{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_intellecs-ai","slug":"intellecs-ai","name":"Intellecs.AI","type":"product","url":"https://www.intellecs.ai","page_url":"https://unfragile.ai/intellecs-ai","categories":["research-search"],"tags":[],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_intellecs-ai__cap_0","uri":"capability://search.retrieval.academic.paper.semantic.search.and.retrieval","name":"academic-paper-semantic-search-and-retrieval","description":"Searches academic literature databases using semantic embeddings and natural language queries to surface relevant papers, abstracts, and citations. Likely implements vector similarity matching against indexed academic corpora (PubMed, arXiv, or institutional repositories) to retrieve contextually relevant results beyond keyword matching. Returns ranked paper metadata including titles, authors, abstracts, and citation counts to accelerate literature discovery.","intents":["Find peer-reviewed papers related to my research topic without manually browsing multiple databases","Discover seminal works and recent publications in a specific academic domain quickly","Identify citation networks and related work to understand the research landscape"],"best_for":["Undergraduate and master's students conducting initial literature reviews","Early-career researchers exploring new research areas","Non-specialists seeking rapid domain overview without deep database expertise"],"limitations":["Likely limited to publicly indexed papers; may not include paywalled or institutional-only content","No indication of training data recency — may miss papers published in last 3-6 months","Semantic search quality depends on embedding model; may miss papers using different terminology or methodological framing","No support for advanced filtering by methodology, study design, or statistical rigor"],"requires":["Internet connection for database queries","Valid user account (freemium tier available)","Natural language query capability (no specialized query syntax required)"],"input_types":["natural language text query","research topic or question"],"output_types":["structured paper metadata (title, authors, abstract, DOI, citation count)","ranked list of relevant papers","citation network visualization (likely)"],"categories":["search-retrieval","academic-research"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_intellecs-ai__cap_1","uri":"capability://text.generation.language.ai.powered.literature.synthesis.and.summarization","name":"ai-powered-literature-synthesis-and-summarization","description":"Aggregates content from multiple retrieved papers and generates cohesive summaries of research themes, methodologies, and findings using extractive and abstractive summarization. Likely uses transformer-based models (BERT, T5, or GPT variants) to identify key concepts across papers and synthesize them into narrative form. Produces background sections, literature review outlines, or thematic summaries that preserve citation attribution and reduce manual synthesis time.","intents":["Generate a draft literature review section from 10-50 papers without manually reading each one","Create a thematic summary of how different papers approach the same research question","Produce a background section that synthesizes key concepts and establishes research context"],"best_for":["Master's students writing thesis literature reviews","Undergraduate researchers needing rapid background section drafts","Non-native English speakers seeking writing assistance for academic papers"],"limitations":["No indication of citation accuracy — synthesized text may misattribute findings or conflate methodologies","Abstractive summarization may introduce factual errors or oversimplifications of nuanced research","No support for critical evaluation of paper quality, study design, or methodological rigor","Generated text requires significant human review before submission to avoid plagiarism or misrepresentation","Limited to English-language papers; multilingual support unknown"],"requires":["Freemium or paid account","Retrieved papers or paper metadata from search capability","Manual review and editing capability by user before publication"],"input_types":["list of academic papers (titles, abstracts, or full text)","research topic or synthesis prompt","thematic focus area"],"output_types":["synthesized narrative text (literature review draft)","thematic summary with citations","outline of research landscape","structured JSON with key concepts and paper references"],"categories":["text-generation-language","academic-research"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_intellecs-ai__cap_2","uri":"capability://text.generation.language.ai.assisted.manuscript.drafting.and.writing.suggestions","name":"ai-assisted-manuscript-drafting-and-writing-suggestions","description":"Provides real-time writing suggestions, grammar corrections, and structural improvements for academic manuscripts using language models fine-tuned on academic writing conventions. Likely integrates with text editors or web interface to offer contextual suggestions for clarity, tone, citation formatting, and argument flow. May include templates for common academic sections (abstract, methods, results, discussion) and style guidance aligned with journal standards.","intents":["Improve clarity and academic tone of my manuscript draft in real-time","Get suggestions for restructuring