{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_resumine","slug":"resumine","name":"Resumine","type":"product","url":"https://resumine.io","page_url":"https://unfragile.ai/resumine","categories":["text-writing"],"tags":[],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_resumine__cap_0","uri":"capability://text.generation.language.job.description.aware.cover.letter.generation","name":"job-description-aware cover letter generation","description":"Analyzes job posting text to extract key requirements, responsibilities, and company context, then uses this structured data to seed an LLM prompt that generates cover letters with role-specific details rather than generic templates. The system likely parses job descriptions for keywords, required skills, and company tone, then injects these into a multi-shot prompt template that conditions the LLM output toward relevance.","intents":["I need to generate a cover letter that directly addresses the specific job posting I'm applying for","I want the AI to pull out key requirements from the job description and mirror them back in my letter","I need to avoid generic cover letters that sound like they could apply to any position"],"best_for":["Job seekers applying to 20+ positions who need rapid first-draft generation","Career changers who need help translating their background to new role requirements","Non-native English speakers who benefit from structure before personalization"],"limitations":["Job description parsing is likely rule-based or shallow NLP, missing nuanced context like company culture signals or implicit requirements","Generated output often requires 30-50% rewriting to sound authentic and avoid AI-generated tone","Cannot capture unstated requirements or read between lines of poorly-written job postings"],"requires":["Job posting text (copy-paste or URL)","User resume or work history data","API access to LLM (likely OpenAI GPT-3.5 or GPT-4)"],"input_types":["text (job description)","text (resume/CV content)"],"output_types":["text (cover letter draft)"],"categories":["text-generation-language","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_resumine__cap_1","uri":"capability://text.generation.language.resume.to.cover.letter.content.bridging","name":"resume-to-cover-letter content bridging","description":"Extracts relevant experience, skills, and achievements from a user's resume and automatically maps them to cover letter sections (opening hook, body paragraphs, closing), ensuring the letter references specific past accomplishments that align with job requirements. This likely uses keyword matching or semantic similarity to identify which resume bullets are most relevant to the target role.","intents":["I want my cover letter to reference specific projects or achievements from my resume that match the job posting","I need to avoid repeating my resume verbatim while still showing I have the required experience","I want to highlight the most relevant parts of my background without manually cherry-picking"],"best_for":["Job seekers with diverse backgrounds who need help selecting which experiences to highlight","Career changers translating past roles to new industry language","Users who struggle with the narrative arc of connecting resume to role"],"limitations":["Keyword matching may miss transferable skills that aren't explicitly listed in resume","Cannot infer soft skills or cultural fit signals from resume text alone","May over-weight recent experience and undervalue earlier roles that are actually relevant"],"requires":["Structured or semi-structured resume data (text, PDF, or form input)","Job description text for relevance matching"],"input_types":["text (resume content)","text (job description)"],"output_types":["text (cover letter with resume references)"],"categories":["text-generation-language","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_resumine__cap_2","uri":"capability://text.generation.language.multi.draft.cover.letter.generation.with.variation","name":"multi-draft cover letter generation with variation","description":"Generates multiple distinct cover letter drafts for the same job posting, each with different opening hooks, emphasis areas, or narrative angles, allowing users to choose or blend versions. This likely uses prompt variation (different system prompts or temperature settings) or multiple LLM calls with different instruction sets to produce stylistically different outputs.","intents":["I want to see multiple approaches to the same cover letter before committing to one","I need options that emphasize different aspects of my background for the same role","I want to compare tones (formal vs. conversational) to match company culture"],"best_for":["Indecisive job seekers who benefit from options","Users applying to companies with different cultures (startup vs. enterprise) who need tone variation","Perfectionists who want to cherry-pick the best elements from multiple drafts"],"limitations":["Multiple generations increase API costs and latency (likely 3-5x slower than single generation)","Variations may be superficial (different opening sentences) rather than fundamentally different narratives","No guidance on which draft