["structured search parameters (industry, geography, company size, revenue range)","employee count filters","growth stage filters","custom criteria (if supported)"],"output_types":["structured company lists","opportunity scores","company profiles with metadata","exportable reports (format unknown)"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-agents-inc__cap_2","uri":"capability://text.generation.language.executive.summary.generation.from.heterogeneous.data.sources","name":"executive summary generation from heterogeneous data sources","description":"Accepts business questions and data source specifications, then synthesizes information from internal and external sources into structured executive reports with key insights and recommendations. Uses LLM-based summarization and reasoning to extract actionable intelligence from unstructured documents, research, and data. No documentation of how context windows are managed for large datasets, hallucination mitigation, or source attribution.","intents":["Generate market analysis reports for specific industries or geographies","Evaluate regulatory impact on business strategy","Conduct competitive analysis with key differentiators and weaknesses","Synthesize research findings into executive briefings for board presentations"],"best_for":["C-suite executives needing rapid market or competitive analysis","Strategy teams preparing board materials or investor presentations","Regulatory affairs teams assessing policy impact","Research teams synthesizing literature reviews into actionable insights"],"limitations":["No documentation of underlying LLM model — cannot assess hallucination risk or quality consistency","Source attribution not documented — reports may lack citations or traceability to original sources","Context window handling unknown — unclear how large datasets or long documents are processed","Customization of report structure not documented — may produce generic templates unsuitable for specific use cases","No version control or audit trail documented — cannot track how reports change over time or who made edits"],"requires":["Active subscription to AGENTS.inc platform","Ability to formulate clear business questions","Access to data sources (internal or external) that agent can query"],"input_types":["natural language business questions","data source specifications","document uploads (format unknown)","search parameters or filters"],"output_types":["structured executive reports (PDF, document format)","key insights and recommendations","summary tables or visualizations","source citations (if supported)"],"categories":["text-generation-language","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-agents-inc__cap_3","uri":"capability://search.retrieval.eu.regulatory.policy.monitoring.with.multi.state.tracking.and.sentiment.analysis","name":"eu regulatory policy monitoring with multi-state tracking and sentiment analysis","description":"Monitors EU political developments, policy announcements, and regulatory changes across all 27 EU member states. Applies sentiment analysis to track political shifts and their potential business impact. Surfaces results through real-time dashboards with trend reports and actionable insights. Implementation approach unknown but likely uses EU legislative databases (EUR-Lex), news feeds, and political sentiment APIs.","intents":["Track EU regulatory changes that could impact business operations or compliance requirements","Monitor political sentiment shifts that could affect policy direction","Identify emerging regulations before they are finalized","Assess regulatory risk across multiple EU jurisdictions simultaneously"],"best_for":["Compliance and regulatory affairs teams in EU-regulated industries","Government affairs teams tracking policy developments","Legal teams monitoring legislative changes","Risk management teams assessing regulatory exposure"],"limitations":["Data freshness mechanism not documented — unclear how quickly policy changes are detected and surfaced","Sentiment analysis accuracy unknown — no documentation of model performance on political text or potential bias","Language coverage not specified — EU has 24 official languages, unclear which are supported or how quality varies","No documented data privacy or GDPR compliance information — critical gap for EU users","Customization by jurisdiction or policy domain not documented"],"requires":["Active subscription to AGENTS.inc platform","Web browser for dashboard access","Understanding of EU regulatory landscape (agent assumes domain knowledge)"],"input_types":["EU legislative databases","political news feeds","policy announcements","geographic filters (EU member states)"],"output_types":["real-time dashboards","sentiment analysis scores","trend reports","policy change alerts","actionable insights"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-agents-inc__cap_4","uri":"capability://data.processing.analysis.patent.document.classification.and.similarity.search.with.novelty.detection","name":"patent document classification and similarity search with novelty