paragraphs or arguments for better logical flow","Ensure consistent citation formatting and academic writing conventions throughout the document"],"best_for":["Non-native English speakers writing academic papers","Undergraduate and master's students learning academic writing conventions","Researchers seeking rapid feedback on draft quality before peer review submission"],"limitations":["No indication of support for discipline-specific writing conventions (STEM vs. humanities vs. social sciences)","Suggestions may not align with target journal's style guide or editorial preferences","No support for reference management integration (Zotero, Mendeley, BibTeX) — citations must be manually formatted","Limited to English-language writing; multilingual support unknown","No plagiarism detection or originality checking integrated"],"requires":["Freemium or paid account","Text input (draft manuscript or section)","Access to web interface or supported text editor"],"input_types":["manuscript text (partial or full draft)","academic section (abstract, introduction, methods, etc.)","writing style preference or target journal"],"output_types":["annotated suggestions (inline corrections and improvements)","revised text with tracked changes","writing quality score or feedback summary","structured outline or section templates"],"categories":["text-generation-language","academic-research"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_intellecs-ai__cap_3","uri":"capability://planning.reasoning.research.topic.outline.and.structure.generation","name":"research-topic-outline-and-structure-generation","description":"Generates hierarchical outlines and structural frameworks for research papers based on topic input, using planning and reasoning patterns to decompose complex research questions into logical sections and subsections. Likely uses prompt engineering or fine-tuned models to produce discipline-appropriate structures (e.g., IMRAD for empirical studies, narrative for reviews). Provides templates with suggested section headings, key questions to address, and logical flow guidance.","intents":["Create a structured outline for my research paper before writing to organize thoughts and ensure logical flow","Get suggestions for what sections and subsections I should include based on my research topic","Understand the typical structure and argument flow for papers in my research area"],"best_for":["Undergraduate and master's students new to academic writing","Researchers transitioning between disciplines seeking structural guidance","Non-native English speakers unfamiliar with English-language academic conventions"],"limitations":["No indication of discipline-specific customization — outlines may not align with field-specific conventions","Generated structures are generic templates; may not account for novel research approaches or interdisciplinary work","No support for iterative refinement or user feedback integration into outline generation","Limited to text-based input; no support for uploading existing papers to analyze structure"],"requires":["Freemium or paid account","Research topic or research question as text input"],"input_types":["research topic or question","paper type (empirical study, literature review, position paper, etc.)","discipline or field (optional)"],"output_types":["hierarchical outline (text or structured JSON)","section templates with suggested headings","writing prompts for each section","estimated word count guidance per section"],"categories":["planning-reasoning","text-generation-language","academic-research"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_intellecs-ai__cap_4","uri":"capability://data.processing.analysis.citation.and.reference.extraction.from.text","name":"citation-and-reference-extraction-from-text","description":"Extracts citations, references, and bibliographic metadata from academic text (abstracts, full papers, or user-written content) and structures them into standardized formats (BibTeX, APA, MLA, Chicago). Likely uses named entity recognition (NER) and pattern matching to identify author names, publication years, journal titles, and DOIs. May support batch processing of multiple papers or automatic reference list generation from inline citations.","intents":["Extract all citations from a research paper and format them into a standardized bibliography","Convert inline citations in my draft manuscript into a properly formatted reference list","Identify missing or incomplete citation information and suggest corrections"],"best_for":["Students and researchers managing large reference lists manually","Non-native English speakers unfamiliar with citation formatting conventions","Researchers migrating between citation management systems"],"limitations":["No indication of integration with reference management tools (Zotero, Mendeley, BibTeX) — extracted citations may require manual import","Accuracy depends on citation format consistency in source text; malformed citations may be missed or incorrectly parsed","No support for disambiguating author names or resolving duplicate references","Limited to text-based input; no support for PDF parsing or OCR of scanned documents","No validation against external databases (CrossRef, PubMed) to verify citation accuracy"],"requires":["Freemium or paid account","Text input containing citations (abstract, full paper, or reference list)"],"input_types":["academic text with inline