{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_sibli","slug":"sibli","name":"Sibli","type":"product","url":"https://sibli.ai","page_url":"https://unfragile.ai/sibli","categories":["data-analysis"],"tags":[],"pricing":{"model":"paid","free":false,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_sibli__cap_0","uri":"capability://data.processing.analysis.multi.format.citation.generation.with.financial.data.enrichment","name":"multi-format citation generation with financial data enrichment","description":"Automatically generates citations in APA, MLA, Chicago, and Harvard formats by parsing financial data sources (Bloomberg terminals, financial databases) and extracting metadata through structured connectors. The system maps source fields to citation schema templates, handling ticker symbols, fund identifiers, and institutional data that standard citation engines struggle with, then renders formatted output with validation against style guide rules.","intents":["Generate properly formatted citations for Bloomberg terminal data and financial reports without manual formatting","Create citations that preserve financial metadata (ticker symbols, fund names, institutional sources) in compliance-auditable formats","Export citations in multiple formats from a single source entry to support different publication requirements"],"best_for":["Financial analysts and investment research teams managing institutional citation workflows","Compliance departments auditing citation trails for regulatory requirements","Research teams publishing in multiple formats (internal reports, external publications, regulatory filings)"],"limitations":["Citation database is narrower than Zotero or Mendeley, particularly weak in non-English academic sources","Financial data enrichment requires active Bloomberg terminal or institutional database subscriptions; limited support for open-source financial data APIs","Format validation is style-guide-specific and may not handle edge cases in emerging financial data types (crypto assets, alternative data sources)"],"requires":["Active Bloomberg terminal subscription or institutional financial database access","API credentials for connected financial data sources","Citation metadata in structured format (JSON or CSV with required fields)"],"input_types":["structured financial data (Bloomberg exports, fund databases)","text metadata (author, title, publication date)","financial identifiers (ticker symbols, CUSIP, ISIN)"],"output_types":["formatted citation text (APA, MLA, Chicago, Harvard)","structured citation metadata (JSON)","exportable bibliography (PDF, Word, LaTeX)"],"categories":["data-processing-analysis","financial-research"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_sibli__cap_1","uri":"capability://automation.workflow.real.time.collaborative.citation.editing.with.version.control","name":"real-time collaborative citation editing with version control","description":"Enables multiple team members to edit, add, and modify citations simultaneously with conflict-free synchronization using operational transformation or CRDT-based merging. Changes propagate in real-time across connected clients, with audit trails tracking who modified what and when, preventing version control chaos common in shared research documents. Supports concurrent edits to citation metadata, formatting preferences, and bibliography organization without requiring manual merge resolution.","intents":["Collaborate with team members on citation management without creating duplicate versions or losing edits","Track citation changes and audit who added or modified sources for compliance and research integrity","Resolve citation conflicts when multiple researchers add overlapping sources simultaneously"],"best_for":["Investment research teams with 3+ analysts working on shared reports","Compliance departments requiring audit trails of citation modifications","Cross-functional research groups (analysts, compliance, legal) coordinating on institutional research"],"limitations":["Real-time sync requires persistent network connection; offline editing may have delayed conflict resolution","Audit trails are immutable but may grow large for long-running projects, impacting query performance","Concurrent edits to the same citation field may require manual resolution if conflict resolution strategy is not deterministic"],"requires":["Active internet connection for real-time synchronization","User authentication and role-based access control (RBAC) setup","Minimum 2 concurrent users to demonstrate collaborative benefits"],"input_types":["citation metadata (author, title, source, date)","formatting preferences (style, language)","user actions (add, edit, delete, reorder)"],"output_types":["synchronized citation state across all connected clients","audit log with timestamps and user attribution","conflict resolution events (if applicable)"],"categories":["automation-workflow","collaboration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_sibli__cap_2","uri":"capability://tool.use.integration.institutional.financial.database.connector.with.schema.mapping","name":"institutional financial database connector with schema mapping","description":"Integrates with Bloomberg terminals, institutional financial databases, and proprietary data feeds through pre-built connectors that map source schemas to Sibli's citation metadata model. Connectors extract relevant fields (ticker, fund name, publication date, data provider) from structured financial sources and automatically populate citation templates, reducing manual data entry and ensuring consistency. Supports OAuth or API-key authentication for secure institutional access.","intents":["Automatically pull citation metadata from Bloomberg terminal without manual copy-paste","Sync citations with institutional financial databases to keep research sources up-to-date","Map custom financial data sources to citation templates for non-standard data providers"],"best_for":["Institutional research teams with Bloomberg terminal subscriptions","Asset management firms using