{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_customwritings","slug":"customwritings","name":"CustomWritings","type":"product","url":"https://www.customwritings.com","page_url":"https://unfragile.ai/customwritings","categories":["text-writing"],"tags":[],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_customwritings__cap_0","uri":"capability://text.generation.language.full.essay.generation.from.prompts","name":"full-essay generation from prompts","description":"Generates complete, multi-paragraph essays from user-provided prompts or topics using large language models (likely GPT-4 or similar), with built-in academic structure templates (introduction, body paragraphs, conclusion) and automatic adherence to essay length requirements. The system likely uses prompt engineering to enforce academic tone and logical flow across generated sections.","intents":["I need a complete essay draft on a specific topic in under 5 minutes","I want to see how an essay should be structured for a particular assignment","I need content that follows academic writing conventions without manual formatting"],"best_for":["Students seeking essay templates and structural examples for learning purposes","Non-native English speakers studying essay composition patterns","Content creators needing rapid first-draft material for non-academic contexts"],"limitations":["Generated content lacks original research, primary sources, and critical analysis—detectable by plagiarism checkers and academic integrity systems","No ability to incorporate student's own arguments, data, or unique perspective into the essay","Generated essays may contain factual inaccuracies or hallucinated citations not verifiable in academic databases","Violates most institutional honor codes when submitted as student work; detection risk increases with institutional plagiarism detection tools (Turnitin, Copyscape)"],"requires":["Active internet connection to access LLM backend","User account (freemium tier available)","Essay topic or prompt as text input","Specification of essay length (word count) and academic level (high school, undergraduate, graduate)"],"input_types":["text (essay topic/prompt)","text (assignment instructions)","text (subject area or course name)"],"output_types":["text (formatted essay in plain text or rich text)","text (essay with embedded citations)"],"categories":["text-generation-language","academic-content-generation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_customwritings__cap_1","uri":"capability://safety.moderation.plagiarism.detection.and.originality.scanning","name":"plagiarism detection and originality scanning","description":"Scans generated essays against plagiarism databases (likely integrated with Turnitin, Copyscape, or similar services) to identify matching content and provide an originality score before delivery. The system likely uses fingerprinting and semantic similarity matching to detect paraphrased content and direct copying, returning a plagiarism report with highlighted sections.","intents":["I want to verify that the generated essay won't be flagged by my institution's plagiarism checker","I need to know what percentage of the essay is original vs. potentially matching existing sources","I want to identify sections that might trigger academic integrity concerns before submission"],"best_for":["Students wanting to assess detection risk before submission","Educators using the tool to understand how AI-generated content appears to plagiarism detection systems","Researchers studying AI content detection and academic integrity challenges"],"limitations":["Plagiarism detection is reactive, not preventive—does not prevent generation of plagiarized content, only identifies it post-hoc","Detection accuracy depends on plagiarism database coverage; emerging or niche sources may not be indexed","Cannot detect sophisticated paraphrasing or semantic plagiarism that rephrases ideas without changing meaning","False positives possible for common academic phrases or standard definitions that appear across many sources"],"requires":["Generated essay text as input","Access to plagiarism detection API (Turnitin, Copyscape, or proprietary database)","Sufficient API quota or credits for scanning (may be limited on freemium tier)"],"input_types":["text (essay content to scan)"],"output_types":["structured data (plagiarism report with originality percentage)","text (highlighted sections with matching sources)","text (list of detected sources with match percentages)"],"categories":["safety-moderation","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_customwritings__cap_2","uri":"capability://text.generation.language.multi.citation.style.formatting.and.bibliography.generation","name":"multi-citation-style formatting and bibliography generation","description":"Automatically formats generated essays and citations in multiple academic citation styles (APA, MLA, Chicago, Harvard) by parsing essay content, extracting cited sources, and applying style-specific formatting rules for in-text citations and bibliography entries. The system likely uses citation metadata (author, title, publication date) to generate correctly formatted citations without manual editing.","intents":["I need my essay formatted in APA/MLA/Chicago style without manually looking up citation rules","I want a complete bibliography generated automatically from sources mentioned in the essay","I need to switch citation styles quickly without reformatting the entire essay"],"best_for":["Students unfamiliar with academic citation conventions","Non-native English speakers learning citation formatting","Educators demonstrating citation style differences to students"],"limitations":["Formatting accuracy depends on source metadata completeness; missing