citations","reference list (any format)","citation format preference (APA, MLA, Chicago, BibTeX, etc.)"],"output_types":["structured citation metadata (JSON or CSV)","formatted bibliography in specified style","BibTeX entries","citation validation report"],"categories":["data-processing-analysis","academic-research"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_intellecs-ai__cap_5","uri":"capability://planning.reasoning.research.question.refinement.and.hypothesis.generation","name":"research-question-refinement-and-hypothesis-generation","description":"Assists researchers in clarifying and refining research questions or generating testable hypotheses based on initial topic input using iterative questioning and reasoning patterns. Likely uses prompt engineering or chain-of-thought techniques to decompose vague research interests into specific, measurable, achievable, relevant, and time-bound (SMART) questions. May suggest alternative framings, identify potential gaps, and propose related research directions.","intents":["Refine my vague research interest into a specific, testable research question","Generate alternative hypotheses or research framings based on my topic","Identify potential gaps or unexplored angles in my research area"],"best_for":["Undergraduate and master's students early in research planning","Researchers transitioning to new topics seeking guidance on question formulation","Non-specialists exploring research areas without domain expertise"],"limitations":["No indication of domain-specific expertise — suggestions may not align with field conventions or feasibility","Generated questions are generic; may not account for existing literature or prior research","No support for evaluating research feasibility, resource requirements, or ethical considerations","Limited to text-based input; no support for analyzing existing papers to inform question refinement"],"requires":["Freemium or paid account","Initial research topic or interest as text input"],"input_types":["research topic or general interest","discipline or field (optional)","research context or constraints (optional)"],"output_types":["refined research question(s)","testable hypothesis or hypotheses","alternative research framings","list of related research questions or gaps"],"categories":["planning-reasoning","text-generation-language","academic-research"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_intellecs-ai__cap_6","uri":"capability://planning.reasoning.methodology.and.research.design.suggestions","name":"methodology-and-research-design-suggestions","description":"Provides recommendations for research methodologies, study designs, and data collection approaches based on research question input. Likely uses knowledge of common methodological patterns to suggest appropriate designs (experimental, quasi-experimental, qualitative, mixed-methods, etc.) and identify potential methodological considerations. May include guidance on sample size, statistical tests, or qualitative analysis approaches aligned with research question and discipline.","intents":["Get suggestions for appropriate research methodology and study design for my research question","Understand the pros and cons of different methodological approaches for my topic","Identify potential methodological challenges or considerations I should plan for"],"best_for":["Master's students designing thesis research","Researchers new to a methodological approach","Interdisciplinary researchers seeking guidance on methodology selection"],"limitations":["No indication of discipline-specific expertise — suggestions may not align with field conventions or best practices","No support for evaluating methodological rigor, validity threats, or ethical considerations","Suggestions are generic; may not account for resource constraints, participant availability, or institutional limitations","No integration with statistical software or research design tools","Limited to text-based input; no support for analyzing existing studies to inform methodology selection"],"requires":["Freemium or paid account","Research question or topic as text input"],"input_types":["research question","discipline or field (optional)","research constraints or context (optional)"],"output_types":["recommended research methodologies","study design suggestions with pros/cons","methodological considerations or challenges","guidance on sample size, statistical tests, or analysis approaches"],"categories":["planning-reasoning","text-generation-language","academic-research"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_intellecs-ai__cap_7","uri":"capability://text.generation.language.academic.writing.style.and.tone.adaptation","name":"academic-writing-style-and-tone-adaptation","description":"Adjusts manuscript text to match specific academic writing conventions, journal styles, or discipline-specific tone using style transfer and fine-tuned language models. Likely analyzes input text and applies transformations to align with target style (e.g., formal vs. conversational, passive vs. active voice, discipline-specific terminology). May support multiple style profiles (STEM, humanities, social sciences) and target journal guidelines.","intents":["Adapt my manuscript to match the writing style and tone of a specific journal or discipline","Convert my draft from informal to formal academic tone","Ensure consistent academic voice throughout my