proprietary financial databases","Compliance teams auditing citation sources against institutional data systems"],"limitations":["Requires active Bloomberg terminal or institutional database subscription; no support for free financial data APIs (Yahoo Finance, Alpha Vantage) out-of-the-box","Schema mapping is pre-configured for major providers; custom data sources require manual connector development","Real-time data sync may lag if source database update frequency is slow or if API rate limits are restrictive"],"requires":["Bloomberg terminal subscription or institutional financial database access","API credentials or OAuth tokens for financial data sources","Network access to institutional data systems (may require VPN or firewall rules)"],"input_types":["Bloomberg terminal exports (CSV, JSON)","institutional database API responses (JSON, XML)","custom financial data feeds (structured format)"],"output_types":["populated citation metadata (author, title, source, date, ticker)","structured financial identifiers (CUSIP, ISIN, ticker symbols)","sync status and error logs"],"categories":["tool-use-integration","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_sibli__cap_3","uri":"capability://safety.moderation.citation.compliance.and.audit.trail.management","name":"citation compliance and audit trail management","description":"Maintains immutable audit logs of all citation modifications, including who changed what, when, and why (optional change notes). Generates compliance reports showing citation provenance, source verification status, and modification history for regulatory audits. Supports role-based access control (RBAC) to restrict citation editing to authorized users and enforce approval workflows for sensitive sources.","intents":["Generate audit reports showing citation sources and modification history for regulatory compliance","Enforce approval workflows so only authorized users can add or modify citations","Verify citation provenance and source authenticity for research integrity audits"],"best_for":["Compliance departments managing citation audits for regulatory requirements","Investment research teams subject to SEC or FINRA citation disclosure rules","Institutional research groups requiring source verification and approval workflows"],"limitations":["Audit logs are immutable but may grow large for long-running projects, impacting query and export performance","Approval workflows are configurable but require manual setup; no pre-built templates for specific regulatory frameworks (SEC, FINRA)","Source verification relies on user input or automated checks; no independent verification against external compliance databases"],"requires":["Role-based access control (RBAC) configuration with user roles and permissions","Audit log retention policy and storage capacity","Optional: integration with compliance management systems for automated reporting"],"input_types":["citation metadata (author, title, source, date)","user actions (add, edit, delete, approve, reject)","change notes and approval comments"],"output_types":["audit logs with timestamps and user attribution","compliance reports (PDF, CSV)","approval workflow status and history"],"categories":["safety-moderation","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_sibli__cap_4","uri":"capability://data.processing.analysis.citation.deduplication.and.merge.with.financial.identifier.matching","name":"citation deduplication and merge with financial identifier matching","description":"Automatically detects duplicate citations by matching on multiple fields (title, author, publication date) and financial identifiers (ticker symbols, CUSIP, ISIN). Merges duplicates while preserving metadata from both sources and resolving conflicts based on source reliability and recency. Uses fuzzy matching for author names and titles to catch near-duplicates that exact matching would miss.","intents":["Remove duplicate citations from shared research libraries without losing metadata","Merge citations from multiple sources (Bloomberg, fund databases) that refer to the same asset or publication","Detect near-duplicate citations with slightly different author names or titles"],"best_for":["Research teams with large citation libraries accumulated from multiple sources","Compliance teams auditing citation databases for data quality and consistency","Teams migrating citations from legacy systems to Sibli"],"limitations":["Fuzzy matching may produce false positives for similar but distinct sources; requires manual review for edge cases","Financial identifier matching (ticker, CUSIP) relies on accurate data in source systems; mismatched identifiers may prevent deduplication","Merge conflict resolution is heuristic-based and may not preserve all metadata if sources have conflicting information"],"requires":["Citation metadata with sufficient fields for matching (title, author, date, or financial identifiers)","Optional: financial identifier database (ticker, CUSIP, ISIN) for enhanced matching"],"input_types":["citation metadata (title, author, publication date)","financial identifiers (ticker symbols, CUSIP, ISIN)","source reliability scores (optional)"],"output_types":["deduplicated citation list","merge conflict reports (if manual review needed)","metadata consolidation results"],"categories":["data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_sibli__cap_5","uri":"capability://text.generation.language.bibliography.generation.and.formatting.with.style.validation","name":"bibliography generation and formatting with style validation","description":"Generates formatted bibliographies in APA, MLA, Chicago, and Harvard styles by applying style-specific rules to citation metadata. Validates output against style guide specifications (indentation, spacing, punctuation, capitalization) and flags formatting errors before export. Supports batch bibliography generation for multiple citation sets and exports to PDF, Word, LaTeX, or plain text formats.","intents":["Generate properly formatted bibliographies in multiple styles for different publication requirements","Validate