{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_jobwizard","slug":"jobwizard","name":"JobWizard","type":"product","url":"https://www.jobwizard.ai","page_url":"https://unfragile.ai/jobwizard","categories":["app-builders"],"tags":[],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_jobwizard__cap_0","uri":"capability://data.processing.analysis.resume.parsing.and.ats.keyword.optimization","name":"resume parsing and ats-keyword optimization","description":"Extracts structured data from user-uploaded resumes using OCR and NLP-based section detection, then analyzes job descriptions to identify missing keywords and automatically suggests resume rewrites that improve ATS matching scores. The system likely uses regex-based section parsing combined with keyword frequency analysis to flag optimization opportunities without losing semantic meaning or professional tone.","intents":["I need to quickly adapt my resume for each job posting without manually rewriting it every time","I want to know which keywords from the job description I'm missing in my resume","I need to ensure my resume passes ATS screening before a human recruiter sees it"],"best_for":["High-volume job applicants (20+ applications weekly) optimizing for ATS systems","Career changers needing to reframe experience for new industries","Non-native English speakers wanting keyword-aligned resume suggestions"],"limitations":["Keyword optimization may produce generic, recruiter-unfriendly language if not carefully balanced","Cannot detect industry-specific context nuances that human recruiters value (e.g., leadership impact vs. task completion)","Resume parsing accuracy degrades on non-standard formats, multi-column layouts, or graphics-heavy designs","Suggestions are keyword-driven, not narrative-driven — may miss storytelling opportunities that differentiate candidates"],"requires":["Resume file in PDF, DOCX, or plain text format","Job description text (copy-pasted or URL)","Active JobWizard account (free or paid tier)"],"input_types":["resume document (PDF, DOCX, TXT)","job description text"],"output_types":["structured resume data (sections, skills, experience)","keyword gap analysis (JSON or formatted report)","rewritten resume sections with highlighted changes"],"categories":["data-processing-analysis","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_jobwizard__cap_1","uri":"capability://automation.workflow.batch.application.form.auto.fill.with.data.persistence","name":"batch application form auto-fill with data persistence","description":"Stores user profile data (contact info, work history, education, skills) in a centralized database and automatically populates common job application form fields across multiple job boards and custom application portals. The system likely uses a schema-based form field mapper that learns field names and types (text, dropdown, date) to intelligently match stored data to form inputs, reducing manual typing per application from 10-15 minutes to under 2 minutes.","intents":["I want to fill out the same basic information (name, email, phone, address) once and reuse it across 50 applications","I need to quickly populate work history and education sections without retyping dates and descriptions","I want to apply to jobs on multiple job boards without manually entering my information each time"],"best_for":["High-volume job seekers applying to 20+ positions weekly","Users with consistent, standardized work history and education (less useful for highly varied freelance backgrounds)","Job seekers targeting large companies with standardized application portals"],"limitations":["Requires manual setup of initial profile data — no automatic extraction from LinkedIn or other sources in free tier","Form field mapping is imperfect; custom or unusual form layouts may require manual intervention","Limited integration with major job boards (Indeed, LinkedIn, Glassdoor) — many applications still require manual navigation and form submission","No support for dynamic forms that change based on previous answers (conditional logic)","Data persistence is local or cloud-based, but no guarantee of real-time sync across devices"],"requires":["JobWizard account with profile data populated","Job application form accessible via web browser","Supported job board or custom application portal"],"input_types":["user profile data (contact, work history, education, skills)","job application form (HTML form fields)"],"output_types":["auto-filled form fields","application submission confirmation","application tracking record"],"categories":["automation-workflow","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_jobwizard__cap_2","uri":"capability://text.generation.language.ai.generated.cover.letter.generation.with.job.specific.customization","name":"ai-generated cover letter generation with job-specific customization","description":"Accepts user profile data and a job description, then generates a customized cover letter using a template-based or LLM-driven approach that incorporates job-specific keywords, required skills, and company details. The system likely uses prompt engineering to inject user experience, job requirements, and company context into a language model, then post-processes the output to ensure tone consistency and length compliance (typically 250-400 words).","intents":["I need to generate a cover letter for each job application without spending 20 minutes writing from scratch","I want my cover letter to match the job description and company culture without sounding generic","I need a starting point that I can quickly edit rather than a blank page"],"best_for":["High-volume applicants who view cover letters as a necessary formality rather than a differentiator","Non-native English speakers wanting grammatically correct, professional cover letters","Job seekers in fields where cover letters are less critical (tech, data science) and serve as a checkbox"],"limitations":["AI-generated cover letters lack the personal narrative and emotional resonance that hiring managers remember","Generic tone and structure may be flagged as AI-written by recruiters using AI detection tools","Cannot capture nuanced career