{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_parafact","slug":"parafact","name":"Parafact","type":"product","url":"https://parafactai.com","page_url":"https://unfragile.ai/parafact","categories":["research-search"],"tags":[],"pricing":{"model":"paid","free":false,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_parafact__cap_0","uri":"capability://research.real.time.claim.verification.against.authoritative.sources","name":"real-time claim verification against authoritative sources","description":"Analyzes individual claims or statements and cross-references them against a database of authoritative sources to determine factual accuracy. Returns verification status with supporting evidence and source citations.","intents":["I need to verify if a specific claim is true before publishing it","I want to know what authoritative sources say about this statement","I need to identify if a claim has been fact-checked before"],"best_for":["journalists","academic researchers","content creators","fact-checkers"],"limitations":["Effectiveness depends on freshness and comprehensiveness of underlying data sources","May prioritize mainstream publications over niche authoritative sources","Cannot verify claims about very recent events if sources haven't been indexed yet"],"requires":["Clear, specific claim or statement to verify","Internet connectivity for real-time source lookup","Paid subscription"],"input_types":["text"],"output_types":["verification status","source citations","supporting evidence"],"categories":["research","fact-checking"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_parafact__cap_1","uri":"capability://research.batch.claim.extraction.and.verification.from.documents","name":"batch claim extraction and verification from documents","description":"Processes longer documents or articles to automatically extract factual claims and verify each one against authoritative sources. Identifies which claims need verification and which are already well-supported.","intents":["I need to fact-check an entire article or research paper quickly","I want to find all the claims in my document that need verification","I need to systematically verify multiple claims at scale"],"best_for":["content operations teams","academic researchers","editorial teams","compliance reviewers"],"limitations":["May struggle with nuanced or context-dependent claims","Extraction accuracy depends on document structure and clarity","Processing time scales with document length"],"requires":["Document in text-readable format","Sufficient API quota for batch processing","Paid subscription"],"input_types":["text","document"],"output_types":["extracted claims list","verification results","accuracy report"],"categories":["research","fact-checking","productivity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_parafact__cap_2","uri":"capability://research.outdated.statistic.and.misconception.detection","name":"outdated statistic and misconception detection","description":"Identifies statistics and commonly-held beliefs within content that are outdated, superseded, or factually incorrect based on current authoritative sources. Flags these for review and suggests updated information.","intents":["I want to find outdated statistics in my research before publishing","I need to identify common misconceptions in my writing","I want to ensure my claims reflect the latest data and findings"],"best_for":["academic researchers","journalists","content creators","educators"],"limitations":["Requires clear distinction between outdated and intentionally historical references","May not catch subtle misconceptions that aren't widely documented","Depends on source database having newer information available"],"requires":["Content containing statistics or claims","Access to current authoritative sources in the system","Paid subscription"],"input_types":["text"],"output_types":["flagged outdated claims","updated information","source references"],"categories":["research","fact-checking"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_parafact__cap_3","uri":"capability://research.api.based.fact.checking.integration","name":"api-based fact-checking integration","description":"Provides programmatic access to fact-checking capabilities through API endpoints, enabling seamless embedding of verification functionality into existing research tools, content management systems, and workflows.","intents":["I want to add fact-checking to my existing research platform","I need to automate fact-checking within my content pipeline","I want to integrate verification into my custom application"],"best_for":["software developers","platform builders","research tool creators","content management teams"],"limitations":["Requires technical implementation and maintenance","API rate limits may constrain high-volume verification needs","Integration complexity depends on existing system architecture"],"requires":["API credentials and authentication","Technical development resources","Paid subscription with API access tier","Understanding of REST API integration"],"input_types":["text","JSON"],"output_types":["JSON verification results","API response objects"],"categories":["research","productivity","integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_parafact__cap_4","uri":"capability://research.source.transparency.and.citation.tracking","name":"source