publication dates or author names may result in incomplete citations","Cannot verify that cited sources actually exist or are correctly attributed—relies on LLM's knowledge cutoff and hallucination risk","Complex sources (dissertations, archival materials, unpublished works) may not format correctly with standard templates","Requires manual verification of citations for academic submission; automated formatting alone is insufficient for institutional standards"],"requires":["Generated essay text with source citations","Specification of desired citation style (APA, MLA, Chicago, Harvard)","Source metadata (author, title, publication date, URL) for each citation"],"input_types":["text (essay with citations)","text (citation style preference)"],"output_types":["text (formatted essay with in-text citations)","text (formatted bibliography or works cited page)"],"categories":["text-generation-language","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_customwritings__cap_3","uri":"capability://planning.reasoning.essay.structure.and.outline.generation","name":"essay structure and outline generation","description":"Generates hierarchical essay outlines and structural templates based on topic, essay type (argumentative, analytical, narrative), and academic level, providing section headings, paragraph topics, and logical flow guidance. The system likely uses prompt engineering to enforce standard academic essay structure (thesis statement, topic sentences, supporting evidence, conclusion) and adapt templates based on essay type.","intents":["I need help organizing my thoughts into a coherent essay structure","I want to see how an argumentative essay should be outlined before writing","I need a template for a specific essay type (compare/contrast, analytical, narrative)"],"best_for":["Students learning essay composition and organizational skills","Non-native English speakers studying academic writing conventions","Educators teaching essay structure and outlining techniques"],"limitations":["Outlines are generic templates that may not fit specific assignment requirements or instructor preferences","No ability to incorporate student's own arguments or unique perspective into the structure","Outlines lack depth of analysis or critical thinking—provide surface-level organization only","May not adapt well to non-standard essay types or discipline-specific writing conventions (scientific papers, case studies)"],"requires":["Essay topic or assignment prompt","Essay type specification (argumentative, analytical, narrative, compare/contrast)","Academic level (high school, undergraduate, graduate)","Desired essay length or number of paragraphs"],"input_types":["text (essay topic)","text (essay type)","text (academic level)"],"output_types":["structured data (hierarchical outline with headings and subpoints)","text (outline in text format)"],"categories":["planning-reasoning","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_customwritings__cap_4","uri":"capability://search.retrieval.topic.research.and.source.suggestion","name":"topic research and source suggestion","description":"Suggests relevant academic sources, research directions, and topic angles based on the essay topic, using semantic search over academic databases or web sources to identify potentially relevant papers, articles, and books. The system likely integrates with academic search APIs (Google Scholar, CrossRef, or similar) to retrieve source metadata and abstracts without requiring manual database searches.","intents":["I need to find relevant sources for my essay topic quickly","I want suggestions for research directions or angles I haven't considered","I need to see what academic sources exist on this topic before starting research"],"best_for":["Students beginning research and needing source discovery guidance","Non-native English speakers unfamiliar with academic research databases","Educators demonstrating research methodology to students"],"limitations":["Suggested sources may not be accessible (paywalled journals, restricted databases) without institutional library access","Source quality and relevance depend on search algorithm accuracy; irrelevant or low-quality sources may be suggested","Cannot verify source credibility, bias, or methodological rigor—requires manual evaluation by user","Limited to sources indexed in accessible databases; emerging research or niche topics may be underrepresented","Does not replace systematic literature review or expert guidance on source evaluation"],"requires":["Essay topic or research question","Access to academic search APIs (Google Scholar, CrossRef, or proprietary database)","Specification of desired source types (peer-reviewed journals, books, reports)"],"input_types":["text (essay topic or research question)"],"output_types":["structured data (list of suggested sources with metadata: author, title, publication date, abstract)","text (research direction suggestions or topic angles)"],"categories":["search-retrieval","memory-knowledge"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_customwritings__cap_5","uri":"capability://text.generation.language.academic.tone.and.language.level.adjustment","name":"academic tone and language level adjustment","description":"Adjusts generated essay content to match specified academic level (high school, undergraduate, graduate, professional) by modifying vocabulary complexity, sentence structure, argument depth, and citation density through post-generation processing or prompt-based constraints. The system likely uses readability metrics and academic language models to ensure tone and complexity align with target audience expectations.","intents":["I need an essay written at the appropriate academic level for my course","I want to adjust the complexity of