is strongest for a given role or company"],"requires":["Job posting and resume data","Sufficient API quota for multiple LLM calls"],"input_types":["text (job description)","text (resume)"],"output_types":["text (multiple cover letter drafts)"],"categories":["text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_resumine__cap_3","uri":"capability://automation.workflow.freemium.cover.letter.generation.with.quota.limits","name":"freemium cover letter generation with quota limits","description":"Offers free tier users a limited number of cover letter generations per month (likely 3-5), with paid tiers unlocking unlimited generations. This is a consumption-based freemium model that removes barrier to entry while monetizing heavy users. The backend likely tracks user generation counts against account tier and enforces quota at the API call layer.","intents":["I want to try the tool without paying to see if it's worth my money","I'm applying to a few positions and don't need unlimited generations","I want to upgrade only if I'm applying to many jobs"],"best_for":["Early-career job seekers with limited budgets","Casual job applicants (5-10 applications)","Users evaluating multiple cover letter tools before committing"],"limitations":["Free tier quota is restrictive enough to force upgrade for active job seekers (20+ applications)","No way to 'bank' unused generations across months","Quota resets may not align with job search timelines (e.g., monthly reset mid-application cycle)"],"requires":["User account creation","No payment method required for free tier"],"input_types":["user tier/subscription status"],"output_types":["boolean (generation allowed/denied)"],"categories":["automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_resumine__cap_4","uri":"capability://text.generation.language.cover.letter.editing.and.refinement.interface","name":"cover letter editing and refinement interface","description":"Provides an in-app editor where users can modify AI-generated cover letters with real-time feedback, likely including grammar checking, tone analysis, and suggestions for more authentic phrasing. The editor may highlight AI-generated phrases and suggest alternatives to reduce templated language, using NLP-based detection of common AI patterns.","intents":["I need to edit the AI draft to sound more like me and less like a template","I want feedback on whether my cover letter sounds authentic or AI-generated","I need to fix grammar and tone issues in the generated draft"],"best_for":["Users who recognize AI-generated output needs personalization","Non-native English speakers who need grammar and tone feedback","Perfectionists who want to polish drafts before submission"],"limitations":["Tone analysis is likely rule-based (detecting passive voice, overuse of superlatives) rather than truly understanding authenticity","No context on what makes a cover letter compelling to hiring managers — only surface-level writing quality","Editing interface may not support collaborative feedback or version history"],"requires":["Generated cover letter text","Web browser or native app"],"input_types":["text (cover letter draft)"],"output_types":["text (edited cover letter)","structured data (feedback/suggestions)"],"categories":["text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_resumine__cap_5","uri":"capability://text.generation.language.company.culture.and.tone.matching","name":"company culture and tone matching","description":"Analyzes company website, LinkedIn profile, or job posting language to infer company culture (startup vs. enterprise, formal vs. casual) and adjusts cover letter tone accordingly. This likely uses keyword analysis (e.g., detecting 'innovation,' 'disruption' for startups vs. 'excellence,' 'integrity' for enterprises) to condition the LLM toward appropriate formality and voice.","intents":["I want my cover letter to match the company's culture and communication style","I need to sound more casual for a startup or more formal for a bank","I want to avoid sounding out of place in the company's environment"],"best_for":["Job seekers applying across different company types (startups, Fortune 500, nonprofits)","Career changers moving between industries with different communication norms","Users who want to demonstrate cultural fit beyond just skills"],"limitations":["Culture inference is likely shallow — based on keywords rather than deep understanding of company values","Cannot access private company information or internal culture signals","May misclassify companies (e.g., a casual startup with formal job posting language)","Tone adjustment may be superficial (adding exclamation marks for 'casual' vs. removing them for 'formal')"],"requires":["Company name or website URL","Job posting text (for language analysis)"],"input_types":["text (company name/URL)","text (job posting)"],"output_types":["text (tone-adjusted cover letter)"],"categories":["text-generation-language","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_resumine__cap_6","uri":"capability://automation.workflow.batch.cover.letter.generation.for.multiple.applications","name":"batch cover letter generation for multiple applications","description":"Allows