transitions or non-linear career paths that require human storytelling","Customization is keyword-based, not values-based — may miss alignment with company mission or culture","Free tier likely limits number of generated cover letters per month"],"requires":["User profile data (work history, skills, achievements)","Job description text","Company name (optional, for context enrichment)","JobWizard account with cover letter generation enabled"],"input_types":["user profile (text)","job description (text)","company information (optional, text)"],"output_types":["generated cover letter (plain text or formatted document)","tone/style options (professional, conversational, etc.)"],"categories":["text-generation-language","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_jobwizard__cap_3","uri":"capability://automation.workflow.application.tracking.and.status.monitoring","name":"application tracking and status monitoring","description":"Maintains a centralized database of submitted applications with metadata (company, position, date applied, status, follow-up reminders) and provides a dashboard view of application pipeline stages (applied, screening, interview, offer, rejected). The system likely uses a simple state machine to track application status and integrates with email or calendar systems to trigger follow-up reminders at configurable intervals (e.g., 2 weeks after application).","intents":["I need to track which companies I've applied to and when, so I don't apply twice or forget to follow up","I want a visual pipeline view of my applications across different stages (applied, interviewing, rejected)","I need reminders to follow up with companies after 2 weeks if I haven't heard back"],"best_for":["High-volume applicants managing 50+ concurrent applications","Job seekers who apply across multiple job boards and need a unified view","Users who struggle with follow-up discipline and need automated reminders"],"limitations":["Requires manual status updates — no automatic detection of application status from job boards","Email integration for follow-up reminders may be limited to free tier or require premium subscription","No integration with recruiter outreach tools or email tracking (e.g., Mailtrack) to detect recruiter interest","Pipeline analytics are basic (count by stage) — no advanced metrics like response rate by company size or industry","Data export and reporting features likely restricted to premium tier"],"requires":["JobWizard account with application tracking enabled","Manual entry of application details or integration with supported job boards","Email address for follow-up reminders (optional)"],"input_types":["application metadata (company, position, date, status)","follow-up reminder preferences (interval, email)"],"output_types":["application dashboard (JSON or web UI)","pipeline view (visual or tabular)","follow-up reminders (email or in-app notification)","application history export (CSV or PDF)"],"categories":["automation-workflow","memory-knowledge"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_jobwizard__cap_4","uri":"capability://data.processing.analysis.job.description.analysis.and.skill.gap.identification","name":"job description analysis and skill gap identification","description":"Parses job descriptions to extract required skills, experience level, and qualifications, then compares them against user profile data to identify gaps and suggest upskilling opportunities. The system likely uses NLP-based entity extraction to identify skill mentions, experience requirements (e.g., '5+ years'), and education prerequisites, then maps them to user profile data to highlight mismatches and recommend learning resources or certifications.","intents":["I want to know which skills from a job description I'm missing before applying","I need to understand what upskilling would make me a stronger candidate for my target roles","I want to prioritize which skills to learn based on frequency across my target job postings"],"best_for":["Career changers assessing skill gaps before pivoting to a new industry","Job seekers in fast-moving fields (tech, data science) wanting to stay current with market demands","Users planning long-term career development and wanting data-driven learning recommendations"],"limitations":["Skill extraction is keyword-based and may miss implicit requirements (e.g., 'strong communication' is often code for 'must present to executives')","Cannot assess skill proficiency level — treats 'Python' the same whether user has 1 year or 10 years of experience","No integration with learning platforms (Coursera, Udemy, LinkedIn Learning) to recommend specific courses","Gap analysis is binary (have skill or don't) — doesn't account for transferable skills or adjacent expertise","Upskilling recommendations are generic and not personalized to user's learning style or available time"],"requires":["Job description text","User profile data with skills section populated","JobWizard account with skill analysis enabled"],"input_types":["job description (text)","user profile (skills, experience, education)"],"output_types":["extracted job requirements (structured data: skills, experience level, education)","skill gap report (JSON or formatted report)","upskilling recommendations (text or links)"],"categories":["data-processing-analysis","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_jobwizard__cap_5","uri":"capability://automation.workflow.bulk.application.scheduling.and.rate.limiting","name":"bulk application scheduling and rate-limiting","description":"Allows users to queue multiple job applications and schedule them to submit at staggered intervals (e.g., 5 applications per day) to avoid triggering spam filters or appearing overly aggressive to job boards. The system likely uses a job queue with configurable submission rates and time windows to distribute applications across days or weeks, with built-in safeguards to prevent duplicate submissions and rate-limit violations.","intents":["I want to apply to 100 jobs this month but don't want to submit them all at once and look like a bot","I need to spread my applications across time to avoid overwhelming my