manuscript"],"best_for":["Non-native English speakers learning academic writing conventions","Researchers submitting to multiple journals with different style requirements","Interdisciplinary researchers adapting work for different audiences"],"limitations":["No indication of support for discipline-specific conventions — style adaptation may not align with field norms","Style transfer may alter meaning or introduce awkward phrasing","No support for journal-specific formatting (section headings, reference styles, figure captions)","Limited to English-language writing; multilingual support unknown","No integration with journal submission systems or style guide databases"],"requires":["Freemium or paid account","Manuscript text as input","Target style or journal preference (optional)"],"input_types":["manuscript text (partial or full draft)","target style profile (STEM, humanities, social sciences, etc.)","target journal or publication (optional)"],"output_types":["style-adapted manuscript text","tracked changes showing style modifications","style analysis report"],"categories":["text-generation-language","academic-research"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_intellecs-ai__cap_8","uri":"capability://text.generation.language.research.paper.abstract.generation","name":"research-paper-abstract-generation","description":"Generates concise abstracts from full manuscript text or research summaries using abstractive summarization models fine-tuned on academic abstracts. Likely extracts key contributions, methodology, and findings from input text and synthesizes them into a structured abstract (background, methods, results, conclusions). May support multiple abstract styles (structured vs. unstructured) and length constraints aligned with journal requirements.","intents":["Generate a draft abstract from my full manuscript without manually summarizing key points","Create a structured abstract that follows journal guidelines and conventions","Produce multiple abstract variations to test different framings of my research contribution"],"best_for":["Researchers seeking rapid abstract drafts for manuscript submission","Non-native English speakers needing assistance with abstract writing","Students learning abstract writing conventions"],"limitations":["Generated abstracts may omit important nuances or overstate findings","No indication of support for discipline-specific abstract conventions (STEM vs. humanities vs. social sciences)","Abstracts require significant human review and editing before submission","No support for structured abstracts with specific section requirements (background, methods, results, conclusions)","Limited to English-language input; multilingual support unknown"],"requires":["Freemium or paid account","Manuscript text or research summary as input"],"input_types":["full manuscript text","research summary or key findings","abstract length preference (words or characters)","abstract style preference (structured or unstructured)"],"output_types":["generated abstract text","multiple abstract variations","structured abstract with labeled sections","keyword suggestions"],"categories":["text-generation-language","academic-research"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":37,"verified":false,"data_access_risk":"high","permissions":["Internet connection for database queries","Valid user account (freemium tier available)","Natural language query capability (no specialized query syntax required)","Freemium or paid account","Retrieved papers or paper metadata from search capability","Manual review and editing capability by user before publication","Text input (draft manuscript or section)","Access to web interface or supported text editor","Research topic or research question as text input","Text input containing citations (abstract, full paper, or reference list)"],"failure_modes":["Likely limited to publicly indexed papers; may not include paywalled or institutional-only content","No indication of training data recency — may miss papers published in last 3-6 months","Semantic search quality depends on embedding model; may miss papers using different terminology or methodological framing","No support for advanced filtering by methodology, study design, or statistical rigor","No indication of citation accuracy — synthesized text may misattribute findings or conflate methodologies","Abstractive summarization may introduce factual errors or oversimplifications of nuanced research","No support for critical evaluation of paper quality, study design, or methodological rigor","Generated text requires significant human review before submission to avoid plagiarism or misrepresentation","Limited to English-language papers; multilingual support unknown","No indication of support for discipline-specific writing conventions (STEM vs. humanities vs. social sciences)","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":"2026-05-24T12:16:31.445Z","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=intellecs-ai","compare_url":"https://unfragile.ai/compare?artifact=intellecs-ai"}},"signature":"mK8aHtNb2RXmxXXMkLGAcL1aDTwlx2blALURAy6vEhJL5ApoJ4HQM/Zd11I4FZoBP+eG8Q5rs8DDgO2nOJpEAA==","signedAt":"2026-06-21T03:19:45.454Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/intellecs-ai","artifact":"https://unfragile.ai/intellecs-ai","verify":"https://unfragile.ai/api/v1/verify?slug=intellecs-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"}}