transparency and citation tracking","description":"Provides detailed information about which authoritative sources support or contradict a claim, including source names, publication dates, and relevance scores. Enables users to understand the evidence basis for verification results.","intents":["I need to see which sources support this claim","I want to understand why this claim was marked as false","I need to cite the sources that verify my statement"],"best_for":["academic researchers","journalists","fact-checkers","students"],"limitations":["Source prioritization methodology is not fully transparent","May not include all relevant sources, particularly niche publications","Source weighting and credibility assessment criteria unclear"],"requires":["Verified claim with source data available","Paid subscription","Need for detailed evidence review"],"input_types":["text"],"output_types":["source list","citations","relevance scores","publication metadata"],"categories":["research","fact-checking"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_parafact__cap_5","uri":"capability://research.claim.confidence.scoring.and.uncertainty.quantification","name":"claim confidence scoring and uncertainty quantification","description":"Assigns confidence scores to verification results, indicating the strength of evidence supporting or contradicting a claim. Helps users understand the certainty level of fact-checking results.","intents":["I need to know how confident the verification is","I want to identify claims with conflicting or uncertain evidence","I need to prioritize which claims to investigate further"],"best_for":["researchers","journalists","content editors","quality assurance teams"],"limitations":["Confidence scoring methodology may not be fully transparent","High confidence doesn't guarantee accuracy","May not adequately handle genuinely ambiguous or contested claims"],"requires":["Claim to be verified","Sufficient source data for confidence assessment","Paid subscription"],"input_types":["text"],"output_types":["confidence score","uncertainty metrics","evidence strength indicators"],"categories":["research","fact-checking"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_parafact__cap_6","uri":"capability://research.research.workflow.integration.and.collaboration","name":"research workflow integration and collaboration","description":"Enables teams to systematically verify claims across research projects, track verification status, and collaborate on fact-checking tasks within a unified interface or through API connections to existing tools.","intents":["I need my team to fact-check claims collaboratively","I want to track which claims have been verified in our project","I need to maintain a verification audit trail for compliance"],"best_for":["research teams","editorial teams","content operations","academic institutions"],"limitations":["Collaboration features may be limited compared to dedicated project management tools","Requires team coordination and workflow standardization","Pricing scales with team size"],"requires":["Team account setup","Paid subscription with team/enterprise tier","Multiple users with access credentials"],"input_types":["text","documents"],"output_types":["shared verification results","audit logs","team reports"],"categories":["research","productivity","collaboration"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":43,"verified":false,"data_access_risk":"high","permissions":["Clear, specific claim or statement to verify","Internet connectivity for real-time source lookup","Paid subscription","Document in text-readable format","Sufficient API quota for batch processing","Content containing statistics or claims","Access to current authoritative sources in the system","API credentials and authentication","Technical development resources","Paid subscription with API access tier"],"failure_modes":["Effectiveness depends on freshness and comprehensiveness of underlying data sources","May prioritize mainstream publications over niche authoritative sources","Cannot verify claims about very recent events if sources haven't been indexed yet","May struggle with nuanced or context-dependent claims","Extraction accuracy depends on document structure and clarity","Processing time scales with document length","Requires clear distinction between outdated and intentionally historical references","May not catch subtle misconceptions that aren't widely documented","Depends on source database having newer information available","Requires technical implementation and maintenance","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.39999999999999997,"quality":0.77,"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":"2026-05-24T12:16:32.437Z","last_scraped_at":"2026-04-05T13:23:42.545Z","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=parafact","compare_url":"https://unfragile.ai/compare?artifact=parafact"}},"signature":"S5oDdcEerGCiugHS9FbaWCNF8UMjvIXwpiuhvr7GO76B59nLPgwIXq31wbt/ZXZaFggTuBG+P3jKuatKBKwoCA==","signedAt":"2026-06-22T23:13:16.419Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/parafact","artifact":"https://unfragile.ai/parafact","verify":"https://unfragile.ai/api/v1/verify?slug=parafact","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"}}