bibliography formatting against style guide rules before submitting to publications","Export bibliographies in formats compatible with word processors, LaTeX, or publishing systems"],"best_for":["Researchers publishing in multiple formats (internal reports, academic journals, regulatory filings)","Editorial teams managing citation formatting for institutional publications","Authors switching between publication venues with different citation style requirements"],"limitations":["Style validation is rule-based and may not catch all edge cases or emerging style guide updates","Custom citation styles are not supported; limited to APA, MLA, Chicago, Harvard","Export formats are limited to PDF, Word, LaTeX, plain text; no support for proprietary publishing formats"],"requires":["Citation metadata with required fields for the target style (author, title, publication date, source)","Style guide version specification (e.g., APA 7th edition, Chicago 17th edition)"],"input_types":["citation metadata (author, title, source, date, financial identifiers)","style preference (APA, MLA, Chicago, Harvard)","export format (PDF, Word, LaTeX, plain text)"],"output_types":["formatted bibliography text","exported file (PDF, Word, LaTeX, plain text)","formatting validation report"],"categories":["text-generation-language","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_sibli__cap_6","uri":"capability://search.retrieval.citation.search.and.retrieval.with.financial.data.filtering","name":"citation search and retrieval with financial data filtering","description":"Enables full-text search across citation metadata (title, author, source, abstract) with filters for financial identifiers (ticker symbols, fund names, asset classes), publication date ranges, and source types. Uses indexed search for fast retrieval and supports boolean operators (AND, OR, NOT) for complex queries. Returns ranked results with relevance scoring and preview snippets.","intents":["Search for citations by ticker symbol, fund name, or other financial identifiers","Filter citations by publication date, source type, or asset class for targeted research","Find related citations using full-text search with boolean operators"],"best_for":["Researchers managing large citation libraries and needing fast retrieval","Analysts searching for citations by financial identifiers (ticker, fund name)","Teams building research reports and needing to find relevant sources quickly"],"limitations":["Full-text search is limited to indexed metadata; does not search PDF content or annotations","Financial identifier filtering requires accurate data in citation metadata; missing or incorrect identifiers reduce search effectiveness","Search performance may degrade with very large citation libraries (100k+ citations) unless indexes are optimized"],"requires":["Citation metadata indexed in search engine (Elasticsearch, Solr, or similar)","Financial identifier data (ticker symbols, fund names, asset classes) in citation metadata"],"input_types":["search query (text, boolean operators)","filter criteria (ticker, fund name, date range, source type)","sort preference (relevance, date, source)"],"output_types":["ranked search results with relevance scores","preview snippets with matching terms highlighted","filter facets for refining search"],"categories":["search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_sibli__cap_7","uri":"capability://data.processing.analysis.citation.import.from.multiple.sources.with.format.conversion","name":"citation import from multiple sources with format conversion","description":"Imports citations from multiple formats (BibTeX, RIS, CSV, JSON, Bloomberg exports) and converts them to Sibli's internal citation model. Handles format-specific quirks (BibTeX escaping, RIS field mapping) and validates imported data for completeness. Supports batch import of large citation sets and provides error reporting for malformed entries.","intents":["Migrate citations from Zotero, Mendeley, or other citation managers to Sibli","Import citations from Bloomberg exports or institutional databases in bulk","Convert citations between formats (BibTeX to RIS, CSV to JSON) for compatibility"],"best_for":["Teams migrating from legacy citation management systems to Sibli","Researchers importing citations from Bloomberg or institutional databases","Users managing citations across multiple tools and needing format conversion"],"limitations":["Import quality depends on source data completeness; missing fields in source format may result in incomplete citations","Format conversion may lose source-specific metadata (e.g., Bloomberg-specific fields not in standard BibTeX)","Large batch imports (10k+ citations) may require asynchronous processing and may not complete immediately"],"requires":["Citation data in supported format (BibTeX, RIS, CSV, JSON, Bloomberg export)","Sufficient storage capacity for imported citations"],"input_types":["citation files (BibTeX, RIS, CSV, JSON)","Bloomberg terminal exports","institutional database exports"],"output_types":["imported citations in Sibli format","import error report with line numbers and field details","data quality summary (missing fields, validation errors)"],"categories":["data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_sibli__cap_8","uri":"capability://tool.use.integration.citation.sharing.and.permissions.management.with.granular.access.control","name":"citation sharing and permissions management with granular access control","description":"Enables sharing of citation collections with team members or external collaborators using granular permissions (view-only, edit, approve, admin). Supports role-based access control (RBAC) with predefined roles (analyst, compliance, manager) and custom role creation. Tracks who has access to which citations and supports time-limited access for temporary collaborators.","intents":["Share citation collections with team members with specific permission levels","Grant temporary access to external collaborators without exposing sensitive citations","Enforce approval workflows