users to upload multiple job postings or URLs and generate cover letters for all of them in a single batch operation, rather than one-at-a-time. This likely queues generation requests and processes them asynchronously, with progress tracking and downloadable output (PDF or DOCX files for each letter).","intents":["I'm applying to 20+ jobs and need to generate cover letters for all of them quickly","I want to download all my cover letters at once in a format I can submit","I need to manage multiple applications without doing them individually"],"best_for":["Active job seekers in high-volume application mode","Career changers applying broadly across roles","Users with limited time who need to batch process applications"],"limitations":["Batch processing may hit API rate limits, causing delays or failures for large batches (50+ jobs)","No per-letter customization during batch mode — all letters use same settings","Quality may suffer if batch processing uses lower-cost LLM models to reduce costs","Downloaded files may require additional formatting work (margins, fonts) before submission"],"requires":["Multiple job postings (text or URLs)","Resume data","Sufficient API quota for batch operations"],"input_types":["text (job descriptions)","URLs (job postings)"],"output_types":["text (multiple cover letters)","files (PDF/DOCX downloads)"],"categories":["automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_resumine__cap_7","uri":"capability://text.generation.language.cover.letter.template.library.with.customization","name":"cover letter template library with customization","description":"Provides a library of pre-written cover letter templates (e.g., 'career changer,' 'recent graduate,' 'industry switch') that users can select and customize with their information. Templates likely include placeholder sections for company name, role, and key achievements, with the AI filling in or suggesting content for each section based on user input.","intents":["I want a starting point that's better than a blank page but more flexible than fully AI-generated","I need a template that matches my situation (career change, recent grad, etc.)","I want to customize a template rather than rewrite an AI draft from scratch"],"best_for":["Users who prefer structure over full AI generation","Career changers who need templates specific to their transition","Users who want more control over the final output"],"limitations":["Templates may be generic and not differentiate between similar roles","Limited number of templates (likely 5-10) may not cover all user scenarios","Customization still requires significant user effort — not much faster than writing from scratch","Templates may reinforce common cover letter clichés rather than breaking them"],"requires":["User selection of template type","Resume or work history data"],"input_types":["text (user information)","selection (template type)"],"output_types":["text (template with placeholders filled)"],"categories":["text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":39,"verified":false,"data_access_risk":"high","permissions":["Job posting text (copy-paste or URL)","User resume or work history data","API access to LLM (likely OpenAI GPT-3.5 or GPT-4)","Structured or semi-structured resume data (text, PDF, or form input)","Job description text for relevance matching","Job posting and resume data","Sufficient API quota for multiple LLM calls","User account creation","No payment method required for free tier","Generated cover letter text"],"failure_modes":["Job description parsing is likely rule-based or shallow NLP, missing nuanced context like company culture signals or implicit requirements","Generated output often requires 30-50% rewriting to sound authentic and avoid AI-generated tone","Cannot capture unstated requirements or read between lines of poorly-written job postings","Keyword matching may miss transferable skills that aren't explicitly listed in resume","Cannot infer soft skills or cultural fit signals from resume text alone","May over-weight recent experience and undervalue earlier roles that are actually relevant","Multiple generations increase API costs and latency (likely 3-5x slower than single generation)","Variations may be superficial (different opening sentences) rather than fundamentally different narratives","No guidance on which draft is strongest for a given role or company","Free tier quota is restrictive enough to force upgrade for active job seekers (20+ applications)","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.31666666666666665,"quality":0.67,"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":"2026-05-24T12:16:33.095Z","last_scraped_at":"2026-04-05T13:23:42.560Z","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=resumine","compare_url":"https://unfragile.ai/compare?artifact=resumine"}},"signature":"xUAyFgW2vKg0cAaCcr6rC9bnc7EPOxWMLRpcRkT0DxiSx7mdMfqSN12HsB8s4ERIHssubwXBvuIF+ihQi5tjDQ==","signedAt":"2026-06-20T21:24:10.318Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/resumine","artifact":"https://unfragile.ai/resumine","verify":"https://unfragile.ai/api/v1/verify?slug=resumine","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"}}