language and arguments for a specific audience","I need to ensure the essay matches my institution's academic standards"],"best_for":["Students across different academic levels (high school through graduate)","Non-native English speakers learning academic language conventions at different levels","Educators demonstrating how academic writing standards vary by level"],"limitations":["Tone adjustment is surface-level (vocabulary, sentence structure) and does not guarantee depth of analysis appropriate to academic level","Graduate-level essays require original research and critical thinking that automated adjustment cannot provide","Readability metrics (Flesch-Kincaid, etc.) are imperfect proxies for true academic appropriateness","Cannot adapt to discipline-specific conventions (scientific writing, humanities, social sciences) beyond generic academic tone"],"requires":["Generated essay text","Target academic level specification (high school, undergraduate, graduate, professional)","Optional: discipline or field specification"],"input_types":["text (essay content)","text (academic level)"],"output_types":["text (adjusted essay with modified vocabulary and sentence structure)","structured data (readability metrics and complexity scores)"],"categories":["text-generation-language","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_customwritings__cap_6","uri":"capability://automation.workflow.freemium.access.with.limited.essay.generation.quota","name":"freemium access with limited essay generation quota","description":"Provides free-tier access to essay generation with usage limits (e.g., 1-3 essays per month) to enable user acquisition and trial, with premium subscription unlocking unlimited generation and advanced features (plagiarism detection, source suggestions). The system likely uses API rate limiting and user account tracking to enforce quota boundaries and upsell premium features.","intents":["I want to try the essay generation tool before committing to a paid subscription","I need occasional essay assistance without paying for a full subscription","I want to understand the tool's capabilities before investing money"],"best_for":["Budget-conscious students exploring AI writing tools","Casual users with infrequent essay generation needs","Researchers evaluating AI content generation capabilities"],"limitations":["Free tier quota is restrictive (typically 1-3 essays/month), forcing users to choose between paid upgrade or limited access","Advanced features (plagiarism detection, source suggestions) may be premium-only, limiting free tier utility","Free tier may have longer processing times or lower output quality compared to premium tier","Account creation and email verification required; privacy concerns with data collection for freemium model"],"requires":["User account creation (email required)","No payment method required for free tier","Active internet connection"],"input_types":["text (essay topic/prompt)"],"output_types":["text (generated essay)"],"categories":["automation-workflow","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":25,"verified":false,"data_access_risk":"high","permissions":["Active internet connection to access LLM backend","User account (freemium tier available)","Essay topic or prompt as text input","Specification of essay length (word count) and academic level (high school, undergraduate, graduate)","Generated essay text as input","Access to plagiarism detection API (Turnitin, Copyscape, or proprietary database)","Sufficient API quota or credits for scanning (may be limited on freemium tier)","Generated essay text with source citations","Specification of desired citation style (APA, MLA, Chicago, Harvard)","Source metadata (author, title, publication date, URL) for each citation"],"failure_modes":["Generated content lacks original research, primary sources, and critical analysis—detectable by plagiarism checkers and academic integrity systems","No ability to incorporate student's own arguments, data, or unique perspective into the essay","Generated essays may contain factual inaccuracies or hallucinated citations not verifiable in academic databases","Violates most institutional honor codes when submitted as student work; detection risk increases with institutional plagiarism detection tools (Turnitin, Copyscape)","Plagiarism detection is reactive, not preventive—does not prevent generation of plagiarized content, only identifies it post-hoc","Detection accuracy depends on plagiarism database coverage; emerging or niche sources may not be indexed","Cannot detect sophisticated paraphrasing or semantic plagiarism that rephrases ideas without changing meaning","False positives possible for common academic phrases or standard definitions that appear across many sources","Formatting accuracy depends on source metadata completeness; missing publication dates or author names may result in incomplete citations","Cannot verify that cited sources actually exist or are correctly attributed—relies on LLM's knowledge cutoff and hallucination risk","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.05,"quality":0.33,"ecosystem":0.25,"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":"2026-05-24T12:16:30.282Z","last_scraped_at":"2026-04-05T13:23:42.564Z","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=customwritings","compare_url":"https://unfragile.ai/compare?artifact=customwritings"}},"signature":"dAlzT//xP+OCx91J0W72QiQlvgf0Uk/A2jhDeRrOZA9Xilzm/4yF/JyFschJNYV/WHXtxZkcPfirXbeymwj3AA==","signedAt":"2026-06-22T15:10:50.701Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/customwritings","artifact":"https://unfragile.ai/customwritings","verify":"https://unfragile.ai/api/v1/verify?slug=customwritings","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"}}