detection","description":"Analyzes patent documents to classify them by technology domain, identify similar existing patents, and assess novelty relative to prior art. Likely uses NLP-based document embedding and similarity matching against a patent database (USPTO, WIPO, etc.). Outputs classification tags, similarity scores, and novelty assessments. Operates in partnership with NeoPTO but integration mechanism and data flow not documented.","intents":["Automate patent classification and prior art search to accelerate patent prosecution","Identify existing patents similar to a new invention to assess patentability","Assess novelty of an invention relative to published patents","Conduct freedom-to-operate analysis by finding potentially conflicting patents"],"best_for":["Patent attorneys and agents conducting prior art searches","R&D teams assessing patentability of new inventions","IP teams conducting freedom-to-operate analysis","Patent examiners or patent offices automating classification"],"limitations":["Patent database coverage not documented — unclear which patent offices or databases are indexed (USPTO, WIPO, EPO, etc.)","Novelty assessment methodology not documented — cannot assess how 'novelty' is calculated or validated","Language support not specified — patents are multilingual, unclear which languages are supported","Integration with NeoPTO not documented — unclear if this is a white-label integration or separate tool","No documented accuracy metrics or validation against human patent examiners"],"requires":["Active subscription to AGENTS.inc platform","Patent documents in supported format (PDF, text, or structured metadata)","Access to patent databases (may be included in subscription)"],"input_types":["patent documents (PDF, text)","patent metadata (title, abstract, claims)","technology domain specifications","prior art search parameters"],"output_types":["patent classifications","similarity scores and matched patents","novelty assessments","prior art reports","structured patent metadata"],"categories":["data-processing-analysis","search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-agents-inc__cap_5","uri":"capability://search.retrieval.scientific.literature.synthesis.and.expert.identification","name":"scientific literature synthesis and expert identification","description":"Searches scientific publications and research databases to synthesize comprehensive reports on specific research topics, identifies leading experts and institutions in a domain, and accelerates literature review processes. Likely uses academic database APIs (PubMed, arXiv, Scopus, etc.) with NLP-based summarization and citation analysis to identify key papers and influential researchers. Outputs structured literature reviews with expert recommendations.","intents":["Accelerate literature reviews by automatically synthesizing research findings on a topic","Identify leading researchers and institutions in a specific scientific domain","Track emerging research trends and breakthroughs in a field","Find expert collaborators or advisors for R&D projects"],"best_for":["Researchers conducting literature reviews for papers or grants","R&D teams assessing state-of-the-art in a technology domain","Innovation teams identifying emerging research trends","Organizations seeking expert advisors or collaborators"],"limitations":["Academic database coverage not documented — unclear which databases are indexed (PubMed, arXiv, Scopus, etc.)","Publication lag not addressed — academic databases have indexing delays, unclear how current results are","Expert identification methodology not documented — unclear how 'leading experts' are ranked (citations, h-index, recency, etc.)","Language support not specified — scientific literature is multilingual, unclear which languages are supported","No documented validation against human literature review experts"],"requires":["Active subscription to AGENTS.inc platform","Ability to specify research topic or domain","Access to scientific publication databases (may be included in subscription)"],"input_types":["research topic or domain specifications","keyword searches","publication date filters","institution or author filters"],"output_types":["comprehensive literature review reports","key paper summaries","expert researcher profiles","institution rankings","trend analysis","structured bibliography"],"categories":["search-retrieval","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-agents-inc__cap_6","uri":"capability://automation.workflow.autonomous.24.7.agent.orchestration.and.task.execution","name":"autonomous 24/7 agent orchestration and task execution","description":"Operates agents continuously without human intervention, executing scheduled monitoring tasks, data ingestion, analysis, and report generation on a 24/7 basis. Mechanism for scheduling, error handling, and state management not documented. Claims 'virtual consultants' but does not specify how agents handle edge cases, contradictions, or require human approval before taking actions.","intents":["Set up continuous monitoring of news, regulations, or market data without