where only authorized users can modify citations"],"best_for":["Research teams collaborating on shared citation libraries","Compliance departments managing access to sensitive citation sources","Organizations with external collaborators requiring temporary access"],"limitations":["Granular permissions are limited to citation-level access; cannot restrict access to specific fields within a citation","Time-limited access requires manual setup; no automatic expiration based on project timelines","Sharing audit logs may grow large for frequently shared collections, impacting query performance"],"requires":["User authentication and identity management","Role-based access control (RBAC) configuration","Optional: integration with identity providers (LDAP, Active Directory, OAuth)"],"input_types":["citation collection or individual citations","user email or identity","permission level (view-only, edit, approve, admin)","access duration (optional)"],"output_types":["sharing confirmation and access details","sharing audit log with user, timestamp, and permission level","access revocation confirmation"],"categories":["tool-use-integration","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_sibli__cap_9","uri":"capability://data.processing.analysis.citation.metadata.enrichment.with.external.data.sources","name":"citation metadata enrichment with external data sources","description":"Enriches citation metadata by querying external sources (CrossRef, PubMed, financial databases) to fill missing fields (DOI, abstract, publication venue, impact factor). Uses API integrations to fetch authoritative data and validates enriched metadata against source records. Supports batch enrichment for large citation sets and provides confidence scores for enriched fields.","intents":["Automatically fill missing citation metadata (DOI, abstract, publication venue) from external sources","Validate citation accuracy by comparing against authoritative records (CrossRef, PubMed)","Enrich citations with financial data (ticker symbols, fund names) from institutional databases"],"best_for":["Researchers managing citations with incomplete metadata","Teams importing citations from legacy systems with missing fields","Compliance departments validating citation accuracy for regulatory audits"],"limitations":["Enrichment quality depends on availability of data in external sources; some citations may not have matching records","API rate limits from external sources (CrossRef, PubMed) may slow batch enrichment for large citation sets","Enriched metadata may conflict with existing data; conflict resolution is heuristic-based and may require manual review"],"requires":["API access to external data sources (CrossRef, PubMed, financial databases)","Citation metadata with sufficient identifying information (title, author, DOI, or financial identifiers)"],"input_types":["citation metadata (title, author, DOI, financial identifiers)","external data source (CrossRef, PubMed, financial databases)"],"output_types":["enriched citation metadata (abstract, publication venue, impact factor, DOI)","confidence scores for enriched fields","enrichment error report (unmatched citations, conflicts)"],"categories":["data-processing-analysis","memory-knowledge"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":41,"verified":false,"data_access_risk":"high","permissions":["Active Bloomberg terminal subscription or institutional financial database access","API credentials for connected financial data sources","Citation metadata in structured format (JSON or CSV with required fields)","Active internet connection for real-time synchronization","User authentication and role-based access control (RBAC) setup","Minimum 2 concurrent users to demonstrate collaborative benefits","Bloomberg terminal subscription or institutional financial database access","API credentials or OAuth tokens for financial data sources","Network access to institutional data systems (may require VPN or firewall rules)","Role-based access control (RBAC) configuration with user roles and permissions"],"failure_modes":["Citation database is narrower than Zotero or Mendeley, particularly weak in non-English academic sources","Financial data enrichment requires active Bloomberg terminal or institutional database subscriptions; limited support for open-source financial data APIs","Format validation is style-guide-specific and may not handle edge cases in emerging financial data types (crypto assets, alternative data sources)","Real-time sync requires persistent network connection; offline editing may have delayed conflict resolution","Audit trails are immutable but may grow large for long-running projects, impacting query performance","Concurrent edits to the same citation field may require manual resolution if conflict resolution strategy is not deterministic","Requires active Bloomberg terminal or institutional database subscription; no support for free financial data APIs (Yahoo Finance, Alpha Vantage) out-of-the-box","Schema mapping is pre-configured for major providers; custom data sources require manual connector development","Real-time data sync may lag if source database update frequency is slow or if API rate limits are restrictive","Audit logs are immutable but may grow large for long-running projects, impacting query and export performance","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.31666666666666665,"quality":0.72,"ecosystem":0.15000000000000002,"match_graph":0.25,"freshness":0.9,"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":"2026-05-24T12:16:33.096Z","last_scraped_at":"2026-04-05T13:23:42.559Z","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=sibli","compare_url":"https://unfragile.ai/compare?artifact=sibli"}},"signature":"x3BYdSqnvqy2EiNFlQnZ36TfkGM6RhJY9BQh1Al7BzImHWe8+Q1UI6ditK+lWoh3Mk3NIfkt56NJAnhv/X7dBA==","signedAt":"2026-06-16T09:04:49.205Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/sibli","artifact":"https://unfragile.ai/sibli","verify":"https://unfragile.ai/api/v1/verify?slug=sibli","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"}}