inbox with recruiter responses","I want to ensure my applications are submitted during business hours when recruiters are most likely to see them"],"best_for":["High-volume job seekers applying to 50+ positions monthly","Users in competitive job markets wanting to maximize visibility without appearing desperate","Job seekers managing multiple job search campaigns simultaneously"],"limitations":["Scheduling is application-level only — cannot coordinate with job board algorithms or recruiter review cycles","No integration with job board APIs to verify submission success — relies on form submission confirmation","Rate-limiting is user-defined and may not align with job board spam detection thresholds","Cannot detect or prevent duplicate applications to the same company across different job postings","Scheduling requires manual queue setup — no intelligent prioritization based on job fit or company preference"],"requires":["JobWizard account with bulk application feature enabled","Pre-filled application data (resume, cover letter, profile)","List of job postings with application URLs or forms"],"input_types":["job application queue (list of jobs with URLs or form data)","scheduling preferences (applications per day, time window, start date)"],"output_types":["scheduled application queue (JSON or dashboard view)","submission confirmation log (timestamp, company, status)","rate-limiting alerts (if thresholds exceeded)"],"categories":["automation-workflow","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_jobwizard__cap_6","uri":"capability://data.processing.analysis.application.material.versioning.and.a.b.testing","name":"application material versioning and a/b testing","description":"Maintains multiple versions of resumes and cover letters for different job types or industries, allowing users to test which versions generate higher response rates. The system likely stores version history with metadata (creation date, target job type, response rate) and provides analytics to compare performance across versions, enabling data-driven refinement of application materials.","intents":["I want to test different resume versions for tech vs. finance roles to see which gets more callbacks","I need to track which cover letter styles generate the most recruiter interest","I want to see which resume keywords or achievements drive the highest response rates"],"best_for":["Data-driven job seekers wanting to optimize application materials through experimentation","Users applying across multiple industries and wanting to tailor materials per industry","Long-term job seekers with enough application volume to generate statistically meaningful response data"],"limitations":["Response rate tracking requires manual status updates — no automatic detection of recruiter interest or callbacks","Sample sizes for A/B testing may be too small for statistical significance unless user applies to 100+ positions","Cannot isolate variables — cannot determine if higher response rate is due to resume version, job fit, or timing","Analytics are likely limited to free tier — advanced segmentation (by company size, industry, location) may require premium","No integration with email tracking or calendar systems to correlate application submission with recruiter outreach"],"requires":["JobWizard account with versioning and analytics enabled","Multiple application materials (resume and cover letter versions)","Sufficient application volume (50+ applications) to generate meaningful data"],"input_types":["resume versions (text or document)","cover letter versions (text or document)","application metadata (company, position, date, response status)"],"output_types":["version comparison report (response rate by version, JSON or dashboard)","performance analytics (charts, tables)","version history (creation date, target job type, metrics)"],"categories":["data-processing-analysis","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":39,"verified":false,"data_access_risk":"high","permissions":["Resume file in PDF, DOCX, or plain text format","Job description text (copy-pasted or URL)","Active JobWizard account (free or paid tier)","JobWizard account with profile data populated","Job application form accessible via web browser","Supported job board or custom application portal","User profile data (work history, skills, achievements)","Job description text","Company name (optional, for context enrichment)","JobWizard account with cover letter generation enabled"],"failure_modes":["Keyword optimization may produce generic, recruiter-unfriendly language if not carefully balanced","Cannot detect industry-specific context nuances that human recruiters value (e.g., leadership impact vs. task completion)","Resume parsing accuracy degrades on non-standard formats, multi-column layouts, or graphics-heavy designs","Suggestions are keyword-driven, not narrative-driven — may miss storytelling opportunities that differentiate candidates","Requires manual setup of initial profile data — no automatic extraction from LinkedIn or other sources in free tier","Form field mapping is imperfect; custom or unusual form layouts may require manual intervention","Limited integration with major job boards (Indeed, LinkedIn, Glassdoor) — many applications still require manual navigation and form submission","No support for dynamic forms that change based on previous answers (conditional logic)","Data persistence is local or cloud-based, but no guarantee of real-time sync across devices","AI-generated cover letters lack the personal narrative and emotional resonance that hiring managers remember","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":"2026-05-24T12:16:31.445Z","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=jobwizard","compare_url":"https://unfragile.ai/compare?artifact=jobwizard"}},"signature":"vzODAUV7+qNQCOPoMCKDbQzwoWQ2iPIURYO7Otw9Oi5oiU/NxCBvUE5nR8+xJ012kmqjwjWIEIBr31KAvFYnDQ==","signedAt":"2026-06-21T18:19:15.193Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/jobwizard","artifact":"https://unfragile.ai/jobwizard","verify":"https://unfragile.ai/api/v1/verify?slug=jobwizard","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"}}