manual intervention","Generate periodic reports (daily, weekly, monthly) automatically","Maintain real-time dashboards that update without human action","Execute time-sensitive tasks (e.g., alert on regulatory changes) immediately when triggered"],"best_for":["Teams that need continuous monitoring but lack dedicated analyst resources","Organizations requiring 24/7 surveillance of competitive or regulatory landscapes","Executives who want automated briefings without manual research"],"limitations":["Orchestration mechanism not documented — unclear how agents are scheduled, prioritized, or handle concurrent tasks","Error handling and recovery not documented — unclear how agents handle API failures, data inconsistencies, or hallucinations","State management not documented — unclear how agents maintain context across multiple runs or handle incremental updates","Human approval workflows not documented — unclear if agents can take autonomous actions or require human review","Cost implications unknown — 24/7 operation likely has usage-based costs not disclosed","Uptime/SLA not documented — no guarantees on availability or performance"],"requires":["Active subscription to AGENTS.inc platform","Configuration of monitoring parameters and alert thresholds","Integration with notification systems (email, Slack, etc.) if alerts are required"],"input_types":["scheduling parameters (frequency, time windows)","monitoring criteria and filters","alert thresholds and conditions","data sources and APIs"],"output_types":["periodic reports","real-time dashboard updates","alert notifications","structured data exports"],"categories":["automation-workflow","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-agents-inc__cap_7","uri":"capability://text.generation.language.multi.language.natural.language.understanding.and.response.generation","name":"multi-language natural language understanding and response generation","description":"Processes user queries and data in multiple languages, applies NLP to understand intent and context, and generates responses in the user's language. Claims support for 'all languages' but provides no documentation of which languages are supported, how quality varies by language, or what NLP models are used. Likely uses a multilingual LLM (e.g., GPT-4, Claude) but this is not confirmed.","intents":["Use AGENTS.inc in non-English languages without translation overhead","Query agents in native language and receive results in native language","Analyze international news, regulations, or research in their original languages","Support global teams with different language preferences"],"best_for":["Global organizations with multilingual teams","Companies operating in non-English-speaking markets","International research teams analyzing multilingual sources"],"limitations":["Language coverage not specified — 'all languages' is vague, unclear which languages are actually supported","Quality variation not documented — likely degrades for low-resource languages or domain-specific terminology","Translation quality not documented — unclear if results are translated or analyzed in original language","Cultural context handling not documented — unclear how cultural nuances or regional variations are handled","No documented validation against native speakers or language experts"],"requires":["Active subscription to AGENTS.inc platform","Ability to input queries or data in supported language"],"input_types":["natural language queries in any supported language","documents or data in any supported language","language-specific filters or parameters"],"output_types":["responses in user's language","translated or multilingual reports","language-specific formatting (dates, currency, etc.)"],"categories":["text-generation-language","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-agents-inc__cap_8","uri":"capability://automation.workflow.dashboard.driven.interactive.data.exploration.and.visualization","name":"dashboard-driven interactive data exploration and visualization","description":"Provides interactive dashboards for exploring agent outputs, filtering results by multiple criteria, and visualizing trends or patterns. Dashboards appear to be the primary user interface, with real-time updates and drill-down capabilities. Implementation details not documented — unclear if dashboards are web-based, what visualization libraries are used, or how data is refreshed.","intents":["Explore agent outputs interactively without writing queries or code","Filter results by multiple criteria (geography, industry, date range, etc.)","Visualize trends over time or across categories","Share dashboards with stakeholders for collaborative analysis"],"best_for":["Non-technical business users who need interactive data exploration","Teams that need to share insights with stakeholders","Executives who want visual summaries of key metrics"],"limitations":["Customization depth not documented — unclear if dashboards can be customized or if they are fixed templates","Export capabilities not documented — unclear if dashboards can be exported as images, PDFs, or data","Performance not documented — unclear how dashboards perform with large datasets or many concurrent users","Mobile support not documented — unclear if dashboards are accessible on mobile devices","No documented API for programmatic dashboard access"],"requires":["Active subscription to AGENTS.inc platform","Web browser with JavaScript support","Internet connection for real-time updates"],"input_types":["agent outputs (structured data, reports)","filter parameters (date range, geography, keywords, etc.)","visualization preferences (chart type, grouping, etc.)"],"output_types":["interactive visualizations (charts, maps, tables)","filtered result sets","exported reports or images","shareable dashboard links"],"categories":["automation-workflow","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-agents-inc__cap_9","uri":"capability://safety.moderation.no.hallucination.claim.with.undocumented.validation.mechanism","name":"no-hallucination claim with undocumented validation mechanism","description":"Claims to eliminate hallucinations in agent outputs, but provides zero technical documentation of how this is achieved. Likely uses grounding strategies (e.g., retrieval-augmented generation, fact-checking, source attribution) but this is not confirmed. The claim appears to be a marketing differentiator rather than a documented technical capability.","intents":["Trust agent outputs without manual verification","Use agent-generated reports directly in business decisions","Reduce time spent fact-checking or validating results"],"best_for":["Organizations that need high-confidence outputs for critical decisions","Regulated industries where hallucinations could create compliance risk"],"limitations":["Validation mechanism completely undocumented — no explanation of how hallucinations are prevented or detected","No performance metrics provided — no accuracy rates, false positive rates, or validation against human review","No definition of 'hallucination' — unclear if this refers to factual errors, unsupported claims, or both","No documentation of edge cases — unclear how the system handles ambiguous, contradictory, or incomplete information","Claim appears to be marketing hype without technical substance — requires independent validation before trusting"],"requires":["Active subscription to AGENTS.inc platform","Trust in undocumented validation mechanisms"],"input_types":["agent outputs (reports, insights, recommendations)"],"output_types":["validated or grounded outputs (mechanism unknown)"],"categories":["safety-moderation","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":27,"verified":false,"data_access_risk":"high","permissions":["Active subscription to AGENTS.inc platform","Web browser for dashboard access (no API documented)","Ability to define search parameters and geographic filters","Ability to specify search criteria (industry, geography, size)","Web browser for dashboard access or report generation","Ability to formulate clear business questions","Access to data sources (internal or external) that agent can query","Web browser for dashboard access","Understanding of EU regulatory landscape (agent assumes domain knowledge)","Patent documents in supported format (PDF, text, or structured metadata)"],"failure_modes":["Sentiment analysis accuracy unknown — no documentation of model performance, potential bias in non-English sources","Real-time mechanism not documented — actual latency between news publication and dashboard update unknown","Data freshness depends on underlying news API coverage — may miss niche or regional sources","No documented filtering for misinformation or unreliable sources","Data source coverage unknown — unclear which company databases are indexed or how current data is","Scoring algorithm not documented — cannot assess how 'opportunity' is calculated or whether it matches business logic","No API access documented — outputs appear dashboard/report-only, limiting integration with CRM or deal tracking systems","Customization depth unclear — 'user configurable' is vague about whether scoring weights can be adjusted","No pricing transparency — '100x cheaper' claim is relative, not absolute","No documentation of underlying LLM model — cannot assess hallucination risk or quality consistency","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.05,"quality":0.3,"ecosystem":0.25,"match_graph":0.25,"freshness":0.75,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.1,"match_graph":0.28,"freshness":0.12}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-06-17T09:51:02.370Z","last_scraped_at":"2026-05-03T14:00:10.321Z","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=agents-inc","compare_url":"https://unfragile.ai/compare?artifact=agents-inc"}},"signature":"peOhmqEAXjpoe7zrV83BjruYYXAiJ6BMZqeUusQaLoQGi61S8sPmxd3HRtbuAUxYiJym983MvRgQzmPaq3HuCA==","signedAt":"2026-06-20T05:11:56.572Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/agents-inc","artifact":"https://unfragile.ai/agents-inc","verify":"https://unfragile.ai/api/v1/verify?slug=agents-inc","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"}}